Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-12<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-03-12<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AMCWWRZH4FBFGS\" class=\"app-title\">Naoma AI Demo Agent<\/a><\/p>\n<div class=\"one-liner\">The video AI demo agent for B2B SaaS for immediate demos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">535<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aB2B SaaS\u4f01\u4e1a\u63d0\u4f9b\u7684\u89c6\u9891AI\u6f14\u793a\u4ee3\u7406\uff0c\u901a\u8fc724\/7\u5728\u6d4f\u89c8\u5668\u5185\u63d0\u4f9b\u5b9e\u65f6\u3001\u4e2a\u6027\u5316\u7684\u4ea7\u54c1\u4ea4\u4e92\u6f14\u793a\uff0c\u5c06\u4f20\u7edf\u7684\u201c\u9884\u7ea6\u6f14\u793a\u201d\u6d41\u7a0b\u8f6c\u5316\u4e3a\u5373\u65f6\u4f53\u9a8c\uff0c\u89e3\u51b3\u4e86\u9500\u552e\u7ebf\u7d22\u56e0\u7b49\u5f85\u800c\u6d41\u5931\u3001\u9500\u552e\u4ee3\u8868\u65e0\u6cd5\u89c4\u6a21\u5316\u63d0\u4f9b\u6f14\u793a\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd876411-e073-41a4-afaf-39dfbe014c3b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77b236ab-f13b-4535-860e-a3ae20addff6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d3b1b30-81d6-416a-b9ca-5e58026eea4b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77660331-2f0f-4d9c-94f4-c9aba355a933.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb5c7d39-c756-4a30-9a18-080beaab9d81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/6695a885-4000-4475-97e6-a2fe8b274f34.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/1a097d747f9b475b9060e90fe6658a29\"><source src=\"https:\/\/www.loom.com\/share\/1a097d747f9b475b9060e90fe6658a29\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">SaaS\u6f14\u793a\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u4ea4\u4e92\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6f0f\u6597\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u7b5b\u9009<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5316\u9500\u552e<\/span><br \/>\n <span class=\"tag\">B2B\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u81ea\u52a9\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u4ea7\u54c1\u6f14\u793a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u201c\u9884\u7ea6\u6f14\u793a\u201d\u5bfc\u81f4\u9500\u552e\u6d41\u5931\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba4\u4e3a\u5176\u8f6c\u5316\u7387\uff0810-20%\uff09\u6570\u636e\u4eae\u773c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5b9a\u4ef7\u6a21\u5f0f\u3001\u5bf9C\u7aef\u4ea7\u54c1\u7684\u9002\u7528\u6027\u3001\u652f\u6301\u8bed\u8a00\u6570\u91cf\uff0c\u4ee5\u53ca\u4ea7\u54c1UI\u66f4\u65b0\u540eAI\u5982\u4f55\u540c\u6b65\u5b66\u4e60\u5de5\u4f5c\u6d41\u7a0b\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u900f\u9732\u76ee\u6807\u5b9a\u4ef7\u4e3a10\u7f8e\u5143\/\u6b21\u6709\u6548\u6f14\u793a\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Naoma\u7684\u6b64\u6b21\u201c\u8f6c\u578b\u201d\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u4ea7\u54c1\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u5e02\u573a\u75db\u70b9\u7684\u7cbe\u51c6\u72d9\u51fb\u3002\u5b83\u820d\u5f03\u4e86\u6cdb\u5316\u7684\u201c\u9500\u552e\u5206\u6790\u201d\u8d5b\u9053\uff0c\u8f6c\u800c\u5207\u5165\u9500\u552e\u6f0f\u6597\u4e2d\u6700\u8106\u5f31\u4e14\u6700\u5173\u952e\u7684\u201c\u6f14\u793a\u201d\u73af\u8282\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u6b21\u4ef7\u503c\u5b9a\u4f4d\u7684\u5347\u7ef4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u70ab\u6280\u5f0f\u7684AI\u89c6\u9891\u751f\u6210\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u6f14\u793a\u201d\u4ece\u4e00\u4e2a\u9700\u8981\u4eba\u5de5\u534f\u8c03\u3001\u8017\u65f6\u6570\u65e5\u7684\u201c\u9500\u552e\u52a8\u4f5c\u201d\uff0c\u91cd\u6784\u4e3a\u4e00\u4e2a\u6807\u51c6\u5316\u7684\u3001\u53ef\u5373\u65f6\u4ea4\u4ed8\u7684\u201c\u4ea7\u54c1\u529f\u80fd\u201d\u3002\u8fd9\u76f4\u63a5\u653b\u51fb\u4e86B2B\u9500\u552e\u4e2d\u4e24\u4e2a\u7ecf\u5178\u77db\u76fe\uff1a\u4e70\u5bb6\u610f\u56fe\u7684\u77ac\u65f6\u6027\u4e0e\u9500\u552e\u54cd\u5e94\u7684\u6ede\u540e\u6027\uff0c\u4ee5\u53ca\u6f14\u793a\u4f53\u9a8c\u7684\u4e2a\u6027\u5316\u9700\u6c42\u4e0e\u9500\u552e\u4eba\u529b\u7684\u6709\u9650\u6027\u3002\u901a\u8fc7AI\u4ee3\u7406\u5b9e\u65f6\u64cd\u4f5c\u771f\u5b9e\u4ea7\u54c1\u754c\u9762\u8fdb\u884c\u8bb2\u89e3\uff0c\u5e76\u96c6\u6210\u7ebf\u7d22\u7b5b\u9009\u4e0e\u8def\u7531\uff0cNaoma\u8bd5\u56fe\u5c06\u9ad8\u4ef7\u503c\u7684\u9500\u552e\u4ee3\u8868\u4ece\u91cd\u590d\u7684\u521d\u7ea7\u6f14\u793a\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8f6c\u800c\u805a\u7126\u4e8e\u5df2\u7b5b\u9009\u3001\u9ad8\u610f\u5411\u7684\u5ba2\u6237\u8c08\u5224\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u91cd\u6784\u9500\u552e\u56e2\u961f\u7684\u4eba\u6548\u6a21\u578b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u53ef\u9760\u6027\u662f\u4fe1\u4efb\u57fa\u77f3\uff1aAI\u80fd\u5426\u5728\u590d\u6742\u3001\u5f00\u653e\u7684\u5bf9\u8bdd\u4e2d\u59cb\u7ec8\u4fdd\u6301\u6f14\u793a\u8def\u5f84\u7684\u51c6\u786e\u4e0e\u4e13\u4e1a\uff1f\u4ea7\u54c1\u754c\u9762\u7684\u9891\u7e41\u66f4\u65b0\u662f\u5426\u4f1a\u6210\u4e3a\u8fd0\u7ef4\u5669\u68a6\uff1f\u5176\u6b21\uff0c\u5546\u4e1a\u903b\u8f91\u6709\u5f85\u9a8c\u8bc1\uff1a\u6309\u6f14\u793a\u6b21\u6570\u6536\u8d39\u7684\u6a21\u5f0f\uff0c\u5982\u4f55\u4e0e\u5ba2\u6237\u7684\u4ea7\u54c1\u4ef7\u503c\u3001\u6f14\u793a\u590d\u6742\u5ea6\u6302\u94a9\uff1f\u662f\u5426\u4f1a\u56e0\u8ffd\u6c42\u201c\u6b21\u6570\u201d\u800c\u727a\u7272\u6f14\u793a\u8d28\u91cf\uff1f\u6700\u540e\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c\u4e0d\u4f4e\uff1a\u8ba9\u4f01\u4e1a\u5c06\u5b9d\u8d35\u7684\u9500\u552e\u7b2c\u4e00\u89e6\u70b9\u5b8c\u5168\u4ea4\u7ed9AI\uff0c\u9700\u8981\u6781\u5f3a\u7684\u6848\u4f8b\u8bc1\u660e\u548c\u6570\u636e\u8bf4\u670d\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cNaoma\u7684\u8d5b\u9053\u9009\u62e9\u6781\u5177\u6d1e\u5bdf\u529b\uff0c\u5b83\u4e0d\u518d\u53ea\u662f\u201c\u8d4b\u80fd\u201d\u9500\u552e\uff0c\u800c\u662f\u8bd5\u56fe\u201c\u66ff\u4ee3\u201d\u9500\u552e\u6d41\u7a0b\u4e2d\u7684\u7279\u5b9a\u73af\u8282\u3002\u5176\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u7684\u62df\u4eba\u7a0b\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u4f5c\u4e3a\u4e00\u6b3e\u201c\u5de5\u5177\u201d\uff0c\u5728\u63d0\u5347\u8f6c\u5316\u7387\u4e0e\u9500\u552e\u6548\u7387\u65b9\u9762\uff0c\u80fd\u5426\u4ea4\u51fa\u8fdc\u8d85\u4f20\u7edf\u65b9\u5f0f\u4e14\u7a33\u5b9a\u53ef\u590d\u5236\u7684\u6570\u636e\u7b54\u5377\u3002\u8fd9\u662f\u4e00\u573a\u5173\u4e8e\u9500\u552e\u5de5\u4f5c\u672c\u8d28\u89e3\u6784\u7684\u52c7\u6562\u5b9e\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Naoma AI Demo Agent<\/span>\n <\/div>\n<div class=\"comment-content\">Turn \u201cBook a demo\u201d into \u201cGet an AI demo now.\u201d Naoma is the first video AI demo agent for B2B SaaS that delivers live, personalized demos in-browser 24\/7 in any language. It clicks through real product flows, answers questions, qualifies prospects, and routes them to CRM, sales calendar, or checkout. Choose the avatar style: human-like, branded mascot, or a more formal look to engage your prospects.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunters \ud83d\udc4b We\u2019re the team behind Naoma \u2014 turning \u201cBook a demo\u201d into \u201cGet an AI demo now.\u201d<\/p>\n<p>Last time, we launched a different Naoma \u2014 an AI sales analytics platform \u2014 and hit #2 Product of the Day. That was our first proof we could build something people actually want.<\/p>\n<p>Then something unexpected happened: while talking to SaaS teams about sales analytics, we kept hearing the same pain:<br \/>\n\u201cYour demo is the bottleneck. Buyers don\u2019t want to wait. Reps can\u2019t scale. And too many demos are unqualified.\u201d<\/p>\n<p>So we pivoted.<\/p>\n<p>Today we\u2019re launching Naoma (v2) \u2014 the first AI video demo agent. Naoma runs live, personalized demos in-browser, can click through real product flows, answer questions, qualify prospects, and route them to the right next step: CRM, your sales calendar, or self-serve checkout \u2014 24\/7 and multilingual. You can also choose the avatar style (human-like, branded mascot, or more formal).<\/p>\n<p>We\u2019re early and shipping fast \u2014 would love your feedback:<br \/>\n\t\u2022\tWhat should an AI demo agent handle first in your funnel?<br \/>\n\t\u2022\tWhat would make you trust it enough to deploy on your website?<br \/>\n\t\u2022\tAny overall feedback on what we\u2019re building?<\/p>\n<p>\ud83d\udc49 Try it right now \u2014 no “book a demo” needed: naoma.ai<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>71<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Finally!<\/p>\n<p>I’m so glad you’re back on ProductHunt, and with such a cool project!<\/p>\n<p>I ran a demo myself once and understand how much Naoma will simplify life for many organizations.<\/p>\n<p>Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>We applied for the YC S26 batch a while back \u2014 and seeing <a href=\"https:\/\/www.producthunt.com\/@aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/a> thread made us even more excited about the opportunity.<\/p>\n<p>Naoma is an AI video agent that replaces the “Book a Demo” wait with an instant, live product demo on your website. Buyer hits peak intent, gets a real walkthrough on the spot, gets qualified and routed \u2014 no scheduling, no rep required.<\/p>\n<p>Pre-seed backed by Ultra VC, Sparkle Ventures and angels. Early pilots with UXPressia, Yesim, Mellow and others. Seeing 10\u201320% visitor-to-demo conversion, with up to 30% moving to next steps.<\/p>\n<p>Would be an incredible opportunity for us at this stage. Fingers crossed. <\/p>\n<p>\ud83e\udd1e #YCApplication<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@aaronoleary\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/a> could you add us also please?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>60<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> congrats on a new great launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>45<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks very nice. Good luck with the launch! Curious to what average check is that tailored<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>44<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@islam_midov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@islam_midov<\/a> hi Islam and thank you for your question. Get demo now and if U’d like – book a demo with our sales team. We’ll show you our pricing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>44<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@islam_midov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@islam_midov<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>44<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@islam_midov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@islam_midov<\/a> thanks for the support – to be honest, we are still trying to figure it out. But the target price is $10 per demo from 3+ minutes<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Great product. Wondering if it\u2019s applicable for consumer products?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>44<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> hi Anton! <br \/>And thank you for the great question. <br \/>So the answer is probably yes – depends on the product. We can discuss it and share our experience<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>43<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>44<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> it might be, but we are focusing more on b2b products right now<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am following Naoma’s journey since their first launch, and implemented their demo-agent on one of my projects. I think that they made a wise pivot from yet another analytics to solution that covers extremely important and time sensitive part of the sales funnel. Congrats on the new launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>43<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a> Many thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>45<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>45<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a> thank you for your trust and support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool product, congratulations on the launch. <\/p>\n<p>What languages does Naoma support?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>43<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> Hi, thank you. We support 30+ languages, including English, Spanish, French, German, Portuguese, Hindi, Japanese, Korean, Chinese, Arabic, and more<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>33<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> thanks for your great question, Naoma supports 30+ languages.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The pivot from analytics to this makes a lot of sense honestly. Every B2B SaaS I’ve worked on has the same bottleneck where sales can’t keep up with demo requests, and by the time someone gets scheduled half of them have already gone with a competitor.<\/p>\n<p>10-20% visitor-to-demo conversion is wild if that holds up at scale. How are you handling product updates? Like when the SaaS pushes a new UI, does Naoma automatically learn the new flows or does someone need to retrain it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> It can handle small changes automatically, big redesigns will require human intervention right now. But we are working on solving this problem automatically with the help of additional exploration agent that can map out the product features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> thank you for your great question, out CTO David will answer it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> thanks for the support! And I see that David has already answered the question<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> appreciate your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> thank you!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_chepovoi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_chepovoi<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_chepovoi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_chepovoi<\/a> thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_chepovoi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_chepovoi<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Testing Naoma right now for our product, and it looks great! Good luck, guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alena_korpula\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alena_korpula<\/a> Thanks so much for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alena_korpula\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alena_korpula<\/a> thank you for your trust and support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alena_korpula\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alena_korpula<\/a> thanks a lot for your support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow, impressive! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mauricevv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mauricevv<\/a> thank you! Wanna try it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mauricevv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mauricevv<\/a> Many thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mauricevv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mauricevv<\/a> thank you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally someone made it work, would like to try for our product, good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantin_netyliov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantin_netyliov1<\/a> Many thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantin_netyliov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantin_netyliov1<\/a> thank you! Really appreciate your support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantin_netyliov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantin_netyliov1<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, great demo, guys! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikvoice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikvoice<\/a> Thanks so much for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikvoice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikvoice<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikvoice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikvoice<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>From a SaaS founder\u2019s perspective, this is something I\u2019d actually use. \u201cBook a demo\u201d has been a huge drop-off point for us \u2013 people are interested, but they don\u2019t want to wait days just to see the product.<\/p>\n<p>What I like about Naoma is that it:<\/p>\n<p>lets visitors get a real, interactive demo instantly<\/p>\n<p>can walk through actual product flows, not just a marketing video<\/p>\n<p>helps qualify visitors and route serious buyers to our sales team or checkout<\/p>\n<p>If this works as promised, it basically turns our demo from a scheduling problem into an on-demand product experience. Curious to see:<\/p>\n<p>how well it handles more complex questions<\/p>\n<p>and whether it can actually increase qualified demos without overwhelming our reps.<\/p>\n<p>Overall, this feels like a very natural upgrade to the traditional \u201cbook a demo\u201d funnel.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yu_zhou8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yu_zhou8<\/a><\/p>\n<p>This is exactly the problem we set out to solve \u2014 and you’ve described the value prop better than most of our own copy. \ud83d\ude04<\/p>\n<p>On your two questions:<\/p>\n<p>Complex questions \u2014 this is where we’ve invested heavily. The demo adapts based on role, use case, and what the prospect actually asks mid-session. It won’t handle every edge case perfectly today, but the bar is already higher than most teams expect going in. We’re transparent with prospects when something needs a human.<\/p>\n<p>Qualified demos without overwhelming reps \u2014 the qualification layer is what makes this work. Naoma filters intent before routing, so reps are only seeing prospects who’ve already seen the product and have specific questions. In early pilots we’re seeing up to 30% of demo starters move to next steps \u2014 without rep involvement at that stage.<\/p>\n<p>Would love to show you what it looks like on a real funnel. Happy to set something up. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yu_zhou8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yu_zhou8<\/a> Thanks so much for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yu_zhou8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yu_zhou8<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Nice demo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@solodnev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solodnev<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@solodnev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solodnev<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@solodnev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solodnev<\/a> appreciate!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/p>\n<p>Very interesting product, does it share a screen and walks client through the platform let\u2019s say?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> Hi, thank you! Yes this is exactly how it works. It launches a browser and streams the screen capture back to the prospect while doing a product walkthrough<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> Many thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> Thank you for the brilliant question! <br \/>It launches a browser and streams the screen capture back to the prospect while doing a product walkthrough<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The scheduling step kills momentum at exactly the wrong moment, when a prospect is most curious and most ready to engage.<\/p>\n<p>The 10-20% visitor-to-demo conversion stat is quite impressive – what was your sample? Most SaaS websites convert visitors to signups at 1-5%, so getting someone into an actual product walkthrough at that rate would be a meaningful shift in how the top of funnel works.<\/p>\n<p>The trust question you’re asking is the right one. For me it comes down to two things: how well the agent handles the moment it doesn’t know the answer, and whether it can detect when a prospect is genuinely evaluating vs. just poking around. A graceful “let me connect you with someone who can answer that” beats a hallucinated response every time.<\/p>\n<p>Curious whether Naoma is designed for established SaaS with complex flows or also works for early stage products where the demo itself is still evolving, and how would it work when new features are added into the workflow. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> Thank you, and great questions, these go straight to the core of what we’ve been working through.<\/p>\n<p>On the sample: the 10-20% is from early pilots across a handful of B2B SaaS companies – small sample, so we’re careful not to overgeneralize. But the directional signal is consistent: when you remove the scheduling friction and replace it with an instant conversation, a meaningful share of visitors who would have bounced actually engage.<\/p>\n<p>On handling unknowns I fully agree. A confident hallucination is worse than an honest handoff. Naoma is designed to recognize the boundary and route gracefully to a human when it hits it. That moment, done well, actually builds trust rather than breaking it.<\/p>\n<\/p>\n<p>On early-stage products: Naoma works best when there’s enough product to show, but it doesn’t require a polished, static flow. When features change, you update the agent. It’s closer to briefing a new rep than rebuilding a product tour.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> Joao, thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome project! Curious how Naoma handles demos for products with complex, role-based experiences – where what a sales leader needs to see is completely different from what a developer or finance person would care about. Does the agent dynamically adapt the demo flow based on who’s watching, or is it one flow per product?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zigapotoc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zigapotoc<\/a> Hi, thanks! Naoma will ask questions, qualify the prospect and show what she thinks is relevant based on the prospect answers. You can also configure multiple flows tailored for different personas<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zigapotoc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zigapotoc<\/a> thanks for the comment, and yes, you are absolutely right about how it works. The agent qualifies the prospect first, and then adapts the demo based on the use case<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zigapotoc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zigapotoc<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey builders, good luck with the launch.<\/p>\n<p>How does Naoma know how to interact with the product which it is selling?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_mende2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_mende2<\/a> thank you! She has access to browser automation tools uses them to do a product walkthrough.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_mende2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_mende2<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_mende2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_mende2<\/a> thank you for the great question!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I think you have found a sweet spot when for a company employing humans it may be prohibitively expensive to do a live demo to every qualified lead; you are practically dropping the threshold to mere dollars, not hundreds of dollars per demo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@max_kraynov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_kraynov<\/a> yes, exactly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@max_kraynov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_kraynov<\/a> exactly! Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@max_kraynov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_kraynov<\/a> , yes, thanks for the comment<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks interesting. Just a small question here — when a cost per demo can be $250-600 do you think it’s reasonable to delegate it to an AI bot? I just try to understand the use cases of this tool. Upvoted \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@evgeny_kotelevskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evgeny_kotelevskiy<\/a> Great question, and the math is actually why Naoma makes sense here.<\/p>\n<p>That $250-600 cost per demo includes SDR time, AE time, no-shows, and leads that weren’t qualified to begin with. A significant chunk of that cost goes to demos that should never have happened.<\/p>\n<p>Naoma doesn’t replace the high-value human demo. It runs the first discovery layer: qualifying the lead, answering basic product questions, showing the product value relevant to that specific visitor, and capturing intent – so when a human rep does step in, they’re talking to someone who already understands the product and is ready to move forward.<\/p>\n<p>The result: fewer wasted demos, higher close rates on the ones that happen, and the leads who would have bounced on a 5-day Calendly wait actually convert instead.<\/p>\n<p>So the question isn’t “should AI run the $500 demo?” It’s “how many of those $500 demos are currently happening with the wrong people or not happening at all?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@evgeny_kotelevskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evgeny_kotelevskiy<\/a> thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@evgeny_kotelevskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evgeny_kotelevskiy<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is one of the greatest products i have ever seen today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Many thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is one of the greatest products i have ever seen <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> wow! Many thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thanks so much for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really cool. Product demo are real bottleneck specially for complex system and having a personalised demo is a great thing. Congratulations on the launch \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhu_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhu_1<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhu_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhu_1<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhu_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhu_1<\/a> Thanks so much for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product! Good luck with launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thxgrey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thxgrey<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thxgrey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thxgrey<\/a> thank you mate!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thxgrey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thxgrey<\/a> Many thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The demo bottleneck is real. Sales teams wait days for a custom demo while the lead goes cold. If this can generate a personalized video demo on the spot, that’s a different conversion game. I’m curious about the AI quality, though. B2B buyers are hard to impress. Does the demo feel scripted, or can it actually respond to what the prospect cares about? What’s the average watch-through rate compared to a live sales call?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> We care a lot about the “human feel” during the demo and constantly working on improvements.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> The scripted vs. responsive question is exactly the right one to ask \u2014 and it’s what separates Naoma from recorded demo tools or clickthrough tours.<\/p>\n<p>The demo adapts in real time based on what the prospect actually says. If they mention a specific use case, the flow pivots to it. If they ask a question mid-demo, it answers and continues. It’s not a linear script with a play button \u2014 it’s closer to a conversation that happens to include a product walkthrough.<\/p>\n<p>On watch-through rate \u2014 we don’t share specific numbers publicly, but what we can say: average session length runs over 6 minutes for engaged prospects, and we only charge for demos over 3 minutes. The bounce rate exists \u2014 some people drop off early \u2014 but it’s consistently lower than the average no-show rate on scheduled calls. A prospect who ghosts your Calendly invite costs just as much as one who clicks away in 20 seconds, except with Naoma you at least got them in the door.<\/p>\n<p>B2B buyers are hard to impress \u2014 agreed. The ones we’re seeing convert aren’t impressed by the AI, they’re impressed by getting a relevant answer to a specific question without waiting a week. That’s the bar. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> thanks for the comment and questions! See that Dmitry answered below <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch! Turning \u201cbook a demo\u201d into an instant AI demo is a really interesting idea. Curious how prospects are reacting to the avatar-led demos so far?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mithlesh_shah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mithlesh_shah<\/a> thanks! Surprisingly, many people have no issues interacting with AI and telling the agent about their situation and answering qualification questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@david_klassen That\u2019s interesting. I guess once the experience feels conversational, people don\u2019t mind whether it\u2019s AI or human. Curious if you\u2019re seeing it work better for certain types of products or demos?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mithlesh_shah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mithlesh_shah<\/a> Thank you! \ud83d\ude4f<\/p>\n<p>Honestly \u2014 better than we expected. The initial assumption was that some prospects would bounce the moment they realized it wasn’t a human. What we’re seeing in pilots is that most people engage pretty naturally once the demo actually starts. The product is doing the work, and when the walkthrough is relevant and the answers are accurate, the avatar becomes background.<\/p>\n<p>The moments that matter most aren’t “does this look human enough” \u2014 they’re “did it answer my question” and “did it show me something relevant to my use case.” When those land, prospects stay and convert.<\/p>\n<p>That said \u2014 avatar quality is something we’re actively investing in. More realistic, more expressive. Not because users are complaining loudly, but because we know it raises the ceiling on the experience, especially for higher-ACV products where the buying environment needs to feel more premium.<\/p>\n<p>Curious what your instinct is from the buyer side \u2014 does the avatar matter to you, or is it purely about the demo quality? \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations! <\/p>\n<p>The “instant demo vs. wait 5 days” reframe is spot on. Curious what’s the average session length? Do most prospects watch the full demo or drop off at a specific point?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mehmet_kerem_mutlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehmet_kerem_mutlu<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mehmet_kerem_mutlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehmet_kerem_mutlu<\/a> Great question \u2014 and one we track closely.<\/p>\n<p>We don’t share specific metrics publicly, but here’s what we can say:<\/p>\n<p>There is a bounce rate \u2014 some prospects drop off in the first 30 seconds. But that number is consistently lower than the average no-show rate for traditional scheduled demos. A prospect who never shows up costs you just as much as one who clicks away in 20 seconds \u2014 except with the AI demo you at least got them in the door.<\/p>\n<p>For prospects who engage past that point, average session length runs over 6 minutes depending on the product. That’s a real, active conversation \u2014 not passive video watching.<\/p>\n<p><strong>And to your point about drop-offs \u2014 we actually built our pricing around this. We only charge for demos over 3 minutes. If someone bounces early, it doesn’t count. We think that’s the only fair way to do it.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mehmet_kerem_mutlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehmet_kerem_mutlu<\/a> thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI agents for demos are a fascinating idea.<\/p>\n<\/p>\n<p>A lot of products struggle with <strong>showing value quickly<\/strong>, and if an AI agent can guide users through a product in an interactive way, that could significantly improve onboarding and conversions.<\/p>\n<\/p>\n<p>Curious, can NAOMA adapt the demo flow based on <strong>different user personas or questions in real time?<\/strong><\/p>\n<\/p>\n<p>Congrats on the launch and excited to see how teams use this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dharmikp1908\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dharmikp1908<\/a> Thank you! Yes Naoma can show different flows tailored for different personas<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dharmikp1908\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dharmikp1908<\/a> Thank you for your question! Naoma can adapt the demo flow based on prospect qualification during the demo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dharmikp1908\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dharmikp1908<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting concept \u2014 how does it handle objections or off-script questions during the demo?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jozsef_orsos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jozsef_orsos<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jozsef_orsos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jozsef_orsos<\/a> we connect a client’s knowledge base. So Naoma can successfully handle even difficult technical questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jozsef_orsos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jozsef_orsos<\/a> Naoma can use the knowledge base and sales playbooks to handle objections the same way the human sales-rep would<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I recently joined the Naoma team and have been working on how our AI demo agents actually talk to visitors and walk them through real product flows.<\/p>\n<p>What I like most here is that it\u2019s not another \u201cwatch this 10\u2011minute video\u201d thing \u2013 prospects can click around, ask questions, and get a personalized demo in their own language, any time.<\/p>\n<p>If you\u2019re doing product demos for your SaaS and have thoughts, questions or \u201cthis would never work for us because\u2026\u201d, I\u2019d genuinely love to hear them. Your feedback today will shape what we build next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@muravyov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muravyov<\/a> thanks, happy to work with you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@muravyov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muravyov<\/a> Nick, thank you for joining us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@muravyov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muravyov<\/a> we are glad to have you onboard!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6W4GUURWBCK3KG\" class=\"app-title\">Needle 2.0<\/a><\/p>\n<div class=\"one-liner\">Vibe-automate workflows and earn passive income<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">437<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Needle 2.0\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5373\u53ef\u81ea\u52a8\u6784\u5efa\u3001\u6d4b\u8bd5\u5e76\u90e8\u7f72\u5de5\u4f5c\u6d41\u7684AI\u4ee3\u7406\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u4f20\u7edf\u81ea\u52a8\u5316\u5de5\u5177\u4e2d\u9762\u4e34\u7684\u6784\u5efa\u590d\u6742\u3001\u7ef4\u62a4\u56f0\u96be\u53ca\u6210\u679c\u96be\u4ee5\u8d27\u5e01\u5316\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ea03a03-6f63-4f91-9c77-de2e3e1856ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9069fafa-913f-4cda-b6c2-01c4a5454d12.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81b0c0d9-d7c2-4afa-b4d3-7a5cba37935c.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d51a23b9-30b2-46ae-8fb5-1d6f1aeba020.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Hm3FgS4cbs4\"><source src=\"https:\/\/youtu.be\/Hm3FgS4cbs4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u88ab\u52a8\u6536\u5165<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u81ea\u6108<\/span><br \/>\n <span class=\"tag\">RAG<\/span><br \/>\n <span class=\"tag\">Agent<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u81ea\u7136\u8bed\u8a00\u6784\u5efa\u201d\u548c\u201c\u5e02\u573a\u76c8\u5229\u201d\u6a21\u5f0f\uff0c\u8ba4\u4e3a\u5176\u4f53\u9a8c\u8fdc\u8d85Zapier\u7b49\u4f20\u7edf\u5de5\u5177\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u76c8\u5229\u6a21\u5f0f\u7684\u5177\u4f53\u5206\u6210\u3001\u4f01\u4e1a\u7ea7\u5408\u89c4\u4e0eAPI\u9650\u6d41\u5904\u7406\u3001\u5de5\u4f5c\u6d41\u7248\u672c\u63a7\u5236\u3001\u4ee5\u53caAI\u6784\u5efa\u7684\u51c6\u786e\u6027\u4e0e\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Needle 2.0\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u7b80\u5355\u5730\u7528AI\u5305\u88c5\u53e6\u4e00\u4e2aIFTTT\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u6784\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u6574\u4e2a\u751f\u547d\u5468\u671f\u548c\u4ef7\u503c\u94fe\u3002\u5176\u5ba3\u79f0\u7684\u201cVibe-Automation\u201d\u672c\u8d28\u662f\u964d\u4f4e\u6784\u5efa\u95e8\u69db\uff0c\u5c06\u63cf\u8ff0\u6027\u6307\u4ee4\u8f6c\u5316\u4e3a\u53ef\u9760\u6d41\u7a0b\uff0c\u8fd9\u76f4\u51fb\u4e86\u4f20\u7edf\u5de5\u5177\u8282\u70b9\u62d6\u62fd\u5f0f\u7f16\u7a0b\u7684\u590d\u6742\u6027\u4e0e\u7ef4\u62a4\u5669\u68a6\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u8d4c\u6ce8\u5728\u4e8e\u201c\u5e02\u573a\u201d\u4e0e\u201c\u81ea\u6108\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c\u6784\u5efa\u4ee3\u7406\u201d\u662f\u6280\u672f\u4eae\u70b9\uff0c\u4f46\u201c\u76c8\u5229\u5e02\u573a\u201d\u662f\u5546\u4e1a\u6a21\u5f0f\u7684\u6838\u5fc3\u521b\u65b0\u3002\u5b83\u5de7\u5999\u5730\u5c06\u7528\u6237\u4ece\u6d88\u8d39\u8005\u8f6c\u5316\u4e3a\u751f\u4ea7\u8005\uff0c\u8bd5\u56fe\u5efa\u7acb\u4e00\u4e2a\u7531AI\u8f85\u52a9\u521b\u4f5c\u3001\u5e73\u53f0\u63d0\u4f9b\u7ef4\u62a4\u4e0e\u5206\u53d1\u3001\u521b\u4f5c\u8005\u5206\u4eab\u6536\u76ca\u7684\u751f\u6001\u7cfb\u7edf\u3002\u8fd9\u4e0d\u4ec5\u80fd\u6fc0\u52b1\u9ad8\u8d28\u91cf\u5de5\u4f5c\u6d41\u7684\u4ea7\u751f\uff0c\u5f62\u6210\u62a4\u57ce\u6cb3\uff0c\u66f4\u6307\u5411\u4e86\u4e00\u4e2a\u201c\u81ea\u52a8\u5316\u5373\u670d\u52a1\u201d\u7684\u672a\u6765\u3002\u4f46\u6210\u8d25\u5173\u952e\u70b9\u5728\u4e8e\uff1a\u7b2c\u4e00\uff0cAI\u6784\u5efa\u7684\u53ef\u9760\u6027\u80fd\u5426\u8fbe\u5230\u201c\u751f\u4ea7\u5c31\u7eea\u201d\uff0c\u5c24\u5176\u662f\u5904\u7406\u590d\u6742\u3001\u957f\u94fe\u6761\u903b\u8f91\u65f6\uff1b\u7b2c\u4e8c\uff0c\u5e02\u573a\u80fd\u5426\u5f62\u6210\u4f9b\u9700\u4e24\u7aef\u7684\u98de\u8f6e\uff0c\u5373\u662f\u5426\u6709\u8db3\u591f\u591a\u7684\u4e70\u5bb6\u613f\u610f\u4e3a\u201c\u6a21\u677f\u201d\u4ed8\u8d39\uff0c\u8fd9\u76f4\u63a5\u51b3\u5b9a\u4e86\u521b\u4f5c\u8005\u6536\u76ca\u7684\u5438\u5f15\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u5173\u4e8e\u4f01\u4e1a\u5408\u89c4\u3001\u7248\u672c\u63a7\u5236\u548c\u6536\u76ca\u5206\u6210\u7684\u7591\u95ee\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u4ece\u6781\u5ba2\u73a9\u5177\u8fc8\u5411\u4f01\u4e1a\u5de5\u5177\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\u81ea\u6108\u529f\u80fd\u662f\u53e6\u4e00\u4e2a\u9700\u8981\u7ecf\u53d7\u73b0\u5b9e\u68c0\u9a8c\u7684\u627f\u8bfa\uff0c\u82e5\u771f\u80fd\u5b9e\u73b0\uff0c\u5c06\u662f\u5de8\u5927\u7684\u8fd0\u7ef4\u4ef7\u503c\u3002\u603b\u4f53\u800c\u8a00\uff0cNeedle\u63cf\u7ed8\u7684\u613f\u666f\u6781\u5177\u5438\u5f15\u529b\uff0c\u4f46\u5176\u6280\u672f\u6df1\u5ea6\u3001\u5e02\u573a\u8fd0\u8425\u80fd\u529b\u53ca\u5546\u4e1a\u6a21\u578b\u7684\u53ef\u6301\u7eed\u6027\uff0c\u5c06\u5171\u540c\u51b3\u5b9a\u5b83\u6700\u7ec8\u662f\u6210\u4e3a\u4e0b\u4e00\u4e2a\u57fa\u7840\u5de5\u5177\uff0c\u8fd8\u662f\u53c8\u4e00\u4e2a\u9ad8\u5f00\u4f4e\u8d70\u7684AI\u6982\u5ff5\u6ce1\u6cab\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Needle 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Just tell our builder agent what needs to be automated. Watch it in real-time building, testing and shipping your workflow, hands-free. It\u2019s 2026; just vibe-automate it. On top, we launched a new way to earn as an AI builder. Just submit your workflow and start earning.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b Jan here, co-founder of Needle.<\/p>\n<\/p>\n<p>After months of work, we are really excited to bring this to you, we call it:<\/p>\n<\/p>\n<p><strong>> Vibe-Automation<\/strong><\/p>\n<p><em><br \/>What does that mean?<\/em><\/p>\n<p><strong>> Needle makes it simple to create workflows by chatting and monetizing them.<\/strong><\/p>\n<p>Three problems we kept running into:<br \/>– You are building a workflow, but it\u2019s complex and takes time to build.<br \/>– You finished a workflow, but it brakes constantly and is hard to maintain.<br \/>– You are proud of your workflow, but you have no simple way to share what you built – let alone earn from it.<\/p>\n<p>We’ve been heads down on the last year to fix this.<\/p>\n<p>Today we’re shipping two things:<\/p>\n<p>1. Workflow Builder 2.0<br \/>– Describe your workflow in plain English.<br \/>– Our agent builds it, tests it end-to-end, self-heals and ships it.<\/p>\n<p>2. Partner Program<br \/>– Publish your workflow to our marketplace, with 1-click.<br \/>– Other users run it. You earn per run.<\/p>\n<p>—<\/p>\n<p>What we’d love your take on:<br \/>1. Does “earn from your workflows” land right away – or does something need to click first?<br \/>2. Where did our workflow builder feel slow, unclear or inaccurate?<br \/>3. What’s the first workflow you’d build and sell?<\/p>\n<p>We’ll be here all day. <\/p>\n<p>Jan and the Needle team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi, <a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> <a href=\"https:\/\/www.producthunt.com\/@oeken\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"oeken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oeken<\/a> Loved the idea behind <strong>Needle <\/strong>\u2014 Curious to know, how does Needle ensure the responses stay accurate and context-aware when pulling information from multiple connected sources?<\/p>\n<p>Priya here, CEO at Techflitter Solutions FZCO, a tech consulting company operating from Dubai and India with 10+ YOE helping <strong>startups build from scratch to release to maintenance and scale tech products globally.<\/strong><\/p>\n<p>Even just recently <strong>ElevenLabs <\/strong>accelerated their growth by partnering with a consulting firm. That proves a point taking an offshore tech partner is a strategic growth move.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> <a href=\"https:\/\/www.producthunt.com\/@oeken\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"oeken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oeken<\/a> If scaling beyond launch is the focus? We\u2019re ready to support and align with your roadmap and growth goals. Let’s have a chat<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> This looks fantastic!! Have already sign-up and can’t wait to built some marketing workflows for myself! Congratulations on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> Hey, congratulations on the launch. Just one question; how does Needle handle enterprise compliance (GDPR\/SOC2) and API rate limits for high-volume runs in paid marketplace workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">For teams that currently rely on Make\/Zapier\/n8n, what\u2019s the most common \u201cbreaking point\u201d that causes them to switch\u2014cost at scale, brittleness\/debugging, speed of iteration, or something else\u2014and what\u2019s the first workflow you recommend migrating to feel the difference fastest?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Short: speed of iteration. <\/p>\n<p>Long: Building (chatting) on Needle is much faster, so you can save a lot of time. Also if your workflow using RAG then Needle is also the better choice since we have RAG built-in. We call it Needle Collections.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question. From my experience, the biggest breaking point with tools like Zapier or Make is usually reliability when workflows get complex. Once you start chaining many steps together, debugging becomes painful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Train your agent , not your hosting skills\u201d is a great line. If OpenClaw can truly handle the infra, inference, and updates, that removes a big barrier for teams trying to move fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b <\/p>\n<p>I\u2019m Onur, co-founder at Needle.<\/p>\n<p>I\u2019ve seen people struggle to create the automations they need. Existing automation platforms not only have a steep learning curve, but also require complex setup and configuration.<\/p>\n<p>In the end, people spend hours just to set up a basic workflow that:<\/p>\n<ol>\n<li>\n<p>is not production-ready<\/p>\n<\/li>\n<li>\n<p>does not cover important cases<\/p>\n<\/li>\n<li>\n<p>is fragile and breaks frequently<\/p>\n<\/li>\n<\/ol>\n<p>It\u2019s 2026, and this kind of effort is obsolete. We made it a pleasant and fun experience that I\u2019m sure you\u2019ll all enjoy: <strong>vibe-automation<\/strong>. The cousin of vibe-coding \ud83e\udd13<\/p>\n<p>The <strong>Needle builder agent<\/strong> is your automation expert. It stitches nodes together in real time, tests the workflow, and ships.<\/p>\n<p>Our mission is to <strong>empower everyone<\/strong> to create their own smart solutions with AI agents. Give it a spin, Needle has a generous free plan. Curious to hear your thoughts.<\/p>\n<p>Cheers,<\/p>\n<p>Onur and the Needlers<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oeken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oeken<\/a> Such an exciting journey together with you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big fan of the team & the product, you guys are really on to something BIG!!!<\/p>\n<p>Whats the vision for the company 5 years from now? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_karim1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_karim1<\/a> Appreciate your comment! We believe, that everyone becomes a builder. So people who have deep insights into processes and operations do not need to ask their tech team anymore to build it, but can just themselves describe the problem and process and the agent builds it for them. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_karim1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_karim1<\/a> Hey Daniel, I recently joined Needle. I had 2 startups previously and exited one. Completely agree. Needle is onto something BIG. Very exciting to be on this journey and thank you for all the support \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_karim1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_karim1<\/a> Thank you very much for the support! Our aim is to enable everyone to automate almost anything as easy as possible without requiring technical expertise. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve built automations with what is considered ‘classic’ – Zapier, Make and others. And Needle is just another league. That is such a quality of life upgrade!<\/p>\n<p>I highly recommend it to everyone out there considering whether or not to try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitrysereda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitrysereda<\/a> thanks so much for the kind words Dmitry. Love what you are doing at Postproxy and love the Needle integration \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats with Launch, guys! I’m genuinely impressed with your pace and dedication!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dan_ttf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan_ttf<\/a> Thank you Denis and love your work with Postproxy. Super cool that you can distribute content to all social platforms within Needle using your integration \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sound amazing! How do you maanage version control?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dennis_stech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dennis_stech<\/a> Good question. So we track every run of your workflow and version. So you can always see how past workflow runs executed or how past versions looked like. You can also roll back to any of these versions. Does that make sense to you, or is there a specific other version control feature that you had in mind? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>super cool! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pietrozullo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pietrozullo<\/a> Excited you find it cool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pietrozullo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pietrozullo<\/a> Great to hear Pietro. Appreciate the support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>product is viiiiiiiiibing \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mauricevv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mauricevv<\/a> \ud83d\ude80\ud83d\ude80\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow this is one of the greatest products i have ever seen <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> We are honored to hear that! Appreciate that you find it useful. What is something you always wanted to automate? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> thanks so much for the support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> happy to hear that! thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a>, shoutout on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexanderfarr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexanderfarr<\/a> \ud83d\ude80 Thanks! Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The marketplace angle is what makes this interesting imo. Tons of no-code automation tools exist but nobody’s really cracked letting builders actually earn from their workflows. That’s a clever incentive to get high quality templates in the system.<\/p>\n<p>How does the ‘describe in plain English’ part work under the hood? Is the AI generating the workflow logic from scratch each time or does it match against existing patterns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> I think so too. We’d like to put the creator in the spotlight and reward. It’s 2026 and we’re all now creators using AI and consumers of AI-powered solutions and content. Democratizing this exchange is our vision.<\/p>\n<p>Secret sauce? Context, prompt and tool engineering. Needle agent mimics how we humans create workflows, i.e. not in a single shot but rather in iterations. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi guys. I saw you did AI automation hackathon in Berlin. Congrats on the launch! I’m curious shat is the benefits for using your tool compare to <a href=\"https:\/\/make.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">make.com<\/a> and n8n?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akovalevskyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akovalevskyi<\/a> Give it a spin and try the agent! Thousands of users have already seen it themselves. You can build workflows way faster and simpler, but still handle really complex automations when you need to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akovalevskyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akovalevskyi<\/a> Thank you for the comment. One of our main differences is that we try hard to let people build automations without hassle or a technical background and our builder agent is super powerful to make this happen. You tell the builder agent what you want in plain English; it builds the workflow, tests it, and iterates. No dragging nodes or wiring things by hand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/products\/needle-3\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"needle-3\" target=\"_blank\" rel=\"noopener\">@Needle<\/a>, congrats on your launch. I went through your page and I really like the delivery and messaging on your site. I have a question on the reward mechanics, it didn’t landed for me. What’s the portion of earnings that a creator should expect per run? does it vary in different cases\/flows? Thanks and good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dingleberryjones\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dingleberryjones<\/a> great question! <\/p>\n<p>In short: It depends. <\/p>\n<p>Ultimately, we calculate the earnings based on the tokens that are consumed per workflow run. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The self-healing piece is what catches my attention most. Every automation platform can build workflows. Very few can maintain them when the underlying services change, which they always do. If the agent genuinely detects and fixes breakages without manual intervention, that’s a much harder problem than the builder itself.<\/p>\n<p>To answer Jan’s questions directly: “earn from your workflows” lands immediately as a concept but I’d want to see one or two concrete examples of what a successful workflow earns per month before I believe it. The marketplace model only works if there’s real buyer demand on the other side, and that’s the part that needs proof early.<\/p>\n<p>The first workflow I’d build and sell: automated brand audit. Scrape a company’s public touchpoints, run them through a structured analysis, output a PDF report. I operate an AI branding platform, so the use case is very close to home, and it’s exactly the kind of repeatable task someone would pay per run for rather than building it themselves.<\/p>\n<p>Congrats on the launch, the vibe-automation framing is fun and the partner program is the genuinely interesting bet here. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> Thank you! The line between producers and consumers of the workflows is blurry because nearly everyone needs some kind of an automation and we make it easy enough to so anyone can create a workflow. So we all grow together using AI in smart fashion. I can’t imagine a future where AI is not playing a key role. And with this model we are rewarding everyone involved in creating value.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very excited about this launch! \ud83d\ude80 Can\u2019t wait to see what people build with this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valentin_po\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valentin_po<\/a> Likewise! With this product we aim to unlock so much of creativity since now creating workflows is way much easier. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good one. We have similar feature in our product, text-to-workflow, but on basic level, just to enable small automations. If no secret, how long did it take you to build it? We struggled a lot with hallucinations, and in general, AI playing dumb. The competition in this fields is wild though \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Competition is what makes it fun \ud83d\ude42 How long it took to build? I can’t answer very well because we’ve improved iteratively. We’ve released first version of the workflow in October 2025 in our previous launch. However there’re many details to get right until the UX starts shining. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive stuff, <a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> ! What is the most popular workflow on your platform? What is the most surprising you found so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pavelk2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pavelk2<\/a> <\/p>\n<p>Most popular ones are data transfer workflows, like reading Gmail attachments and sorting them into the right Drive folder automatically or similar e.g. Notion, Drive, Sharepoint, Airtable. Scraping LinkedIn or Instagram leads and pushing them to Google Sheets is also huge. Same with scraping competitor data from the web and turning it into reports. I always say it’s like Lego, the limit is your imagination.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a RAG platform that doesn’t make you fight the setup. Connected our Notion and Google Drive in minutes, and the search quality across docs is noticeably better than what I was getting elsewhere. The workflow automation on top is a nice bonus.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janhecker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janhecker<\/a> Appreciate the comment! You can also integrate your collections into your workflows, in case haven’t discovered that feature yet. What is your top use case for RAG? would be happy to hear more about what you are building.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very curious to check out Needle. Heard good things. Maybe I get the time to try it out on Friday already!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@richardpoelderl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richardpoelderl<\/a> thanks for the support! would be happy to hear your experience once you’ve tried it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Use it for outreach!<\/p>\n<p>How do you manage access control<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johnston_chen1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johnston_chen1<\/a> We have workspaces where you can invite and collaborate with others. So a workspace is like a a team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch team! what are some of the most popular workflows, that work best for this platform? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matthiasrossini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matthiasrossini<\/a> Thanks! We see that lead generation from different sources (Instagram, Linkedin, other websites etc.) and outreach (Linkedin) are the most popular ones.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the wedge here. If workflow automation becomes outcome-first, this gets very powerful. Congrats on the launch <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@ashish_tadose\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashish_tadose<\/a> really appreciate that! Indeed, outcome first is the way to go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The earning aspect is intriguing. How does the revenue model work for creators when someone runs their workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sienna_claire\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sienna_claire<\/a> Once you publish your workflow, you earn every time someone runs your workflows. You can explore the details at <a href=\"https:\/\/needle.app\/partners\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/needle.app\/partners<\/a>. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Error handling is often where automation tools break down. If Needle can automatically debug or adapt workflows, that would be a huge advantage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anthony_adams_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_adams_<\/a> Correct, Needle workflow agent does handle debugging and error handling. You can give it a spin and see the magic in action. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I think speed of iteration is also underrated. Traditional automation tools still require a lot of manual configuration, so being able to describe a workflow and have an agent build it could save a lot of time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_sleeman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_sleeman<\/a> Indeed and the agent can also auto-repair your workflow. It will iteratively review what it has done the output of the nodes and adjust its actions accordingly. What is a first workflow you would build? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The vibe coding piece to automation is interesting. It’ll be interesting to see how I could use Needle to help with automating review as I vibe code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> That’s a great use case! You could set up a workflow that automatically pulls your latest commits, runs them through an AI review step, and flags issues or suggestions before you even look at the code yourself. Pair that with Slack or Telegram notifications and you’ve got an automated review loop running in the background while you keep vibing. Would love to see what you build!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Fantastic tool for automation, especially for beginners who don’t know what they are doing as well as hardened pros that can create pure magic. With this I was able to create an automation that scrapes Reddit related news for my interests and scores them for their importance within 30 minutes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hozbasak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hozbasak<\/a> Sounds awesome! Glad to hear that since it’s exactly our intention with Needle: cut the friction and make everyone a builder.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious -what’s the most popular workflow people are using so far? Always interesting to see what users actually do vs what you built it for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@spunchev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@spunchev<\/a> Great question. We do talk a lot, though with users and build the product always very much in mind with their desires. But yes, sometimes we see some interesting\/surprising ideas. Often users use it very often for content scraping or creation, while we did not think, that this use case would be that popular in the beginning of building Needle. Does that answer your question? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys, congratulation on the launch!<\/p>\n<p>I was wondering, can users inspect and edit the workflows the agent generates, or are they mostly managed by the system?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ignacio_borrell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ignacio_borrell<\/a> Yes they can! You can either use the agent or build everything manually and configure all the details yourself. You can also check previous runs with their input and output parameters, so data lineage is fully covered.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Q4T65FKDY7JLAZ\" class=\"app-title\">HTML Pub<\/a><\/p>\n<div class=\"one-liner\">Turn AI-generated HTML into a live URL via MCP\/API<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">361<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7MCP\/API\u5c06AI\u751f\u6210\u7684HTML\u4ee3\u7801\u5373\u65f6\u53d1\u5e03\u4e3a\u53ef\u8bbf\u95eeURL\u7684\u5de5\u5177\uff0c\u8ba9\u975e\u6280\u672f\u7528\u6237\u5728AI\u804a\u5929\u754c\u9762\u5185\u5373\u53ef\u5b8c\u6210\u4ece\u6784\u601d\u5230\u4e0a\u7ebf\u5168\u6d41\u7a0b\uff0c\u89e3\u51b3\u4e86\u5feb\u901f\u539f\u578b\u9a8c\u8bc1\u548c\u5185\u5bb9\u53d1\u5e03\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4fd19b99-d803-46ae-90d6-2dd9849039c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5af9a8a-efc6-4b3f-9eb5-c1ee330b3211.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/093e7d2d-cbd5-4215-871e-2db0501b8f9f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3c5f294-d97d-4968-9340-aa212731a0ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/80ed8d18-762c-42d4-9021-db1c6d434cb4.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Vfb1Leg2ppM\"><source src=\"https:\/\/youtu.be\/Vfb1Leg2ppM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Website Builder<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u751f\u6210\u5185\u5bb9\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u539f\u578b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u843d\u5730\u9875<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u514d\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">HTML\u53d1\u5e03<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u4ea7\u54c1\u7cbe\u51c6\u89e3\u51b3\u4e86\u4eceAI\u751f\u6210\u5230\u5b9e\u9645\u53d1\u5e03\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u75db\u70b9\uff0c\u5c24\u5176\u9002\u5408\u8425\u9500\u4eba\u5458\u3001\u521b\u4e1a\u8005\u548c\u5b66\u751f\u5feb\u901f\u53d1\u5e03\u539f\u578b\u6216\u9879\u76ee\u3002\u4e3b\u8981\u80af\u5b9a\u5176\u6613\u7528\u6027\u3001\u4e0eAI\u5de5\u4f5c\u6d41\u7684\u65e0\u7f1d\u7ed3\u5408\u53ca\u5bf9Vercel\u7b49\u4f20\u7edf\u65b9\u6848\u7684\u7b80\u5316\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\u7248\u672c\u7ba1\u7406\u673a\u5236\u4ee5\u53ca\u4e0e\u73b0\u6709\u5e73\u53f0\uff08\u5982Leadpages\uff09\u7684\u96c6\u6210\u53ef\u80fd\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n HTML Pub\u7684\u5b9e\u8d28\uff0c\u662f\u5c06\u201c\u53d1\u5e03\u201d\u8fd9\u4e00\u4f20\u7edf\u5f00\u53d1\u6d41\u7a0b\u4e2d\u7684\u5173\u952e\u52a8\u4f5c\uff0c\u62bd\u8c61\u5e76\u5c01\u88c5\u4e3a\u4e00\u4e2a\u53ef\u7531AI\u76f4\u63a5\u8c03\u7528\u7684\u51fd\u6570\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u201c\u6258\u7ba1HTML\u201d\uff0c\u800c\u5728\u4e8e\u901a\u8fc7MCP\u534f\u8bae\u5c06\u53d1\u5e03\u80fd\u529b\u6df1\u5ea6\u5d4c\u5165AI\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u5de5\u4f5c\u6d41\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u201c\u5bf9\u8bdd\u5373\u5f00\u53d1\uff0c\u63cf\u8ff0\u5373\u4e0a\u7ebf\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0eVercel\u3001Netlify\u5728\u5f00\u53d1\u8005\u5e02\u573a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u7784\u51c6\u4e86\u88ab\u4f20\u7edf\u5de5\u4f5c\u6d41\u5ffd\u89c6\u7684\u201cAI\u539f\u751f\u521b\u4f5c\u8005\u201d\u7fa4\u4f53\uff1a\u8425\u9500\u4eba\u5458\u3001\u521b\u4e1a\u8005\u3001\u5b66\u751f\u4ee5\u53ca\u5927\u91cf\u8fdb\u884c\u201c\u6c1b\u56f4\u7f16\u7801\u201d\u7684\u7231\u597d\u8005\u3002\u5bf9\u4ed6\u4eec\u800c\u8a00\uff0cGit\u4ed3\u5e93\u3001\u73af\u5883\u914d\u7f6e\u548c\u90e8\u7f72\u7ba1\u9053\u662f\u96be\u4ee5\u903e\u8d8a\u7684\u8ba4\u77e5\u4e0e\u64cd\u4f5c\u9e3f\u6c9f\u3002HTML Pub\u7684\u4ef7\u503c\u4e3b\u5f20\u5e76\u975e\u201c\u66f4\u597d\u7684\u6258\u7ba1\u201d\uff0c\u800c\u662f\u201c\u65e0\u9700\u8ba4\u77e5\u7684\u53d1\u5e03\u201d\u3002\u5b83\u628a\u590d\u6742\u7684\u53d1\u5e03\u6d41\u7a0b\u538b\u7f29\u6210\u4e00\u4e2aAI\u6307\u4ee4\uff0c\u8fd9\u6781\u5927\u5730\u964d\u4f4e\u4e86\u529f\u80fd\u5b9e\u73b0\u7684\u95e8\u69db\uff0c\u4f46\u4e5f\u5c06\u7528\u6237\u6df1\u5ea6\u9501\u5b9a\u5728\u7279\u5b9a\u7684AI\u4ea4\u4e92\u8303\u5f0f\u5185\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u4ea7\u54c1\u5b9a\u4f4d\u5b58\u5728\u6f5c\u5728\u5f20\u529b\u3002\u514d\u8d39\u7248\u76847\u5929\u6709\u6548\u671f\u51f8\u663e\u4e86\u5176\u201c\u4e34\u65f6\u539f\u578b\u6d4b\u8bd5\u201d\u7684\u5de5\u5177\u5c5e\u6027\uff0c\u4f46\u4ed8\u8d39\u7248\u8f6c\u5411\u7684\u201c\u6c38\u4e45\u9875\u9762\u201d\u4e0e\u81ea\u5b9a\u4e49\u57df\u540d\uff0c\u5219\u610f\u5473\u7740\u8981\u4e0e\u6210\u719f\u7684\u7f51\u7ad9\u5efa\u8bbe\u5e73\u53f0\u548c\u6258\u7ba1\u670d\u52a1\u7ade\u4e89\u3002\u6b64\u65f6\uff0c\u5176\u529f\u80fd\u6df1\u5ea6\u3001\u6027\u80fd\u4e0e\u751f\u6001\u5b8c\u6574\u6027\u5c06\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002\u6b64\u5916\uff0c\u5c06\u5185\u5bb9\u7684\u751f\u6740\u5927\u6743\u5b8c\u5168\u4ea4\u7531AI\u7ba1\u7406\uff0c\u867d\u7b80\u5316\u4e86\u6d41\u7a0b\uff0c\u4f46\u4e5f\u5e26\u6765\u4e86\u7248\u672c\u63a7\u5236\u6a21\u7cca\u3001\u8d23\u4efb\u754c\u5b9a\u56f0\u96be\u7b49\u65b0\u95ee\u9898\u3002\u5b83\u662f\u5426\u53ea\u662fAI\u70ed\u6f6e\u4e0b\u7684\u4e00\u4e2a\u201c\u5feb\u6377\u53d1\u5e03\u4e2d\u8f6c\u7ad9\u201d\uff0c\u8fd8\u662f\u80fd\u6210\u957f\u4e3a\u4e0b\u4e00\u4ee3\u5185\u5bb9\u7ba1\u7406\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u6781\u7b80\u53d1\u5e03\u201d\u4e4b\u4e0a\uff0c\u6784\u5efa\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684\u3001\u57fa\u4e8eAI\u534f\u4f5c\u7684\u9875\u9762\u7ba1\u7406\u4e0e\u8fed\u4ee3\u4f53\u7cfb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">HTML Pub<\/span>\n <\/div>\n<div class=\"comment-content\">Publish AI-generated HTML instantly via MCP. Claude, ChatGPT, or any AI tool can build and deploy a live URL without leaving the chat. Websites, landing pages, stores with checkout, blogs, portfolios, prototypes \u2014 live in seconds. Custom domains. Forms and integrations. Visual editor and AI editing. Analytics, conversions, and heatmaps. No repos. No deploy pipelines. No hosting config. Idea to live site, from your favourite AI.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH, Michael here, CEO of Leadpages.<\/p>\n<p>I’ve been building with Claude every day for the last few months. Not just landing pages. Full sites, blogs, e-commerce stores, interactive tools, games. Last week I went from an idea to a live, functioning site in a single conversation. No designer, no developer, no hosting config. Just a description of what I wanted and a URL at the end.<\/p>\n<p>That’s what HTMLPub does. Your AI builds it, HTMLPub puts it on the internet, and when you want to change something tomorrow, you pick up the same conversation. The AI manages the whole thing. Pages, content updates, new sections, new pages. It’s not a deploy step. It’s an ongoing relationship between your AI and your live site.<\/p>\n<p>We built an MCP server that works with Claude, ChatGPT, n8n, Make, and anything that supports MCP. There’s also an API for automation workflows and direct upload at <a href=\"http:\/\/htmlpub.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">htmlpub.com<\/a>.<\/p>\n<p>What people are building today:<br \/>\u2192 Full sites with blogs and content pages<br \/>\u2192 E-commerce stores and product catalogs<br \/>\u2192 Landing pages and campaign microsites<br \/>\u2192 Interactive tools, games, and dashboards<br \/>\u2192 Portfolios and project showcases<\/p>\n<p>Every plan includes the MCP connector, AI credits, analytics, form collection with a submissions dashboard, and asset management. Paid plans add custom domains, custom slugs, CSV exports, and pages that stay live permanently. Pro gets you heatmaps, API access, and 5 custom domains.<\/p>\n<p>Free: 5 pages, no credit card, pages expire after 7 days. Starter: $10\/mo, 50 pages, 1 custom domain. Pro: $25\/mo, 250 pages, 5 domains, heatmaps, API access.<\/p>\n<p>We’ve been in the landing page business for 12 years. HTMLPub is our bet on what comes next. It’s early. I’d rather ship and hear what you need than sit on it for three more months.<\/p>\n<p>What are you building with AI right now? Hit me in the comments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi<a href=\"https:\/\/www.producthunt.com\/@michaelsacca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michaelsacca<\/a> Loved the idea behind <strong>HTML Pub<\/strong> \u2014 Curious, how does HTML Pub manage <strong>versioning or updates<\/strong> when users regenerate or modify AI-generated pages, so previous versions or live links remain stable? <\/p>\n<\/p>\n<p>Priya here, CEO at Techflitter Solutions FZCO, a tech consulting company operating from Dubai and India with 10+ YOE helping <strong>startups build from scratch to release to maintenance and scale tech products globally.<\/strong><\/p>\n<p>Even just recently <strong>ElevenLabs <\/strong>accelerated their growth by partnering with a consulting firm. That proves a point taking an offshore tech partner is a strategic growth move.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@michaelsacca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michaelsacca<\/a> If scaling beyond launch is the focus? We\u2019re ready to support and align with your roadmap and growth goals. Let’s have a chat….<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michaelsacca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michaelsacca<\/a> With only a little knowledge of coding and HTML, I may not be the best person to fully comment on how big and incredible this is. However, from what I do understand, it sounds extremely cool and innovative-something that was truly needed. Hosting without relying on legacy products is no longer a challenge. Kudos to the team for a fantastic job!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michaelsacca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michaelsacca<\/a> I’m a long time leadpages customers. I’ve been building the sales pages in Claude and then transferring them to my leadpages account. Claude was extremely helpful with the copy\/design layout. Can we automatically publish to our leadpages account from HTML?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations to the Leadpages team! This is an incredible product just in time for a great market need.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tobyns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tobyns<\/a> thank you for the support and encouragement! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@tobyns \ud83d\udc4d<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tobyns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tobyns<\/a> Thanks so much! Timing felt right for us too. Curious what you’re working on right now – is there a specific use case you’re thinking about?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This could be great for quickly building and sharing prototypes with clients or teammates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@angelaaa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angelaaa<\/a> you\u2019re right! Personally I\u2019ve built internal-only pages with HTML Pub because I wanted something more visual to share with my team. We\u2019ve password-protected those pages just in case! <\/p>\n<\/p>\n<p>What did you prototype with our product? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@angelaaa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angelaaa<\/a> 100%! This is actually one of the use cases we see a lot in early testing. Instead of a Figma link or a Loom, you send a live URL that actually works. Client can click around, fill out a form, see the real thing. And if they want changes, you just go back to the conversation and ask for them. No redesign, no redeploy. What kind of prototypes are you typically building for clients?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the MCP angle on this. Congrats on launching!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@petecallaghans\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petecallaghans<\/a> Thanks Pete! We figured since people live in their LLM these days, we should empower them without leaving the chat. We’re already dogfooding ourselves, take it for a spin and let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@petecallaghans\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petecallaghans<\/a> Thanks Pete! Let us know how you get on \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@petecallaghans\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petecallaghans<\/a> MCP was the thing that made this feel inevitable to us. Once AI can own the full loop (build it, publish it, update it) without ever handing off to a human, the whole workflow changes. Promoly looks interesting by the way, would love to know if you see a use case where audio promo + a live landing page could work together here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I showed this to my wife and it instantly resonated with her. This directly solves a problem she had last week, where she needed to share a website\/presentation she made for her MBA. It was created with AI (Claude) which is a little frowned upon in this academic circle and she doesn’t have the technical skill to publish it herself. Being able to showcase that page from a custom domain she owns would have been HUGE. Instantly worth whatever you are asking for that one page alone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@evanmcneely\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evanmcneely<\/a> this made my day. Your wife\u2019s use case is exactly the kind of thing we built this for – she has a finished page, she just needs it live, without needing to learn hosting or bother someone technical. Custom domains are available on our Starter plan ($10\/month) so yes – absolutely publish from her domain. Tell her we said good luck with her MBA!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@evanmcneely\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evanmcneely<\/a> Evan this is such a real story and honestly one of the best use cases we’ve heard today. The gap between “Claude built me something great” and “I can actually share this professionally” is exactly what HTML Pub closes. A custom domain makes it look like you built it yourself – nobody needs to know the stack. Tell her to sign up and publish that MBA project. Would love to see it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally found a way to bring all the side projects I had buried in Claude to life. Thank you guys! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nicola_vargiu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicola_vargiu<\/a> You and us both!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nicola_vargiu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicola_vargiu<\/a> The Claude graveyard is real! We’ve all got conversations in there that never saw the light of day. Really glad this is the thing that changes that for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@nicola_vargiu Knowing you Nico, you can finally publish prototypes as real frontend UI!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Okay, this just solved one of my biggest frustrations as a marketer. I usually know exactly what page I want to build but I\u2019m not a designer or technical enough to bring it to life easily. This could finally close that gap for me. I\u2019m so excited to try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@staci_gardiner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@staci_gardiner<\/a> Staci this one hit home. Thank you! Marketers are exactly who we built this for. You shouldn’t need to know CSS or beg a developer to get a page live. You know what the page needs to do, you know the message, you know the audience. That’s the hard part. HTML Pub just handles the rest. Go try it and tell me what your first page is – would love to see what a marketer builds on day one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@staci_gardiner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@staci_gardiner<\/a> How fast you all were able to move the dozens of paid landing pages over to HTML Pub was impressive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@staci_gardiner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@staci_gardiner<\/a> appreciate you Staci – and yes. As a fellow marketer, I am looking forward to the day where we don\u2019t need a comprehensive editor. Just describe and have it built!<\/p>\n<\/p>\n<p>When we were building this, I published 15 pages in an hour with distinct messaging and positioning. I can\u2019t imagine doing that 5 years ago. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>why don’t just connect the Vercel MCP ? actually I just watch until the end your video \ud83d\ude42 amazing product !!!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cristian_prodius\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cristian_prodius<\/a> love that the video did the talking. Vercel is great if you\u2019re already in a dev workflow, but most people generating pages with AI aren\u2019t deploying to a git repo. We wanted the path from \u201cAI made this\u201d to \u201cit\u2019s live at a URL\u201d to be as short as possible. Glad it clicked!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cristian_prodius\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cristian_prodius<\/a> Haha! Glad you watched to the end! Fair question though. Vercel MCP still assumes you have a repo, a framework, a build step. It’s built for apps. HTML Pub is purpose-built for AI-generated HTML – no repo, no config, just a string of HTML in and a live URL out. Plus forms, analytics, and heatmaps are all baked in so you’re not stitching together three other tools on top.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cristian_prodius\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cristian_prodius<\/a> Glad it resonated! Yes it’s far more than just publishing HTML, our fault for calling it just “HTMLPub” – it’s a tongue and cheek approach, so we’re having fun with it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>HTML Pub is a game changer. As someone who primarily uses Vercel to host my vibe-coded projects, Vercel can definitely get a bit cumbersome or overkill for a landing page.<\/p>\n<p>HTML Pub makes going from Claude Code to live production website incredibly easy. There’s no confusing setup, no GitHub repos to deal with. You just copy, paste, hit publish, and your site is live. Really excellent tool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattarms27\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattarms27<\/a> You just articulated what every marketer wants out of a tool like HTML Pub. Let\u2019s just make things easy and fast! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattarms27\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattarms27<\/a> Matt this is exactly the use case we kept coming back to when building this. Vercel is incredible for full apps but it’s genuinely overkill when you just need a landing page live in 5 minutes. No repo, no CI pipeline, no environment variables for a simple HTML page. Glad it clicked for you and the Claude Code to HTML Pub workflow is one of my personal favorites. What kind of projects are you vibe-coding these days?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattarms27\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattarms27<\/a> Vercel who? \ud83d\ude09 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am so excited for this! The number of html pages I publish through vercel or netlify to share reports with clients is staggering. <\/p>\n<\/p>\n<p>Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tomstools\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomstools<\/a> Tom the client report use case is such a good one. I’ve used it in similar ways with my team already. Instead of a Vercel deploy per client, per report, per update… you just publish, send the URL, and when the numbers change next week you update it in the same conversation. No new repo, no new deploy, same link. How many of these are you shipping a month? Curious how much time this could actually save you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tomstools\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomstools<\/a> Haha, right there with you. We publish a lot too. That’s why we wanted to make it lucrative \ud83d\ude09<\/p>\n<p>Let us know how you get on! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tomstools\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomstools<\/a> please try HTML Pub out and let us know your experience! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The idea that you can go from concept to functioning presence in a single conversation, then keep evolving it without ever touching code or configs, feels like the natural next chapter of the web. HTMLPub isn\u2019t just publishing \u2014 it\u2019s redefining what it means to maintain and grow online projects. Congratulations!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Exactly! As SaaS becomes more agentically operated, we should be building with that workflow in mind, giving our agents the tools they need.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> This is exactly the framing we kept coming back to internally. Publishing was never really the hard part, maintenance was. The moment you deploy something the traditional way, you’ve created a gap between the AI that built it and the live thing. HTML Pub keeps that connection alive. Your AI knows your site because it built it. That changes everything about how you grow and update it over time. Really glad that came through. What are you building with Lancepilot?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing product, love the prompts and pricing seems reasonable. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raunakhajela\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raunakhajela<\/a> thanks Raunak! Let us know what you build with it \ud83d\ude4f\ud83c\udffc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raunakhajela\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raunakhajela<\/a> Thanks Raunak! Pricing was something we debated a lot – wanted it to be a no-brainer to try, especially on free. The prompts are just a starting point too, the real magic is when you start describing something specific to your workflow and watching it just… work. Love what you all are doing over at Blitzit!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I don’t know much specifically about HTML Pub but I do know a lot about one of the makers, Omar Farook and he’s a great guy who has made some great products. So I’m here to try this one! (Even if I’m certain this going to be over my head \ud83e\udd23)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@just_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@just_s<\/a> Thanks Justin! Always great to see you!<\/p>\n<p>I’m confident HTML Pub is not as complex as you might think. Just a few steps to integrate with your favourite AI, like Claude or ChatGPT. Once you’re connected you can ask your AI to generate a page, tool, prototype or even a game, and then tell it to make it live via HTML Pub. You’ll receive a live link that you can share with the world. <\/p>\n<p>And inside of the platform you can manage all of your published pages, add a custom domain, forms, e-com integrations, blogs, and even connect multiple pages into a full site. <\/p>\n<p>You’ll be amazed at how fast you’ll be able to launch anything now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@just_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@just_s<\/a> I hear you on all counts! Omar is amazing, and HTML Pub is incredibly smooth and easy to use – even for non-technical marketers and users (like myself ;)). Let us know if you run into any issues! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@just_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@just_s<\/a> Omar’s the real deal. We’re all in good hands trusting his track record. And I promise it’s not over your head. Seriously, if you can type “build me a landing page for [thing you actually need]” into Claude, you’re 90% of the way there. Give it a shot and let us know what you end up making – would love to see your first publish.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks superb, guys. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matija_golubovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matija_golubovic<\/a> thank you! If you see any bugs or have feedback, please let us know! We\u2019re here all day. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matija_golubovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matija_golubovic<\/a> Thanks Mat! Try it out and let us know your thoughts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits the right pain point for so many vibe coders today! Congrats on the launch, your demo video was fantastic, impressive to see a new product with so many features. What does the workflow look like to assign custom url’s?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@masebuilds thanks \ud83d\ude4f,<\/p>\n<p>Totally! In fact many of us in the team are vibe coding projects, so this works perfect for us too.<\/p>\n<p>For custom domains, we use a 3rd party that helps you get setup with an existing domain, or a new one that you can buy directly. It\u2019s just a few steps and you can do it all without leaving HTML Pub.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@masebuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masebuilds<\/a> Thanks Mason, really appreciate the kind words. And yeah, the vibe coding crowd is exactly who we had in mind.<\/p>\n<p>Custom domains are straightforward: go to your page settings, connect your domain, and we handle DNS configuration + SSL automatically. The whole flow takes about 2 minutes. You can point a domain to a single page, a multi-page site, or a blog – your call. Take it for a spin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really impressed my in-laws with this redesign of their website. Thank you <a href=\"https:\/\/www.producthunt.com\/products\/htmlpub\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"htmlpub\" target=\"_blank\" rel=\"noopener\">@HTML Pub<\/a> for the brownie points! <a href=\"https:\/\/komocoffee.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/komocoffee.com\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ericlkomo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ericlkomo<\/a> And the value of impressing your inlaws?! Priceless <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c7eee4d3-7161-4887-b787-e646dc999a65.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are there ways to easily integrate tracking tools\/website analytics as well when I build my website? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Great question Lien! Two parts to this:<\/p>\n<p>Built-in analytics – every published page automatically gets page view tracking, unique visitors, conversion rates, click heatmaps, scroll depth, and attention maps. No setup required, it’s all in your dashboard out of the box.<\/p>\n<p>Third-party scripts – you can add GTM, Facebook Pixel, Google Analytics, or any custom script directly in your page settings. Just paste the snippet and it gets injected on publish.<\/p>\n<p>We can certainly get some direct connections going. What are you using?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Instantly publishing arbitrary HTML\/JS to public URLs raises tough trust and abuse questions. What guardrails did you build (rate limits, malware\/spam prevention, isolation\/sandboxing, takedowns), and how do you balance that with keeping the workflow frictionless?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> This was a real problem for us early on. We originally ran on Railway and had to do a full migration to GCP after dealing with crypto miners and phishing pages abusing the platform. So the guardrails came from lived experience, not a checklist.<\/p>\n<p>Here’s what’s in place:<br \/><strong>Structural constraints:<\/strong> Free pages expire after 7 days and cap at 5. Paid tiers cap at 50\/250 pages. Scaling abuse requires paying for multiple accounts, which creates both a cost barrier and an identity trail.<\/p>\n<p><strong>Scanning:<\/strong> We have a robust AI scan in place for published pages for known phishing patterns, malware signatures, and spam indicators. We’ve been training the model for several months with seed data from our 13 years of experience in the field.<\/p>\n<p><strong>Rate limiting:<\/strong> Yes, at both the account and publish level.<\/p>\n<p><strong>Isolation:<\/strong> Published pages are isolated from each other and from HTMLPub’s core infrastructure.<\/p>\n<p><strong>Reporting:<\/strong> There’s a flag\/report mechanism for takedowns.<\/p>\n<p>On the friction balance: we deliberately lean toward keeping the publish flow fast for legitimate users. The 7-day auto-expiry on free pages does a lot of the heavy lifting since most abuse content has a short useful lifespan. And having run Leadpages, hosting millions of pages over 12+ years, abuse prevention isn’t new territory for us – we’re applying patterns we’ve battle-tested at much larger scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a>If its really work as you explain ,,, then it will be a great product for those specially who faces theses issues ,,, best of luck for your product <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question. It’s a layered system:<\/p>\n<p><strong>Every page is scanned on publish<\/strong> \u2014 heuristic pattern matching, Google Safe Browsing for known-bad URLs, IP reputation checks, and an LLM classifier that factors in account age, publishing velocity, and prior violations. High-confidence abuse triggers automatic removal + account suspension. Medium-confidence gets queued for manual review. Pages are periodically re-scanned to catch post-publish changes.<\/p>\n<p><strong>Domain isolation<\/strong> \u2014 published pages serve on a separate origin with a strict route allowlist, no access to app APIs. Security headers block eval(), disable device APIs, prevent embedding outside our origins, and serve noindex\/nofollow so we can’t be used for SEO spam.<\/p>\n<p><strong>Rate limiting<\/strong> across all endpoints, built-in abuse reporting on every page, DMCA workflow, admin review tooling. <\/p>\n<p>All scanning is async \u2014 legitimate users publish instantly, never see the machinery. The AI classifier with behavioral signals is what lets us be aggressive on abuse without adding friction for normal use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is kinda crazy, like pastebin on crack. I can see it bridging a huge gap for the new work paradigm. <\/p>\n<p>We wrangle LLM output all day but this really increases the speed and ease of sharing and iterating. Super excited to see where this goes!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YZSO6RHIV6RW5D\" class=\"app-title\">Huddle01 Cloud<\/a><\/p>\n<div class=\"one-liner\">Deploy your AI Agents in 60 seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">289<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Huddle01 Cloud \u662f\u4e00\u4e2a\u9ad8\u6027\u80fd\u4e91\u5e73\u53f0\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u548c\u975e\u6280\u672f\u7528\u6237\u572860\u79d2\u5185\u4e00\u952e\u90e8\u7f72AI\u667a\u80fd\u4f53\uff0c\u89e3\u51b3\u4e86\u5728\u4f20\u7edf\u4e91\u670d\u52a1\u4e0a\u90e8\u7f72\u590d\u6742\u3001\u6210\u672c\u9ad8\u6602\u4e14\u6027\u80fd\u53d7\u9650\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/848f6da1-eda9-44a4-9453-d40ee76adbf2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45dd3688-7607-4a19-9e64-cf06fe5409ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eba03e70-7c24-4ed2-808e-c6b13945d0df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/f5787f0a-2cdf-4a97-8110-dfd130984e68.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/FfsUcJDCnn8\"><source src=\"https:\/\/youtu.be\/FfsUcJDCnn8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u4e91\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e91\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6a21\u578b\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u4e00\u952e\u90e8\u7f72\u201d\u5e26\u6765\u7684\u6613\u7528\u6027\uff0c\u5c24\u5176\u662f\u5bf9\u975e\u6280\u672f\u4eba\u5458\u53cb\u597d\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a1. \u4e0e\u4e3b\u6d41\u4e91\u5382\u5546\uff08AWS\u7b49\uff09\u76f8\u6bd4\uff0c\u5176\u5ba3\u79f0\u768470-80%\u6210\u672c\u8282\u7ea6\u7684\u5177\u4f53\u6784\u6210\u548c\u53ef\u9760\u6027\uff1b2. \u5e73\u53f0\u5728\u51b7\u542f\u52a8\u3001\u5197\u4f59\u548c\u6b63\u5e38\u8fd0\u884c\u65f6\u95f4\u65b9\u9762\u7684\u6f5c\u5728\u6743\u8861\uff1b3. Docker\u6c99\u7bb1\u7684\u5b89\u5168\u6027\u548c\u6027\u80fd\u7ec6\u8282\u3002\u6574\u4f53\u60c5\u7eea\u79ef\u6781\uff0c\u8ba4\u4e3a\u5176\u76f4\u51fb\u4e86\u4e91\u670d\u52a1\u5b9a\u4ef7\u4e0d\u900f\u660e\u548c\u90e8\u7f72\u590d\u6742\u7684\u884c\u4e1a\u75db\u70b9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Huddle01 Cloud \u8868\u9762\u4e0a\u662f\u201c\u4e00\u952e\u90e8\u7f72AI\u667a\u80fd\u4f53\u201d\u7684\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u91ce\u5fc3\u548c\u6838\u5fc3\u4ef7\u503c\uff0c\u662f\u6210\u4e3a\u65b0\u4e00\u4ee3\u201c\u53cd\u53db\u8005\u201d\u4e91\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u5e76\u975e\u5355\u7eaf\u7b80\u5316\u90e8\u7f72\u6d41\u7a0b\uff0c\u800c\u662f\u4ee5\u81ea\u8eab\u88ab\u201c\u4e91\u8d26\u5355\u201d\u538b\u69a8\u7684\u7ecf\u5386\u4e3a\u77db\uff0c\u523a\u5411AWS\u3001GCP\u7b49\u5de8\u5934\u5efa\u7acb\u7684\u201c\u8d85\u5927\u89c4\u6a21\u4e91\u670d\u52a1\u201d\u5b9a\u4ef7\u4f53\u7cfb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u88f8\u673a\u6027\u80fd\u3001\u4e91\u7075\u6d3b\u6027\u201d\u53ca\u9ad8\u8fbe8000%\u7684\u5e26\u5bbd\u6ea2\u4ef7\u6307\u63a7\uff0c\u76f4\u6307\u884c\u4e1a\u6838\u5fc3\u77db\u76fe\uff1a\u5927\u591a\u6570\u516c\u53f8\u5e76\u4e0d\u9700\u8981\u6570\u767e\u9879\u81c3\u80bf\u670d\u52a1\uff0c\u5374\u88ab\u8feb\u4e3a\u6574\u4e2a\u751f\u6001\u548c\u5de8\u989d\u5229\u6da6\u4e70\u5355\u3002Huddle01\u901a\u8fc7\u805a\u7126\u6838\u5fc3\u670d\u52a1\uff08VM\u3001K8s\u3001GPU\uff09\u3001\u81ea\u5efa\u6570\u636e\u4e2d\u5fc3\u5408\u4f5c\u4e0e\u900f\u660e\u5316\u8ba1\u8d39\uff0c\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u201c\u7cbe\u7626\u9ad8\u6548\u201d\u7684\u66ff\u4ee3\u65b9\u6848\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u662f\u201c\u53ef\u6301\u7eed\u7684\u89c4\u6a21\u5316\u201d\uff0c\u5e2e\u52a9\u9ad8\u589e\u957fAI\u516c\u53f8\u907f\u514d\u5728\u201c\u5feb\u901f\u53d1\u5c55\u201d\u4e0e\u201c\u5229\u6da6\u4fb5\u8680\u201d\u95f4\u505a\u9009\u62e9\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u5c06OpenClaw\u4f5c\u4e3a\u9996\u53d1\u7528\u4f8b\u662f\u806a\u660e\u7684\u5e02\u573a\u5207\u5165\u7b56\u7565\uff0c\u7528\u5177\u4f53\u573a\u666f\u8bc1\u660e\u4ef7\u503c\u3002\u4f46\u201c\u4e00\u952e\u90e8\u7f72\u201d\u7684\u4fbf\u5229\u6027\u80cc\u540e\uff0c\u662f\u5e73\u53f0\u5bf9\u5e95\u5c42\u590d\u6742\u6027\u7684\u6df1\u5ea6\u5c01\u88c5\u548c\u7ba1\u7406\u8d23\u4efb\u7684\u5168\u76d8\u63a5\u6536\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5197\u4f59\u3001\u51b7\u542f\u52a8\u7684\u7591\u95ee\uff0c\u6b63\u662f\u5bf9\u5176\u80fd\u5426\u5728\u7b80\u5316\u64cd\u4f5c\u7684\u540c\u65f6\uff0c\u63d0\u4f9b\u4e0d\u4e9a\u4e8e\u5de8\u5934\u7684\u4f01\u4e1a\u7ea7\u53ef\u9760\u6027\u7684\u7075\u9b42\u62f7\u95ee\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u90e8\u7f72\u662f\u5426\u591f\u5feb\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u57fa\u7840\u8bbe\u65bd\u7684\u575a\u633a\u7a0b\u5ea6\u3001\u751f\u6001\u7684\u6784\u5efa\u80fd\u529b\uff0c\u4ee5\u53ca\u80fd\u5426\u771f\u6b63\u6253\u7834\u7528\u6237\u5bf9\u201c\u8d85\u5927\u89c4\u6a21\u4e91\u670d\u52a1\u201d\u5728\u7a33\u5b9a\u6027\u548c\u5b89\u5168\u6027\u4e0a\u7684\u8def\u5f84\u4f9d\u8d56\u3002\u8fd9\u662f\u4e00\u573a\u4ee5\u201c\u6027\u4ef7\u6bd4\u201d\u548c\u201c\u5f00\u53d1\u8005\u4f53\u9a8c\u201d\u4e3a\u6b66\u5668\u7684\u786c\u6838\u57fa\u7840\u8bbe\u65bd\u6218\u4e89\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u53c8\u4e00\u4e2aAI\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Huddle01 Cloud<\/span>\n <\/div>\n<div class=\"comment-content\">Setting up OpenClaw shouldn’t take hours. Deploy a fully managed & secure version of Openclaw in 60 seconds! We take care of infrastructure, AI inference & updates so you can focus on building your agents – not keeping them online. Train your agents, not your hosting skills.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<br \/>I’m Ayush, co-founder of Huddle01.<\/p>\n<p>Five years ago, my co-founder and I were building a real-time communications platform. As we scaled, we bled our organisation’s runway, not to product, not to people, but to cloud bills. We weren’t using 200 services they provided with hidden costs; we needed maybe five. But the markups were brutal – 8000% over actual costs for services like bandwidth. We were paying insane markups to hyperscalers for mid-tier performance.<\/p>\n<p>We looked everywhere for an alternative, something with the raw performance of on-prem, the flexibility of the cloud, and pricing that didn’t punish you for growing. It didn’t exist. So we built it. <strong><em>Huddle01 Cloud delivers bare-metal performance with the flexibility of the cloud and is SOC 2 compliant.<\/em><\/strong><\/p>\n<p>While we were building for teams that needed high-end infra, AI Agents became real workloads. They are compute-heavy, latency-sensitive, and they need to be always active. Moreover, for non-developers and beginners, terminals and CLIs aren\u2019t the most user-friendly option. <\/p>\n<\/p>\n<p>With Openclaw launching, many non-devs couldn\u2019t ride the wave due to the complexity of the setup. We realised our infrastructure was exactly what they needed and thus built a <strong>1-click agent<\/strong> deploy on top of it. <\/p>\n<p><strong>Your agent gets running in less than 60 seconds<\/strong>. Just click on deploy, think of a name for your bot and the skills you want to teach it – without the hassle of managing api keys or Mac minis! <\/p>\n<p>Launch week offer: <strong>Upto 64% off<\/strong> with Free AI credits.<\/p>\n<p>We would love to get your feedback and suggestions. Help us build Huddle01 Cloud. <br \/>Join our Slack: <a href=\"https:\/\/huddle01.com\/community\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/huddle01.com\/community<\/a><\/p>\n<p>We’re here all day. Ask us anything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>82<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ranjan3118\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjan3118<\/a> Love the honesty here!<\/p>\n<p>Cloud bills really do feel like ordering a simple coffee and getting charged for the whole coffee machine.<\/p>\n<p>Glad someone finally said \u201cenough\u201d and built an alternative. Excited to see where Huddle01 Cloud goes \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ranjan3118\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjan3118<\/a> Exactly the markups on Hyperscalers are insane and on bandwidth they charge 8000% markups in some region, and they stack fast in todays Video driven world<\/p>\n<p>I remember Cloudflare did an amazing blog on this <a href=\"https:\/\/blog.cloudflare.com\/aws-egregious-egress\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/blog.cloudflare.com\/aws-egregious-egress\/<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ranjan3118\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjan3118<\/a> Had so much fun working with the team on this! Excited for people to checkout and give their feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly one of the most fun i have had while working on this launch. Can’t wait for y’all to deploy your Agents\ud83e\udd9e<\/p>\n<p>Do share your feedback & Suggestions \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@otodidakt_20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@otodidakt_20<\/a> Trading with Openclaw is indeed fun<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@otodidakt_20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@otodidakt_20<\/a> Going to finish my content studio with Openclaw now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt \ud83d\udc4b<\/strong><\/p>\n<p>This is Shalini from the growth team. I am, without question, the least technical person at Huddle01.<\/p>\n<p>Our team builds cloud infrastructure. They talk about bare metal servers, latency optimization, and sandboxed environments the way I used to talk about positioning, user journey and campaign funnels. And this was amplified in orders of magnitude with the advent of AI agents. A teammate had set up a tading agent in the time I went through the docs.<\/p>\n<p>I tried to run my own AI agent three separate times. Same story each time – open the docs, hit a wall of CLI commands and API keys, and quietly close the tab. I genuinely wanted it to work. But every time, the setup process felt like it was written for someone who already knew exactly what they were doing.<\/p>\n<p>That’s what Huddle01 Cloud is built to fix.<strong> Deploy your OpenClaw agent in 60 seconds. No terminal. No API keys. <\/strong>Just one click, and your AI agent is live on enterprise hardware – sandboxed, secure, and actually running.<\/p>\n<p>But here’s the thing nobody tells you about being the only non-technical person among tech wizards: you become the most honest signal they have.<\/p>\n<p>I still don\u2019t understand what happens below the hood. But now I don\u2019t need to. I can focus again on what I do best – putting Huddle01 in front of people, talking to partners, bringing in the scale. I no longer break my head figuring out the set-ups and AI agents are no longer a tech wizard\u2019s dominion.<\/p>\n<p><strong>We’re live on Product Hunt today! Would love for you to try out. waiting to hear what you guys think,<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shalini_umrao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shalini_umrao<\/a> Love the POV<\/p>\n<p>If even the least technical person can deploy an agent without touching the terminal, that\u2019s probably the best kind of product validation!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt \ud83d\udc4b<\/strong><\/p>\n<p>I\u2019m the person you see in the video, and if you haven\u2019t watched it yet, now\u2019s probably a good time.<\/p>\n<p>Building Huddle01 Cloud has been one of the most exciting things I\u2019ve worked on because it sits right at the intersection of infrastructure and AI. What AI changed for me as an engineer is not just speed, but the time and tools it gives me to understand systems more deeply, how traffic works, how packages work, and how different technologies fit together.<\/p>\n<p>That\u2019s a big reason why OpenClaw mattered to us. At Huddle01 Cloud, we\u2019re building infrastructure like VMs, Kubernetes, and Load Balancers, but agents felt like where the world was clearly heading.<\/p>\n<p>What got me hooked was seeing one of our engineers use OpenClaw for Polymarket trading and turn <strong>$1 into $17<\/strong>. I also gave it a shot and managed to turn <strong>$10 into $0 in about 30 minutes<\/strong>, so while that was humbling, it did confirm one thing: the tool is powerful, but the person using it still matters \ud83d\ude02<\/p>\n<p>jokes aside, it showed me how powerful agents can be for repetitive, context-heavy work. We also saw how painful setup was, even for engineers, so we focused on making OpenClaw as close to one-click as possible.<\/p>\n<p>Would love for you to try it out, push it hard, and tell us what you want us to improve.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsomg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsomg<\/a> Turning $1 into $17 is impressive\u2026 turning $10 into $0 in 30 minutes is even more impressive in its own way \ud83d\ude02<\/p>\n<p>Jokes aside, love the direction here. Making agents actually easy to deploy instead of another painful setup is a big win. Excited to see what people build with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Heyloo Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Arush, and I lead Cloud Infra here at Huddle01.<\/p>\n<p>Having spent the last six years building and scaling infrastructure, I\u2019ve seen the same story play out over and over: Start on Public Cloud, get traction, scale up, and then hit a wall when you realize your cloud bill has officially eclipsed your payroll. You end up in what r\/DevOps calls “hyperscaler jail”, locked into proprietory services and predatory vendor mechanisms that make migrating feel impossible.<\/p>\n<p>That\u2019s exactly the predicament we faced when building our global video infrastructure, As we scaled to 250,000+ users on our real-time communication platform, our Cloud bills went through the roof. We weren’t just paying for compute; we were paying for insane markups that didn’t make sense for a growing company.<\/p>\n<p><strong>So, we decided to build what we actually wanted: the “Dream Cloud Provider.”<\/strong><\/p>\n<p>That’s when we discovered the concept of bare metals. Bare metals are real servers you can buy and run your own infrastructure on and realise that the margins these cloud providers are making are insane.<br \/>We spent years cracking deals with data centers and negotiating with GPU providers to tie fast, physical infrastructure into a platform that offers the flexibility of the cloud with the transparent billing of on-prem. We battle-tested this internally for two years to power our own RTC services, and today, we\u2019re finally opening it up to the public.<\/p>\n<p>Huddle01 Cloud today delivers the same baremetal performance with the elasticity offered by cloud with SOC 2 Compliance.<\/p>\n<p>For the AI companies building today with “hockey stick” growth, this is a game-changer. You shouldn’t have to choose between fast deployment and sustainable margins. We\u2019ve handled the heavy lifting, the physical infra, networking, security & compliance so you can deploy high-performance workloads (like the 1-click OpenClaw agents we’re showing off today) in under 60 seconds without touching a terminal.<\/p>\n<p>I\u2019m here to answer any technical questions about our stack, how we\u2019ve optimized for low latency, or how to escape the “cloud tax” while you scale.<\/p>\n<p>Let\u2019s build something that scales on your terms, not the hyperscaler’s. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@arcinston dad here<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I remember I was sitting and deploying Openclaw on my own using the CLI, asking Claude, “Okay, what to do next?” and then I was troubling the tech team to teach me things here and there. And, then they worked on 1-click deploy. <\/p>\n<p>It was so fun to see the product evolve so fast. So excited for everyone to try out Huddle01 Cloud. <br \/>Happy to answer any questions you have and listen to all the feedback! \ud83e\udd9e\ud83d\udc9c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@krupali_trivedi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krupali_trivedi<\/a> Haha I remember the CLI days too!<\/p>\n<p>Asking Claude \u201cwhat next?\u201d and pinging the tech team every few minutes was basically the deployment workflow back then. Seeing it evolve into a 1-click deploy so fast has been really fun.<\/p>\n<p>Excited for more people to try Huddle01 Cloud \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@krupali_trivedi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krupali_trivedi<\/a> Which model do you use for Openclaw, I have seem Openrouter Minimax works best<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I LOVED many things about this:<\/p>\n<ol>\n<li>\n<p>The demo video is a real walkthrough of the app, not just an edited thing.<\/p>\n<\/li>\n<li>\n<p>The UI is really tasteful.<\/p>\n<\/li>\n<li>\n<p>We can easily see how much thought has been put into this with all the work you guys did to make it easier to set up!!!!!<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhravya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhravya<\/a> Thank you Dhravya! Let us know your experience of deploying when you do!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhravya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhravya<\/a> We kept the walkthrough as real as possible, it directly brings Trust in the product and Trust is the number one requirement for a product like ours<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds great! Was wondering the 70-80% cost savings compared to the ‘Big Three’ (AWS\/GCP\/Azure). Is this primarily due to the decentralized node structure, and what kind of trade-offs (if any) should developers expect regarding uptime or redundancy when moving from a centralized giant to Huddle01?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henk_pretorius1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henk_pretorius1<\/a> Great Question!!!<\/p>\n<p>The answer is very complex but we can simply it like this, Hyperscalers ( AWS, GCP ) have just huge costs to operate they are earning major money from the Top 500 companies that do need there scale but almost 90% companies don’t need 200+ service these guys have and still pay for them<\/p>\n<p>Huddle01 is in the intersection of Hyperscalers and Cheap VMs, we focus on robust servers, use our colocation and years of experience to push the main services like VMs, K8s, GPUs to there limit<\/p>\n<p>And Hyperscalers have insane margins 8000% for some services, all because a promise of reliability which should be by default in todays world with Data Center popping everywhere<\/p>\n<p>So in-short<br \/>1. Huddle01 Focuses of Core services optimises to there max<br \/>2. We pass on the benefits which we get like unlimited egress to customers<br \/>3. We give you servers with specs like AMD EPYC, DDR4 ECC RAM, NVMe Storage which allows you to run 4x the capacity of services that you would on any other service<\/p>\n<p>You can read more here on how a Drone Company uses our NVMe storage for Analytics <a href=\"https:\/\/huddle01.com\/blog\/how-marut-drones-processes-spatial-data-3x-faster-with-huddle-cloud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/huddle01.com\/blog\/how-marut-drones-processes-spatial-data-3x-faster-with-huddle-cloud<\/a><\/p>\n<p>And also our benchmark against notable hyperscaler<br \/><a href=\"https:\/\/huddle01.com\/blog\/aws-is-charging-you-3x-more-for-slower-compute\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/huddle01.com\/blog\/aws-is-charging-you-3x-more-for-slower-compute<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The fact that a non-technical person can deploy an agent this quickly is the real win. Congrats on the launch, guys! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sujeetbr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sujeetbr<\/a> Time to give everyone Agents to Crawl<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys congrats on the launch, everything looks very well thought!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreyas_papinwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyas_papinwar<\/a> Team spent good 2 weeks on this, this is our first PH launch as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreyas_papinwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyas_papinwar<\/a> thanks Shreyas!! It was an endless loop of planning, planning and some more planning.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is an amzing product the team has built<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@animesh_mishra1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@animesh_mishra1<\/a> <\/p>\n<p>We have been building Huddle01 for 6 years now, and have achieved stability considering the sensitive nature of our product.<\/p>\n<p>Would love if you try out the product and share any other feedbacks – Team is incredibly fast at shipping code with AI Agents \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@animesh_mishra1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@animesh_mishra1<\/a> Thank you Animesh for your kind words! We had such a fun time building this product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Docker Sandbox approach is really smart. Getting VM-level isolation with container speeds is the kind of tradeoff that actually matters when you’re running agents that need to hit external APIs and handle real data.<\/p>\n<p>Curious about one thing though, how does cold start look? Like if an agent hasn’t run in a while, does it spin up instantly or is there a warmup period? That’s usually where managed platforms trip up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> For Openclaw to work we need to keep docker container running, we don’t shut them down<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Our VMs run on secure & extremely fast hardware level virtualisation which bring the best performance for the underlying Agents running in sandboxes<\/p>\n<p>Also agents are always warm in our case as they are always running <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is amazing, guys. Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akhilbvs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akhilbvs<\/a> thanks <\/p>\n<p>team works really hard to get this launch perfect<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch boss! Been fantastic to see you build alongside.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saxenasaheb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saxenasaheb<\/a> Thank you so much! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Lezzzgooo bois \ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@suhasmotwani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suhasmotwani<\/a> Lessgooo Indeed<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@suhasmotwani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suhasmotwani<\/a> yeahhhh<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive speed to deploy \u2014 60-second setup is a strong pitch. Curious though: how does the managed infrastructure handle custom tool integrations or private data sources that agents might need to access? And is there a way to inspect or audit the AI inference logs for debugging? That visibility would be a big deal for production use cases.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lumm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lumm<\/a> Great Questions!!<\/p>\n<p>A title technical but we use something called as Docker Sanboxes which gives openclaw the power of a Virtual Machine and all the security and speeds of a Docker Container, All the Containers have direct access to the internet using Public IPv4 with unlimited egress <\/p>\n<p>So any skill will always have access to the internet and using NVMe drives will have access to local data as well<\/p>\n<p>As for AI Inference logs yes, you can view everything end to end on the dashboard itself<\/p>\n<p>Let me know your feedback when you try out the product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi,<br \/>I\u2019m Akash, Engineer <a href=\"https:\/\/www.producthunt.com\/products\/huddle01-cloud-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"huddle01-cloud-2\" target=\"_blank\" rel=\"noopener\">@Huddle01 Cloud<\/a> <\/p>\n<p>While our team set out to solve the problem of high cloud costs, my focus has been on the engineering that makes it possible. We built our infrastructure to eliminate the “hyperscaler tax”, the high markups for mid-tier performance. My goal was to provide the raw speed of bare metal with the flexibility engineers expect from the cloud.<\/p>\n<p>From managing our compliance to tuning the networking for low latency, we\u2019ve built this for workloads that need high-end performance without the complexity. This foundation is why we can now offer a 1-click deployment for AI agents like OpenClaw. We\u2019ve handled the backend (the VMs, the security, and the networking) so you can get an agent running in under 60 seconds without touching a terminal.<\/p>\n<p>I\u2019m happy to answer any technical questions about our stack or how we\u2019ve optimised the infrastructure for these types of workloads.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akmo3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akmo3<\/a> Hyperscaler Tax is real, and building Huddle01 Cloud was kinda forced because we wanted to minimise our Burn.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Watching the lobster ship agents is probably the most fun part of this launch \ud83e\udd9e<\/p>\n<p>Had a great time building this with the team. Can\u2019t wait to see what people deploy with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sangeet_banerjee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sangeet_banerjee<\/a> openclaw for the win<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! When adding wallets to agents?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joalavedra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joalavedra<\/a> Just was seeing Prava team, talking about this, All I can say rn, soon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joalavedra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joalavedra<\/a> today you can already add credits to the platform via stablecoins ! <\/p>\n<p>agentic payments soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The setup time problem is so real half the people who would actually benefit from open source agent frameworks never get past the infra setup. How does the managed version handle custom model integrations, or is it locked to specific providers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thyme1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thyme1<\/a> thats the best Part about the setup. When you deploy an agent on Huddle01 Cloud, you get a whole VM with IPv4 attached. You can always SSH to that VM and you can play with any kind of custom model integration, because OpenClaw allows you to do that. <\/p>\n<p>If you don’t want to do it, it’s one click deploy, choose any of the model providers and it’s done for you. So there’s never a integration problem and we never force you to use our AI inference. You are free to choose whatever you want to. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thyme1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thyme1<\/a> we provide a framework to get you started very fast on the agent – we use a secure but vanilla version of openclaw , so all openclaw plugins should directly work and have first class support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cooked!<br \/>Give them ability to Pay with <a href=\"https:\/\/www.producthunt.com\/products\/prava-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"prava-2\" target=\"_blank\" rel=\"noopener\">@Prava<\/a> \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaiserrr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaiserrr<\/a> yes boss!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaiserrr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaiserrr<\/a> Crazy idea<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats to the<a href=\"https:\/\/www.producthunt.com\/products\/huddle01-cloud-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"huddle01-cloud-2\" target=\"_blank\" rel=\"noopener\">@Huddle01 Cloud<\/a> team on the launch! I’ve watched <a href=\"https:\/\/www.producthunt.com\/@ranjan3118\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ranjan3118\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjan3118<\/a>, and the huddle crew build this from the ground up, and the problem they’re solving is painfully real. Started as a real-time comms platform, realized the cloud providers were eating their margins alive on bandwidth, and decided to just… build their own cloud. That kind of “fine, I’ll do it myself” energy is what makes great infra companies.<\/p>\n<p>Now they’ve stacked 1-click OpenClaw agent deployment on top of it. No terminal, no API keys, agent running in under a minute. If you’re building anything compute-heavy or latency-sensitive, especially out of India, give this a spin.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ranjan3118\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjan3118<\/a> <a href=\"https:\/\/www.producthunt.com\/@ayushpranav3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayushpranav3<\/a> Thanks a ton for the kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ayushpranav3 really appreciate the support man<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting launch.<\/p>\n<p>Reading through the comments and the way Huddle01 handles isolation (KVM layer, private subnets, Docker sandboxes), something stood out.<\/p>\n<p>It feels less like a simple \u201cagent deployment tool\u201d and more like infrastructure designed to run persistent AI agents as production workloads.<\/p>\n<p>Especially since the agents stay warm and continuously running rather than spinning up per request.<\/p>\n<p>Curious how the team thinks about this internally.<\/p>\n<p>Is Huddle01 Cloud evolving more as a deployment layer for OpenClaw agents, or closer to runtime infrastructure where agents themselves become long-running workloads?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@cauan_martins yess exactly <\/p>\n<p>openclaw was our buy in into the agentic workflow industry, personally really feel openclaw is a really powerful tool<\/p>\n<p>hot take : the most complicated of agentic workflows will be run by seemingly simple agents like openclaw<\/p>\n<p>what we bring to the table is excellent hardware , networking and api first approach to ensure agent can easily perform heavy workloads within the same compute and also be able to self provision and auto scale!!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congrats to the @Huddle01 Cloud team on the launch. \ud83d\ude80<\/p>\n<p>I\u2019ve had the chance to watch @ranjan3118 and the Huddle crew build this from the ground up, and the problem they\u2019re tackling is painfully real. What started as a real-time communications platform quickly ran into the same wall every latency-sensitive product eventually hits: traditional cloud bandwidth costs.<\/p>\n<p>Instead of accepting shrinking margins, they made a bold call \u2014 build the infrastructure themselves.<\/p>\n<p>That \u201cfine, we\u2019ll do it ourselves\u201d mindset is exactly how great infra companies are born.<\/p>\n<p>Now they\u2019re stacking developer-first tooling on top of it, including 1-click OpenClaw agent deployment. No terminal. No API keys. Agent running in under a minute.<\/p>\n<p>If you’re building anything compute-heavy or latency-sensitive \u2014 especially out of India \u2014 this is definitely worth experimenting with.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks for the kind words <a href=\"https:\/\/www.producthunt.com\/@sicksickle\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sicksickle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sicksickle<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">You mention \u201cDocker Sandboxes\u201d that combine VM-like isolation with container speed\u2014what are the actual isolation boundaries (kernel\/VM layer, filesystem, network), and how do you mitigate risk from untrusted OpenClaw skills\/plugins that can execute code or access the internet?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Every tenant lives inside its own private subnet behind a Geneve switch, so that is how we get user-to-user separation. Everything is totally isolated from one another. Then at the kernel level, there is the KVM layer, which again helps protect against untrusted access. Every network is also protected by firewalls.<\/p>\n<p>Huddle01 Cloud is fully SOC 2 compliant, so these are all very standard and robust protection measures.<\/p>\n<p>As for OpenClaw risk mitigation, it depends, though. Everything runs inside Docker sandboxes. We did not want to introduce things from our end that would not align with Peter\u2019s vision as the creator of OpenClaw, and the vision of the product in general. He is doing a great job making OpenClaw great.<\/p>\n<p>On our side, we are working hard to make sure you can run this agent 24\/7 with the best specs and unlimited egress.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats to the team for the launch!\ud83c\udf89\ud83e\udd42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rbluena\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rbluena<\/a> Thanks a ton<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@rbluena thanks Rabii<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paul_sangle_ferriere1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_sangle_ferriere1<\/a> shit we missed adding cubic for shoutout, Amazing product <\/p>\n<p>We use it for every PR review here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Ayush! It’s really impressive. Is it similar to KimiClaw? What’s the main differentiation??<\/p>\n<p>Btw, a quick suggestion build a parallel pricing made for founders, not for devs. I could understand it but I know many founders won’t. Hope it’s helpful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> hiii german <\/p>\n<p>We specialise in running ai infra at scale , so running agents is a breeze <br \/>devs can use their own keys or leverage hudl ai inference to power their agents<\/p>\n<p>kimiclaw is specific to the kimi model – marketing gimmick for kimi tbh<\/p>\n<p>at Huddle01 Cloud you can select any model<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> <\/p>\n<p>Kimiclaw gives you all that OpenClaw Primitives and its amazing for a certain usecase, we think Openclaw is the new Linux and we want to make it super easy for people to deploy it don’t have to think about AI Inference and billing and everything stays in one place<\/p>\n<p>For security we use Docker Sandbox which gives you VMs and all the additional security of docker containers.<\/p>\n<p>We right now have super simple Pricing and just show the bare pricing, but I get the point we can give more details around it<\/p>\n<p>Thanks for commenting and do checkout the product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks interesting! Do you guys have a simple “same workload, same region” benchmark (latency\/throughput + total cost incl egress) compared to smth like Hertzner\/OVH\/Vultr? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anton_alekseev3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anton_alekseev3<\/a> I have even better, we are building for intersection between AWS and Cheap VMs<\/p>\n<p>So our competition are Hyperscalers like AWS, GCP, Azure<\/p>\n<p>This is our benchmark comparing with AWS and how are we 3x cheaper and still insanely better<br \/><a href=\"https:\/\/huddle01.com\/blog\/aws-is-charging-you-3x-more-for-slower-compute\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/huddle01.com\/blog\/aws-is-charging-you-3x-more-for-slower-compute<\/a><\/p>\n<p>Our Specs are:<br \/>– AMD EPYC Server<br \/>– DDR4 ECC RAM<br \/>– NVMe Storage<br \/>– Unlimited Egress<\/p>\n<p>Let me know your thoughts on the benchmarks etc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting wedge – start with the infrastructure pain (which is real and documented) and layer agent deployment on top as the entry point for non-devs. Makes sense as a GTM. What’s the target customer right now – individual builders, startups, enterprise?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Huddle01 is targeting the market between hyperscalers and cheap VMs. That’s where the sweet spot is. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> hii Kate! <br \/>we have two main categories we look at <br \/>1. hackers & early stage founders : cater to being able to deploy and iterate fastt without worrying about infra<br \/>2. mid & large sized companies : who already know their scale & now are looking to switch to a performant but cost effective option<\/p>\n<p>hyperscalers may make sense for startups who are figuring out their scale but is too expensive for companies who already know their scale and now looking to optimise <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/S4WUKNDBBPMVNN\" class=\"app-title\">Runner AI<\/a><\/p>\n<div class=\"one-liner\">Build, optimize, and scale your AI-native store<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">287<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Runner AI\u662f\u4e00\u6b3eAI\u539f\u751f\u7535\u5546\u5efa\u7ad9\u4e0e\u4f18\u5316\u5e73\u53f0\uff0c\u901a\u8fc7\u63cf\u8ff0\u613f\u666f\u5373\u53ef\u81ea\u52a8\u751f\u6210\u5e76\u6301\u7eed\u4f18\u5316\u5728\u7ebf\u5546\u5e97\uff0c\u5728\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\uff0c\u89e3\u51b3\u4f20\u7edf\u7535\u5546\u5de5\u5177\u94fe\u5272\u88c2\u3001\u4f18\u5316\u5b9e\u9a8c\u7e41\u7410\u4e14\u4f4e\u6548\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6a1778e-7c4a-415a-bc51-e42a5517d24b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5efbd1e9-6b55-46c1-ab45-04a2477a1847.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2578d123-b12c-4d4b-93c4-744530cad6a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b40801e4-4726-48ec-ab40-1ea1a61b0bb2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8c7d2f3-a4e5-48f8-8060-1a80ef5c4269.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b92cd603-41ae-4c6d-93e1-5265f476ead1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/6ef5c4e1-1283-450c-96e9-250ce242c731.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=xGyOWcwnZxI\"><source src=\"https:\/\/www.youtube.com\/watch?v=xGyOWcwnZxI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Website Builder<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7535\u5546\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8A\/B\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u6570\u636e\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u65e0\u6a21\u677f\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8f6c\u5316\u7387\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u5546\u52a1<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u7535\u5546SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u81ea\u4e3b\u4f18\u5316\u201d\u7406\u5ff5\u4e0eAI\u539f\u751f\u67b6\u6784\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u4f4e\u6d41\u91cf\u7ad9\u70b9\u5982\u4f55\u6709\u6548\u5b9e\u9a8c\u3001AI\u51b3\u7b56\u7684\u8fb9\u754c\u4e0e\u63a7\u5236\u6743\u3001\u4e0e\u5916\u90e8\u5e73\u53f0\uff08\u5982Google Merchant\uff09\u7684\u96c6\u6210\u3001\u4ea7\u54c1\u6210\u719f\u5ea6\u9a8c\u8bc1\u3002\u521b\u59cb\u4eba\u56de\u590d\u786e\u8ba4\u91c7\u7528\u591a\u81c2\u8001\u864e\u673a\u7b97\u6cd5\u5e94\u5bf9\u4f4e\u6d41\u91cf\uff0c\u5e76\u5f3a\u8c03\u7528\u6237\u53ef\u8bbe\u7f6e\u62a4\u680f\u4fdd\u6301\u63a7\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Runner AI\u7684\u91ce\u5fc3\u5e76\u975e\u4ec5\u662f\u53c8\u4e00\u4e2aAI\u5efa\u7ad9\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u7535\u5546\u9886\u57df\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u89c2\u5bdf-\u51b3\u7b56-\u6267\u884c-\u5b66\u4e60\u201d\u7684\u95ed\u73af\u81ea\u52a8\u5316\uff0c\u5e76\u57fa\u4e8e\u7edf\u4e00\u6570\u636e\u5c42\uff0c\u8ba9\u4f18\u5316\u4ece\u79bb\u6563\u7684\u624b\u52a8\u5b9e\u9a8c\u53d8\u4e3a\u6301\u7eed\u7684\u7cfb\u7edf\u884c\u4e3a\u3002\u8fd9\u76f4\u6307\u4f20\u7edf\u7535\u5546SaaS\u751f\u6001\u7684\u987d\u75be\uff1a\u5806\u780c\u7684\u5de5\u5177\u5f62\u6210\u6570\u636e\u5b64\u5c9b\uff0c\u589e\u957f\u6d1e\u5bdf\u65e0\u6cd5\u6709\u6548\u8054\u52a8\u6267\u884c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5168\u81ea\u52a8\u201d\u4ea6\u662f\u6700\u5927\u98ce\u9669\u70b9\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u63a7\u5236\u6743\u201d\u4e0e\u201c\u51b3\u7b56\u4f9d\u636e\u201d\u7684\u8d28\u7591\u975e\u5e38\u5173\u952e\u3002\u7535\u5546\u4f18\u5316\u6d89\u53ca\u54c1\u724c\u8c03\u6027\u3001\u4ef7\u683c\u7b56\u7565\u7b49\u590d\u6742\u7ef4\u5ea6\uff0c\u5c06\u51b3\u7b56\u6743\u8fc7\u5ea6\u8ba9\u6e21\u7ed9AI\uff0c\u53ef\u80fd\u5f15\u53d1\u54c1\u724c\u7a00\u91ca\u6216\u77ed\u671f\u4e3b\u4e49\u98ce\u9669\u3002\u4ea7\u54c1\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176AI\u5728\u590d\u6742\u5546\u4e1a\u76ee\u6807\uff08\u5982\u77ed\u671f\u8f6c\u5316\u4e0e\u957f\u671f\u5ba2\u6237\u4ef7\u503c\uff09\u95f4\u6743\u8861\u7684\u201c\u667a\u6167\u201d\uff0c\u4ee5\u53ca\u4e3a\u7528\u6237\u63d0\u4f9b\u7684\u62a4\u680f\u662f\u5426\u8db3\u591f\u7cbe\u7ec6\u4e0e\u53ef\u9760\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201cAI\u539f\u751f\u201d\u67b6\u6784\u65e2\u662f\u4f18\u52bf\u4e5f\u662f\u6311\u6218\u3002\u4f18\u52bf\u5728\u4e8e\u4ece\u96f6\u8bbe\u8ba1\uff0c\u907f\u514d\u4e86\u9057\u7559\u7cfb\u7edf\u7684\u6280\u672f\u503a\uff0c\u80fd\u5b9e\u73b0\u771f\u6b63\u7684\u7aef\u5230\u7aef\u4f18\u5316\u3002\u6311\u6218\u5219\u5728\u4e8e\uff0c\u5b83\u9700\u8981\u91cd\u65b0\u5b9a\u4e49\u7528\u6237\uff08\u5546\u5bb6\uff09\u7684\u5de5\u4f5c\u6d41\u2014\u2014\u4ece\u4eb2\u624b\u64cd\u4f5c\u5230\u8bbe\u5b9a\u76ee\u6807\u4e0e\u8fb9\u754c\uff0c\u8fd9\u9700\u8981\u5e02\u573a\u6559\u80b2\u548c\u7528\u6237\u4fe1\u4efb\u7684\u79ef\u7d2f\u3002\u65e9\u671f\u6848\u4f8b\u7684\u771f\u5b9e\u6570\u636e\u5c06\u662f\u6253\u7834\u8d28\u7591\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cRunner AI\u4ee3\u8868\u4e86\u4e00\u4e2a\u66f4\u6fc0\u8fdb\u7684\u672a\u6765\uff1a\u7535\u5546\u8fd0\u8425\u4ece\u201c\u4eba\u529b\u5bc6\u96c6\u578b\u201d\u8f6c\u5411\u201c\u667a\u80fd\u4ee3\u7406\u9a71\u52a8\u578b\u201d\u3002\u4f46\u5b83\u80fd\u5426\u8de8\u8d8a\u65e9\u671f\u91c7\u7528\u8005\u9e3f\u6c9f\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\u80fd\u529b\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u81ea\u52a8\u5316\u667a\u80fd\u201d\u4e0e\u201c\u4eba\u7c7b\u63a7\u5236\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u8ba9\u5546\u5bb6\u5b89\u5fc3\u6258\u4ed8\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Runner AI<\/span>\n <\/div>\n<div class=\"comment-content\">Don’t just prompt a website; prompt revenue. Runner AI builds AND optimizes. It continuously runs experiments in the background, automatically turning visitors into buyers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<p>I’m Weizhi, founder of Runner AI. Excited to share what we’ve been building over the past 5 months: an AI-native commerce stack that autonomously builds, tests, and optimizes your store.<\/p>\n<p>Before starting <strong>Runner AI,<\/strong> I spent five years at Google and DeepMind \u2014 building data infra and Gemini. That shaped how I think about products: when data is unified and AI can see the full picture, it doesn’t just help \u2014 it proposes changes, learns from real user behavior, and gets smarter with every iteration.<\/p>\n<p>But today, traditional e-commerce doesn’t work that way.<strong> <\/strong>They stitch together 20+ tools that don’t talk to each other. Your email tool doesn’t know what your checkout learned. Your analytics can’t inform your pricing. Because<strong> nothing connects, nothing compounds.<\/strong> You’re running experiments in silos while customer behavior shifts daily.<\/p>\n<p>We built Runner to bring that <strong>self-optimizing<\/strong> logic to commerce, grounded in the belief that the <strong>best way to grow is to experiment, learn, and iterate continuously<\/strong>.<\/p>\n<p>Most e-commerce platforms are built for humans to operate, with AI added later as a feature. We designed it differently \u2014 a commerce stack built from the ground up for AI to <strong>observe, act, and improve your conversion rates automatically.<\/strong><br \/>Runner puts everything under one roof: storefront, analytics, experiments, pricing, promotions, user behavior \u2014 all unified, all visible to AI. When checkout improves, recommendations get smarter. When pricing learns, promotions adapt.<\/p>\n<p><strong>How it works:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Describe & Build:<\/strong> Describe your vision \u2192 AI builds everything (design, copy, functionality).<\/p>\n<\/li>\n<li>\n<p><strong>Observe:<\/strong> AI sees everything: drop-offs, abandoned products, winning copy, and pricing friction.<\/p>\n<\/li>\n<li>\n<p><strong>Optimize:<\/strong> AI acts on everything: rewrites headlines, adjusts layouts, optimizes flows, and tests pricing.<\/p>\n<\/li>\n<li>\n<p><strong>Scale:<\/strong> Winners get scaled. Losers get replaced. 24\/7.<\/p>\n<\/li>\n<\/ul>\n<p><strong>What makes us different:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>No themes, no templates:<\/strong> AI architects a custom store from scratch.<\/p>\n<\/li>\n<li>\n<p><strong>No “App Tax”:<\/strong> Core tools are built-in, not paid plugins.<\/p>\n<\/li>\n<li>\n<p><strong>Full transparency & control:<\/strong> You see every experiment, set boundaries, and adjust anytime.<\/p>\n<\/li>\n<\/ul>\n<p>This is v1. We’d love for you to try it and tell us what you think.<\/p>\n<p>\u2192 <a href=\"https:\/\/www.runnerai.com\/?utm_source=product_hunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Try Runner AI free<\/strong><\/a><\/p>\n<p>Weizhi Li<br \/>Founder & CEO, Runner AI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi <a href=\"https:\/\/www.producthunt.com\/@weizhi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@weizhi<\/a> Loved the concept behind <strong>Runner AI, – <\/strong>Curious to know, when optimizing deep learning ranking models for ads or recommendations, how do you balance real-time inference latency with model complexity, especially when deploying at large scale?<\/p>\n<\/p>\n<p>Priya here, CEO at Techflitter Solutions FZCO, a tech consulting company operating from Dubai and India with 10+ YOE helping <strong>startups build from scratch to release to maintenance and scale tech products globally.<\/strong><\/p>\n<p>Even just recently <strong>ElevenLabs <\/strong>accelerated their growth by partnering with a consulting firm. That proves a point taking an offshore tech partner is a strategic growth move.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@weizhi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@weizhi<\/a> If scaling beyond launch is the focus? We\u2019re ready to support and align with your roadmap and growth goals. Let’s have a chat…<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@weizhi Congrats on the launch, Weizhi. The idea of a commerce stack that can actually see the full system instead of operating through disconnected tools makes a lot of sense. Anyone who has worked with modern e-commerce knows how quickly the tool stack turns into analytics in one place, email somewhere else, pricing somewhere else, and nothing really learning from the whole picture.<\/p>\n<p>I also like the philosophy of designing for AI first instead of bolting it on later. When experimentation and feedback loops are built into the core system, the improvements can compound over time instead of staying stuck in isolated A\/B tests.<\/p>\n<p>One thing I\u2019m curious about is how Runner decides when to act versus when to observe longer. If the AI is adjusting layouts, copy, and pricing continuously, what safeguards exist to prevent short-term signals or noisy data from pushing the store in the wrong direction?<\/p>\n<p>Really interesting direction for commerce infrastructure. Curious to see how founders end up using it once the system has enough behavioral data to start compounding improvements.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@weizhi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@weizhi<\/a> So incredibly proud to be part of this team and what we’ve built over the last few months! Watching this vision of autonomous commerce come to life has been amazing. Let’s go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “continuous experiments in the background” angle is really compelling \u2014 most A\/B testing tools require you to manually set up experiments which nobody actually does consistently.<\/p>\n<p>Curious how it handles low traffic sites where statistical significance takes forever to reach? That’s always been the frustration with traditional CRO tools for early-stage products.<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@n8nship\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@n8nship<\/a> Great question! For low-traffic sites, we introduce our AI creative studio which generates a range of high-converting product assets while our AI ads system creates a closed-loop. This combination lets us gather statistically significant insights faster, so you can start optimizing your site’s performance even in the early stages without waiting for massive traffic volumes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@n8nship\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@n8nship<\/a> You are right. low traffic is where traditional A\/B testing breaks down. Our AI uses multi-armed bandit approaches that adapt in real time, so even with lower traffic, the system learns and shifts toward better-performing variants faster instead of waiting for a fixed sample size. On top of that, we also have built-in marketing integrations \u2014 ads, social media, and more \u2014 to help drive traffic to your store in the first place.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome!<br \/>Are you helping stores with product feed optimization for agentic commerce? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaiserrr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaiserrr<\/a> Absolutely! Runner AI continuously detects friction and autonomously A\/B tests to optimize the product feed. Because our entire architecture is AI-native from the ground up, your product data is perfectly structured for agentic commerce and AI shopping bots by default.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaiserrr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaiserrr<\/a> Absolutely! Product feed optimization is built right in. We handle formatting across OpenAI ACP and Google UCP \u2014 so your store is ready for agentic commerce out of the box. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Once I get my store set up using Runner AI, are there ways to sync it up with Google Merchant Center so that my products are also visible via Google too? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Yes, we are working on this part along with agentic commerce(will release this soon). the platform handles the product feed formatting automatically \u2014 you don’t need to worry about the technical setup. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Thank you for your support! We will be releasing the AI ads agent very soon who will be running and optimizing your Google, Meta, Reddit Ads autonomously! Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “self-optimizing” framing is what caught my attention here. Most ecommerce AI tools I’ve seen are basically just suggestions you still have to manually implement. Having the system actually run experiments and adjust on its own is a totally different level.<\/p>\n<p>One question though, how much control do store owners have over what gets tested? Like can you set guardrails so it doesn’t experiment with things you’d rather keep fixed (brand elements, pricing floors, etc)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Great question! You define the boundaries \u2014 pricing, visuals, ads, social media, promotions, etc. You also control the traffic split, so you decide how much of your audience sees a test before it rolls out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> You are absolutely still in the driver’s seat. While Runner AI analyzes every interaction on your site (clicks, scrolls, bounces) to detect friction and automatically plan A\/B tests, you have full control over the boundaries. You can easily set strict guardrails to lock in brand elements, copy, or pricing floors so the AI knows exactly what <em>not<\/em> to touch. You can also dictate exactly how much of your traffic you want to allocate to these experiments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>From an agency perspective, this could accelerate client onboarding significantly. Interested to see the template variety.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> <strong>As an agency<\/strong>, you\u2019ll love that we can support multi-store management-you can handle multiple clients\u2019 sites all in one place. <strong>As a multi-brand owner<\/strong>, you can easily create tailored strategies for each unique product line, drive growth across your entire product range.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Absolutely! For agencies, this takes the heavy lifting out of the ‘zero to one’ phase. The coolest part? There are zero templates. You simply prompt the AI with the specific style, vibe, and branding instructions your client needs, and it custom-codes the site natively. It means you can deliver fully custom-tailored stores in a fraction of the time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Damn, this is cool. The AI suggestions for layouts and product pages are actually useful, not just gimmicky.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a> Thanks for the kind words! What might interest you is that these tweaks are also crafted to drive your store\u2019s sales and fuel business growth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a> Thank you for your support!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! I see you are focused on shops, will there be a Saas marketing version to look forward to? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@masebuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masebuilds<\/a> Thanks for the support! Right now, our AI is trained specifically on ecommerce workflows and shopping behaviors. However, the underlying architecture\u2014autonomous A\/B testing, layout optimization, and conversion tracking\u2014could absolutely be applied to SaaS marketing pages and lead generation down the line! We’re hyper-focused on stores for V1, but SaaS marketing is definitely on our radar.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks like a really innovative product. Has a “real” store already been built with it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konrad_sx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konrad_sx<\/a> Thanks for asking! Yes, we’ve been working with a handful of design partners who have live stores on the platform with real traffic. Still early days, but the results have been really encouraging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konrad_sx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konrad_sx<\/a> Thank you so much! And yes, absolutely. We’ve had some amazing early users spinning up and running live stores. We\u2019ve actually been highlighting several of these real-world use cases and live examples over on X! Feel free to check them out at @try_runner_ai. Let us know what you think of them!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it decide which experiments to run first \u2014 is that AI-driven or do you set the priorities manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jozsef_orsos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jozsef_orsos<\/a> Great question! Yes, it is 100% AI-driven! Runner AI acts like an autonomous growth engineer. It actively analyzes real user behavior\u2014every click, scroll, and bounce on your site. Once it detects friction points or high-impact opportunities, the AI automatically prioritizes and launches the tests for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Absolutely love how simple this makes ecommerce. Congrats on launching something genuinely useful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victorzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victorzh<\/a> Thx for your support! Our goal is to empower every merchant and team to easily leverage AI, unlocking new growth opportunities for their e-commerce businesses!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victorzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victorzh<\/a> Thank you! Please reach out if you need anything from the Runner AI team:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks amazing! The AI-powered website builder is so clean. Congrats on launching!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Thanks a lot! We put a lot of care into making it feel intuitive. Plenty more coming soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Thank you for supporting us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The current product is useful, but the future vision is what makes this a must-watch company. Following closely!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Thanks so much, Luke! That means a lot. We’re just getting started with v1, and the roadmap ahead \u2014 deeper autonomous optimization, auto experimentation loops, and more AI-driven insights \u2014 is what really excites us. Would love for you to give it a spin and let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Thank you so much for supporting us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting! How customizable are the AI-generated websites? Can you override the suggestions easily?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The self-optimizing angle is really interesting \u2014 most e-commerce tools are static but this actually adapts. Curious how it handles product catalog updates automatically? Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Weizhi! Really interesting to see a commerce stack built for AI from the ground up rather than just bolting it on. <br \/>Wishing you a big day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dschwartz18\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dschwartz18<\/a> Thank you! That’s exactly the mindset we started with. Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dschwartz18\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dschwartz18<\/a> Thank you so much for supporting us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations! Love how quickly you can spin up an ecommerce site with this. The AI workflow is super impressive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@blink_66\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blink_66<\/a> Thanks for the kind words! We built the AI workflow specifically so merchants can focus on their actual products instead of wrestling with tech setups. Let us know if you end up spinning up a store\u2014we’d absolutely love to see what you build!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow awesome product mate<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thank you!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thank you! Please reach out if you need anything from the Runner AI team:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Q66G5FXCSQMB7Q\" class=\"app-title\">Prava<\/a><\/p>\n<div class=\"one-liner\">Payments stack for AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">280<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Prava\u662f\u4e00\u4e2a\u4e3aAI\u667a\u80fd\u4f53\u6253\u9020\u7684\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd\uff0c\u901a\u8fc7\u5b89\u5168\u4ee4\u724c\u3001\u6d88\u8d39\u9650\u989d\u548c\u5b9e\u65f6\u5ba1\u6279\u7b49\u673a\u5236\uff0c\u5728AI\u52a9\u624b\u3001\u8d2d\u7269\u4ee3\u7406\u7b49\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u667a\u80fd\u4f53\u65e0\u6cd5\u81ea\u4e3b\u3001\u5b89\u5168\u5730\u5b8c\u6210\u652f\u4ed8\u4ea4\u6613\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f268ae5-b426-47f8-a687-38c08c239384.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92a8a571-30b4-4694-bc3a-c0db63133e65.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ac5faf5-0c5f-4e78-8f62-38077a76248e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ff0a59e-5e68-416c-b24c-f6dc8df15567.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03127ef3-54b6-4dec-a796-d0061f615ef1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35528c15-4608-4432-8875-0f6473fbcfc0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6bf99d5b-a463-41cd-93b5-70982f3bf357.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40e3b572-b643-4449-8d1e-3b5ee08de175.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d87f587e-f941-42f4-a20f-ce69522ce0dc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/EPuOvkG4S4E?si=ZZMMvx_wzE_HXig1\"><source src=\"https:\/\/youtu.be\/EPuOvkG4S4E?si=ZZMMvx_wzE_HXig1\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8SDK<\/span><br \/>\n <span class=\"tag\">\u4ee4\u724c\u5316\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">PCI\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u9650\u989d<\/span><br \/>\n <span class=\"tag\">Visa\u5408\u4f5c<\/span><br \/>\n <span class=\"tag\">OpenClaw\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u5546\u52a1<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86AI\u4ee3\u7406\u652f\u4ed8\u7684\u521a\u9700\uff0cVisa\u5408\u4f5c\u589e\u5f3a\u4e86\u53ef\u4fe1\u5ea6\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u4e0e\u73b0\u6709\u652f\u4ed8\u670d\u52a1\u5546\uff08\u5982Stripe\uff09\u7684\u96c6\u6210\u517c\u5bb9\u6027\u3001\u5177\u4f53\u98ce\u63a7\u4e0e\u9632\u6b3a\u8bc8\u63aa\u65bd\u3001\u6d88\u8d39\u6388\u6743\u4e0e\u9000\u6b3e\u6d41\u7a0b\u7684\u7ec6\u8282\uff0c\u4ee5\u53ca\u672a\u6765\u5411\u4eba\u5f62\u673a\u5668\u4eba\u3001UPI\u7b49\u573a\u666f\u7684\u6269\u5c55\u6f5c\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Prava\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u5373\u5c06\u7206\u53d1\u7684\u7f1d\u9699\u5e02\u573a\u2014\u2014AI\u667a\u80fd\u4f53\u7684\u652f\u4ed8\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u652f\u4ed8\u6280\u672f\u672c\u8eab\u6709\u591a\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5b83\u7387\u5148\u5c06\u201cAI\u667a\u80fd\u4f53\u201d\u5b9a\u4e49\u4e3a\u4e00\u4e2a\u9700\u8981\u88ab\u652f\u4ed8\u7f51\u7edc\u8bc6\u522b\u548c\u670d\u52a1\u7684**\u65b0\u578b\u7ecf\u6d4e\u4e3b\u4f53**\u3002\u8fd9\u7edd\u975e\u7b80\u5355\u7684API\u5c01\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524dAI\u4ee3\u7406\u7684\u652f\u4ed8\u56f0\u5883\uff0c\u672c\u8d28\u662f\u8eab\u4efd\u56f0\u5883\uff1a\u73b0\u6709\u652f\u4ed8\u7f51\u7edc\u662f\u4e3a\u771f\u4eba\u8bbe\u8ba1\u7684\uff0c\u4f9d\u8d56\u9a8c\u8bc1\u3001\u91cd\u5b9a\u5411\u7b49\u4ea4\u4e92\u3002Prava\u7684\u6838\u5fc3\u521b\u65b0\u662f\u901a\u8fc7\u201c\u8303\u56f4\u5316\u4ee4\u724c\u201d\uff08scoped token\uff09\uff0c\u5c06\u4e00\u6b21AI\u4ea4\u6613\u5728\u652f\u4ed8\u5e95\u5c42\u5c01\u88c5\u4e3a\u5bf9\u7279\u5b9a\u5546\u6237\u3001\u91d1\u989d\u3001\u5546\u54c1\u7684\u6388\u6743\u6307\u4ee4\uff0c\u4ece\u800c\u8ba9\u4f20\u7edf\u5361\u7f51\u7edc\u80fd\u591f\u7406\u89e3\u5e76\u5904\u7406\u3002\u8fd9\u6bd4\u865a\u62df\u5361\u7b49\u201c\u9ed1\u5ba2\u65b9\u6848\u201d\u66f4\u672c\u8d28\u3001\u66f4\u5b89\u5168\u3002\u4e0eVisa\u7b49\u5361\u7ec4\u7ec7\u7684\u5408\u4f5c\u5e76\u975e\u7b80\u5355\u7684\u54c1\u724c\u80cc\u4e66\uff0c\u800c\u662f\u610f\u5473\u7740\u5176\u6280\u672f\u65b9\u6848\u5df2\u83b7\u5f97\u5e95\u5c42\u7f51\u7edc\u534f\u8bae\u7ea7\u7684\u652f\u6301\uff0c\u8fd9\u662f\u6781\u9ad8\u7684\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6df1\u523b\u3002\u9996\u5148\u662f\u4fe1\u4efb\u6784\u5efa\u7684\u590d\u6742\u6027\uff1a\u7528\u6237\u9700\u8981\u76f8\u4fe1Prava\u7684\u201c\u62a4\u680f\u201d\u7edd\u5bf9\u53ef\u9760\uff0c\u8fd9\u6d89\u53ca\u5f02\u5e38\u884c\u4e3a\u68c0\u6d4b\u3001\u610f\u56fe\u89e3\u6790\u51c6\u786e\u6027\u7b49\u4e00\u7cfb\u5217AI\u4e0e\u91d1\u878d\u4ea4\u53c9\u7684\u672a\u77e5\u9886\u57df\u3002\u5176\u6b21\u662f\u751f\u6001\u4f9d\u8d56\u6027\uff1a\u5176\u7e41\u8363\u5b8c\u5168\u53d6\u51b3\u4e8e\u81ea\u4e3bAI\u667a\u80fd\u4f53\u5e94\u7528\u7684\u666e\u53ca\u901f\u5ea6\uff0c\u82e5\u667a\u80fd\u4f53\u957f\u671f\u505c\u7559\u5728\u201c\u63a8\u8350\u201d\u800c\u975e\u201c\u6267\u884c\u201d\u9636\u6bb5\uff0c\u5176\u9700\u6c42\u5c06\u53d7\u9650\u3002\u6700\u540e\u662f\u5de8\u5934\u7684\u51dd\u89c6\uff1a\u5f53\u5e02\u573a\u89c4\u6a21\u663e\u73b0\uff0cStripe\u7b49\u652f\u4ed8\u5de8\u5934\u5b8c\u5168\u53ef\u80fd\u63a8\u51fa\u7ade\u54c1\uff0cPrava\u5fc5\u987b\u51ed\u501f\u5176\u5148\u53d1\u6280\u672f\u534f\u8bae\u4f18\u52bf\u4e0e\u6df1\u5ea6\u573a\u666f\u7406\u89e3\u6784\u5efa\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cPrava\u4e0d\u662f\u5728\u4f18\u5316\u652f\u4ed8\u6d41\u7a0b\uff0c\u800c\u662f\u5728\u4e3a\u5373\u5c06\u5230\u6765\u7684\u201c\u667a\u80fd\u4f53\u7ecf\u6d4e\u201d\u94fa\u8bbe\u652f\u4ed8\u8f68\u9053\u3002\u5b83\u8d4c\u7684\u662fAI\u4ee3\u7406\u4ece\u201c\u52a9\u624b\u201d\u53d8\u4e3a\u201c\u6267\u884c\u8005\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\u6210\uff0c\u5219\u6210\u4e3a\u672a\u6765AI\u7ecf\u6d4e\u7684\u57fa\u7840\u8bbe\u65bd\uff1b\u8d25\uff0c\u5219\u53ef\u80fd\u6210\u4e3a\u6280\u672f\u6d6a\u6f6e\u4e2d\u4e00\u4e2a\u8fc7\u65e9\u51fa\u73b0\u7684\u7cbe\u81f4\u89e3\u51b3\u65b9\u6848\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Prava<\/span>\n <\/div>\n<div class=\"comment-content\">AI agents can browse, recommend, and decide, but they can’t pay. Prava fixes that. We’re the payments stack built for AI agents. Your AI can securely use a user’s card or wallet to complete purchases. We’ve partnered with global card networks like Visa to power safe, seamless agentic payments. Live in production powering AI assistants, stylist apps, shopping agents, and more. Integrate in 4 lines of code. Today we’re launching our Playground- even a non dev can experience the full flow<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>I’m Sushant, Co-Founder & CEO of Prava.<\/p>\n<p>AI agents are doing everything except the one thing that matters most: payments. The moment money needs to move, your agent hits a wall. Redirects, CAPTCHAs, manual card entry. The magic dies.<\/p>\n<p>Shubham(Co-founder & CTO) and I hit this wall ourselves. We wanted a Jarvis. But giving it payment access meant pasting raw card numbers into a prompt. No guardrails, no security, no standard way to let AI spend on your behalf. <\/p>\n<p>Nothing existed for AI Agents. So we built it<\/p>\n<p>Prava is what we wish existed. One SDK that lets your AI securely use a user’s card or wallet to complete purchases. Tokenized. PCI compliant. Passkey approvals. Spending limits & Guardrails. 4 lines of code.<\/p>\n<p>We partnered with global card networks like Visa for their Intelligent Commerce program to power agentic payments in the US & SEA. <\/p>\n<p>YC startups, AI assistants, stylist apps, shopping agents, and OpenClaw apps are already using Prava and going live in Production. <\/p>\n<p>Today we’re launching our Playground. Experience a complete agentic payment flow yourself. No setup, just click “Start”: <a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space\/<\/a><\/p>\n<p>Building an AI agent that needs payments? Let’s chat: <a href=\"https:\/\/www.prava.space\/join\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.prava.space\/join<\/a><\/p>\n<p>Twitter: <a href=\"https:\/\/x.com\/PravaPayments\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/PravaPayments<\/a><br \/>\n<a href=\"https:\/\/twitter.com\/sushantpandey_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/twitter.com\/sushantpandey_<\/a><br \/>\n<a href=\"https:\/\/twitter.com\/shubhamkukreti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/twitter.com\/shubhamkukreti<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaiserrr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaiserrr<\/a> wishing you guyz all the best. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaiserrr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaiserrr<\/a> well done Sushant! What’s next in the AI payment space? Is Stripe going to go after this space with their rails? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this looks super cool guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saksham_aggarwal7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saksham_aggarwal7<\/a> Thanks Saksham!<\/p>\n<p>Do try our Playground here: <a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What were the first 2\u20133 \u201cagent hits a wall at checkout\u201d moments you saw in the wild that convinced you this wasn\u2019t just a demo problem\u2014and what metrics or user behavior did you use to validate urgency before building the SDK?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> we were trying to build a Jarvis like AI Agent for us, this was long back in ’24. We tried using our raw card details but it got blocked the moment AI tried making payments with it. It wasn’t safe at all. <\/p>\n<\/p>\n<p>Built a stablecoin hack at a Singapore hackathon. Went viral on Reddit in January. Hundreds of AI builders reached out.<\/p>\n<p>Then we started talking to founders <a href=\"https:\/\/www.producthunt.com\/@shubham_kukreti\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shubham_kukreti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_kukreti<\/a> went to SF and I was in Blr- people loved our demo. Most customers we talked to were AI stylists, AI assistants, B2B ITSM tools. Three things kept coming up:<\/p>\n<ol>\n<li>\n<p>Consumer AI apps wanted users to buy inside the app, not get redirected out. But they could not enable payments. Best they could do was act as a discovery tool and hope the user came back after checkout.<\/p>\n<\/li>\n<li>\n<p>B2B founders saw a future where one company hires thousands of AI agents across niches. Managing billing and payments for all of them at scale is not something you duct-tape with existing tools.<\/p>\n<\/li>\n<li>\n<p>Every single founder said the same thing. Existing payment infra does not recognize AI as an actor. And the incumbents are not incentivized to fix it. For Stripe to win agentic payments, they would have to support AI paying on competing PSPs and overhaul their own system. No company does that voluntarily.<\/p>\n<\/li>\n<\/ol>\n<p>That was enough for us to go all in, crack card network partnerships and ship really really fast. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is one of those infrastructure problems that’s going to become massive as more AI agents go into production. Right now every agent builder is dealing with payments as an afterthought and it shows.<\/p>\n<p>The Visa partnership gives this serious legitimacy. Most startups in this space are still doing hacky workarounds with virtual cards. Having actual card network backing for agent transactions is a different game entirely. What’s the integration look like for someone already using Stripe for their main product?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Yeah, exactly. Every customer we talk to has tried hacky ways and don’t find it scalable.<\/p>\n<p>Card network partnership helps us build even way more secure guardrails and controls around what AI can spend. We’ll expand this to more payment methods soon- wallet, BNPL etc. <\/p>\n<\/p>\n<p>If you’re an AI Agent\/app you can integrate us easily, our solution isn’t something any PSP would be able to provide today. <\/p>\n<p>If you’re a merchant(seller) and use any other PSP- that’s completely fine. As long as you accept Visa\/MC- the card used by our AI Agents will be consumable on your PSP. And if you integrate Prava we work as a payment orchestrator above all PSPs, routing payments from AI Agents, no change required in your existing stack. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you see Prava Payments powering the surge of AI agents with OpenClaw, Moltbook etc?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rishabh_dodo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishabh_dodo<\/a> Good Ques. <\/p>\n<p>There are two ways people use OpenClaw. Through AI assistant apps, and through their own personal setups on local machines.<\/p>\n<ol>\n<li>\n<p>For AI assistant apps built on OpenClaw, we are already working with them to enable card based agentic payments. The app registers as an entity with Prava, onboards its users, and for every approved transaction the OpenClaw agent gets a tokenized card to spend from. The AI app focuses entirely on the user experience. Prava handles all the payments infrastructure and compliance behind it.<\/p>\n<\/li>\n<li>\n<p>For individuals running their own OpenClaw setups on personal machines, we are building a plugin. You save and tokenize your card directly with Prava through the plugin. Your agent can then make payments on your behalf within the rules you set. You do not need to worry about PCI compliance, you do not need a registered business entity, and you do not need to build any complex payment integrations yourself.<\/p>\n<\/li>\n<\/ol>\n<p>In both cases, the core idea is the same. Prava gives every OpenClaw agent the ability to pay, safely, so builders can focus on what the agent does and not how it moves money.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea. <\/p>\n<\/p>\n<p>Wondering if it could be extended to humanoids as well? Humanoids paying with UPI in India? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shivang_gupta6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivang_gupta6<\/a> <br \/>Yes, it can be. Imagine sending your humanoids out to run errands for you.<\/p>\n<p>With Prava, you can be sure they never buy anything beyond what you have already approved. <br \/>do give a try to our playground to get an experience, no setup required: <a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a><\/p>\n<p>And we are also launching something with UPI soon as well \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Brilliant! I bet agents will outspend people in the future, with many of them using tech like Prava! Congratulations on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@masebuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masebuilds<\/a> Thanks Mason. No doubt the scale and volume of transaction by AI Agents will out do any number economically possible <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@masebuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masebuilds<\/a> Thanks, Mason. Agents are already doing a lot of work for humans, and payments will definitely be one of their biggest requirements.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m happy to see that there are still ways to prevent unexpected spending by ensuring that I still have the final say in the approval of the payment process. Does the team have any plans to set specific rules to help people take advantage of sales? Such as: “Automatically purchase this product for me when the price is X. However, if it is greater than X but less than Y, send me a notification instead.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Hi Lien, you’ve got it right we do support all these features today. <\/p>\n<p>One can pre-approve transactions, approve budgets and AI will trigger the transaction once all requirements are met. <\/p>\n<\/p>\n<p>User sets the controls and limits on what AI Agent can do with their money. Few of our customers are infact working on features that include these use-cases particularly <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the user see a breakdown of what the AI is purchasing before the payment goes<\/p>\n<p>through, or does the agent handle the full transaction autonomously?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@preetham_nikil\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@preetham_nikil<\/a> it’s answered here in detail: <br \/><a href=\"https:\/\/www.producthunt.com\/products\/prava-2\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/prava-2?comment=5202946<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey man, congrats on the launch !!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@soham_roy4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soham_roy4<\/a> Thanks Soham!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a real pain point that’s only going to get bigger. The trust and safety angle is what stands out to me – Passkey approvals and spending limits are exactly the kind of guardrails that will make consumers comfortable letting AI agents handle transactions. Without that layer, mass adoption of agentic commerce just won’t happen.<\/p>\n<\/p>\n<p>The Visa partnership is a strong signal too. Curious about the fraud detection side – are you building proprietary models to flag anomalous agent behavior, or relying on the card network’s existing infrastructure? As AI agents get more sophisticated, the attack surface for payment fraud changes pretty dramatically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shawn_upson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawn_upson<\/a> Hi Shawn that’s a valid point <\/p>\n<p>Guardrails and trust layer is core of our product- we use both card networks new infra for AI Agents and our own proprietary models to flag any suspicious activities. <\/p>\n<\/p>\n<p>Currently we tie down each transaction to the merchant, price and product that a user has approved for. <\/p>\n<p>More on that here: <a href=\"https:\/\/www.producthunt.com\/products\/prava-2?comment=5203925\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/prava-2?comment=5203925<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Payments for AI agents is one of those problems you don’t think about until an agent needs to buy something. If agents start making purchasing decisions autonomously, the payment flow has to work differently from regular checkout. How do you handle authorization limits? Can I set a max spend per agent per day so a runaway loop doesn’t drain my account? And how does refund handling work when the buyer is a bot?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> The key is scoped payment tokens instead of giving agents your actual card details.<\/p>\n<p>Each token is scoped to a specific merchant, amount, and product. A $28 pizza token from DoorDash can’t be used anywhere else or for different amounts. Tokens expire in 10-15 minutes and are single-use.<\/p>\n<\/p>\n<p>For spending limits, you can set monthly mandates where agents spend within approved amounts without asking permission each time. Refunds automatically go back to your original card since tokens are generated from it and both issuer\/acquirer are aware that an AI Agent made a transaction.<\/p>\n<p>Hope that clarifies:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch Sushant! Payment is something openclaw agents still dream of and Prava is the closest thing which achieves this so far from what i\u2019ve seen! rooting for the team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saviomartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saviomartin<\/a> Thanks Savio, great to hear this coming from you. <\/p>\n<p>Love what you did with Simpleclaw- happy to help with Prava integration:) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saviomartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saviomartin<\/a> Thanks Savio, more than excited to power openclaw agents with Prava. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looking forward hearing the stories, how agent spent money on irrelevant stuff \ud83d\ude00 Just kidding, great product and great timing (but needs lots of guardrails!). I think this niche will grow immensely big next couple of years. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Haha we’ll make sure those stories never get real:)<\/p>\n<p>True, guardrails is something we started with as the first thing. <\/p>\n<p>That’s why we’ve partnered with global card networks like Visa et al to ensure card level guardrails are baked into the cards AI Agents use. <\/p>\n<\/p>\n<p>So today if an AI stylist app has Prava integrated and a user approves AI agent to buy “Black bomber jacket from Zara for $100”. Then the tokenized card created for AI Agent can only be spent on Merchant: Zara , Product: “Black ..jacket” and Price: $100. <\/p>\n<p>If any of the parameters aren’t matching, card payment won’t go through. We are building even deeper guardrails for full control.<\/p>\n<p>Thanks for the support, do try our playground:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really interesting layer in the agent stack. We\u2019re seeing agents become capable of browsing, reasoning, and even negotiating workflows \u2014 but the <strong>payment execution gap<\/strong> has definitely been a missing primitive. Love the idea of giving agents a safe way to actually complete transactions rather than just recommending them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sauravtom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sauravtom<\/a> Exactly Saurav, let me know your experience of our playground: <br \/><a href=\"https:\/\/playground.prava.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a><\/p>\n<p>Happy to help:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Amazing \ud83d\udc4c<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@suhasmotwani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suhasmotwani<\/a> Thanks Suhas!<\/p>\n<p>Do try our playground and share feedbacks:<br \/><a href=\"https:\/\/playground.prava.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">These guys are on to something great, talk to them before they become super big.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harshactually\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshactually<\/a>Thanks! checkout our playground as well to try a full agentic payment flow. would love to hear feedback.<br \/>No setup needed, just click “Start”: <a href=\"https:\/\/playground.prava.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harshactually\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshactually<\/a> Thanks!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Slick idea\u2014curious how agent payment approvals work. Happy to support! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Hey Lev, thanks for the support!<\/p>\n<p>Here’s how agent approval works:<\/p>\n<p>user saves a card<\/p>\n<ol>\n<li>\n<p>we tokenize it via Visa\/MC<\/p>\n<\/li>\n<li>\n<p>When user confirms. We generate a scoped virtual card with price, merchant, and product guardrails.<\/p>\n<p>agent pays at any merchant online which accepts Visa\/MC<\/p>\n<\/li>\n<\/ol>\n<p>So let’s say if you approved a “Black Bomber Jacket from Zara for $100” then AI Agent can only spend it on Merchant-Zara, for the price-$100, and for the product “Black Bomber Jacket”.<\/p>\n<p>If any of these parameters aren’t met, even if agent tries paying, transaction won’t go through. <br \/>That’s security feature we provide.<\/p>\n<p>Do try out: <a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a> and let us know if you like the experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks for the support Lev!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>interesting concept <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohitsrivastv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohitsrivastv<\/a> Thanks, checkout our playground as well to try a full agentic payment flow. No setup needed, just click “Start”: <a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow) This could be huge for AI assistants! <\/p>\n<p>Does the user see a breakdown of what the AI is purchasing before the payment goes <\/p>\n<p>through, or does the agent handle the full transaction autonomously? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@denious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denious<\/a> All transactions are explicitly approved by the user beforehand. Their execution can be immediate or deferred, depending on the use case.<\/p>\n<p>For example, if you want a product right away, the agent can get your approval now and buy it immediately. If you want to approve a flight booking now but only book when the price drops below 1,000 dollars, you can do that as well.<\/p>\n<p>Every transaction is tightly scoped for AI. The agent can only purchase what the user has already approved for that specific transaction, including merchant, price and product. <\/p>\n<p>It cannot go beyond those parameters.<\/p>\n<p>This means safety is built in from day one and the user remains in control of what is happening at all times.<br \/>you can try our playground to experience this, no setup needed: <a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@denious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denious<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So happy to see you folks grow. Heartiest congratulations for the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@designerdada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@designerdada<\/a> Thanks for the support Akash and powering our emails:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@designerdada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@designerdada<\/a> Thanks Akash- would love for you to try our playground as well<br \/><a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Sushant!!<\/p>\n<p>congrats on the launch & stoked to see the partnership with Visa<br \/>ive been playing around with agentic payments on crypto & using my real card in some cases<br \/>this should really help me fix that haha!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arcinston\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arcinston<\/a> That’s great to hear, do give a try to our playground: <a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space\/<\/a><\/p>\n<p>Happy to help you with the onboarding, just lmk <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting launch \u2014 payments is such a missing layer for AI agents. From what I understand, the key difference is that Prava gives agents scoped, tokenized payment access with guardrails instead of exposing a user\u2019s raw card details. Curious: how is this fundamentally different from a normal AI agent that just gets access to my credit card?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<blockquote>\n<p>This is solving a problem most people haven’t even thought about yet \u2014 AI agents need to transact but have no payment identity. Really forward thinking. How are you handling compliance across different regions? Congrats on the launch!<\/p>\n<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZUBADN5EY2U4OA\" class=\"app-title\">Clawther<\/a><\/p>\n<div class=\"one-liner\">Give your OpenClaw agent a real task board<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">260<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clawther\u4e3aOpenClaw\u667a\u80fd\u4f53\u63d0\u4f9b\u4efb\u52a1\u770b\u677f\u754c\u9762\uff0c\u5728\u56e2\u961f\u534f\u4f5c\u4e0e\u591a\u4efb\u52a1\u7ba1\u7406\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u901a\u8fc7\u804a\u5929\u754c\u9762\u7ba1\u7406\u6267\u884c\u578bAI\u4ee3\u7406\u65f6\u4ea7\u751f\u7684\u6df7\u4e71\u3001\u8fdb\u5ea6\u4e0d\u900f\u660e\u53ca\u534f\u4f5c\u56f0\u96be\u7b49\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ffb8a745-138c-4724-99c3-40aea8eec9d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38962fe3-3580-4cdd-9524-90c11d059232.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3022c0a8-1147-4a93-a197-afe104a782cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0bf9173-12ec-45d9-a72c-5c68e772e9cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe3efec9-4992-471b-b82e-4b897753f1eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/a793ff25-d9e4-43ed-95fe-9ec902309147.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/7aacf516856743c1a58fe523feff8e3f\"><source src=\"https:\/\/www.loom.com\/share\/7aacf516856743c1a58fe523feff8e3f\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Notion<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u770b\u677f<\/span><br \/>\n <span class=\"tag\">OpenClaw<\/span><br \/>\n <span class=\"tag\">Notion\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u64cd\u4f5c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">AI\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MVP<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u540c\u201c\u804a\u5929\u754c\u9762\u4e0d\u9002\u5408\u7ba1\u7406\u6267\u884c\u578bAI\u201d\u7684\u89c2\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u8be2\u95ee\u4e0e\u7ade\u54c1\uff08\u5982VidClaw\uff09\u7684\u5dee\u5f02\u3001\u4efb\u52a1\u5206\u914d\u4e0e\u4f18\u5148\u7ea7\u903b\u8f91\u3001\u672a\u6765\u662f\u5426\u652f\u6301Notion\u4ee5\u5916\u7684\u5de5\u5177\u3001\u72b6\u6001\u53d8\u66f4\u901a\u77e5\u673a\u5236\uff0c\u4ee5\u53ca\u671f\u5f85\u66f4\u5f3a\u5927\u7684\u591a\u4ee3\u7406\u534f\u4f5c\u4e0e\u4efb\u52a1\u7ba1\u7406\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Clawther\u63ed\u793a\u4e86\u4e00\u4e2a\u6b63\u5728\u6d6e\u73b0\u7684\u884c\u4e1a\u5171\u8bc6\uff1a\u5f53AI\u4ece\u201c\u95ee\u7b54\u673a\u201d\u6f14\u8fdb\u4e3a\u201c\u6267\u884c\u8005\u201d\u65f6\uff0c\u4ee5\u5bf9\u8bdd\u7ebf\u7a0b\u4e3a\u6838\u5fc3\u7684\u4f20\u7edf\u4ea4\u4e92\u6a21\u5f0f\u5df2\u7136\u5d29\u6e83\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u201cNotion\u96c6\u6210\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u4e3aAI\u667a\u80fd\u4f53\u7684\u5de5\u4f5c\u6d41\u5efa\u7acb\u4e00\u5957\u53ef\u89c6\u5316\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u201d\u534f\u8c03\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u654f\u9510\u5730\u6293\u4f4f\u4e86\u4ece\u201c\u4eba\u673a\u5bf9\u8bdd\u201d\u5230\u201c\u4eba\u673a\u534f\u540c\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u75db\u70b9\u3002\u804a\u5929\u754c\u9762\u662f\u7ebf\u6027\u7684\u3001\u5c01\u95ed\u7684\u3001\u5386\u53f2\u8bb0\u5f55\u5f0f\u7684\uff0c\u800c\u771f\u5b9e\u5de5\u4f5c\u662f\u591a\u7ebf\u7a0b\u3001\u72b6\u6001\u9a71\u52a8\u4e14\u9700\u8981\u5168\u5c40\u89c6\u91ce\u7684\u3002\u5c06\u4efb\u52a1\u62bd\u8c61\u4e3a\u770b\u677f\u4e0a\u7684\u5361\u7247\uff0c\u672c\u8d28\u4e0a\u662f\u4e3aAI\u4ee3\u7406\u8d4b\u4e88\u4e86\u53ef\u88ab\u4eba\u7c7b\u7406\u89e3\u548c\u7ba1\u7406\u7684\u201c\u5de5\u4f5c\u72b6\u6001\u201d\uff0c\u8fd9\u6781\u5927\u5730\u63d0\u5347\u4e86\u590d\u6742\u4efb\u52a1\u6267\u884c\u7684\u900f\u660e\u5ea6\u4e0e\u53ef\u63a7\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u5f62\u6001\u6df1\u5ea6\u7ed1\u5b9aNotion\uff0c\u66f4\u50cf\u662f\u4e00\u4e2a\u5de7\u5999\u7684\u201c\u96c6\u6210\u63d2\u4ef6\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u72ec\u7acb\u7684\u667a\u80fd\u4f53\u534f\u8c03\u5e73\u53f0\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4efb\u52a1\u5206\u914d\u903b\u8f91\u3001\u4f18\u5148\u7ea7\u548c\u4f9d\u8d56\u5173\u7cfb\u7684\u63d0\u95ee\uff0c\u76f4\u6307\u5176\u6838\u5fc3\u6311\u6218\uff1a\u5982\u4f55\u5c06\u4eba\u7c7b\u9879\u76ee\u7ba1\u7406\u7684\u76f4\u89c9\uff08\u5982\u770b\u677f\uff09\u8f6c\u5316\u4e3aAI\u53ef\u53ef\u9760\u6267\u884c\u7684\u3001\u65e0\u6b67\u4e49\u7684\u64cd\u4f5c\u534f\u8bae\uff1f\u8fd9\u9700\u8981\u66f4\u7cbe\u7ec6\u7684\u72b6\u6001\u673a\u8bbe\u8ba1\u3001\u6743\u9650\u6a21\u578b\u548c\u5f02\u5e38\u5904\u7406\u673a\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u7ade\u4e89\u58c1\u5792\u5e76\u975e\u770b\u677f\u89c6\u56fe\u672c\u8eab\uff0c\u800c\u662f\u5176\u80cc\u540e\u5b9a\u4e49\u201c\u4efb\u52a1\u201d\u7684\u5143\u6570\u636e\u4e30\u5bcc\u5ea6\u3001\u667a\u80fd\u4f53\u95f4\u7684\u901a\u4fe1\u534f\u8bae\u4ee5\u53ca\u5f02\u5e38\u72b6\u51b5\u7684\u964d\u7ea7\u5904\u7406\u903b\u8f91\u3002Clawther\u7684MVP\u9a8c\u8bc1\u4e86\u5e02\u573a\u5bf9\u201c\u804a\u5929\u66ff\u4ee3\u754c\u9762\u201d\u7684\u6e34\u671b\uff0c\u4f46\u8981\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u5b83\u5fc5\u987b\u8d85\u8d8a\u5bf9\u73b0\u6709\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u7684\u4f9d\u9644\uff0c\u5b9a\u4e49\u51fa\u771f\u6b63\u9002\u914dAI\u667a\u80fd\u4f53\u7fa4\u4f53\u534f\u4f5c\u7684\u539f\u751f\u4ea4\u4e92\u8303\u5f0f\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e24\u4e2a\u5feb\u901f\u6f14\u8fdb\u9886\u57df\uff08AI\u667a\u80fd\u4f53\u4e0e\u534f\u540c\u8f6f\u4ef6\uff09\u4e4b\u95f4\u4e00\u4e2a\u6682\u65f6\u7684\u8fc7\u6e21\u65b9\u6848\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Clawther<\/span>\n <\/div>\n<div class=\"comment-content\">I accidentally connected my OpenClaw agent to Notion and realized something: Chat is the wrong interface for managing an agent. \ud83d\udc4e Agents need a task board, not a conversation. With a task board you can track multiple tasks in parallel and share the power with your team just like you would collaborate with a human teammate. \u2705<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>This product started almost by accident.<\/p>\n<p>For the past few weeks I\u2019ve been experimenting a lot with <strong>OpenClaw agents<\/strong>. Like most people, I was interacting with them through chat.<\/p>\n<p>And it worked\u2026 until it didn\u2019t.<\/p>\n<p>Very quickly the conversation became messy: tasks buried in messages, things repeated, no visibility into what had already been done.<\/p>\n<p>One day I accidentally connected the agent to a <strong>Notion task board<\/strong>.<br \/>Suddenly everything felt different.<\/p>\n<p>Instead of chatting with the agent endlessly, I could just create tasks.<br \/>The agent would pick them up and execute them.<br \/>And my team could see what was happening.<\/p>\n<p>That\u2019s when it clicked for me.<\/p>\n<p><strong>Chat is the wrong interface for managing agents.<\/strong><\/p>\n<p>Because of ChatGPT, many of us started thinking that chat <em>is<\/em> the interface for AI. That made sense when AI was mostly answering questions and giving information.<\/p>\n<p>But now AI can actually <strong>do tasks<\/strong>.<\/p>\n<p>And when work happens, conversations become chaos.<\/p>\n<p>I believe we\u2019ll see a shift:<br \/><strong>from chat interfaces to task interfaces for agents.<\/strong><\/p>\n<p>Agents don\u2019t belong in conversations.<br \/>They belong in <strong>task boards<\/strong>.<\/p>\n<p>So I built <strong>Clawther<\/strong>: a task board layer for OpenClaw agents.<\/p>\n<p>With it you can:<br \/>\u2022 manage multiple tasks in parallel<br \/>\u2022 track what the agent did<br \/>\u2022 collaborate with <strong>your team<\/strong><br \/>\u2022 assign tasks to different agents<\/p>\n<p>It\u2019s still very much an <strong>MVP<\/strong>, but it\u2019s already extremely useful for the way we work.<\/p>\n<p>Curious to hear how others are managing their agents today.<br \/>Happy to answer any questions and hear feedback \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> \ud83d\ude80\ud83d\udc4f\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Totally agree that chat works for questions,…. but task boards make way more sense for managing ongoing agent work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> congratulations on the launch <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">amazingg! I was waiting for this\ud83d\udd25\ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaber23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaber23<\/a> Thank you so much! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a lot <a href=\"https:\/\/www.producthunt.com\/@jaber23\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jaber23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaber23<\/a> , <strong>really appreciate it<\/strong>! \ud83d\udd25<br \/>Would love to hear your feedback on <a href=\"https:\/\/www.producthunt.com\/products\/clawther\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"clawther\" target=\"_blank\" rel=\"noopener\">@Clawther<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<p>What are the clear benefits of giving your agent a taskboard and does it only work with OpenClaw? I’m curious how you see Clawther differ from <a href=\"https:\/\/www.producthunt.com\/products\/vidclaw\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"vidclaw\" target=\"_blank\" rel=\"noopener\">@VidClaw<\/a> .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> Thank you.<br \/>A task board lets you schedule multiple tasks, go to sleep, and <strong>wake up with things already done.<\/strong><\/p>\n<\/p>\n<p>If you manage agents <strong>through chat<\/strong>, you usually have to stay in front of the conversation to guide every iteration yourself. My own experience with OpenClaw in the early days had me waking up and, with my eyes half open, <strong>answering small questions in Telegram just to keep it running<\/strong>.<\/p>\n<\/p>\n<p>The difference comes from the structure.<\/p>\n<p>A task board lets you organize and run multiple tasks in parallel. And that opens many opportunities.<\/p>\n<\/p>\n<p>With <strong>Clawther<\/strong>, an agent doesn\u2019t just execute the task, it also checks the result, suggests improvements, and can <strong>iterate up to 6 times while you sleep<\/strong>. Then move it to \u201cTo be validated by human.\u201d<\/p>\n<\/p>\n<p>Clawther is currently built on <strong>Notion<\/strong>, which is a big advantage if your <strong>team<\/strong> already uses it. It allows <strong>human + AI<\/strong> collaboration around tasks instead of isolated conversations.<\/p>\n<\/p>\n<p>Both Clawther and VidClaw are still very early, so what I\u2019m describing today will probably evolve a lot in the coming weeks.<\/p>\n<\/p>\n<p>But our hypothesis is simple:<\/p>\n<\/p>\n<p>As AI becomes agentic, we\u2019ll need interfaces that go beyond chat.<\/p>\n<\/p>\n<p>From what we\u2019re seeing so far, a Kanban-style task board feels much more efficient.<\/p>\n<\/p>\n<p>Now the real question is:<\/p>\n<p>What rules and killer features should a Kanban redesign get to have another ChatGPT moments for AI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>totally agreeing with this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisismattsun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisismattsun<\/a> Glad it resonates!<br \/>Once agents start executing real work, visibility becomes more important than the conversation itself. That\u2019s exactly what pushed us toward the task board approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Appreciate it <a href=\"https:\/\/www.producthunt.com\/@thisismattsun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisismattsun<\/a> ! <strong>Thanks for you support<\/strong> \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How is Clawther different from other solutions out there?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danagoston\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danagoston<\/a> Thanks for the question and the support!! In the OpenClaw ecosystem most projects focus on <strong>the agent itself<\/strong> or adding new <strong>skills\/tools<\/strong> to the agent. Usually you interact with it through chat and ask it to do things.<\/p>\n<p>With <strong>Clawther<\/strong> we try to focus more on <strong>how the work is organized<\/strong>, not only what the agent can do.<\/p>\n<p>Instead of everything happening in chat, we use a <strong>task board interface<\/strong> where tasks move across states (to-do \u2192 doing \u2192 done). <br \/>This makes it easier to see what is happening when agents start doing many things. Also we design it for <strong>multiple agents working together<\/strong>, not only one agent responding to prompts. Humans and agents can both interact with the same tasks.<\/p>\n<p>So the main difference is that most OpenClaw projects focus on <strong>agent capabilities<\/strong>, while Clawther focuses on <strong>coordination and visibility of the work agents are doing.<\/strong> \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats & good luck for the launch!! \ud83d\ude4f\ud83c\udffc\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vynsedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vynsedev<\/a> Thank you Vincent!!! We appreciate <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vynsedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vynsedev<\/a> <br \/>Happy to have floors.js on our landing page <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vynsedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vynsedev<\/a> Thanks a lot !! Great to have floors.js on our landing page!! \ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you so much Shubham!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank youu!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That\u2019s actually a really good point. Agents doing tasks feel more like teammates than chatbots \ud83e\udd14<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@faith_rebecca1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@faith_rebecca1<\/a> Totally agree. Once agents start doing real work, they feel much more like teammates than chatbots.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Now let it run 24\/7 on the board with full orchestrator building & scaling an entire company into eternity <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@markokraemer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markokraemer<\/a> Haha exactly \ud83d\ude04<\/p>\n<\/p>\n<p>The idea is that you can let it run <strong>24\/7 on the board<\/strong>, with the orchestrator managing tasks, creating new ones, and evolving the project as it goes.<\/p>\n<\/p>\n<p>Kind of like a <strong>co-pilot that helps build and scale a company continuously<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@markokraemer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markokraemer<\/a> Hahaha Eventually ;)))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@markokraemer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markokraemer<\/a> That\u2019s the idea, once everything is set up, you just let it run and keep everything organized on the board while it builds and improves over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">There\u2019s a lot of these dashboard coming up now, how does yours separate itself?<\/p>\n<p>Also, how does it handle assigning and delegating tasks? Do you manually assign? How does it know the order of things?<\/p>\n<p>Thanks and congrats on the launch!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@billchirico\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@billchirico<\/a> Great question!! Thank you so much for the support! The main thing we\u2019re trying to rethink is <strong>the interface where agents actually operate<\/strong>. Most current tools either keep everything inside chat or build dashboards that are still basically prompt interfaces. <\/p>\n<p>So instead of asking an agent to \u201cdo something\u201d in a thread, the system revolves around a <strong>task board<\/strong> where agents pick up, update, and complete tasks. The goal is to make execution visible: what exists, what\u2019s running, what\u2019s blocked, and what\u2019s done.<\/p>\n<p>For <strong>assignment and delegation<\/strong>, there are a couple approaches. You can manually assign tasks if you want explicit control, but the system can also route tasks automatically depending on the type of task or the agent responsible for that capability. For example, a research agent might pick up research tasks, while another handles writing or automation.<\/p>\n<p>In terms of <strong>ordering<\/strong>, the board structure itself helps a lot. Tasks can have dependencies, priorities, or stages (to-do \u2192 doing \u2192 done), which lets agents understand what should happen next instead of just responding to prompts sequentially.<\/p>\n<p>The big idea is turning agents from something you <em>talk to<\/em> into something you can actually <strong>coordinate work with<\/strong>.<\/p>\n<p>And thanks again for the support on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>very cool idea!! congrats on the launch guys!<\/p>\n<\/p>\n<p>btw do i get notified when a task changes it’s state ( like going from to-do to done ) ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsmasa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsmasa<\/a> Thank you, Yes through Notion <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsmasa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsmasa<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice work, congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks a lot, really appreciate the support \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>100% agree that chat is the wrong interface for agents doing real work. We’ve been building project management tools and the same thing comes up constantly. When agents are just responding in a thread, nobody knows what’s actually getting done vs what’s still pending.<\/p>\n<p>The Notion task board angle is clever. Are you planning to support other PM tools eventually or going all-in on Notion as the backbone?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> We are focusing on Notion first, and likely on building <strong>our own interface<\/strong> as well to push what\u2019s possible and define what a Kanban board needs to make <strong>human\u2013agent collaboration<\/strong> truly powerful. For example, for humans, the core columns are usually just <em>Backlog, To Do, In Progress,<\/em> and <em>Done<\/em>. With agents involved, we\u2019ve added two more stages: <strong>To be verified by the agent<\/strong> and <strong>To be verified by a human<\/strong>.<\/p>\n<p>We\u2019ll add support for other project-management tools only after we clearly identify our <strong>killer features<\/strong>. Once we know what truly differentiates us, we can make focused decisions and build the system with a clear direction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Totally agree <a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> ! Once agents start doing real work, a chat quickly becomes messy and it’s hard to see what\u2019s actually done. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept, I wonder how effective the task-board flow works for OpenClaw agents how they prioritize etc<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thnak you<a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> !! You could assign priority levels to your tasks, basically the same way you\u2019d organize them if you were managing everything in your head or on a simple to-do list. Put the most important task at the top, the \u201cshould probably do this soon\u201d ones in the middle, and the \u201cI\u2019ll get to it\u2026 eventually\u201d tasks at the bottom :)))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!<br \/>\nAre there any features you\u2019re already planning based on early feedback?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@basma_el_khamlichi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basma_el_khamlichi<\/a> That\u2019s a great question!! One thing we\u2019re already thinking about based on early feedback is <strong>better task prioritization and management<\/strong>. Since the goal is to treat agents more like teammates working from a task board, we\u2019re exploring ways to make it easier to organize tasks and track what the agent is working on at any given moment. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@basma_el_khamlichi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basma_el_khamlichi<\/a> Multi agent: Ability to use different agents per task, I already have it configured and testing.<br \/>Collaboration: I sometimes ask Agents to create a task for other agents, but it’s basic and linear.<br \/>Model per task: Will need to have a proper dashboard and move away from Notion<br \/>Do you have any ideas to add ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@basma_el_khamlichi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basma_el_khamlichi<\/a> Thank you! We\u2019d love to hear your feedback so we can improve and optimize the next features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The browser-agent space is getting crowded fast. What kinds of tasks does Clawther handle best today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artem_kosilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_kosilov<\/a> We\u2019re building on <strong>OpenClaw<\/strong>. I use it for <strong>SEO<\/strong>, and I always ask it to review my work and it consistently finds mistakes. It\u2019s also been surprisingly effective for <strong>video editing with Remotion<\/strong>, <strong>scraping<\/strong>, and <strong>coding<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just tried it and it\u2019s really smooth. Great UX and idea. Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aronsmith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aronsmith<\/a> Thank you for the comment. Hope you enjoy it <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>I was using OpenClaw by interacting with it through chat, but very quickly things got messy. <br \/>Tasks were lost in the conversation and it became hard to track what was done, what was in progress, or what still needed attention.<\/p>\n<p>That\u2019s exactly the problem <a href=\"https:\/\/www.producthunt.com\/products\/clawther\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"clawther\" target=\"_blank\" rel=\"noopener\">@Clawther<\/a> solves.<\/p>\n<p>By connecting OpenClaw to a Notion task board, you can create tasks, let the agent pick them up and execute them, and keep everything visible for the whole team.<\/p>\n<p>The review system removes a lot of manual checking: the agent reviews its own tasks and iterates on them until the validation criteria are met, so you don\u2019t have to constantly step in to check if the work is well done.<\/p>\n<\/p>\n<p>Happy to answer questions or get your feedback \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can’t wait for the release.<br \/>How is the subscription looking like?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@tham_yikfoong our actual version is \u201cPay once\u201d. And today is Free.<\/p>\n<p>We want to understand the best interface for Agent first then challenge the business model.<\/p>\n<p>I would love to get your feedback when you use it<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tham_yikfoong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tham_yikfoong<\/a> You can get access to it for free today and start using it !! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">All the best \u270c\ufe0f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <strong>Thank you for your support<\/strong><a href=\"https:\/\/www.producthunt.com\/@mustapha_ajermou1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustapha_ajermou1<\/a> !! \ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mustapha_ajermou1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustapha_ajermou1<\/a> Thank youuu!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s actually one hell of a product :O<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omar_hosny_nover\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omar_hosny_nover<\/a> Thanks a lot, really appreciate it! \ud83d\ude4f Happy you like it. Would love to hear your feedback once you try Clawther.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks like an awesome product!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lamitr_dhir\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lamitr_dhir<\/a> Thanks a lot! Really appreciate the support \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have you found that the agent was better at sticking to the details specified within the task board or have there been instances where it still deviated from the tasks you specified for it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Great question :)))<\/p>\n<p>In our experience the agent usually sticks much better to the task when it is defined as a structured task instead of a chat instruction. When everything happens in chat, context can drift and the agent sometimes starts improvising or mixing different instructions.<\/p>\n<p>With the task board, the task becomes a persistent object with a clear scope. This gives the agent a more defined objective to work from.<\/p>\n<p>That said, agents can still deviate sometimes, especially if the task description is ambiguous or requires several steps. That is why we also rely on task states, updates, and visibility so humans can quickly see what happened and step in if needed.<\/p>\n<p>So it is not perfect yet, but we have found that the task based approach reduces a lot of the randomness you see in purely chat based workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>oh this is so much needed, especially in the context of governance issues across ai agent entreprise use that’s been spawning lately.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexandru_hirsu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexandru_hirsu<\/a> That\u2019s exactly the problem we\u2019re trying to solve with Clawther. Curious to hear how you\u2019re currently managing agents on your side.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea. One quick question: How does Clawther synchronize task state with the OpenClaw agent?<br \/>For example, when the agent completes or updates a task, does it push updates through a specific API\/webhook, or does Clawther poll the agent\u2019s state periodically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantinalikhanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinalikhanov<\/a> When a task is completed or there\u2019s progress on it, OpenClaw updates the task status and posts a comment via the API. Then, using cron jobs and the Notion API, it periodically re-checks the task, tests the current result, and continues iterating until it determines the task is truly done<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the focus here. Chat agents are powerful but things easily get lost in the conversation. Can\u2019t wait to use it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iimedr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iimedr<\/a> Exactly. Once the conversation gets long, tasks start getting lost. The goal with Clawther is to make everything visible and structured !! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@iimedr it\u2019s free today<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/W4NLRK7OFZOD7F\" class=\"app-title\">Raccoon AI<\/a><\/p>\n<div class=\"one-liner\">A general purpose collaborative AI agent<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">233<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Raccoon AI\u662f\u4e00\u6b3e\u901a\u7528\u578b\u534f\u4f5cAI\u667a\u80fd\u4f53\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u4e3aAI\u914d\u5907\u72ec\u7acb\u7684\u4e91\u7aef\u8ba1\u7b97\u673a\uff08\u7ec8\u7aef\u3001\u6d4f\u89c8\u5668\u3001\u7f51\u7edc\uff09\uff0c\u8ba9\u7528\u6237\u80fd\u4ee5\u5b9e\u65f6\u89c2\u5bdf\u3001\u4e2d\u9014\u5e72\u9884\u7684\u65b9\u5f0f\uff0c\u534f\u540cAI\u5b8c\u6210\u4ece\u6df1\u5ea6\u7814\u7a76\u3001\u6570\u636e\u5206\u6790\u5230\u521b\u5efa\u5e94\u7528\u3001\u5236\u4f5c\u6f14\u793a\u6587\u7a3f\u7b49\u5b9e\u9645\u5de5\u4f5c\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u590d\u6742\u3001\u591a\u6b65\u9aa4\u9879\u76ee\u4e2d\u9700\u8981\u9891\u7e41\u5207\u6362\u5de5\u5177\u3001\u7f3a\u4e4f\u8fc7\u7a0b\u900f\u660e\u5ea6\u548c\u63a7\u5236\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a56681a1-36e1-416a-903c-888e27482aa7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d057f440-3e35-4b82-953b-cd3917d58ba9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df88a503-ad29-4688-ad6d-ebfed98ff267.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76a7292b-4da8-488a-b1d2-9e243903a8ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5f3845e-5ea0-46ce-a4bc-105951aee213.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f99bdfa9-727f-4410-94d2-2fdf8e9ea450.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d510d51e-9de6-463c-a2e9-91019887176f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/2f4a5d9d-4274-4ace-b9b9-145fe84d81f8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/8lsJhgD2f6s?si=pvhSEI--fOVk7za_\"><source src=\"https:\/\/youtu.be\/8lsJhgD2f6s?si=pvhSEI--fOVk7za_\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u534f\u4f5cAI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u901a\u7528\u578bAI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u8ba1\u7b97\u673a<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5de5\u4f5c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5e94\u7528\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u5206\u6790\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u5b9e\u65f6\u89c2\u5bdf\u4e0e\u4e2d\u9014\u5e72\u9884\u7684\u534f\u4f5c\u6a21\u5f0f\u3001\u5f3a\u5927\u7684\u96c6\u6210\u80fd\u529b\u53ca\u900f\u660e\u5316\u6267\u884c\u8fc7\u7a0b\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4f01\u4e1a\u7ea7\u5b89\u5168\u4e0e\u6743\u9650\u6cbb\u7406\u7ec6\u8282\uff08\u5982\u5ba1\u8ba1\u65e5\u5fd7\u3001\u6700\u5c0f\u6743\u9650\uff09\u3001\u4e0eIDE\u539f\u751f\u667a\u80fd\u4f53\u7684\u5b9a\u4f4d\u5dee\u5f02\u3001\u8de8\u4f1a\u8bdd\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u3001\u4ee5\u53ca\u5bf9\u5173\u952e\/\u4e0d\u53ef\u9006\u64cd\u4f5c\uff08\u5982\u90e8\u7f72\u3001\u5220\u9664\uff09\u7684\u9632\u62a4\u673a\u5236\u3002\u56e2\u961f\u5bf9\u53cd\u9988\u56de\u5e94\u79ef\u6781\uff0c\u8def\u7ebf\u56fe\u5305\u542b\u56e2\u961f\u6743\u9650\u548c\u5ba1\u8ba1\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Raccoon AI\u7684\u91ce\u5fc3\uff0c\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u7f16\u7801\u526f\u9a7e\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5b9a\u4e49\u4e0b\u4e00\u4ee3\u4ee5\u201c\u667a\u80fd\u4f53\u201d\u4e3a\u57fa\u672c\u5355\u5143\u7684\u5de5\u4f5c\u8303\u5f0f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u7684\u201cAI\u80fd\u505a\u4ec0\u4e48\u201d\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u8ba9\u4eba\u7c7b\u4e0eAI\u534f\u540c\u3001\u4e14\u4eba\u7c7b\u59cb\u7ec8\u63e1\u6709\u76d1\u7763\u6743\u548c\u51b3\u7b56\u6743\u7684\u201c\u53d7\u63a7\u73af\u5883\u201d\u3002\u901a\u8fc7\u5c06\u667a\u80fd\u4f53\u7f6e\u4e8e\u4e91\u7aef\u6c99\u76d2\uff0c\u5e76\u8d4b\u4e88\u5176\u5b8c\u6574\u7684\u8ba1\u7b97\u73af\u5883\uff0c\u4ea7\u54c1\u5de7\u5999\u5730\u5c06\u80fd\u529b\u5f00\u653e\u4e0e\u5b89\u5168\u8fb9\u754c\u7edf\u4e00\u8d77\u6765\uff0c\u5176\u201c\u5b9e\u65f6\u900f\u660e\u5316\u6267\u884c\u201d\u4e0e\u201c\u968f\u65f6\u53ef\u56de\u9000\u201d\u7684\u8bbe\u8ba1\uff0c\u662f\u5bf9\u5f53\u524dAI\u667a\u80fd\u4f53\u201c\u9ed1\u7bb1\u64cd\u4f5c\u201d\u4e0e\u4e0d\u53ef\u63a7\u98ce\u9669\u7684\u4e00\u6b21\u91cd\u8981\u56de\u5e94\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u901a\u7528\u578b\u201d\u5b9a\u4f4d\u65e2\u662f\u4eae\u70b9\u4e5f\u662f\u6311\u6218\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5b9e\u9645\u5c06\u91cd\u5fc3\u951a\u5b9a\u5728\u77e5\u8bc6\u5de5\u4f5c\u3001Web\u5e94\u7528\u548c\u6f14\u793a\u6587\u7a3f\u7b49\u573a\u666f\uff0c\u8fd9\u663e\u793a\u5176\u7b56\u7565\u662f\u4ee5\u9ad8\u4ef7\u503c\u3001\u591a\u6b65\u9aa4\u7684\u590d\u5408\u578b\u4efb\u52a1\u4f5c\u4e3a\u7a81\u7834\u53e3\uff0c\u800c\u975e\u4e0e\u5782\u76f4\u5de5\u5177\u5728\u5355\u70b9\u7cbe\u5ea6\u4e0a\u7f20\u6597\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u968f\u7740\u5de5\u4f5c\u6d41\u590d\u6742\u5ea6\u7684\u63d0\u5347\uff0c\u7528\u6237\u201c\u4e2d\u9014\u5e72\u9884\u201d\u7684\u8ba4\u77e5\u8d1f\u8377\u662f\u5426\u4f1a\u62b5\u6d88\u5176\u81ea\u52a8\u5316\u7684\u6548\u7387\u589e\u76ca\uff1f\u6b64\u5916\uff0c\u5c3d\u7ba1\u5176\u901a\u8fc7ACE\u6846\u67b6\u5728GAIA\u57fa\u51c6\u4e0a\u53d6\u5f97\u4e86\u4eae\u773c\u5206\u6570\uff0c\u4f46\u57fa\u51c6\u6d4b\u8bd5\u7684\u201c\u5c01\u95ed\u4efb\u52a1\u201d\u4e0e\u771f\u5b9e\u4e16\u754c\u5f00\u653e\u57df\u201c\u5b9e\u9645\u5de5\u4f5c\u201d\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\uff0c\u5176\u667a\u80fd\u4f53\u5728\u957f\u94fe\u6761\u3001\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\u7684\u5b9e\u9645\u9c81\u68d2\u6027\u4e0e\u63a8\u7406\u80fd\u529b\uff0c\u4ecd\u9700\u5927\u91cf\u7528\u6237\u5b9e\u8df5\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cRaccoon AI\u4ee3\u8868\u4e86AI\u5e94\u7528\u5c42\u4e00\u4e2a\u6e05\u6670\u7684\u53d1\u5c55\u65b9\u5411\uff1a\u4ece\u201c\u5bf9\u8bdd\u5f0f\u5de5\u5177\u201d\u8f6c\u5411\u201c\u534f\u4f5c\u5f0f\u5e73\u53f0\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u901a\u7528\u7075\u6d3b\u6027\u7684\u540c\u65f6\uff0c\u5728\u51e0\u4e2a\u5173\u952e\u5de5\u4f5c\u6d41\u4e2d\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u3001\u53ef\u590d\u7528\u7684\u201c\u6700\u4f73\u5b9e\u8df5\u201d\uff0c\u5e76\u4e3a\u4f01\u4e1a\u7528\u6237\u6784\u5efa\u8d77\u575a\u4e0d\u53ef\u6467\u7684\u5b89\u5168\u4e0e\u6cbb\u7406\u62a4\u680f\u3002\u5b83\u4e0d\u662f\u5728\u66ff\u4ee3\u5f00\u53d1\u8005\uff0c\u800c\u662f\u5728\u8bd5\u56fe\u4e3a\u66f4\u5e7f\u6cdb\u7684\u201c\u77e5\u8bc6\u5de5\u4f5c\u8005\u201d\u914d\u5907\u4e00\u4e2a\u53ef\u7f16\u7a0b\u3001\u53ef\u4fe1\u4efb\u7684\u6570\u5b57\u5316\u56e2\u961f\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Raccoon AI<\/span>\n <\/div>\n<div class=\"comment-content\">Raccoon AI is a collaborative AI agent and workspace for getting real work done. You describe what you need and build it together with an AI agent that has its own computer, terminal, browser, and internet. You see every thought, every file it creates, every decision it makes. You steer when it drifts. You ship when it’s right. Deploy web apps. Run deep research. Analyze data. Create pitch decks, videos, images, documents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I’m Shubh, Co-Founder of Raccoon AI.<\/p>\n<p>Raccoon AI is like having something between Claude Code and Cursor in the web.<\/p>\n<p>The agent has its own computer with a terminal, browser, and internet, and you’re sitting right next to it watching it work.<\/p>\n<p>You can talk to it mid-task, send it more files while it’s still running, or just let it go and come back to a finished result.<\/p>\n<p>It’s the kind of product where you open it to try one thing and end up spending two hours because you keep thinking of more things to throw at it.<\/p>\n<p>You start with “research this market” and thirty minutes later you have a report with charts and real citations, and then you’re asking it to turn that into a pitch deck, and then you’re editing the slides inline, and then you realize you also need a brand identity so you ask for that too. Same session, everything in one workspace, real files you can download or publish. The modalities are practically unlimited.<\/p>\n<p>It connects to Gmail, GitHub, Google Drive, Notion, Outlook, and 40+ other tools. You can add your own via custom MCP servers. <\/p>\n<p>Raccoon AI is powered by our in-house built agents SDK, ACE, which is currently SOTA on GAIA benchmark with a score of 92.67, we are releasing the technical report on Hacker News today.<\/p>\n<p>It’s free to start and you can use code PH5X to get one month of Plus 5x for free.<\/p>\n<p>Signup here: <a href=\"https:\/\/raccoonai.tech\/login\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/raccoonai.tech\/login<\/a>.<\/p>\n<p>I’ll be around all day, happy to answer anything and gather a lot of feedback.<\/p>\n<p>Find us on X:<br \/>\n<a href=\"https:\/\/x.com\/raccoonaihq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/raccoonaihq<\/a><br \/>\n<a href=\"https:\/\/x.com\/shubh_saras\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/shubh_saras<\/a><br \/>\n<a href=\"https:\/\/x.com\/avi_agarwal2001\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/avi_agarwal2001<\/a><br \/>\n<a href=\"https:\/\/x.com\/_pratikpakhale\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/_pratikpakhale<\/a><br \/>\n<a href=\"https:\/\/x.com\/VedantUttam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/VedantUttam<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">You support 40+ integrations plus custom MCP servers\u2014how do you think about security and governance for tool access (least-privilege scopes, audit logs, permission prompts, secrets handling), and what\u2019s your recommended setup for a team that wants to automate real work without risking accidental actions in sensitive systems?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I love this question, here’s how we handle it today:<\/p>\n<ul>\n<li>\n<p>Most connectors use OAuth or API keys with scoped permissions, the agent can only access what you’ve explicitly granted and you can disconnect a connector anytime, and the access is revoked immediately and all related data is deleted from our systems.<\/p>\n<\/li>\n<li>\n<p>On top of that you can choose which tools you want to enable or disable for any particular connector, this way you can choose to give less privileged access to the agent even if the connector’s scopes are broader.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/781aea36-963b-45c2-b71f-7d610f1f8eb4.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/li>\n<li>\n<p>Everything runs in a sandboxed environment, each session gets it’s own isolated computer. The agent’s terminal, browser, and file system are containerized. It can’t touch anything outside that sandbox unless you’ve connected a specific integration.<\/p>\n<\/li>\n<li>\n<p>Custom MCP servers are user-controlled. You bring your own server, you define what tools it exposes, and you control the endpoint. We don’t inject anything into that connection.<\/p>\n<\/li>\n<li>\n<p>On audit\/visibility: Every action the agent takes is visible in real-time in the session. You can see its thinking, the commands it runs, the files it creates, and the API calls it makes. Session history is preserved so you can rewind and inspect any step. Raccoon AI today is arguably the most transparent AI agent you will find on the internet.<\/p>\n<\/li>\n<li>\n<p>What we’re still building: granular per-tool permission toggles (so you could say “read from GitHub but don’t push”), team-level access policies, and exportable audit logs(we store them, but there is no way to access them on the UI currently). These are on the roadmap as we move more toward team\/enterprise use cases.<\/p>\n<\/li>\n<li>\n<p>For a team getting started today, I’d recommend: connect any of the integrations you want, but only enable those which are actually need for a given workflow, use custom MCP servers for anything touching sensitive internal systems so you control the boundary, keep write tools disabled for sensitive connectors, and let the agent come to you with why does it need that particular tool and how it will use it and use Plan Mode to review the agent’s proposed steps before it executes.<\/p>\n<\/li>\n<\/ul>\n<p>Happy to dig deeper and answer more questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really impressive launch \ud83d\ude80<br \/>The managed workspace + real-time steering concept makes agent workflows feel much more tangible and production-ready.<\/p>\n<p>How do you see this evolving compared to IDE-native agents \u2014 do you expect most execution workflows to move to browser-based agent environments like this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@garvit_jindal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garvit_jindal<\/a> Thank you so much \ud83d\ude42<\/p>\n<p>Honestly, IDE-native agents are amazing for coding and that experience is hard to match in the browser. We’re not trying to replace that. The longer term vision is for Raccoon AI to connect to your remote systems and live where you work, not just in the web.<\/p>\n<p>But we do think the web is where this is all heading. Karpathy said it well yesterday: “humans are moving up and programming at a higher level now. The basic unit of interest isn’t one file anymore, it’s one agent.”<\/p>\n<\/p>\n<p>And when the unit of work is an agent doing research, building a site, analyzing data, creating a deck, all in one session, you need something bigger than a code editor. You need a canvas. A higher order execution platform. The web is the natural home for that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Definitely excited to try this out. A collaborative AI workspace like this could change how people approach multi-step projects. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maklyen_may\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maklyen_may<\/a> do let us know your feedback \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ability to talk to the agent mid task and adjust what it’s doing is a great feature. Most tools make you restart the process instead of refining it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@melina_cross\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melina_cross<\/a> exactly this, you being able to transparently see every step of the execution and able to steer it is the very basis of collaboration. There are more such features across the platform, the ability to reference files, editing files and assets alongside the agent on the platform and more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great tooling, congrats on the launch! Are you competing with Claude actually? (Cowork, code, etc) Or how this product is different?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a> in some sense yes, I would consider them to be competitors, Claude Cowork is evolving on the same principles that we built Raccoon AI on, but there are a few fundamental differences:<\/p>\n<p>Cowork is a desktop agent tied to your local machine and files. Raccoon AI runs in the cloud with its own computer, so you can access it from anywhere, any device, so you can start something from your phone and come back to it on your desktop, spin up as many concurrent sessions as you want.<\/p>\n<p>Raccoon AI is generally more equipped for specialised use cases and does things Cowork can’t: one-click web app deployment, native video and image generation, presentations with a full presenter mode, a canvas for you to edit images inline which will be soon extended for videos.<\/p>\n<p>Claude Code is a different product entirely, and though Raccoon AI excels at async coding tasks, we don’t place ourselves in that market primarily.<\/p>\n<p>The end goal is to make Raccoon AI an ultimate agentic workspace that lives where your work lives, kind of like a high level IDE you can access from anywhere.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh this is interesting for content workflows. Can it pull from Google Drive, write a draft, then format it into a doc – all in one go? And does it remember context between sessions or does each session start fresh?<\/p>\n<p>Congrats on the launch btw!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thank you so much :). And yes, it can do all of that in one go. Each session starts afresh currently, we have got mixed reviews on cross session context sharing from users, and we are considering launching it as a toggleable feature really soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys, cool launch! What tech did you use to create the motion graphics video? Looks awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tim_clifford3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_clifford3<\/a> a mix of <a href=\"https:\/\/www.producthunt.com\/products\/screen-studio\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"screen-studio\" target=\"_blank\" rel=\"noopener\">@Screen Studio<\/a> , <a href=\"https:\/\/www.producthunt.com\/products\/jitter\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"jitter\" target=\"_blank\" rel=\"noopener\">@Jitter<\/a> and <a href=\"https:\/\/www.producthunt.com\/products\/raccoon-ai-cursor-for-anything\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"raccoon-ai-cursor-for-anything\" target=\"_blank\" rel=\"noopener\">@Raccoon AI<\/a> itself. Screen Studio for recording raw footage of the running session, Jitter for the motion components and Raccoon AI for compiling all clips in multiple ways with a variety of sounds and transitions.<\/p>\n<p>Thank you so much \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 !!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you so much, do check us out and leave your feedback \ud83d\ude4f.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Raccoon AI handle situations where the agent makes a critical or irreversible action, such as deploying code or deleting files, without explicit user confirmation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> We have a rewind functionality built exactly for this. If the agent makes an error or starts drifting, you can rewind back to any of previous messages and the state of the workspace is restored to what it was at that point including recovering any deleted files.<\/p>\n<p>For things that happen outside the sandbox like you mentioned deploying code, we have implemented guardrails to prevent the agent to do such things without your explicit permissions, and in case that still happens, the agent is smart enough to rollback things safely and cleanly on your request.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<ul>\n<li>\n<p>Congrats on your launch, <a href=\"https:\/\/www.producthunt.com\/@shubh_saras\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shubh_saras\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubh_saras<\/a> and <a href=\"https:\/\/www.producthunt.com\/@dranzer_avi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dranzer_avi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dranzer_avi<\/a> . Looking forward to giving this a spin! <\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nafis_amiri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nafis_amiri<\/a> thank you so much \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As AI gets more prolific, I find myself moving away from generalized tools to ones that do a specific job very well. Is there a particular workflow that Raccoon AI does especially well? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Two things:<\/p>\n<ul>\n<li>\n<p>Any kind of knowledge work. Deep research with real sources and citations, competitive analysis, data analysis with visualizations, writing reports and documents, due diligence, literature reviews, market sizing. If it involves reading, thinking, and producing a deliverable, it handles it really well.<\/p>\n<\/li>\n<li>\n<p>End-to-end projects chain multiple skills. It’s that you don’t have to context-switch. The agent has a full computer and remembers everything in the session. So the output of one task becomes the input to the next naturally.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">loved it! this is super interesting. the way it uses cloud computer to make things really good<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nihal_goyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nihal_goyal<\/a> thank you so much \ud83d\ude42 super glad you liked it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hi, congrats on your launch!<\/p>\n<p>I see it’s general purpose tool, but I wonder are there specific use cases you want to nail during this launch?<\/p>\n<p>I believe it’s hard to expect world class output on every possible task<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_sykulski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_sykulski<\/a> yes it is, primarily we are looking at knowledge work, web apps and presentations. E2E Image and video generation workflows are close runner ups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have used it to build a pricing section and it worked perfectly for me honestly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yashhq_22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashhq_22<\/a> thank you for the feedback, hope you do a lot more with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the web-app deployment is awesome, any chance I can host it on a custom domain?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raghav_gangwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raghav_gangwar<\/a> yes you can!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks like a powerful solution. Wish you success! Has the name some deeper meaning?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive direction, and having shipped production agent workflows, the gap between \u201cdemo works\u201d and \u201cthis runs reliably at scale\u201d is where most teams quietly struggle.<\/p>\n<p>IDE-native agents are great for the coding loop, but they don\u2019t solve for observability, mid-run intervention, or handing execution off across a team. That\u2019s where browser-based environments have a real structural advantage.<\/p>\n<p>My guess: IDE agents own the inner dev loop, but anything touching orchestration, multi-step tasks, or collaboration migrates toward managed environments like this. The two converge at the edges more than they compete.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The collaborative angle is what sets this apart \u2014 most AI agents are solo tools. Would love to see how multiple agents coordinate on complex tasks. Congrats on launching! \ud83c\udf89<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The managed workspace is really awesome, how can I, in sync with my team, work on a project?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vedantuttam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vedantuttam<\/a> You can share your sessions with your team, and also publish any file or app the agent created on a public link to share with anyone. <\/p>\n<p>We also have a Slack integration which you can connect and collaborate with your team on the same session by simply mentioning Raccoon AI in any thread. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3BM35S7DIDFEPJ\" class=\"app-title\">Gauge<\/a><\/p>\n<div class=\"one-liner\">Your marketing agent for organic, paid, and AI search<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">195<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gauge\u662f\u4e00\u6b3e\u96c6\u6210\u4e86\u6709\u673a\u641c\u7d22\u3001\u4ed8\u8d39\u641c\u7d22\u548cAI\u641c\u7d22\u6570\u636e\u7684\u8425\u9500\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u7edf\u4e00\u5206\u6790GA4\u3001GSC\u3001\u5173\u952e\u8bcd\u7b49\u591a\u6e90\u6570\u636e\uff0c\u81ea\u52a8\u6267\u884c\u5173\u952e\u8bcd\u7814\u7a76\u3001\u6d41\u91cf\u5206\u6790\u548c\u5185\u5bb9\u521b\u5efa\u7b49\u4efb\u52a1\uff0c\u89e3\u51b3\u4e86\u8425\u9500\u56e2\u961f\u5728\u6570\u636e\u788e\u7247\u5316\u65f6\u4ee3\u6548\u7387\u4f4e\u4e0b\u3001\u96be\u4ee5\u628a\u63e1AI\u641c\u7d22\u65b0\u6d41\u91cf\u5165\u53e3\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/292ffc26-4ae1-4578-abdb-9588636101f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b7289b4-7b23-4f2c-8fa1-5ddbf3feac63.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ddc759b-9ca2-4be8-aabb-5fd9a3be605d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/71d7f4f0-07d6-4443-9566-cdfc6c326303.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SxdKlv--Oeo\"><source src=\"https:\/\/youtu.be\/SxdKlv--Oeo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6574\u5408\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8425\u9500\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u5176\u5728\u63d0\u5347AI\u641c\u7d22\u53ef\u89c1\u6027\u548c\u6709\u673a\u6d41\u91cf\u65b9\u9762\u7684\u663e\u8457\u6548\u679c\uff08\u5982\u5ba2\u6237\u5b9e\u73b017\u500dAI\u5b58\u5728\u611f\u589e\u957f\uff09\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\u4e0e\u7ade\u54c1\uff08Profound\u3001Semrush\u7b49\uff09\u7684\u6838\u5fc3\u5dee\u5f02\u3001AI\u8ffd\u8e2a\u6280\u672f\u539f\u7406\u53ca\u5b9a\u4ef7\u7b56\u7565\u3002\u5efa\u8bae\u5305\u62ec\u66f4\u7a81\u51fa\u4ef7\u503c\u4e3b\u5f20\uff08\u59823-5\u500d\u63d0\u5347\u6570\u636e\uff09\u548c\u660e\u786e\u6280\u672f\u4f18\u52bf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Gauge\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u6570\u636e\u770b\u677f\uff0c\u800c\u5728\u4e8e\u626e\u6f14\u201c\u66ff\u4ee3\u6574\u4e2a\u8425\u9500\u56e2\u961f\u201d\u7684\u81ea\u52a8\u5316\u6267\u884c\u8005\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u805a\u5408GA4\u3001GSC\u548c\u5173\u952e\u8bcd\u6570\u636e\u2014\u2014\u8bb8\u591a\u5de5\u5177\u90fd\u80fd\u505a\u5230\u2014\u2014\u800c\u5728\u4e8e\u4e24\u70b9\uff1a\u7b2c\u4e00\uff0c\u5c06\u201cAI\u641c\u7d22\u53ef\u89c1\u6027\u201d\u8fd9\u4e00\u65b0\u5174\u4e14\u6a21\u7cca\u7684\u6218\u573a\u6307\u6807\u5316\u3001\u53ef\u64cd\u4f5c\u5316\uff0c\u901a\u8fc7\u6bcf\u65e5\u8fd0\u884c\u6d77\u91cf\u63d0\u793a\u8bcd\u5e76\u7ed3\u6784\u5316\u7b54\u6848\u6765\u6e90\uff0c\u4e3a\u54c1\u724c\u5728Claude\u3001Perplexity\u7b49AI\u7b54\u6848\u4e2d\u7684\u201c\u51fa\u955c\u7387\u201d\u63d0\u4f9b\u4e86\u7f55\u89c1\u7684\u8861\u91cf\u548c\u4f18\u5316\u6760\u6746\u3002\u7b2c\u4e8c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u667a\u80fd\u4f53\u201d\u89d2\u8272\u8bd5\u56fe\u8de8\u8d8a\u4ece\u5206\u6790\u5230\u6267\u884c\u7684\u9e3f\u6c9f\uff0c\u76f4\u63a5\u751f\u6210\u5185\u5bb9\u7b56\u7565\u548c\u8349\u6848\uff0c\u8fd9\u76f4\u51fb\u4e86\u8425\u9500\u4eba\u5458\u201c\u6570\u636e\u592a\u591a\uff0c\u65f6\u95f4\u592a\u5c11\u201d\u7684\u7ec8\u6781\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0cAI\u641c\u7d22\u7684\u89c4\u5219\u4ecd\u5904\u4e8e\u65e9\u671f\u4e14\u4e0d\u900f\u660e\u9636\u6bb5\uff0c\u5176\u201c\u8ffd\u8e2a\u548c\u4f18\u5316\u201d\u7684\u65b9\u6cd5\u8bba\uff08\u57fa\u4e8e\u63d0\u793a\u8bcd\u5e93\u6d4b\u8bd5\u548c\u7b54\u6848\u6293\u53d6\uff09\u80fd\u5426\u6301\u7eed\u9002\u5e94\u5feb\u901f\u6f14\u53d8\u7684AI\u6a21\u578b\uff0c\u5b58\u5728\u4e0d\u786e\u5b9a\u6027\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4e0e\u7ade\u54c1\u5dee\u5f02\u7684\u8ffd\u95ee\uff0c\u66b4\u9732\u51fa\u5176\u529f\u80fd\u4e0e\u73b0\u6709SEO\u5de5\u5177\u5b58\u5728\u91cd\u53e0\u533a\uff0c\u5176\u9ad8\u6602\u5b9a\u4ef7\uff08\u6709\u7528\u6237\u79f0\u5176\u4e3a\u201c\u6700\u8d35\u5de5\u5177\u4f46\u4e50\u610f\u4ed8\u94b1\u201d\uff09\u5fc5\u987b\u6301\u7eed\u8bc1\u660e\u5176\u201c\u4ee3\u7406\u201d\u80fd\u5e26\u6765\u8fdc\u8d85\u4eea\u8868\u76d8\u7684\u76f4\u63a5\u4e1a\u52a1\u6210\u679c\u3002\u6700\u540e\uff0c\u5176\u6838\u5fc3\u53d9\u4e8b\u4ece\u201c\u4f18\u5316AI\u641c\u7d22\u201d\u6084\u7136\u6269\u5c55\u4e3a\u7edf\u4e00\u8425\u9500\u4ee3\u7406\uff0c\u8fd9\u6269\u5927\u4e86\u5e02\u573a\u4f46\u4e5f\u6a21\u7cca\u4e86\u7126\u70b9\uff0c\u5728\u7ade\u4e89\u6fc0\u70c8\u7684\u8425\u9500\u6280\u672f\u6808\u4e2d\uff0c\u4e13\u6ce8\u53ef\u80fd\u662f\u5176\u65e9\u671f\u4f18\u52bf\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cGauge\u662f\u4e00\u573a\u5bf9\u641c\u7d22\u8303\u5f0f\u8fc1\u79fb\u7684\u62bc\u6ce8\u3002\u5b83\u8d4c\u5b9aAI\u641c\u7d22\u5c06\u91cd\u5851\u6d41\u91cf\u5206\u914d\uff0c\u800c\u4f20\u7edfSEO\u5de5\u5177\u53cd\u5e94\u8fdf\u7f13\u3002\u5176\u6210\u8d25\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u4ea7\u54c1\u6267\u884c\u529b\uff0c\u66f4\u53d6\u51b3\u4e8eAI\u641c\u7d22\u80fd\u5426\u771f\u6b63\u6210\u4e3a\u7a33\u5b9a\u7684\u6d41\u91cf\u6838\u5fc3\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u81f3\u5c11\u4e3a\u5148\u884c\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b9d\u8d35\u7684\u201c\u63a2\u6d4b\u96f7\u8fbe\u201d\u548c\u201c\u81ea\u52a8\u5316\u5b9e\u9a8c\u5f15\u64ce\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Gauge<\/span>\n <\/div>\n<div class=\"comment-content\">Gauge is your marketing agent for organic, paid, and AI search. With user behavior now spread across traditional and AI search, it\u2019s never been more important to ensure that your brand is the answer. There’s a wealth of data hidden across GA4, GSC, keywords, prompts, and more. This data is incredibly rich, but fragmented and complicated to understand. Gauge unifies all of these data sources into a single agent that can do the work of an entire marketing team for you.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi folks! I’m Caelean, the co-founder\/CEO of Gauge.<\/p>\n<\/p>\n<p>Gauge does the job of an entire marketing team for you – keyword research,traffic analysis, data-driven content creation, and more.<\/p>\n<\/p>\n<p>Without Gauge, each of these processes required hours of manual work, fragmented across a multitude of systems. With Gauge, you can connect all of those systems and enable our agent to handle it for you.<\/p>\n<p>Gauge is already a core part of the marketing stack at some of the best companies – Supabase, Posthog, Amp, Mux, and more. One of our customers, LedgerUp, <a href=\"https:\/\/www.withgauge.com\/blog\/how-ledgerup-17xd-their-ai-visibility-in-one-month\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">saw over a 17x increase<\/a> in their AI presence and a 4x increase in their overall organic traffic.<\/p>\n<p><a href=\"https:\/\/www.withgauge.com\/features\/ask-gauge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">You can try Gauge now for free here!<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@caeleanb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caeleanb<\/a> But their is so many tools in market.. what comparatively you providing the best?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We use and absolutely love Gauge at Product Hunt. Gauge has helped us significantly boost the visibility of Product Hunt product pages, alternatives, and categories in LLMs. Now makers get way more LLM visibility. Check out <a href=\"https:\/\/www.producthunt.com\/p\/producthunt\/case-study-how-product-hunt-can-improve-ai-visibility-in-2026\" target=\"_blank\" rel=\"noopener\">this study<\/a> for a quick look at how we\u2019ve used Gauge.<\/p>\n<\/p>\n<p>When we evaluated competing tools, they were 10x more expensive. And they did not have the level of craft and iteration speed of the Gauge team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mikekerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikekerzhner<\/a> absolutely love working with you and the Product Hunt team! It’s been incredible to actually measure just how large the impact of <a href=\"https:\/\/producthunt.com\" target=\"_blank\" rel=\"noopener\">producthunt.com<\/a> is in this new world of LLM discovery \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mikekerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikekerzhner<\/a> Been amazing working with the product hunt team! <\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/p\/producthunt\/case-study-how-product-hunt-can-improve-ai-visibility-in-2026\" target=\"_blank\" rel=\"noopener\">The post<\/a> that <a href=\"https:\/\/www.producthunt.com\/@andrew_g_stewart\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_g_stewart<\/a> wrote overviewing how you were able to optimize producthunt for AI visibility was pretty sweet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Went through the product and the pricing page the core idea is solid and the use case is clearly real. One thing I noticed: the 3-5x visibility uplift stat you mention is buried in the FAQ but it is probably the strongest reason someone would upgrade. That framing feels like it belongs much closer to where the pricing decision happens. Just honest feedback from someone going through it fresh<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@atthajohn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@atthajohn<\/a> great call out – we should highlight that more!<\/p>\n<\/p>\n<p>Would love for you to give it a try and let me know your thoughts – it’s completely free to give it a go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When teams compare Gauge to Profound, Peec, Otterly, or Semrush\u2019s AI visibility features, what\u2019s the most important capability difference that actually changes outcomes (not just dashboards), and where do you think those alternatives are still the right choice?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> great question – the 2 main differentiators for us are:<\/p>\n<ol>\n<li>\n<p>Integrating more than just prompt and answer data – GA4, GSC, Semrush, Ads, and more<\/p>\n<\/li>\n<li>\n<p>Our agent (highlighted here) that can actually <em>do the work<\/em> for you. This has been a huge point of market fit for us.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Gauge since the early days and what the team has built is really special. AEO has been a big internal initiative for us at Helius. Our target market is engineers building on Solana, and because the majority of those builders are using Claude, Codex, and similar tools, we need to show up where they’re coding. As someone who’s been practicing SEO for almost 10 years, Gauges’ AI visibility, competitor insights, and content tools are super valuable in finding \u2014 and filling \u2014 the gaps where we need to show up in AI Search. Congrats Caelean and team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brady_at_helius\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brady_at_helius<\/a> y’all are absolutely crushing \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been playing around with Gauge’s new agent and feel like I’ve only scratched the surface. I’m already thinking of all the ways it can help me turn the massive amounts of data in Gauge into more actionable insights. It also seems promising as an actual workflow tool – helping outline, draft, strategize, etc. based on insights and analysis within Gauge. Really excited to see what I can accomplish with this, nice job team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@brita_ulf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brita_ulf<\/a> ! Can’t wait to see what you accomplish with Gauge<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We use Gauge at Compt and are obsessed. It’s most expensive tool we have but we happily pay them every month.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sarahbedrick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarahbedrick<\/a> y’all are true power users of Gauge \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Y’all are killing it. Gauge is the best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The GEO angle is what makes this timely \u2014 most SEO tools still optimize purely for Google rankings, but AI search (ChatGPT, Perplexity, Claude) is eating a real share of the top-of-funnel. Running SEO consulting for clients and the question “how do we get cited in AI answers” comes up every week now with zero good tooling to answer it. Curious: how does Gauge specifically track and improve AI search citations vs traditional keyword rankings? Is the benchmark based on prompt testing, or scraping AI answer appearances?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> fantastic question –<\/p>\n<\/p>\n<ol>\n<li>\n<p>We run a large library of prompts (typically several hundred) every day through every model<\/p>\n<\/li>\n<li>\n<p>We structure which products come back, as well as which sources are most often cited<\/p>\n<\/li>\n<li>\n<p>This informs our agent (and the user) on what to target – which sources, what types of content, etc.<\/p>\n<\/li>\n<\/ol>\n<p>For example, here are the top ten sources for questions related to cars: <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93fc62fb-dd7a-4bae-8324-a12cebfdc011.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you guys track the citations & how accurate are they?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mountroot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mountroot<\/a> we run millions of prompts and answers every day through the real model UIs, and structure the citations that the models reference into our dataset. We subsequently scrape the individual cited URLs to gain a better understanding of what content impacts the answer. <\/p>\n<p>We actually did a great study correlating the citation data back to the answer – take a look here! <a href=\"https:\/\/www.growth-memo.com\/p\/the-science-of-how-ai-pays-attention\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.growth-memo.com\/p\/the-science-of-how-ai-pays-attention<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the unified marketing agent. Best of luck<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> thanks! Would love for you to give it a try and let me know your thoughts \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds interesting, will check it out, good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joseph_hammad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_hammad<\/a> thanks! Would love any feedback you have after giving it a go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>On what does it base its recommendations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> a number of inputs:<\/p>\n<ol>\n<li>\n<p> running prompts and structuring the answers to understand where your brand does and does not show up in LLMs<\/p>\n<\/li>\n<li>\n<p>Google Analytics traffic data<\/p>\n<\/li>\n<li>\n<p>Google Search Console data<\/p>\n<\/li>\n<li>\n<p>Semrush keyword data<\/p>\n<\/li>\n<li>\n<p>Google Ads data<\/p>\n<\/li>\n<\/ol>\n<p>Gauge has access to all of these, and can weave them together to find gaps to address!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so cool! Congrats on the launch. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve used every AI tracking tool there is, Gauge is the best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steveb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steveb<\/a> \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Gauge ensure its unified data analysis translates into actionable marketing decisions rather than just surfacing insights that still require significant human interpretation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> great question – our agent will provide detailed explanations alongside recommendations, based on data from a number of sources:<\/p>\n<ol>\n<li>\n<p>running prompts and structuring the answers to understand where your brand does and does not show up in LLMs<\/p>\n<\/li>\n<li>\n<p>Google Analytics traffic data<\/p>\n<\/li>\n<li>\n<p>Google Search Console data<\/p>\n<\/li>\n<li>\n<p>Semrush keyword data<\/p>\n<\/li>\n<li>\n<p>Google Ads data<\/p>\n<\/li>\n<\/ol>\n<p>Would love for you to give it a try and really push it – curious for your thoughts!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting concept. Bringing keyword research, traffic analysis, and content creation into one system sounds like a big time saver for teams. The idea of an agent coordinating all those marketing tasks is compelling. How does Gauge measure and track a company\u2019s AI presence across different platforms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/R2KYQCOKTMKO2X\" class=\"app-title\">OrangeLabs<\/a><\/p>\n<div class=\"one-liner\">Analyze, interpret, and create interactive visuals from data<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">181<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OrangeLabs\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u65e0\u4ee3\u7801\u6570\u636e\u5206\u6790\u5e73\u53f0\uff0c\u8ba9\u56e2\u961f\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff0c\u5373\u53ef\u5bf9\u590d\u6742\u6570\u636e\u8fdb\u884c\u6e05\u7406\u3001\u5206\u6790\u5e76\u751f\u6210\u4ea4\u4e92\u5f0f\u56fe\u8868\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u7528\u6237\u5728\u65e0\u9700\u5b66\u4e60SQL\u6216\u7f16\u7a0b\u7684\u60c5\u51b5\u4e0b\u5feb\u901f\u83b7\u53d6\u6570\u636e\u6d1e\u5bdf\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7db49ca8-4975-4309-bbf7-a4387aa6c960.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9182a7e8-4a1b-4779-bef1-34b4e9efcc4d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f122c185-2f2d-4032-b919-d256890d36ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26373089-8098-4df8-9576-272b08818e08.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4cc68824-cda0-49d6-bfbf-8cdbf10c994e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/14dc8d53-8ef3-49f8-8708-8398f8e047de.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/cRrDbVChSxo\"><source src=\"https:\/\/youtu.be\/cRrDbVChSxo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6570\u636e\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6e05\u6d17<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6d1e\u5bdf\u5e73\u53f0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u65e0\u4ee3\u7801\u201d\u5b9a\u4f4d\u4e0e\u4ea4\u4e92\u56fe\u8868\u4ef7\u503c\uff0c\u6838\u5fc3\u5173\u5207\u5728\u4e8eAI\u5904\u7406\u6df7\u4e71\u3001\u591a\u6e90\u6570\u636e\u7684\u51c6\u786e\u6027\u4e0e\u53ef\u9760\u6027\uff0c\u4ee5\u53ca\u6570\u636e\u5bfc\u51fa\uff08\u5982\u81f3Figma\uff09\u3001\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u7684\u80fd\u529b\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5f3a\u8c03\u4e86\u81ea\u52a8\u6570\u636e\u5256\u6790\u3001\u5206\u6b65\u63a8\u7406\u53ca\u5b9e\u65f6\u9884\u89c8\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n OrangeLabs\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u5e7f\u9614\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u4ecb\u4e8e\u7b28\u91cd\u4e13\u4e1a\u7684BI\u5de5\u5177\u4e0e\u8fc7\u5ea6\u7b80\u5316\u7684\u8868\u683c\u8f6f\u4ef6\u4e4b\u95f4\u3002\u5176\u5ba3\u79f0\u7684\u201cJust Ask\u201d\u4f53\u9a8c\uff0c\u672c\u8d28\u662f\u5c06\u6570\u636e\u5de5\u4f5c\u7684\u4ea4\u4e92\u8303\u5f0f\u4ece\u201c\u64cd\u4f5c\u754c\u9762\u201d\u8f6c\u53d8\u4e3a\u201c\u5bf9\u8bdd\u754c\u9762\u201d\uff0c\u8fd9\u7b26\u5408AI\u8d4b\u80fd\u5de5\u5177\u7684\u4e3b\u6d41\u6f14\u8fdb\u65b9\u5411\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e76\u975e\u57fa\u7840\u7684\u56fe\u8868\u751f\u6210\uff0c\u800c\u5728\u4e8e\u5176\u5e94\u5bf9\u201c\u810f\u6570\u636e\u201d\u7684\u627f\u8bfa\u2014\u2014\u4ece\u8bc4\u8bba\u533a\u7684\u95ee\u7b54\u53ef\u89c1\uff0c\u56e2\u961f\u5c06\u5b9d\u62bc\u5728\u4e86\u81ea\u52a8\u6570\u636e\u5256\u6790\u4e0e\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u7684\u6e05\u6d17\u6307\u4ee4\u4e0a\u3002\u8fd9\u662f\u660e\u667a\u7684\uff0c\u56e0\u4e3a\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u662f\u6b64\u7c7b\u5de5\u5177\u6700\u5927\u7684\u4fe1\u4efb\u6740\u624b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u65e0\u9700\u516c\u5f0f\u6216\u4ee3\u7801\u201d\u5728\u964d\u4f4e\u95e8\u69db\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5c06\u5206\u6790\u6df1\u5ea6\u7981\u9522\u5728AI\u5f53\u524d\u7684\u7406\u89e3\u80fd\u529b\u4e4b\u5185\uff0c\u5bf9\u4e8e\u590d\u6742\u3001\u975e\u6807\u51c6\u5316\u7684\u4e1a\u52a1\u903b\u8f91\uff0c\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u53ef\u80fd\u6548\u7387\u53cd\u800c\u4f4e\u4e0b\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5ba1\u8ba1\u8ffd\u8e2a\u201d\u548c\u201c\u5e7b\u89c9\u201d\u7684\u62c5\u5fe7\u76f4\u51fb\u8981\u5bb3\uff1a\u5728\u5546\u4e1a\u51b3\u7b56\u573a\u666f\uff0c\u53ef\u89e3\u91ca\u6027\u6bd4\u4fbf\u6377\u6027\u66f4\u91cd\u8981\u3002\u5e73\u53f0\u82e5\u4e0d\u80fd\u6e05\u6670\u5c55\u793a\u5206\u6790\u8def\u5f84\u4e0e\u6570\u636e\u8840\u7f18\uff0c\u5c06\u5f88\u96be\u8d62\u5f97\u4e25\u8083\u4f01\u4e1a\u7528\u6237\u7684\u4fe1\u4efb\u3002\u6700\u540e\uff0c\u5176\u5b9a\u4f4d\u540c\u65f6\u670d\u52a1\u201c\u521b\u59cb\u4eba\u201d\u548c\u201c\u5206\u6790\u5e08\u201d\uff0c\u8fd9\u4e24\u7c7b\u7528\u6237\u7684\u9700\u6c42\u4e0e\u6570\u636e\u7d20\u517b\u5dee\u5f02\u5de8\u5927\uff0c\u4ea7\u54c1\u53ef\u80fd\u9677\u5165\u65e2\u8981\u7b80\u5355\u5230\u6781\u81f4\u3001\u53c8\u8981\u529f\u80fd\u5f3a\u5927\u7684\u4e24\u96be\u5883\u5730\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cOrangeLabs\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u8bd5\u56fe\u7528AI\u5c01\u88c5\u6570\u636e\u5de5\u7a0b\u4e0e\u79d1\u5b66\u4e2d\u7e41\u7410\u7684\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\uff0c\u8ba9\u7528\u6237\u66f4\u4e13\u6ce8\u4e8e\u95ee\u9898\u672c\u8eab\u3002\u4f46\u5176\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u5de5\u5177\u201d\u6210\u957f\u4e3a\u201c\u53ef\u9760\u7684\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u5728\u6570\u636e\u51c6\u786e\u6027\u3001\u53ef\u89e3\u91ca\u6027\u53ca\u5904\u7406\u590d\u6742\u6027\u8fd9\u4e09\u4e2a\u7ef4\u5ea6\u4e0a\u7684\u6280\u672f\u7eb5\u6df1\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u5bf9\u8bdd\u7684\u6d41\u7545\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OrangeLabs<\/span>\n <\/div>\n<div class=\"comment-content\">OrangeLabs helps teams to analyze, interpret, and communicate complex data using AI. Upload\/connect data, ask questions, and instantly get tables, charts, and insights. No formulas or code needed. Founders, analysts, and data teams use OrangeLabs AI agent to turn raw spreadsheets into clear decisions in seconds. Get started for free at: orangelabs.im<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunters! \u270c\ufe0f\u270c\ufe0f\u270c\ufe0f<\/p>\n<p>I\u2019m Manish, founder at Orangelabs.im, with my co-founder @neelanchal_gogna.<\/p>\n<p>We\u2019re beyond excited to share the OrangeLabs with the world.<\/p>\n<p>\ud83d\udca1 What is OrangeLabs?<\/p>\n<p><strong>OrangeLabs is the only no-code platform that empowers anyone to communicate with complex data.<\/strong><br \/>From complex data – to analysis, visual creation, and insights using AI – without writing a single line of code (unless you want to \ud83d\ude09)<\/p>\n<p>Ask:<br \/>\ud83d\udcac \u201cHandle missing values or duplicates in the spreadsheet.\u201d<br \/>\ud83d\udcac \u201cBuild a bar graph stating – which sectors had a sudden drop in user engagement?”<br \/>\ud83d\udcac \u201cHighlight the data summary from the attached PDF.\u201d<br \/>\u2026and get accurate visual insights with <strong>interactive charts and previews<\/strong>.<\/p>\n<p>– no dashboards to learn, no manual reports to build.<\/p>\n<p>\ud83c\udfaf Who is it for?<\/p>\n<p>\u2022 Entrepreneurs & Business Owners – Make data-driven decisions without a data team.<\/p>\n<p>\u2022 Analysts – Turn complex datasets into interactive visuals and insights without SQL and Python scripts.<\/p>\n<p>\u2022 Researchers – no-code trend analysis.<\/p>\n<p>\u2022 Anyone with Data – create compelling, easy-to-understand infographics for public consumption.<\/p>\n<p><strong>The only thing that they need to do is “Just Ask.”<\/strong><\/p>\n<p>\ud83d\udca1 Why did we build OrangeLabs?<\/p>\n<p>We started as data professionals, but every month, switching between spreadsheets, tools, and dashboards, just to answer simple questions:<br \/>\u201cWhat\u2019s the trend?\u201d<br \/>“How did revenue change after we increased rates?”<\/p>\n<p>“How to audit spreadsheets for anomalies?”<br \/>That pain was bigger than anything we\u2019d felt before.<\/p>\n<p>So we built Orangelabs for our fellow founders and teams who want a PhD-level data expert (OrangeLabs) constantly working at their side 24*7*365.<\/p>\n<p>Key Highlights<br \/>\u2705 <strong>Build interactive data visuals<\/strong><br \/>\u2705 <strong>Process messy data into clean and structured data<\/strong><br \/>\u2705 <strong>check progress with real-time preview<\/strong><\/p>\n<p>\u2705 <strong>Conversational AI interface – just ask in plain English<\/strong><\/p>\n<p>Curious about interactive data visuals?<br \/>\ud83d\ude00 Try it out for free: <a href=\"https:\/\/orangelabs.im\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">orangelabs.im<\/a><br \/>Follow us on X: <a href=\"https:\/\/x.com\/Neelanchalgogna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/Neelanchalgogna<\/a><\/p>\n<p> <a href=\"https:\/\/x.com\/orangelabsim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/orangelabsim<\/a><\/p>\n<p> <a href=\"https:\/\/x.com\/mk_bharat07\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/mk_bharat07<\/a><\/p>\n<\/p>\n<p>Follow us on LinkedIn: <\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/-mk-\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/-mk-\/<\/a><\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/neelanchalgogna\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/neelanchalgogna\/<\/a><\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/company\/orangelabsim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/company\/orangelabsim<\/a><\/p>\n<p>\ud83d\udcac We\u2019d love your feedback! And if you need any help, reach out anytime – <a href=\"mailto:hi@orangelabs.im\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hi@orangelabs.im<\/a><\/p>\n<p>We\u2019ll be around all day to answer any questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neelanchal_gogna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelanchal_gogna<\/a> <a href=\"https:\/\/www.producthunt.com\/@mk_orangelabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mk_orangelabs<\/a> Wonderful concept, well done! i will keep following this space.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The \u2018no formulas or code needed\u2019 angle is huge, most data tools still assume you know what you\u2019re doing before you start. Curious how it handles messy real-world data like inconsistent column naming or mixed formats.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@edgeghost\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@edgeghost<\/a> <br \/>Exactly, that assumption is the whole problem we’re solving.<\/p>\n<p>Real-world data is never clean. <br \/>We built <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> specifically for that reality, not the perfect CSVs that exist in tutorials.<\/p>\n<p>Inconsistent column naming? <br \/>Just tell it: “These three columns are all referring to the same thing- merge them.”<\/p>\n<p>Mixed formats in the same column? <br \/>Just tell it: “Standardise all date formats in this column to DD\/MM\/YYYY”<\/p>\n<p>It reads the actual structure of your file first, understands the inconsistencies in context, and then acts on your instruction, with a live preview before anything is finalised.<\/p>\n<p>The goal was simple: if one can describe the problem, <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> should be able to fix it. No prior data knowledge or technical expertise needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@mk_orangelabs\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mk_orangelabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mk_orangelabs<\/a> and <a href=\"https:\/\/www.producthunt.com\/@neelanchal_gogna\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"neelanchal_gogna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelanchal_gogna<\/a>! <\/p>\n<\/p>\n<p>I loved the vision of making data analysis as simple as <strong>\u201cjust ask\u201d<\/strong> , especially for founders and teams who don\u2019t want to jump between dashboards, SQL, and spreadsheets. <\/p>\n<p>Curious: how does OrangeLabs ensure accuracy and reliability of insights when users ask open-ended questions on messy or multi-source datasets? Would love to learn more about how you handle that. \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> Thanks for your support. And great question, one that most of our users might want to know the answer to. <br \/>The answer to this is, before any analysis even begins, OrangeLabs runs an automatic data profiling step (we have a separate layer for it), it detects missing values, duplicates, inconsistent formats, and schema mismatches across sources. So the data is cleaned and structured before insights are generated, not after.<br \/>For open-ended questions, our AI agent breaks the query into smaller, verifiable steps rather than attempting one large inference leap. <\/p>\n<p>That said, we’re not going to pretend it’s perfect. Messy, multi-source data is genuinely hard, and we’re continuously improving how we handle edge cases. Feedback from users is exactly how we’ll get better.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried with a marketing sheet and asked it to clean up rows with no email IDs. Worked for me. Can be useful. Good Work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aryan_rajput8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryan_rajput8<\/a> That can also be a way of using it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can be data exported to Figma where the user can polish the design a bit? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Great question! Figma export is actually on our roadmap, the ability to push your charts and visuals directly into Figma, so you can polish the design to your liking.<\/p>\n<p>We haven’t shipped it yet, but it’s something our team is actively working on. Stay tuned for our next launch, we’d love for you to be one of the first users to try it when it’s live!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch, can’t wait to try it! also shared with the team, best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks for your support. It means a lot to us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks Lev. Waiting for you to try it out. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thank you <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> for hunting <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> . Feels great to have you as our supporter.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys, congratulations on the launch!<\/p>\n<p>How well does it handle really large datasets or multiple connected data sources?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ignacio_borrell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ignacio_borrell<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> Syncs directly with existing data sources. We don’t plan on hoarding user data. Rather act as an analytic layer between the data layer and the end user.<\/p>\n<\/p>\n<p>You can connect multiple data sources at one go. You won’t face any issues with it.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “no formulas, no code” positioning is smart because honestly that’s the part that kills momentum for most teams. You have the data, you know what question you want answered, but then you spend an hour fighting pivot tables or writing SQL queries.<\/p>\n<p>Interactive charts is the key feature imo. Static screenshots of graphs that get stale in a day is what most people are dealing with. How does the AI handle messy data though? Like CSVs with inconsistent formatting or missing columns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> <br \/>OrangeLabs handles messy CSVs really well. You just upload the file and tell it what’s wrong, or even let it detect issues on its own.<\/p>\n<p>For example, you can say: <br \/>“Find and fix missing values in this file.”<br \/>“Standardise inconsistent date formats across columns”<br \/>“Flag rows with empty or null entries”<\/p>\n<p>It understands the structure of your data, identifies the inconsistencies, and cleans it, with a real-time preview so you can see exactly what changed before committing.<\/p>\n<p>Missing columns, duplicate rows, formatting mismatches- it handles it.<\/p>\n<p>Would love for you to try it and break it with your messiest file \ud83d\ude04, that’s genuinely how we get better.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thank you <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> for hunting us on Product Hunt! \ud83d\ude80<\/p>\n<\/p>\n<p>Your support means a lot to our team and us. <br \/>Getting featured through your hunt is helping us reach builders, creators, and data enthusiasts who can truly benefit from what we\u2019re building at <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> <\/p>\n<p>We really appreciate you believing in <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> and taking the time to share it with the community. <\/p>\n<\/p>\n<p>Grateful for the support \ud83d\udc9b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> because we kept running into the same problem: Data analysis and visualization complexity. Existing tools were either too complex or didn\u2019t really solve the core issue.<\/p>\n<p>So we decided to build something simpler, no-code and more focused.<\/p>\n<p>With <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> you can perform:<\/p>\n<\/p>\n<p>* AI data analysis & visuals: No code. No SQL. No Python<\/p>\n<p>* Fast visual generations: Charts, Graphs, and Tables <\/p>\n<p>* Work with PDFs, CSV, and Excel using AI<\/p>\n<p>* Team-friendly workflow<\/p>\n<p>* Easy to understand and interact: Plain English interface<\/p>\n<\/p>\n<p>We\u2019d genuinely love your feedback.<br \/>What features would you want next?<\/p>\n<p>Thanks for checking it out!\u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone that had to do a lot of variance analysis as part of my accounting job, being able to just communicate with data would definitely help save a lot of time. Though I always have the fear of hallucinations. Is Orangelabs able to produce an audit trail of how they arrived at a conclusion and also link where they got the data from? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Making complex data analysis accessible through simple questions could be really useful for teams without strong technical backgrounds. How does OrangeLabs handle very large datasets or files without slowing down the analysis?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice one, tried it out myself. Quite meaningful.<\/p>\n<p>Suggestion: When pressing on without giving any prompt, just with any file it shows: “I apologize, but I encountered an error processing your request. Please try again.”<\/p>\n<p>It should have separate handling.<br \/>Minor suggestion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JOQDT4PG22JVV6\" class=\"app-title\">AskNeo<\/a><\/p>\n<div class=\"one-liner\"> End-to-end Voice & SMS shared inbox for Teams<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">141<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AskNeo\u662f\u4e00\u6b3e\u96c6\u6210\u4e86\u8bed\u97f3\u901a\u8bdd\u548c\u77ed\u4fe1\u7684\u7aef\u5230\u7aef\u5171\u4eab\u6536\u4ef6\u7bb1\u5e73\u53f0\uff0c\u4e3a\u9500\u552e\u3001\u8425\u9500\u3001\u5ba2\u670d\u7b49\u56e2\u961f\u89e3\u51b3\u4e86\u591a\u6e20\u9053\u5ba2\u6237\u6c9f\u901a\u5206\u6563\u3001\u534f\u4f5c\u65ad\u88c2\u7684\u75db\u70b9\uff0c\u901a\u8fc7\u4e3a\u6bcf\u4e2a\u5ba2\u6237\u521b\u5efa\u5355\u4e00\u5bf9\u8bdd\u7ebf\u7a0b\uff0c\u5b9e\u73b0\u65e0\u7f1d\u7684\u8de8\u90e8\u95e8\u5f02\u6b65\u534f\u4f5c\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f39c7b55-3301-4180-a685-f636635be0a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d927e610-08e7-4526-8e5f-7fc4a776e50f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a69fee3f-1651-4d05-852d-e5901018b6c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c992763-5ba1-41ba-b6e4-bf8538685039.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b2f8613-1bf4-4f39-9c33-e528cbe6b046.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a55e80ed-2af7-44bf-8ef0-eb0c0eab9289.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/37c91f66-acaf-466e-bebf-3f3efa2a9400.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/YZ0pxh_ecZg?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/YZ0pxh_ecZg?feature=share\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5171\u4eab\u6536\u4ef6\u7bb1<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6c9f\u901a\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u901a\u4fe1<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316CRM<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u77ed\u4fe1\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u5c06\u77ed\u4fe1\u4e0e\u901a\u8bdd\u6574\u5408\u8fdb\u5355\u4e00\u5ba2\u6237\u89c6\u56fe\u7684\u8bbe\u8ba1\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u56e2\u961f\u95f4\u5de5\u4f5c\u6d41\u5206\u914d\u7684\u5177\u4f53\u673a\u5236\u3001\u5982\u4f55\u96c6\u6210\u7b2c\u4e09\u65b9\u5de5\u5177\u3001\u5b9a\u4ef7\u9875\u4e2d\u201c\u65e0\u9650\u201d\u5957\u9910\u5b58\u5728\u8fd0\u8425\u5546\u9650\u5236\u7684\u900f\u660e\u5ea6\u95ee\u9898\uff0c\u4ee5\u53ca\u5bf9\u6570\u636e\u9690\u79c1\u548c\u5408\u89c4\u6027\u7684\u5173\u5207\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u900f\u9732\u81ea\u52a8\u5316AI\u5ba2\u670d\u662f\u672a\u6765\u65b9\u5411\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AskNeo\u6b64\u6b21\u91cd\u78c5\u66f4\u65b0\uff0c\u796d\u51fa\u201c\u7aef\u5230\u7aef\u8bed\u97f3\u7cfb\u7edf\u201d\uff0c\u5176\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u529f\u80fd\u589e\u5f3a\u7248\u7684\u5171\u4eab\u6536\u4ef6\u7bb1\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u6311\u6218\u4e00\u4e2a\u9648\u65e7\u4f46\u7a33\u56fa\u7684\u8303\u5f0f\uff1a\u4f01\u4e1a\u4e3a\u4f55\u9700\u8981\u4e3a\u7535\u8bdd\uff08PBX\/\u547c\u53eb\u4e2d\u5fc3\uff09\u3001\u77ed\u4fe1\uff08\u5404\u7c7bSMS\u8425\u9500\u5de5\u5177\uff09\u3001\u5ba2\u6237\u7ba1\u7406\uff08\u8f7b\u91cf\u7ea7CRM\uff09\u5206\u522b\u91c7\u8d2d\u548c\u96c6\u6210\u4e0d\u540c\u7684SaaS\uff1f\u8fd9\u79cd\u5272\u88c2\u76f4\u63a5\u5bfc\u81f4\u4e86\u5ba2\u6237\u4f53\u9a8c\u65ad\u5c42\u4e0e\u5185\u90e8\u534f\u4f5c\u6210\u672c\u9ad8\u4f01\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u5728\u4e8e\u5176\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u5f0f\u7684\u6574\u5408\u903b\u8f91\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u5145\u5f53\u53c8\u4e00\u4e2aAPI\u805a\u5408\u5c42\uff08\u5982Zapier\u6a21\u5f0f\uff09\uff0c\u800c\u662f\u9009\u62e9\u81ea\u5efa\u901a\u4fe1\u6808\uff0c\u4ec5\u4ee5Twilio\u4e3a\u7ba1\u9053\uff0c\u76f4\u63a5\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u53f7\u7801\u4e0e\u901a\u4fe1\u80fd\u529b\u3002\u8fd9\u4f7f\u5f97AskNeo\u80fd\u591f\u4ece\u5e95\u5c42\u7edf\u4e00\u6570\u636e\u4e0e\u4ea4\u4e92\u6d41\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u201c\u5355\u4e00\u7ebf\u7a0b\u89c6\u56fe\u201d\u3002\u8fd9\u4e0d\u4ec5\u662fUI\/UX\u7684\u6539\u8fdb\uff0c\u66f4\u662f\u6570\u636e\u6a21\u578b\u7684\u6839\u672c\u91cd\u6784\u2014\u2014\u6240\u6709\u5ba2\u6237\u89e6\u70b9\u88ab\u5f3a\u5236\u5f52\u4e00\uff0c\u4e3a\u540e\u7eed\u7684\u81ea\u52a8\u5316\u5206\u6790\u4e0eAI\u4ecb\u5165\u6253\u4e0b\u4e86\u575a\u5b9e\u57fa\u7840\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u662f\u201c\u5168\u80fd\u201d\u4e0e\u201c\u4e13\u7cbe\u201d\u7684\u7ecf\u5178\u6096\u8bba\u3002\u5728\u7535\u8bdd\u7cfb\u7edf\u4e0a\uff0c\u5b83\u9700\u5bf9\u6297RingCentral\u3001Aircall\uff1b\u5728\u5ba2\u670d\u6536\u4ef6\u7bb1\u4e0a\uff0c\u5bf9\u6807Intercom\u3001Zendesk\uff1b\u5728\u9500\u552e\u534f\u540c\u4e0a\uff0c\u89e6\u53caSalesforce\u7684\u9886\u5730\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u867d\u6e05\u6670\uff0c\u4f46\u5728\u6bcf\u4e2a\u7ec6\u5206\u9886\u57df\uff0c\u90fd\u9700\u8981\u8bf4\u670d\u7528\u6237\u653e\u5f03\u53ef\u80fd\u66f4\u4e13\u4e1a\u7684\u72ec\u7acb\u5de5\u5177\u3002\u5176\u6b21\uff0c\u4ece\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u65e0\u9650\u5957\u9910\u201d\u9650\u5236\u7684\u53cd\u9988\u53ef\u4ee5\u770b\u51fa\uff0c\u4f5c\u4e3a\u901a\u4fe1\u201c\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u4e0d\u5f97\u4e0d\u76f4\u9762\u7535\u4fe1\u8fd0\u8425\u5546\u5c42\u7ea7\u7684\u590d\u6742\u89c4\u5219\u4e0e\u5408\u89c4\u98ce\u9669\uff08\u5982A2P 10DLC\uff09\uff0c\u8fd9\u4f1a\u5c06\u5e73\u53f0\u62d6\u5165\u975e\u6280\u672f\u6027\u7684\u3001\u7e41\u7410\u7684\u8fd0\u8425\u5546\u5173\u7cfb\u7ba1\u7406\u4e0e\u7528\u6237\u6559\u80b2\u4e2d\uff0c\u6d88\u8017\u5927\u91cf\u7cbe\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5c55\u671b\u672a\u6765\uff0c\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u201c\u5177\u5907\u76ee\u6807\u7684\u7c7b\u4ebaAI\u5ba2\u670d\u201d\u65b9\u5411\uff0c\u624d\u662f\u5176\u6784\u5efa\u957f\u671f\u58c1\u5792\u7684\u5173\u952e\u3002\u5f53\u901a\u4fe1\u4e0e\u4ea4\u4e92\u6570\u636e\u88ab\u5b8c\u7f8e\u7ed3\u6784\u5316\u4e8e\u7edf\u4e00\u7ebf\u7a0b\u4e2d\uff0c\u8bad\u7ec3\u4e13\u5c5e\u4e8e\u4f01\u4e1a\u5de5\u4f5c\u6d41\u7684AI\u667a\u80fd\u4f53\u4fbf\u6709\u4e86\u4f18\u8d28\u71c3\u6599\u3002AskNeo\u7684\u7ec8\u5c40\u6216\u8bb8\u4e0d\u662f\u4e00\u4e2a\u66f4\u6f02\u4eae\u7684\u6536\u4ef6\u7bb1\uff0c\u800c\u662f\u4e00\u4e2a\u7531\u901a\u4fe1\u6570\u636e\u9a71\u52a8\u7684\u3001\u81ea\u52a8\u534f\u8c03\u9500\u552e\u4e0e\u652f\u6301\u8d44\u6e90\u7684AI\u4e2d\u67a2\u3002\u5f53\u524d\u7248\u672c\u662f\u592f\u5b9e\u6570\u636e\u5730\u57fa\u7684\u5fc5\u8981\u4e00\u6b65\uff0c\u4f46\u8ddd\u79bb\u90a3\u4e2a\u667a\u80fd\u534f\u540c\u7684\u613f\u666f\uff0c\u4ecd\u6709\u957f\u8def\u8981\u8d70\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AskNeo<\/span>\n <\/div>\n<div class=\"comment-content\">We are launching an entire new version of the shared inbox with an all-new end-to-end voice system on top of the text messaging suite! AskNeo now centralizes texts, calls, and contacts all in one place. The simple dashboard helps you track every interaction in a single thread per customer. Sales, marketing, customer support, and any department maintain perfect continuity and collaborate asynchronously across teams. One single thread to deliver the best results every time!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Five years ago, we hit #1 on Product Hunt with our text-first shared inbox… \ud83d\udcac<\/p>\n<p>Today, we are adding a complete voice system to AskNeo! \u260e\ufe0f<\/p>\n<p>We\u2019ve built an end-to-end phone system featuring call transfers, forwarding, simulring (the first to pick up handles the call), and more! \ud83d\udcde<\/p>\n<p>While we\u2019ve added massive new functionalities over the past few years, the soul of AskNeo hasn’t changed: the Gmail-inspired feed and Single-Thread view still keep every interaction unified in one consolidated view per customer \ud83c\udf7f<\/p>\n<p>On top of the all-new voice capabilities, we’ve added many other tools from your feedback, including: merge tags, uploading contact lists instantly, longer text messages, text delivery receipts, SMS Keywords & SMS bot scripts, simplified workflows, Zapier integrations, and more \u2705<\/p>\n<p>Thank you to the Product Hunt community for your continuous feedback over the years: you made AskNeo what it is today! \ud83e\udd79<\/p>\n<p>We\u2019d be super grateful to have you adopt AskNeo, and we are always open to feedback to make it even better! \ud83e\udd19<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you plan to automate end-to-end support with an agent that has a goal and talks humanlike? Congrats on the re-launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> thanks, brother! You’re spot on, this is naturally the next step. We have the infrastructure for it. We usually build new features based on user feedback, and we offer beta testing to our power users \ud83d\udcaa\ud83c\udffc\u2665\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Lio! The single-thread approach where texts and calls live together in one view per customer is sooooo much needed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@weizhi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@weizhi<\/a> thanks! Enjoy the free trial \ud83d\udc4d\ud83c\udffb\ud83d\udc4d\ud83c\udffb\ud83d\ude4f\ud83c\udffc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Lio! The single-thread view across texts AND calls is lit. <br \/>Quick question: how does the team assignment workflow work? Can a sales rep pick up a thread, handle it, and then pass it back to support with full context, or does it need to be manually reassigned? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shuqing_ke\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shuqing_ke<\/a> thanks! Yes, conversations can be re-assigned as many times as needed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shuqing_ke\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shuqing_ke<\/a> and re: workflow, there is a button “Assign” you can use by hovering on a convo in the Feed, or also inside a convo thread (top menu bar)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it work, do you connect various APIs\/tools into one inbox? f. e. lets say, Instantly, Justcall, Heyreach etc. all connected to one interface and all responses gathered in one place, available for the whole team?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Great question! It\u2019s actually simpler than connecting a bunch of different third-party APIs.<\/p>\n<p>We built our entire dashboard, CRM, and automation engine from scratch. The only API we use is Twilio as a gateway for certain SMS and voice functions. This means <strong>AskNeo acts as your primary communication infrastructure.<\/strong> We provide your business phone numbers (or port your existing ones) directly into our platform.<\/p>\n<p>Here is how it works for your team:<\/p>\n<ul>\n<li>\n<p><strong>Unified Shared Inbox:<\/strong> Every text (SMS\/MMS) and call for a business number flows into one centralized thread. There are no siloed tools, everything is in one place.<\/p>\n<\/li>\n<li>\n<p><strong>Built-in CRM & Tags:<\/strong> You can upload contacts via CSV, organize them with unlimited tags, and immediately start two-way conversations..<\/p>\n<\/li>\n<li>\n<p><strong>Team Collaboration:<\/strong> The dashboard is a shared workspace. You can assign threads to specific team members, ensuring clear accountability and an audit trail of who said what.<\/p>\n<\/li>\n<li>\n<p><strong>Native Automations:<\/strong> We have a built-in chatbot and keyword triggers (like “VIP” or “OFFER”) that allow you to automate responses without needing external integration tools.<\/p>\n<\/li>\n<li>\n<p><strong>Simultaneous Ringing:<\/strong> You can forward inbound calls to multiple staff members at once so the first available person can pick up, ensuring no lead falls through the cracks.<\/p>\n<\/li>\n<\/ul>\n<p>Essentially, instead of trying to glue different tools together, you get one “Command Center” that replaces them all.<\/p>\n<p>For a deep dive into how it looks in action, check out our full demo here: <a href=\"https:\/\/youtu.be\/TvX9c3up8OM\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/TvX9c3up8OM<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Went through the pricing page properly the product looks genuinely useful for teams.<\/p>\n<p>One thing I noticed: the unlimited texting and calling has caps buried in the footnotes at the bottom. <\/p>\n<\/p>\n<p>That gap between the headline promise and the actual limits is the kind of thing that can catch new users off guard after signup.<\/p>\n<\/p>\n<p>Might be worth surfacing that more clearly. Just honest feedback from someone reading it fresh.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@atthajohn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@atthajohn<\/a> Thanks for your feedback! That is very useful.<\/p>\n<p>To clarify, we communicate possible limits because mobile carriers themselves limit the daily volume of SMS messages, depending on the specific business.<\/p>\n<p>Every business phone number must be certified according to federal regulations known as A2P 10DLC. We manage this entire certification process for you. Based on this process, carriers assign a “trust score” to each company number, which can determine the daily message limit.<\/p>\n<p>To avoid confusion, we mention “limits” even though they aren’t “hard” caps set by us; rather, they are calculated on a case-by-case basis during the certification process (which is independent of our platform).<\/p>\n<p>The good news is that most businesses using AskNeo never hit these thresholds and are never even aware that these carrier limitations exist \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does AskNeo handle customer privacy and data compliance when multiple team members across different departments have access to the same communication threads?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> Great question! <br \/>\u2022 <strong>Multi-Staff Attribution:<\/strong> Every response in a shared thread is tagged with the specific team member’s name. This ensures a clear audit trail of all customer interactions.<\/p>\n<p>\u2022 <strong>Role-Based Access:<\/strong> The “Owner” role manages workspace entry via the Staff tab and maintains exclusive control over billing and high-level administrative settings.<\/p>\n<p>\u2022 <strong>Centralized Compliance:<\/strong> By keeping all communication within a single thread rather than siloed on personal phones, the company maintains a “Single Source of Truth.” This streamlines data retention and simplifies compliance with privacy requests or audits.<\/p>\n<p>\u2022 <strong>Data Ownership:<\/strong> Per our TOS, the business retains full rights to its data. AskNeo acts as the data processor, implementing robust security measures while the business manages internal “need-to-know” permissions.<\/p>\n<p><strong>(Note:<\/strong> We are not lawyers and this does not constitute legal advice; this is simply an overview of how our platform is organized.)<\/p>\n<p>Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GLYM3JW3CG7KEV\" class=\"app-title\">Coresignal Data Search<\/a><\/p>\n<div class=\"one-liner\">Build custom B2B lead lists in seconds with natural language<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5feb\u901f\u6784\u5efa\u5b9a\u5236\u5316B2B\u9500\u552e\u7ebf\u7d22\u5217\u8868\u7684AI\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u7528\u6237\u5728\u83b7\u53d6\u3001\u7b5b\u9009\u548c\u4e30\u5bcc\u4f01\u4e1a\u6570\u636e\u65f6\u9762\u4e34\u7684\u64cd\u4f5c\u590d\u6742\u3001\u8017\u65f6\u957f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db1fc2df-5e97-44d8-bb14-e4f0034fb171.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d8c7599-016a-4eae-b53d-91bdb1b6cac2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1af0d283-44f2-46ad-bd74-febc95fa78db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0b9bcfe-7eff-4d3b-aa7d-38a8c9fdef9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/3cbd90c7-ee46-42bc-abf2-dd06291d196d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QyrLqOoJSYc&feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?v=QyrLqOoJSYc&feature=youtu.be\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">B2B\u6570\u636e\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6570\u636e\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u4e30\u5bcc\u5316<\/span><br \/>\n <span class=\"tag\">\u975e\u6280\u672f\u7528\u6237\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u81ea\u7136\u8bed\u8a00\u6784\u5efa\u5217\u8868\u7684\u6838\u5fc3\u529f\u80fd\u3002\u6709\u6548\u63d0\u95ee\u96c6\u4e2d\u5728\u6570\u636e\u5e94\u7528\u573a\u666f\u7684\u6df1\u5316\uff0c\u5982\u4eba\u624d\u5bfb\u6e90\u4e2d\u5982\u4f55\u8bc6\u522b\u201c\u88ab\u52a8\u6c42\u804c\u8005\u201d\uff0c\u4ee5\u53ca\u6570\u636e\u5b57\u6bb5\uff08\u5982\u7535\u8bdd\u53f7\u7801\uff09\u7684\u4e30\u5bcc\u80fd\u529b\u3002\u5b98\u65b9\u56de\u590d\u5f3a\u8c03\u4e86\u5728\u6613\u7528\u6027\u4e0e\u67e5\u8be2\u900f\u660e\u5ea6\u4e4b\u95f4\u7684\u5e73\u8861\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Coresignal Data Search \u7684\u672c\u8d28\uff0c\u662f\u5c06\u4e00\u4e2a\u4f20\u7edf\u4e0a\u5c5e\u4e8e\u6570\u636e\u5206\u6790\u5e08\u6216\u5f00\u53d1\u8005\u7684\u590d\u6742\u6570\u636e\u5de5\u7a0b\u80fd\u529b\u2014\u2014\u591a\u6e90\u6570\u636e\u67e5\u8be2\u3001\u6e05\u6d17\u3001\u5408\u5e76\u4e0e\u5bfc\u51fa\u2014\u2014\u5c01\u88c5\u6210\u4e86\u4e00\u4e2a\u8fd1\u4e4e\u5bf9\u8bdd\u5f0f\u7684\u81ea\u7136\u8bed\u8a00\u754c\u9762\u3002\u5176\u5ba3\u79f0\u7684\u201c\u9769\u547d\u6027\u201d\u5e76\u975e\u5728\u4e8e\u5e95\u5c42\u6570\u636e\uff0c\u800c\u5728\u4e8e\u4ea4\u4e92\u5c42\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u7784\u51c6\u4e86\u201c\u975e\u6280\u672f\u7528\u6237\u201d\u8fd9\u4e2a\u589e\u957f\u70b9\uff0c\u5c06\u5e03\u5c14\u903b\u8f91\u3001API\u8c03\u7528\u7b49\u95e8\u69db\u9690\u85cf\u4e8e\u540e\uff0c\u7528\u201c\u63d0\u793a\u8bcd\u201d\u53d6\u800c\u4ee3\u4e4b\u3002\u8fd9\u786e\u5b9e\u80fd\u663e\u8457\u964d\u4f4e\u201c\u65f6\u95f4\u5230\u4ef7\u503c\u201d\u7684\u5468\u671f\uff0c\u4f46\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u4e24\u4e2a\u5c42\u9762\uff1a\u4e00\u662fAI\u5bf9\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u7684\u7cbe\u51c6\u5ea6\u4e0e\u6df1\u5ea6\uff0c\u80fd\u5426\u5728\u590d\u6742\u7684\u5546\u4e1a\u903b\u8f91\u63cf\u8ff0\u4e2d\uff0c\u6301\u7eed\u751f\u6210\u9ad8\u76f8\u5173\u6027\u7684\u5217\u8868\uff0c\u800c\u975e\u505c\u7559\u5728\u7b80\u5355\u6761\u4ef6\u7684\u5806\u780c\uff1b\u4e8c\u662f\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c500\u4e2a\u6570\u636e\u70b9\u201d\u548c\u201c\u591a\u6e90\u6570\u636e\u201d\u7684\u8d28\u91cf\u4e0e\u65b0\u9c9c\u5ea6\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5de5\u5177\u4ea7\u51fa\u7684\u662f\u201c\u7ebf\u7d22\u201d\u8fd8\u662f\u201c\u5783\u573e\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e2d\u7684\u63d0\u95ee\u53ef\u4ee5\u770b\u51fa\uff0c\u65e9\u671f\u5c1d\u9c9c\u8005\u5df2\u4e0d\u6ee1\u8db3\u4e8e\u57fa\u7840\u529f\u80fd\uff0c\u5f00\u59cb\u8ffd\u95ee\u66f4\u7cbe\u7ec6\u7684\u5e94\u7528\u573a\u666f\uff08\u5982\u88ab\u52a8\u4eba\u624d\u6316\u6398\uff09\u3002\u8fd9\u63d0\u793a\u4ea7\u54c1\u82e5\u4ec5\u505c\u7559\u5728\u201c\u5217\u8868\u751f\u6210\u5668\u201d\u5c42\u9762\uff0c\u58c1\u5792\u6709\u9650\u3002\u5176\u957f\u671f\u4ef7\u503c\u5728\u4e8e\u80fd\u5426\u4ee5\u5f53\u524d\u4ea4\u4e92\u4e3a\u5165\u53e3\uff0c\u6784\u5efa\u4e00\u4e2a\u56f4\u7ed5B2B\u6570\u636e\u7684\u3001\u5177\u5907\u6df1\u5ea6\u5206\u6790\u4e0e\u6d1e\u5bdf\u80fd\u529b\u7684\u667a\u80fd\u5de5\u4f5c\u6d41\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u66f4\u53cb\u597d\u7684\u67e5\u8be2\u524d\u7aef\u3002\u5f53\u524d\u7248\u672c\u50cf\u4e00\u628a\u950b\u5229\u7684\u201c\u6570\u636e\u745e\u58eb\u519b\u5200\u201d\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u4e13\u4e1a\u88c5\u5907\u201d\uff0c\u53d6\u51b3\u4e8e\u5176AI\u5f15\u64ce\u5728\u4e13\u4e1a\u9886\u57df\u7684\u6301\u7eed\u5b66\u4e60\u4e0e\u6570\u636e\u751f\u6001\u7684\u7262\u56fa\u7a0b\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Coresignal Data Search<\/span>\n <\/div>\n<div class=\"comment-content\">Coresignal’s Data Search Lists lets you build B2B data lists using natural language and easily query multi-source company, employee, and jobs data. Just describe what you need, and our AI agent will generate a structured lead list you can preview, refine, and download instantly.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Karolis, Product Director at Coresignal.<\/p>\n<\/p>\n<p>We are excited to introduce you to our newest product: the Data Search tool with its new Lists feature. We built Lists because we want to simplify B2B data access:<\/p>\n<\/p>\n<p>\u274c Getting started often means navigating complex filters, Boolean logic, or studying API docs before you can test anything<\/p>\n<p>\u274c It’s hard to sample the data without technical skills<\/p>\n<p>\u274c Enrichment is a separate, time-consuming step<\/p>\n<p>\u274c After all that your list may still lack detail, so you need to enrich it with data from other providers<\/p>\n<\/p>\n<p><strong>So we asked: How can we reduce time-to-value and create easier data flow for non-technical users? <\/strong><\/p>\n<\/p>\n<p>With Data Search Lists, you write a prompt like <em>“Find SaaS companies that raised funding in the last year and currently have at least one active job posting”<\/em> and get a quality list of the best matched records in our newly created interface.<\/p>\n<\/p>\n<p><strong>What makes us different:<\/strong><\/p>\n<p>\u2705 <strong>AI-ranked results<\/strong>. Top matches based on your prompt, no alphabetical or random dumps<\/p>\n<p>\u2705 <strong>See the query<\/strong>. Full transparency into how your list is built <\/p>\n<p>\u2705 <strong>Flexible enrichment<\/strong>. Pick the data fields you need, enrich all or selected profiles <\/p>\n<p>\u2705 <strong>Multi-source data <\/strong>with up to 500 data points per record<\/p>\n<p>\u2705 <strong>Preview 100 records free<\/strong>. Refine your search before committing <\/p>\n<p>\u2705 <strong>Bulk download up to 10K records<\/strong>. Scale from quick research to full campaigns<\/p>\n<\/p>\n<p>\ud83c\udf81 We’re celebrating our Product Hunt launch and want you to test Coresignal Data Search yourself! Use code DATASEARCH at our self-service checkout and get $49 off any Starter plan – for first-time purchases only.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch! love the NL list builder. Best of luck<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thank you! Balance is something we think about a lot – making it effortless for non-technical users with NL while still giving technical ones full query transparency they can take to the API<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Talent sourcing is very interesting. Are there ways that coresignal could help filter between those that are actively searching for a job versus ones that aren’t but could still be a strong candidate for a role that I’m trying to fill? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you enrich phone numbers also? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UMWA36TFLQIOKP\" class=\"app-title\">Donna AI<\/a><\/p>\n<div class=\"one-liner\">AI agents that find the right people to hire automatically<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Donna AI\u901a\u8fc7\u4e3a\u6c42\u804c\u8005\u548c\u62db\u8058\u65b9\u521b\u5efa\u4e13\u5c5e\u7684AI\u6570\u5b57\u5206\u8eab\uff0c\u8ba9\u53cc\u65b9\u4ee3\u7406\u81ea\u4e3b\u4ea4\u6d41\u5339\u914d\uff0c\u65e8\u5728\u89e3\u51b3\u4f20\u7edf\u4f9d\u8d56\u7b80\u5386\u548c\u7533\u8bf7\u3001\u6548\u7387\u4f4e\u4e0b\u4e14\u65e0\u6cd5\u8bc6\u522b\u771f\u5b9e\u6f5c\u529b\u7684\u62db\u8058\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b7c4230-be6b-47f0-97ac-c2294e7dcd1c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d5687ffd-0643-406c-9930-c3ba45715a08.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/kCdrLVJMdIY\"><source src=\"https:\/\/youtu.be\/kCdrLVJMdIY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hiring<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5206\u8eab<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u4eba\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u7b80\u5386\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u6d41\u7a0b\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u62db\u8058\u5e02\u573a\u4f4e\u6548\u548c\u4eba\u624d\u9519\u914d\u7684\u6f5c\u529b\uff0c\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1aAI\u4ee3\u7406\u662f\u5426\u53ef\u4fe1\u3001\u5982\u4f55\u9632\u6b62\u7b97\u6cd5\u504f\u89c1\u3001\u53cc\u65b9\u4fe1\u606f\u5982\u4f55\u9a8c\u8bc1\u3001\u6280\u672f\u67b6\u6784\u7684\u53ef\u6269\u5c55\u6027\uff0c\u4ee5\u53ca\u4ee3\u7406\u662f\u5426\u4f1a\u5938\u5927\u5019\u9009\u4eba\u80fd\u529b\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u4e86\u4e25\u683c\u7684\u5c65\u5386\u9a8c\u8bc1\u6d41\u7a0b\u548c\u4eba\u7c7b\u6700\u7ec8\u51b3\u7b56\u6743\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Donna AI\u63cf\u7ed8\u7684\u201c\u6570\u5b57\u5206\u8eab\u81ea\u4e3b\u793e\u4ea4\u201d\u613f\u666f\u9887\u5177\u98a0\u8986\u6027\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0e\u98ce\u9669\u90fd\u85cf\u4e8e\u7ec6\u8282\u4e4b\u4e2d\u3002\u4ea7\u54c1\u8bd5\u56fe\u7528AI\u4ee3\u7406\u5bf9\u8bdd\u53d6\u4ee3\u7b80\u5386\u6295\u9012\u4e0e\u521d\u6b65\u7b5b\u9009\uff0c\u5176\u6838\u5fc3\u521b\u65b0\u70b9\u5e76\u975e\u7b80\u5355\u7684\u5339\u914d\u7b97\u6cd5\u5347\u7ea7\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u53bb\u4e2d\u5fc3\u5316\u7684\u3001\u6301\u7eed\u5b66\u4e60\u7684\u201c\u4ee3\u7406\u4eba\u5e02\u573a\u201d\u3002\u8fd9\u76f4\u51fb\u4e86\u4f20\u7edf\u62db\u8058\u4e2d\u4fe1\u606f\u9ad8\u5ea6\u7ed3\u6784\u5316\uff08\u7b80\u5386JD\uff09\u800c\u4eba\u6027\u7ef4\u5ea6\uff08\u6027\u683c\u3001\u601d\u7ef4\u6a21\u5f0f\u3001\u6f5c\u529b\uff09\u4e25\u91cd\u7f3a\u5931\u7684\u6839\u672c\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u89e3\u51b3\u504f\u89c1\u201d\u4e0e\u201c\u4e25\u683c\u9a8c\u8bc1\u201d\u6784\u6210\u4e86\u4e00\u4e2a\u5fae\u5999\u7684\u6096\u8bba\u3002\u8981\u6c42\u5019\u9009\u4eba\u63d0\u4f9b\u94fe\u63a5\u3001\u8bc1\u4e66\u6765\u9a8c\u8bc1\u6bcf\u4e00\u9879\u58f0\u79f0\uff0c\u56fa\u7136\u80fd\u63d0\u5347\u4fe1\u606f\u53ef\u4fe1\u5ea6\uff0c\u4f46\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u66f4\u590d\u6742\u3001\u66f4\u6570\u5b57\u5316\u7684\u201c\u8d85\u7ea7\u7b80\u5386\u201d\uff0c\u53ef\u80fd\u65e0\u610f\u4e2d\u52a0\u5267\u7cbe\u82f1\u4e3b\u4e49\u503e\u5411\u2014\u2014\u90a3\u4e9b\u5728\u7f51\u7edc\u4e0a\u7559\u6709\u5927\u91cf\u516c\u5f00\u75d5\u8ff9\uff08\u5982\u5f00\u6e90\u8d21\u732e\u3001\u6280\u672f\u535a\u5ba2\uff09\u7684\u5019\u9009\u4eba\u5c06\u5360\u5c3d\u4f18\u52bf\uff0c\u800c\u53e6\u4e00\u4e9b\u540c\u6837\u4f18\u79c0\u4f46\u6570\u5b57\u8db3\u8ff9\u8f83\u5c11\u6216\u5904\u4e8e\u975e\u82f1\u8bed\u73af\u5883\u7684\u6c42\u804c\u8005\u53ef\u80fd\u88ab\u8fb9\u7f18\u5316\u3002\u8fd9\u5e76\u975e\u7b97\u6cd5\u504f\u89c1\uff0c\u800c\u662f\u201c\u9a8c\u8bc1\u8bbe\u8ba1\u201d\u5e26\u6765\u7684\u65b0\u504f\u89c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u5c06\u62db\u8058\u89c6\u4e3a\u5207\u5165\u201c\u6570\u5b57\u5206\u8eab\u7f51\u7edc\u201d\u5e73\u53f0\u7684\u6954\u5b50\uff0c\u8fd9\u4e00\u613f\u666f\u6781\u5177\u91ce\u5fc3\uff0c\u4e5f\u63ed\u793a\u4e86\u771f\u6b63\u7684\u6311\u6218\uff1a\u5f53\u524d\u9636\u6bb5\uff0cDonna\u5f88\u53ef\u80fd\u4ecd\u662f\u4e00\u4e2a\u57fa\u4e8e\u7ed3\u6784\u5316\u6570\u636e\u4e0e\u9884\u8bbe\u89c4\u5219\u7684\u9ad8\u7ea7\u5339\u914d\u5de5\u5177\uff0c\u79bb\u5177\u5907\u6df1\u5ea6\u7406\u89e3\u4e0e\u8c08\u5224\u80fd\u529b\u7684\u201c\u6570\u5b57\u5206\u8eab\u201d\u5c1a\u6709\u8ddd\u79bb\u3002\u7528\u6237\u5173\u4e8e\u57fa\u7840\u8bbe\u65bd\u74f6\u9888\uff08\u6210\u672c\u3001\u5ef6\u8fdf\u3001\u89c4\u6a21\u5316\u667a\u80fd\u4f53\u534f\u8c03\uff09\u7684\u63d0\u95ee\u5207\u4e2d\u8981\u5bb3\u3002\u4ea7\u54c1\u7684\u957f\u671f\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5339\u914d\u903b\u8f91\u662f\u5426\u7cbe\u5de7\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ee5\u53ef\u6301\u7eed\u7684\u6210\u672c\uff0c\u8fd0\u8425\u4e00\u4e2a\u7531\u6570\u767e\u4e07\u4e2a\u6301\u7eed\u5b66\u4e60\u3001\u4e92\u52a8\u7684\u667a\u80fd\u4f53\u7ec4\u6210\u7684\u52a8\u6001\u7f51\u7edc\u3002\u8fd9\u5df2\u8d85\u51fa\u5e94\u7528\u5c42\u8303\u7574\uff0c\u89e6\u53ca\u4e86\u4e0b\u4e00\u4ee3AI\u57fa\u7840\u8bbe\u65bd\u7684\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cDonna AI\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u5927\u80c6\u5730\u91cd\u6784\u4e86\u62db\u8058\u7684\u4ea4\u4e92\u8303\u5f0f\uff0c\u5c06\u8fc7\u7a0b\u4ece\u201c\u6587\u6863\u6295\u9012\u201d\u8f6c\u5411\u201c\u4ee3\u7406\u4ea4\u6d41\u201d\u3002\u4f46\u5176\u9762\u4e34\u7684\u8003\u9a8c\u540c\u6837\u4e25\u5cfb\uff1a\u5982\u4f55\u5728\u63d0\u5347\u6548\u7387\u7684\u540c\u65f6\uff0c\u4e0d\u5236\u9020\u65b0\u7684\u4e0d\u516c\uff1b\u5982\u4f55\u5728\u8fc8\u5411\u5b8f\u5927\u613f\u666f\u65f6\uff0c\u624e\u5b9e\u89e3\u51b3\u9a8c\u8bc1\u53ef\u4fe1\u5ea6\u3001\u7cfb\u7edf\u53ef\u6269\u5c55\u6027\u7b49\u73b0\u5b9e\u5de5\u7a0b\u4e0e\u4f26\u7406\u95ee\u9898\u3002\u5b83\u53ef\u80fd\u4e0d\u662f\u62db\u8058\u7684\u7ec8\u6781\u7b54\u6848\uff0c\u4f46\u65e0\u7591\u662f\u63a8\u52a8\u884c\u4e1a\u601d\u8003\u201c\u540e\u7b80\u5386\u65f6\u4ee3\u201d\u4eba\u624d\u8bc4\u4f30\u65b9\u5f0f\u7684\u91cd\u8981\u63a8\u624b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Donna AI<\/span>\n <\/div>\n<div class=\"comment-content\">Hiring today runs on resumes and applications, which miss who people really are. Donna changes that. Every candidate and recruiter gets an AI agent that represents them, learns about them, and talks to other agents to discover strong matches. Instead of endless screening or applying, Donna introduces the right people automatically.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! Dawar here, one of the builders of Donna .<\/p>\n<p>A few weeks ago Dhruv (my cofounder) and I started experimenting with personal AI agents and built a small prototype (clawin.xyz : a LinkedIn for agents ) where people could create agents that represent them. When we launched it, about 1,000 people signed up on the first day, which led us to start talking to a lot of users and companies.<\/p>\n<p>Very quickly we noticed something strange about hiring.<\/p>\n<p>Companies receive thousands of applications, yet great candidates still struggle to get noticed. At the same time recruiters spend hours screening resumes, and even then many strong candidates never get discovered.<\/p>\n<p>The deeper issue is that resumes and job descriptions capture very little about what actually matters in hiring , things like ambition, judgment, personality, and how someone actually thinks about their work.<\/p>\n<p>So we started building Donna.<\/p>\n<p>Donna gives both candidates and recruiters their own AI agent that represents them. These agents learn about the people they represent, become a digital twin of them and and talk to other agents to discover strong matches automatically.<\/p>\n<p>Instead of applying to dozens of jobs or reviewing thousands of resumes, Donna helps the right people find each other.<\/p>\n<p>We\u2019re still very early and would genuinely love feedback from the PH community.<\/p>\n<p>A few things we\u2019re especially curious about:<\/p>\n<p>1. Would you trust an AI agent to represent you in hiring?<br \/>2. What parts of hiring feel most broken to you today?<br \/>3. What would make something like Donna actually useful for you?<\/p>\n<p>Looking forward to hearing your thoughts !! : )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dawar_deka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawar_deka<\/a> I remember how hectic it used to be during my placement days, where I had to constantly keep searching for new job openings across multiple different platforms and then keep applying. Everybody knows that nothing happens with those applications. many recruiters don’t even see those applications. The only way to actually get jobs is to know people or cold outreach to recruiters. That’s why we built Donna so that you don’t have to do all those things, by yourself. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dawar_deka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawar_deka<\/a> Very interesting and critical problems to tackle.<\/p>\n<p>This could really help solve the messy hiring problems!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! Dhruv here. I am one of the builders of Donna. <\/p>\n<p>It was very fun working with Dawar. Our eventual goal with Donna is to create a platform where your digital twin can network for you. <br \/>Networking is one of the few places where there is infinite upside but the time and energy cost to actually do that is prohibitive today. <\/p>\n<p>With Donna we aim to change that and bring opportunities to everyone. Recruitment is just the start<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Donna prevent AI agents from introducing bias during candidate-recruiter matching, especially when learning from historical hiring patterns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> hello Dennis, Thanks for checking out Donna. <br \/>We have a strict verification process during the onboarding of the candidate. We don’t just take the candidate’s resume at their word. We have a verification process where every claim the candidate makes on his resume needs to be verified. The candidate needs to provide supporting proof, such as links, posts, or certificates, for every claim he makes so that we can ensure that the recruiters can actually trust the candidates on the platform, and it also ensures that the AI agent can actually advocate for the candidate only based on the verified achievements or skills and not according to some hallucinated bullshit. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> Hey so we\u2019re careful not to blindly learn from historical hiring outcomes because those often encode bias. Donna focuses on modeling explicit constraints and alignment signals say skills, goals, role expectations, and practical preferences rather than replicating past decisions. We also keep the reasoning transparent and auditable, so recruiters can see why a match was suggested and override it if needed. The goal isn\u2019t just to automate judgment, but to surface high-alignment candidates while keeping humans in control of the final decision.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The verification process you describe in the comments \u2014 candidates proving every resume claim with links, posts, certificates \u2014 that is an interesting angle. From a hiring manager perspective, does it work the other way too? Does the candidate see any verification of the company, like real info about the team or culture? Trust in hiring needs to go both ways.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> yeah we make a persona about the company from all the information available on the internet basically and also through your every interaction Your agent keeps learning more about you. If there is some specific HR who is always kind of dealing in suspicious ways, the agent will learn that about them and we will be able to blacklist them from the platform. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Hey thats a real Gd question, so we build the digital twins either ways, the company has its own business context, and the hiring manager has his \/her own philosophies, most of the time these are subconscious traits that they would otherwise never get captured and we believe that would take him\/her to a better hiring decision <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting concept. If agents start representing candidates and recruiters, hiring basically becomes <strong>agent-to-agent negotiation before humans even enter the loop<\/strong>, which is a fascinating shift.<\/p>\n<p>One thing I\u2019m curious about is the <strong>infrastructure behind these agents<\/strong>. If every candidate and company eventually has an agent constantly learning, reasoning, and interacting with other agents, the real bottleneck may not be matching logic but <strong>how these agents run at scale model orchestration, latency, cost, and continuous inference<\/strong>.<\/p>\n<p>It almost feels like hiring platforms like this could evolve into <strong>entire ecosystems of interacting AI agents<\/strong>, which will require a completely new layer of infrastructure to support them efficiently.<\/p>\n<p>Curious if you\u2019re already thinking about that future as the network grows. This could get very interesting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rapata_pavankumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rapata_pavankumar<\/a> this is actually such an insightful comment. Our vision with Donna is to eventually become a platform where digital twins can network for all types of purposes. Recruitment is just a wedge we are targeting to break in <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rapata_pavankumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rapata_pavankumar<\/a> Hey that\u2019s a great question , and we\u2019ve been thinking about that quite a bit.<\/p>\n<p>Right now we\u2019re deliberately keeping the system much simpler than the long-term \u201cagents negotiating everything\u201d vision. In practice, what we have today is closer to <strong>structured reasoning and alignment discovery<\/strong> rather than fully autonomous agents running continuous inference.<\/p>\n<p>Most of the heavy work happens in three stages:<\/p>\n<ol>\n<li>\n<p><strong>Persona modeling building<\/strong> structured representations of candidate goals, constraints, and trajectory.<\/p>\n<\/li>\n<li>\n<p><strong>Retrieval & ranking<\/strong> identifying high-alignment opportunities.<\/p>\n<\/li>\n<li>\n<p><strong>Targeted conversations<\/strong> to resolve the remaining uncertainties.<\/p>\n<\/li>\n<\/ol>\n<p>So the system only runs deeper reasoning when there\u2019s already a strong signal, which keeps latency and cost manageable.<\/p>\n<p>Long term, though, I do think your point becomes very real. If every participant in the network has a persistent agent learning their preferences over time, the challenge shifts from \u201cmatching\u201d to <strong>coordinating many stateful agents efficiently<\/strong>. That likely requires a new infrastructure layer around memory, orchestration, and agent interaction for sure <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is actually a very real problem… a lot of great candidates never get noticed even after sending tons of applications<\/p>\n<p>the idea of ai agents representing candidates and recruiters and helping discover good matches is really interesting… it feels like a much more dynamic approach to hiring instead of relying only on resumes<\/p>\n<p>liked the verification part where claims need proof like links or certificates… that makes the representation much more trustworthy<\/p>\n<p>curious to see how this evolves… congrats on the launch dawar, dhruv and the team !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How would one prevent the AI agent from over-exaggerating my abilities as a candidate? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> We have a strict verification process during the onboarding of the candidate. We don’t just take the candidate’s resume at their word. We have a verification process where every claim the candidate makes on his resume needs to be verified. The candidate needs to provide supporting proof, such as links, posts, or certificates, for every claim he makes so that we can ensure that the recruiters can actually trust the candidates on the platform, and it also ensures that the AI agent can actually advocate for the candidate only based on the verified achievements or skills and not according to some hallucinated bullshit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I genuinly think this will be the future of recruitment. So over the long term, big capital-strong recruitment agencies could simply implement this themselves?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FEM5A23M22GSTY\" class=\"app-title\">Agent Browser<\/a><\/p>\n<div class=\"one-liner\">Browser Agents that communicate using ASCII wireframes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">127<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agent Browser \u901a\u8fc7\u5c06\u7f51\u9875\u6e32\u67d3\u4e3aASCII\u7ebf\u6846\u56fe\u4f9bAI\u667a\u80fd\u4f53\u89e3\u6790\uff0c\u5728\u81ea\u52a8\u5316\u6d4f\u89c8\u548c\u591a\u6b65\u9aa4\u4efb\u52a1\u573a\u666f\u4e2d\uff0c\u5927\u5e45\u964d\u4f4e\u4e86API\u8c03\u7528\u6210\u672c\u4e0e\u64cd\u4f5c\u5ef6\u8fdf\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/3f585ac0-ac83-4c84-be7f-0404e5cc92fd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/rsrxoe11g1U\"><source src=\"https:\/\/youtu.be\/rsrxoe11g1U\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8bfc3b0-9414-48be-8f5b-b5d7fe81d668.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a184a609-6dad-42cc-b7ed-95b95746b1e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f85e7e0a-d219-45b2-bcdf-f4cd1d6e7556.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u964d\u672c\u589e\u6548<\/span><br \/>\n <span class=\"tag\">\u4ee4\u724c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">ASCII\u827a\u672f<\/span><br \/>\n <span class=\"tag\">\u53ef\u8bbf\u95ee\u6027\u5feb\u7167\u66ff\u4ee3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u591a\u6b65\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">RPA<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u5927\u5e45\u8282\u7701\u4ee4\u724c\uff0870-90%\uff09\u548c\u964d\u4f4e\u6210\u672c\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u7279\u522b\u9002\u7528\u4e8e\u89c4\u6a21\u5316\u591a\u6b65\u4efb\u52a1\u3002\u5efa\u8bae\u589e\u52a0\u89c6\u89c9\u9884\u89c8\u9009\u9879\u3002\u5f00\u53d1\u8005\u6f84\u6e05\u4ecd\u53ef\u8c03\u7528\u622a\u56fe\uff0c\u4e14\u5177\u5907\u70b9\u51fb\u3001\u586b\u8868\u7b49\u4ea4\u4e92\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agent Browser \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u5728\u201c\u622a\u56fe+\u89c6\u89c9\u6a21\u578b\u201d\u6216\u201c\u5168\u91cfDOM\u53ef\u8bbf\u95ee\u6027\u5feb\u7167\u201d\u8fd9\u4e24\u4e2a\u73b0\u6709\u8303\u5f0f\u91cc\u5377\u4f18\u5316\uff0c\u800c\u662f\u5f00\u8f9f\u4e86\u4e00\u4e2a\u201c\u8bed\u4e49\u5316\u62bd\u8c61\u5c42\u201d\u3002\u5b83\u7528\u6781\u7b80\u7684ASCII\u7ebf\u6846\u548c\u7f16\u53f7\u5143\u7d20\uff08\u5982[12]Sign Up\uff09\u6765\u8868\u5f81\u9875\u9762\u7ed3\u6784\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u4e3aAI\u667a\u80fd\u4f53\u521b\u9020\u4e00\u79cd\u4e13\u4e3a\u7a0b\u5e8f\u7406\u89e3\u800c\u751f\u7684\u201c\u4e2d\u95f4\u8bed\u8a00\u201d\u3002\u6b64\u4e3e\u76f4\u51fb\u5f53\u524dAI\u667a\u80fd\u4f53\u64cd\u4f5c\u6d4f\u89c8\u5668\u7684\u6838\u5fc3\u6210\u672c\u75db\u70b9\uff1a\u89c6\u89c9\u6a21\u578b\u4ee4\u724c\u6602\u8d35\uff0c\u800c\u53ef\u8bbf\u95ee\u6027\u5feb\u7167\u4fe1\u606f\u5197\u4f59\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u66f4\u7701\u4ee4\u724c\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u53ef\u80fd\u91cd\u65b0\u5b9a\u4e49\u4e86AI\u4e0eWeb\u4ea4\u4e92\u7684\u201c\u534f\u8bae\u201d\u3002\u5b83\u5c06\u89c6\u89c9\u548c\u7ed3\u6784\u4fe1\u606f\u538b\u7f29\u4e3a\u9ad8\u5ea6\u7b26\u53f7\u5316\u3001\u79bb\u6563\u7684\u6587\u672c\uff0c\u4f7f\u5f97\u5927\u578b\u8bed\u8a00\u6a21\u578b\u65e0\u9700\u6d88\u8017\u5de8\u91cf\u7b97\u529b\u53bb\u201c\u770b\u61c2\u201d\u50cf\u7d20\uff0c\u5c31\u80fd\u7cbe\u51c6\u5b9a\u4f4d\u548c\u64cd\u4f5c\u5143\u7d20\u3002\u8fd9\u4e3a\u5927\u89c4\u6a21\u3001\u957f\u5e8f\u5217\u7684\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff08\u5982\u590d\u6742\u7684\u6570\u636e\u6293\u53d6\u3001\u8de8\u7ad9\u64cd\u4f5c\uff09\u63d0\u4f9b\u4e86\u7ecf\u6d4e\u53ef\u884c\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u89c4\u6a21\u662f\u8f6c\u6298\u70b9\u201d\u4e00\u9488\u89c1\u8840\u2014\u2014\u5f53\u4efb\u52a1\u4ece\u5355\u6b21\u6f14\u793a\u53d8\u4e3a\u65e5\u5e38\u6279\u5904\u7406\u65f6\uff0c\u6210\u672c\u6307\u6570\u7ea7\u5dee\u5f02\u5c06\u8feb\u4f7f\u6280\u672f\u9009\u578b\u8f6c\u5411\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u7280\u5229\u201d\u7684\u62bd\u8c61\u4e5f\u9690\u542b\u5c40\u9650\uff1a\u5b83\u9ad8\u5ea6\u4f9d\u8d56\u9875\u9762\u7ed3\u6784\u7684\u89c4\u5219\u6027\uff0c\u5bf9\u4e8e\u9ad8\u5ea6\u4f9d\u8d56\u89c6\u89c9\u4e0a\u4e0b\u6587\uff08\u5982\u9a8c\u8bc1\u7801\u3001\u590d\u6742\u56fe\u8868\u3001\u521b\u610f\u5e03\u5c40\uff09\u7684\u5224\u65ad\u4efb\u52a1\u53ef\u80fd\u5931\u6548\u3002\u5c3d\u7ba1\u5b83\u4fdd\u7559\u4e86\u8c03\u7528\u539f\u59cb\u622a\u56fe\u7684\u201c\u540e\u95e8\u201d\uff0c\u4f46\u8fd9\u610f\u5473\u7740\u5728\u6df7\u5408\u573a\u666f\u4e2d\uff0c\u7cfb\u7edf\u9700\u8981\u5728\u4e24\u79cd\u6a21\u5f0f\u95f4\u5207\u6362\uff0c\u589e\u52a0\u4e86\u590d\u6742\u6027\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u4e3a\u201c\u6d41\u7a0b\u201d\u800c\u751f\u7684\u5de5\u5320\uff0c\u800c\u975e\u4e3a\u201c\u611f\u77e5\u201d\u800c\u751f\u7684\u827a\u672f\u5bb6\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u62bd\u8c61\u5c42\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u80fd\u8986\u76d6\u4e3b\u6d41Web\u4ea4\u4e92\u7684\u8bed\u4e49\uff0c\u4ee5\u53ca\u5f00\u53d1\u8005\u793e\u533a\u662f\u5426\u613f\u610f\u63a5\u53d7\u8fd9\u79cd\u7565\u5e26\u201c\u9ed1\u5ba2\u7f8e\u5b66\u201d\u7684\u8303\u5f0f\uff0c\u6765\u6362\u53d6\u5b9e\u5b9e\u5728\u5728\u7684\u6210\u672c\u6548\u76ca\u3002\u8fd9\u662f\u4e00\u573a\u5728\u6548\u7387\u4e0e\u666e\u9002\u6027\u4e4b\u95f4\u7684\u7cbe\u51c6\u8d4c\u535a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Agent Browser<\/span>\n <\/div>\n<div class=\"comment-content\">Stop wasting tokens on screenshots. Agent Browser helps AI agents browse the web using wireframe snapshots rather than screenshots or DOM dumps.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Currently AI browser agents send screenshots to the model. Each screenshot costs thousands of tokens. Over a multi-step task, that means high latency and high API cost.<\/p>\n<p>This package takes a different approach: it renders pages as ASCII wireframes with numbered elements. The agent sees [12]Sign Up instead of a 1280×720 image. Same information, far fewer tokens.<\/p>\n<p> It started as a way to make my own agents cheaper to run. Then I build a package around it. Fully open source and open to feedbacks!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ascii wireframes are a cool idea maybe a small visual preview option could help too. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@reid_anderson3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@reid_anderson3<\/a> The library still exposes screenshot tooling, so agent can take a screenshot if needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Where do you see the biggest savings in token usage? Is it for when something is predominantly image heavy? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> When you are building a browser agent, you have two options. Either you need to use screenshots at every step or to use accessibility snapshots. To be able to use screenshots, you need to use a vision model with computer use capabilities (which is costly). So most people started using accessibility snapshots. But accessibility snapshots dumps much more data then needed for agent to work on the page. Agent Browser takes a different path and builds a wireframe from the visible elements in page which saves 70-90% tokens depending on the page. So the savings apply to each page that the agent uses. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If someone is already using a Playwright-based MCP server (or a screenshot\/vision-based computer-use setup), what\u2019s the specific breaking point that typically makes them switch to Agent Browser, and what do they usually have to give up\u2014if anything\u2014in return for the token savings?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> The real breaking point is scale. With existing approaches, a single page can cost around 10k tokens, while Agent Browser typically uses only 1k\u20133k. And browser agents rarely perform just one action. They usually run multi-step workflows. This means Agent Browser can reduce browser operation costs by up to 70\u201390%. If a full screenshot is ever needed, the agent can still take one, so switching methods doesn\u2019t mean giving anything up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea, best of luck with the launch \ud83d\ude42 looks very 1984 hacker vibe \ud83d\ude42 I love it and the practical applications seem very real especially for scraping etc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks! It is also capable of filling inputs, clicking buttons etc. with refs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/H7QYDTFAWWKAWV\" class=\"app-title\">Flywheel.cx<\/a><\/p>\n<div class=\"one-liner\">AI churn prediction & prevention for SaaS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Flywheel.cx\u662f\u4e00\u6b3e\u901a\u8fc7AI\u9884\u6d4bSaaS\u7528\u6237\u6d41\u5931\u98ce\u9669\u5e76\u57287-14\u5929\u524d\u81ea\u52a8\u901a\u8fc7\u90ae\u4ef6\u3001Slack\u7b49\u6e20\u9053\u8fdb\u884c\u5e72\u9884\uff0c\u5e2e\u52a9SaaS\u516c\u53f8\u4e3b\u52a8\u9632\u6b62\u5ba2\u6237\u6d41\u5931\u5e76\u63d0\u5347\u6536\u5165\u7684\u5de5\u5177\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a9d236f-b231-44c7-841c-e10382baf60e.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57ddfda2-4dad-4e1b-a7f1-74852cf0cc0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0d25caa-1707-4caf-8760-340f1c088555.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bbed50c-9e98-4928-933c-bde12e8a2cc8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/282b2a8d-fa57-4d04-a1b7-b4612760c27f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/585765c8-65ec-4b68-8df4-8840148cf042.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=lAXT-lyw26c\"><source src=\"https:\/\/www.youtube.com\/watch?v=lAXT-lyw26c\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS\u5ba2\u6237\u7559\u5b58<\/span><br \/>\n <span class=\"tag\">AI\u6d41\u5931\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5e72\u9884<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u65e9\u671f\u9884\u8b66\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u884c\u4e3a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6210\u529f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236\u4e1a\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8868\u793a\u795d\u8d3a\u4e0e\u8ba4\u53ef\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u521b\u59cb\u4eba\u4ee5\u5206\u624b\u6bd4\u55bb\u6ede\u540e\u5e72\u9884\u5f88\u5f62\u8c61\uff1b\u6709\u7528\u6237\u8be2\u95ee\u662f\u5426\u652f\u6301AI\u804a\u5929\u521b\u5efa\u6d41\u7a0b\uff0c\u56e2\u961f\u56de\u5e94\u76ee\u524d\u4e3a\u624b\u52a8\u62d6\u62fd\u4f46\u6b63\u5728\u5f00\u53d1\uff1b\u4e00\u6761\u91cd\u8981\u5efa\u8bae\u6307\u51fa\uff0c\u81ea\u52a8\u5e72\u9884\u9700\u907f\u514d\u56e0\u6c9f\u901a\u4e0d\u5f53\uff08\u5982\u53d1\u9001\u793e\u4ea4\u9080\u8bf7\uff09\u53cd\u800c\u52a0\u901f\u6d41\u5931\uff0c\u5e94\u66f4\u7cbe\u51c6\u5730\u89e3\u51b3\u7528\u6237\u9047\u5230\u7684\u5177\u4f53\u4ea7\u54c1\u969c\u788d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Flywheel.cx\u5207\u5165\u4e86\u4e00\u4e2a\u7ecf\u5178\u4e14\u9ad8\u4ef7\u503c\u7684SaaS\u75db\u70b9\u2014\u2014\u5ba2\u6237\u6d41\u5931\u3002\u5176\u5ba3\u79f0\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u4e8b\u540e\u633d\u56de\u201d\u8f6c\u53d8\u4e3a\u201c\u4e8b\u524d\u9884\u9632\u201d\uff0c\u8fd9\u786e\u5b9e\u6bd4\u5927\u591a\u6570\u5728\u53d6\u6d88\u8bf7\u6c42\u540e\u624d\u884c\u52a8\u7684\u7559\u5b58\u5de5\u5177\u66f4\u5177\u524d\u77bb\u6027\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6df1\u5ea6\u5e76\u5b58\u4e8e\u4e24\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u9884\u6d4b\u6a21\u578b\u7684\u51c6\u786e\u6027\u662f\u751f\u547d\u7ebf\u3002\u5ba3\u79f0\u201c7-14\u5929\u201d\u7684\u9884\u8b66\u7a97\u53e3\u9887\u5177\u5438\u5f15\u529b\uff0c\u4f46\u82e5\u65e0\u6781\u9ad8\u7684\u7cbe\u786e\u5ea6\uff0c\u8bef\u62a5\u5c06\u5bfc\u81f4\u7528\u6237\u88ab\u65e0\u6548\u4fe1\u606f\u9a9a\u6270\uff0c\u800c\u6f0f\u62a5\u5219\u4f7f\u4ea7\u54c1\u5f62\u540c\u865a\u8bbe\u3002\u5176\u4ef7\u503c\u5b8c\u5168\u5efa\u7acb\u5728\u6570\u636e\u79d1\u5b66\u4e0e\u5bf9\u7528\u6237\u884c\u4e3a\u6df1\u523b\u6d1e\u5bdf\u7684\u878d\u5408\u4e4b\u4e0a\uff0c\u8fd9\u9700\u8981\u6301\u7eed\u8fed\u4ee3\u4e0e\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u5e72\u9884\u6469\u64e6\u201d\u70b9\u4e2d\u4e86\u8981\u5bb3\u3002\u8fd9\u63ed\u793a\u4e86\u6b64\u7c7b\u4ea7\u54c1\u6700\u5fae\u5999\u7684\u9677\u9631\uff1a\u81ea\u52a8\u5316\u5e72\u9884\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u7c97\u66b4\u6216\u4e0d\u5408\u65f6\u5b9c\u7684\u81ea\u52a8\u6d88\u606f\uff08\u5982Slack\u9080\u8bf7\uff09\uff0c\u5f88\u53ef\u80fd\u88ab\u672c\u5c31\u4e0d\u6ee1\u7684\u7528\u6237\u89c6\u4e3a\u9a9a\u6270\uff0c\u4ece\u800c\u201c\u81ea\u6211\u5b9e\u73b0\u201d\u4e86\u6d41\u5931\u9884\u8a00\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u58c1\u5792\u6216\u8bb8\u4e0d\u5728\u4e8e\u9884\u6d4b\u7b97\u6cd5\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u57fa\u4e8e\u9884\u6d4b\u7ed3\u679c\u6240\u8bbe\u8ba1\u7684\u3001\u9ad8\u5ea6\u4e2a\u6027\u5316\u3001\u60c5\u5883\u611f\u77e5\u4e14\u5145\u6ee1\u5171\u60c5\u7684\u5e72\u9884\u903b\u8f91\u3002\u8fd9\u8981\u6c42\u4ea7\u54c1\u4e0d\u4ec5\u61c2\u6570\u636e\uff0c\u66f4\u8981\u61c2\u4eba\u6027\u4e0e\u5ba2\u6237\u6210\u529f\u7684\u827a\u672f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cFlywheel.cx\u82e5\u60f3\u4ece\u201c\u53c8\u4e00\u4e2a\u9884\u6d4b\u5de5\u5177\u201d\u8715\u53d8\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u7559\u5b58\u57fa\u7840\u8bbe\u65bd\uff0c\u5176\u53d1\u5c55\u8def\u5f84\u5fc5\u987b\u53cc\u7ebf\u5e76\u8fdb\uff1a\u5728\u5e95\u5c42\u4e0d\u65ad\u592f\u5b9eAI\u9884\u6d4b\u7684\u53ef\u9760\u6027\uff1b\u5728\u4e0a\u5c42\u6784\u5efa\u4e00\u4e2a\u8db3\u591f\u667a\u80fd\u3001\u7075\u6d3b\u4e14\u80fd\u4f20\u9012\u771f\u6b63\u4ef7\u503c\u7684\u5e72\u9884\u52a8\u4f5c\u5e93\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5c06\u201c\u76f2\u98de\u201d\u7684\u72b6\u6001\uff0c\u4ece\u5bf9\u6d41\u5931\u6beb\u65e0\u5bdf\u89c9\uff0c\u63d0\u524d\u5230\u4e86\u5bf9\u5982\u4f55\u6b63\u786e\u5e72\u9884\u6beb\u65e0\u5934\u7eea\u3002\u5176\u5e02\u573a\u524d\u666f\u5e7f\u9614\uff0c\u4f46\u8003\u9a8c\u4e5f\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Flywheel.cx<\/span>\n <\/div>\n<div class=\"comment-content\">Flywheel.cx helps SaaS companies automatically prevent churn & upsell users. After running our previous startup for almost 3 years, we discovered that sticky revenue is what makes software valuable. We were adding $20k in new MRR each month, but losing just as much to churn. That’s when retention became our focus, and Flywheel was born!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! We\u2019re Alex & Jaen, co-founders of Flywheel.<\/p>\n<p>While running our previous startup we hit a wall every SaaS founder faces: we were adding $20k MRR monthly but losing the same to churn. That’s when we realized the real problem wasn’t acquisition, but rather that we were flying blind on retention.<\/p>\n<p>Flywheel is the early warning system for SaaS churn. It predicts who will leave 7-14 days before it happens and automatically intervenes across email and Slack (sms and imessage coming soon).<\/p>\n<p>Most retention tools come in after a user\u2019s requested cancellation, which is always way too late. It\u2019s like waiting for your girlfriend to break up with you to actually treat her right hahaha makes no sense but that\u2019s how most founders run churn right now.<\/p>\n<p>To get started, head to flywheel.cx and sign up for free or book a demo!<\/p>\n<p>Let us know you came from Product Hunt and we\u2019ll give you a special bonus\ud83d\udc40<\/p>\n<p>If you have any questions, feel free to drop them below!<\/p>\n<p>We’re excited to share this with the Product Hunt community and can’t wait to see what you build. Thanks for checking us out!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product! Good luck guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Appreciate you!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019ve been getting help from Flywheel a lot!! Congrats <a href=\"https:\/\/www.producthunt.com\/@alexpenu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexpenu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexpenu<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@snowlee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@snowlee<\/a> You’re the best, thank you!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>pretty cool. Is it all drag and drop building done manually or can i describe what i want via a chat and AI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey<a href=\"https:\/\/www.producthunt.com\/@kirolus_ghattas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kirolus_ghattas<\/a>, appreciate you! It’s all manual drag and drop for now, but a chat interface is in the works! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@alexpenu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexpenu<\/a> and <a href=\"https:\/\/www.producthunt.com\/@jaen_carrodine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaen_carrodine<\/a>! <\/p>\n<p>The breakup analogy is spot on. I spent a few minutes on the homepage and like the focus on the 7-14 day window. However, I noticed a potential Intervention Friction point on the page. You\u2019re predicting the churn risk perfectly, but the Automated Action (like Slack invites) assumes the user wants more communication.<\/p>\n<p>In many churn cases, the user is quietly frustrated with a specific product roadblock. If the automation hits them with a social invite instead of a value-bridge fix, it can actually trigger the cancellation faster.<\/p>\n<p>I\u2019ve mapped out a specific logic reframe for your intervention flows that ensures the automation feels like a <strong>Save<\/strong> rather than a Nudge. Mind if I share the fix?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/A6BWNZ7TD6TNCH\" class=\"app-title\">Email API benchmarks<\/a><\/p>\n<div class=\"one-liner\">A real-time dashboard of email provider performance<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u6570\u5341\u4ebf\u6b21API\u8bf7\u6c42\u6570\u636e\u7684\u5b9e\u65f6\u4eea\u8868\u677f\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u9009\u62e9\u90ae\u4ef6\u670d\u52a1\u63d0\u4f9b\u5546\u65f6\uff0c\u6446\u8131\u8425\u9500\u5ba3\u4f20\uff0c\u4f9d\u636e\u771f\u5b9e\u7684\u54cd\u5e94\u65f6\u95f4\u548c\u9519\u8bef\u7387\u7b49\u6027\u80fd\u6570\u636e\u505a\u51fa\u51b3\u7b56\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eaf46bae-63bd-454f-8faa-aa5b6908436e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba1ad5c3-409d-43a3-ba6c-c060af5e8f04.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14eaed22-b58d-4c1a-b8e9-0cdcffd34267.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/f8548a2f-7144-446a-8b7c-4f803c33392f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=BJ4X390PQLE\"><source src=\"https:\/\/www.youtube.com\/watch?v=BJ4X390PQLE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Email Marketing<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u5b50\u90ae\u4ef6\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">API\u6027\u80fd\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u4eea\u8868\u677f<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f9b\u5e94\u5546\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u8be5\u4ea7\u54c1\u662f\u7ed9\u5f00\u53d1\u8005\u793e\u533a\u7684\u201c\u4e00\u4efd\u5927\u793c\u201d\uff0c\u89e3\u51b3\u4e86\u957f\u671f\u5b58\u5728\u7684\u4f9b\u5e94\u5546\u6bd4\u8f83\u96be\u9898\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u66f4\u591a\u6027\u80fd\u6307\u6807\u3001\u9884\u89c8\u529f\u80fd\u3001\u5e94\u5bf9\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u6027\u80fd\u8bf4\u660e\uff0c\u4ee5\u53ca\u96c6\u6210AI\u89e3\u91ca\u6570\u636e\u3002\u4e5f\u6709\u4eba\u6307\u51fa\u5176\u5bf9\u9ad8\u4ef7\u5b9a\u5236\u4eea\u8868\u677f\u670d\u52a1\u7684\u6f5c\u5728\u51b2\u51fb\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Email API Benchmarks \u770b\u4f3c\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u6570\u636e\u4eea\u8868\u677f\uff0c\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5c06\u7535\u5b50\u90ae\u4ef6\u670d\u52a1\u8fd9\u4e2a\u201c\u9ed1\u76d2\u201d\u5e02\u573a\u900f\u660e\u5316\u3002\u5b83\u4e0d\u751f\u4ea7\u6570\u636e\uff0c\u800c\u662f\u4f5c\u4e3a\u6570\u636e\u7684\u201c\u642c\u8fd0\u5de5\u201d\u548c\u201c\u89e3\u8bfb\u8005\u201d\uff0c\u5229\u7528\u81ea\u8eab\u4f5c\u4e3a\u4e2d\u95f4\u4ef6\u5e73\u53f0\u6240\u79ef\u7d2f\u7684\u6570\u5341\u4ebf\u6b21\u8bf7\u6c42\uff0c\u5c06\u4f9b\u5e94\u5546\u7684\u627f\u8bfa\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u7684\u6027\u80fd\u6307\u6807\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f**\u4ef7\u503c\u6760\u6746**\uff0c\u5c06\u81ea\u8eab\u57fa\u7840\u8bbe\u65bd\u7684\u526f\u4ea7\u54c1\uff08\u76d1\u63a7\u6570\u636e\uff09\u8f6c\u5316\u4e3a\u6781\u5177\u5438\u5f15\u529b\u7684\u72ec\u7acb\u4ea7\u54c1\uff0c\u4f4e\u6210\u672c\u9ad8\u4ef7\u503c\uff0c\u540c\u65f6\u4e3a\u6bcd\u54c1\u724cKnock\u5efa\u7acb\u4e86\u6280\u672f\u6743\u5a01\u548c\u4fe1\u4efb\u3002\u4e8c\u662f**\u7cbe\u51c6\u6253\u51fb**\uff0c\u5b83\u5207\u4e2d\u4e86\u4f01\u4e1a\u7ea7\u670d\u52a1\u91c7\u8d2d\u4e2d\u7684\u4e00\u4e2a\u6838\u5fc3\u75db\u70b9\u2014\u2014\u51b3\u7b56\u7f3a\u4e4f\u5ba2\u89c2\u7684\u6027\u80fd\u4f9d\u636e\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u673a\u6784\u6536\u53d6\u6bcf\u67084-5\u5343\u7f8e\u5143\u5236\u4f5c\u7c7b\u4f3c\u4eea\u8868\u677f\u201d\u6070\u6070\u8bc1\u660e\u4e86\u5e02\u573a\u5b58\u5728\u4fe1\u606f\u4e0d\u5bf9\u79f0\u7684\u66b4\u5229\u7a7a\u95f4\uff0c\u800c\u8be5\u4ea7\u54c1\u6b63\u8bd5\u56fe\u7528\u514d\u8d39\u3001\u516c\u5f00\u7684\u6570\u636e\u6253\u7834\u8fd9\u79cd\u4e0d\u5bf9\u79f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u5b58\u3002\u9996\u5148\uff0c\u6570\u636e\u7684**\u4e2d\u7acb\u6027**\u5b58\u7591\u3002\u6570\u636e\u5b8c\u5168\u6765\u6e90\u4e8eKnock\u81ea\u8eab\u7684\u6d41\u91cf\uff0c\u5176\u67b6\u6784\u3001\u7f51\u7edc\u73af\u5883\u3001\u4f7f\u7528\u6a21\u5f0f\u662f\u5426\u5177\u6709\u666e\u904d\u4ee3\u8868\u6027\uff1f\u8fd9\u53ef\u80fd\u5bfc\u81f4\u6570\u636e\u504f\u5dee\u3002\u5176\u6b21\uff0c\u6307\u6807\u7684**\u5355\u4e00\u6027**\u53ef\u80fd\u63a9\u76d6\u4e86\u5168\u8c8c\u3002\u7535\u5b50\u90ae\u4ef6\u670d\u52a1\u7684\u6210\u529f\u4e0d\u4ec5\u5173\u4e4eAPI\u54cd\u5e94\u901f\u5ea6\uff0c\u66f4\u6d89\u53ca\u9001\u8fbe\u7387\u3001\u6536\u4ef6\u7bb1\u8868\u73b0\u3001\u5408\u89c4\u652f\u6301\u3001\u5ba2\u670d\u8d28\u91cf\u7b49\u590d\u6742\u56e0\u7d20\uff0c\u4ec5\u51ed\u6280\u672f\u6027\u80fd\u6392\u540d\u53ef\u80fd\u5f15\u5bfc\u7528\u6237\u505a\u51fa\u7247\u9762\u51b3\u7b56\u3002\u6700\u540e\uff0c\u5b83\u53ef\u80fd\u6fc0\u5316\u4e0e\u4e0b\u6e38\u4f9b\u5e94\u5546\u7684\u5173\u7cfb\uff0c\u4ece\u5408\u4f5c\u4f19\u4f34\u53d8\u4e3a\u201c\u88c1\u5224\u5458\u201d\uff0c\u8fd9\u79cd\u89d2\u8272\u51b2\u7a81\u9700\u8981\u8c28\u614e\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u51fa\u8272\u7684\u4ea7\u54c1\u601d\u7ef4\u5b9e\u8df5\u3002\u5b83\u672a\u5fc5\u662f\u6700\u7ec8\u7b54\u6848\uff0c\u4f46\u5b83\u6210\u529f\u5730\u5411\u5e02\u573a\u629b\u51fa\u4e86\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u5728\u57fa\u7840\u8bbe\u65bd\u9009\u62e9\u4e0a\uff0c\u6211\u4eec\u662f\u5426\u5e94\u8be5\u4ece\u76f8\u4fe1\u8425\u9500\u8bdd\u672f\uff0c\u8f6c\u5411\u76f8\u4fe1\u53ef\u9a8c\u8bc1\u7684\u5b9e\u65f6\u6570\u636e\uff1f\u8fd9\u6216\u8bb8\u624d\u662f\u5176\u6700\u6df1\u8fdc\u7684\u884c\u4e1a\u5f71\u54cd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Email API benchmarks<\/span>\n <\/div>\n<div class=\"comment-content\">Today we’re releasing email API benchmarks, a real-time dashboard of email provider performance to help you compare and choose. The dashboard is powered by the billions of API requests Knock sends to downstream providers like SendGrid, Resend, Postmark, and more. We’ve aggregated this data to highlight important metrics (like response time and error rate) to help you compare email providers, not based on hype, but on their real-world performance data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">At Knock, we get asked “which email provider should I use?” all the time.<\/p>\n<p>Until now, comparing email provider performance has always been harder than it should be.<\/p>\n<p>So we turned to our own data. Every year, Knock sends billions of API requests to downstream email providers.<\/p>\n<p>With email API benchmarks, we’ve aggregated this data to highlight important metrics across different email providers to help you decide which service to use for your product.<\/p>\n<p>Check it out, and tell us what you think. What other metrics do you want to see?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great stuff. I know an agency, charging 4-5k\/m for building and maintaining these kind of dashboards. They won’t be happy to hear about your product \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Thanks for the kinds words! Glad we could get some <em>free<\/em> info out there for everyone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’re excited to get this product out into the community. Hopefully this data adds another dimension to how you’re evaluating your email tools. Let us know what other metrics you’d like to see included here in the next version! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>At this point we have a <strong>lot<\/strong> of data about how each email provider operates at a very high scale. We’re thrilled to make this available to all so folks can make informed choices about the provider they should pick. All powered by our Clickhouse cluster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to share our email API benchmarks with the Producthunt community! Great work <a href=\"https:\/\/www.producthunt.com\/@scottjstrand\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"scottjstrand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scottjstrand<\/a>, <a href=\"https:\/\/www.producthunt.com\/@jeff_everhart1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jeff_everhart1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeff_everhart1<\/a> , and <a href=\"https:\/\/www.producthunt.com\/@connor_lindsey\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"connor_lindsey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@connor_lindsey<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The API benchmarks are a massive gift to the dev community.<\/p>\n<p>I\u2019m interested in the AI Agent workflow on the homepage. It\u2019s a bold vision. However, I\u2019m curious about the transition from the Agent qualification to the Hard-Coded branching logic.<\/p>\n<p>It feels like there’s a huge opportunity to make that messaging logic as dynamic as the Agent itself. I\u2019ve mapped out a specific way to bridge that logic gap for Enterprise-tier users. Mind if I share that insight with you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks cool, but curious if it slows down with super complex workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love a way to preview messages exactly how users see them before sending. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This would have saved me so many headaches trying to sync product messages across teams. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, How does Knock handle really high volume messaging?<br \/>Seems super powerful. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will you add a chatbox so I can ask an AI how to read these benchmarks? Sometimes there is a key parameter that is not obvious that matters more than many others. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will try it out for our org!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhinavramesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinavramesh<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I also wanted to share some of the insights we pulled from this data set. It updates everyday, so will be different tomorrow, but here are some high level stats about the performance of these APIs:<\/p>\n<p>\u26a1<strong>API response time <\/strong><br \/>Most email APIs had a median response time of less than 500 ms.<\/p>\n<p>But the three fastest providers on average were: SendGrid at 22 ms<\/p>\n<p>Postmark at 33 ms<\/p>\n<p>Resend at 79 ms<\/p>\n<p>At p99, the long tail of requests, SendGrid still wins with an average of 157 ms.<\/p>\n<p>\u26a0\ufe0f <strong>Error rate<\/strong><\/p>\n<p>Most email APIs have an average daily error rate close to 0.00%.<\/p>\n<p>But peak daily error rates were grouped between 0.02% and 3.41%.<\/p>\n<p>AWS SES had the most days with error rates below 0.01%, covering the entire 90 day window.<\/p>\n<p>\ud83d\udc4f\ud83c\udffc <strong>Adoption<\/strong><\/p>\n<p>We looked at both sending volume on Knock and channel growth.<\/p>\n<p>Users sent over 500M+ messages with SendGrid over the last 90 days.<\/p>\n<p>But Resend had the most new channels created, continuing it\u2019s upward trend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EVXJJV2FQCIPGN\" class=\"app-title\">Clawcard<\/a><\/p>\n<div class=\"one-liner\">Give your agent a card, email and phone in one command<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clawcard\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u96c6\u6210\u7684\u4fe1\u7528\u5361\u3001\u90ae\u7bb1\u548c\u7535\u8bdd\u53f7\u7801\u51ed\u8bc1\u7cfb\u7edf\uff0c\u5728\u81ea\u52a8\u5316\u8425\u9500\u3001\u91c7\u8d2d\u7b49\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u4eba\u5de5\u9891\u7e41\u4ecb\u5165\u9a8c\u8bc1\u4e0e\u652f\u4ed8\u6d41\u7a0b\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u4e86\u7aef\u5230\u7aef\u7684\u81ea\u4e3b\u64cd\u4f5c\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19bf6793-8639-43f2-b144-19bafd59085e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44bc3dcc-b110-48c9-86c1-cc3609f0ddfc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/56da5f58-0c6c-4d8c-a299-e6d328e5e47b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87690ce9-e493-41b1-ba8e-99c5f21ebab0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0ef5d4d-3819-495d-927c-aa99837933fe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u4f53\u51ed\u8bc1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u7535\u8bdd\u53f7\u7801<\/span><br \/>\n <span class=\"tag\">AI\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u9884\u7b97\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Stripe\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u6d88\u8d39\u63a7\u5236\u7684\u5177\u4f53\u673a\u5236\uff08\u5982\u5355\u6b21\u9650\u989d\u3001\u5546\u6237\u9501\u5b9a\uff09\u3001\u591a\u7528\u6237\u573a\u666f\u4e0b\u7684\u5ba1\u6279\u6743\u9650\u8bbe\u8ba1\u3001\u9690\u79c1\u4e0e\u5408\u89c4\u8ffd\u6eaf\u80fd\u529b\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u7f51\u7edc\u7ea7\u786c\u9650\u989d\u3001\u5361\u7247\u7c7b\u578b\u3001\u8be6\u7ec6\u65e5\u5fd7\u4e0e\u8ffd\u6eaf\u529f\u80fd\uff0c\u5e76\u63d0\u53ca\u5c06\u96c6\u6210\u5f00\u6e90\u6cbb\u7406\u5de5\u5177\u4ee5\u5b9e\u73b0\u66f4\u7cbe\u7ec6\u7684\u7b56\u7565\u63a7\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Clawcard\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u6b63\u5728\u5f62\u6210\u7684\u75db\u70b9\uff1aAI\u667a\u80fd\u4f53\u5728\u6d89\u53ca\u771f\u5b9e\u4e16\u754c\u4ea4\u4e92\uff08\u5c24\u5176\u662f\u652f\u4ed8\u548c\u9a8c\u8bc1\uff09\u65f6\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u65ad\u88c2\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u5806\u780c\u201c\u5361\u3001\u90ae\u7bb1\u3001\u7535\u8bdd\u201d\u4e09\u5927\u4ef6\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u5b83\u4eec\u6784\u5efa\u6210\u4e00\u4e2a**\u6743\u9650\u4e0e\u5ba1\u8ba1\u95ed\u73af\u7684\u7cfb\u7edf**\u3002\u8fd9\u76f4\u6307\u667a\u80fd\u4f53\u5546\u4e1a\u5e94\u7528\u7684\u6838\u5fc3\u77db\u76fe\u2014\u2014\u8d4b\u4e88\u81ea\u4e3b\u6743\u7684\u540c\u65f6\uff0c\u5982\u4f55\u4e0d\u4e27\u5931\u63a7\u5236\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u601d\u8def\u503c\u5f97\u80af\u5b9a\uff0c\u5c24\u5176\u662f\u5c06\u6d88\u8d39\u9650\u989d\u63d0\u5347\u81f3\u5361\u7ec4\u7ec7\u7f51\u7edc\u5c42\u5f3a\u5236\u6267\u884c\uff0c\u8fd9\u6bd4\u5e94\u7528\u5c42\u63a7\u5236\u66f4\u4e3a\u53ef\u9760\u3002\u7136\u800c\uff0c\u5f53\u524d\u9636\u6bb5\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u53d7\u63a7\u7684\u6c99\u7bb1\u201d\uff0c\u800c\u975e\u201c\u667a\u80fd\u4f53\u7684\u91d1\u878d\u5927\u8111\u201d\u3002\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u6311\u6218\u624d\u662f\u5173\u952e\uff1a\u7b2c\u4e00\uff0c**\u6743\u8d23\u5f52\u5c5e\u6a21\u7cca**\u3002\u5f53\u667a\u80fd\u4f53\u57fa\u4e8e\u56e2\u961f\u591a\u6e20\u9053\u8f93\u5165\u505a\u51fa\u6d88\u8d39\u51b3\u7b56\u65f6\uff0c\u73b0\u6709\u201c\u8d26\u6237\u6301\u6709\u4eba\u5ba1\u6279\u201d\u6a21\u5f0f\u8fc7\u4e8e\u7c97\u7cd9\uff0c\u9700\u66f4\u7075\u6d3b\u7684\u9884\u7b97\u4e0e\u5ba1\u6279\u6d41\u4f53\u7cfb\u3002\u7b2c\u4e8c\uff0c**\u5408\u89c4\u5148\u4e8e\u81ea\u6cbb**\u3002\u5176\u8bbe\u8ba1\u903b\u8f91\u660e\u786e\u5c06\u5b8c\u5168\u53ef\u8ffd\u6eaf\u548c\u4eba\u7c7b\u7ec8\u88c1\u7f6e\u4e8e\u9996\u4f4d\uff0c\u8fd9\u867d\u7b26\u5408\u76d1\u7ba1\u5b89\u5168\uff0c\u4f46\u4e5f\u53ef\u80fd\u6210\u4e3a\u590d\u6742\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u7684\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cClawcard\u662f\u5f53\u524dAI\u4ee3\u7406\u80fd\u529b\u8fb9\u754c\u4e0b\u7684\u52a1\u5b9e\u65b9\u6848\u3002\u5b83\u901a\u8fc7\u727a\u7272\u90e8\u5206\u201c\u5168\u81ea\u52a8\u201d\u5e7b\u60f3\u6765\u6362\u53d6\u201c\u53ef\u5b89\u5168\u843d\u5730\u201d\uff0c\u4e3a\u667a\u80fd\u4f53\u4ece\u4fe1\u606f\u5904\u7406\u8fc8\u5411\u5b9e\u9645\u884c\u52a8\u63d0\u4f9b\u4e86\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u3002\u5176\u957f\u8fdc\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u63a7\u5236\u7c92\u5ea6\u4e0e\u81ea\u52a8\u5316\u6d41\u7545\u5ea6\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5e76\u6f14\u5316\u6210\u667a\u80fd\u4f53\u884c\u52a8\u5c42\u7684\u901a\u7528\u534f\u8bae\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u53e6\u4e00\u4e2a\u652f\u4ed8\u7ba1\u7406\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Clawcard<\/span>\n <\/div>\n<div class=\"comment-content\">Clawcard is the first unified credential system for agents – one key provisions and manages credit cards, email, and a phone number. No cobbling together multiple services. No babysitting your agent through verification steps. When your agent needs to make a purchase, then verify via email or SMS, then manage an account, it can handle the entire flow without you intervening.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Can you walk through how your spend controls work in practice for autonomous agents (per-transaction caps, total budgets, merchant locking, kill switch), and how you prevent common failure modes like runaway retries or unexpected recurring charges?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> For sure – with clawcard you allocate funds from your account balance to each agent key. The agent can only spend what you give it. When it creates a card, that card has a hard spend limit enforced at the Mastercard network level (not just in our code).<\/p>\n<\/p>\n<p>We also offer two card types for different jobs: <\/p>\n<ul>\n<li>\n<p>Single-use: auto-closes after one transaction. No retries, no surprise recurring charges.<\/p>\n<\/li>\n<li>\n<p>Merchant-locked: locks to the first merchant. Great for subscriptions, useless if the number leaks.<\/p>\n<p>We’re working on getting flexible cards added soon with Stripe!<\/p>\n<\/li>\n<\/ul>\n<p>For runaway prevention, each agent has daily limits, platform-wide daily\/monthly caps, all checked before a card is even created. If your agent loops, the card just declines. We’ve also got a kill switch – one toggle in the dashboard disables all card creation for a key. You can also pause or close individual cards instantly. Also when you delete a key and all its cards close automatically, unspent budget refunds to your balance.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Christian! I’m wondering how do you think about agents exposed to multiple users, even in a single team. My agents are connected to our slack and whatsapp. Agent can end up making purchasing decision based on input from my teammates, not me personally. I wonder what are your thougths on this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mateusz_jacniacki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mateusz_jacniacki<\/a> yea this is a big one – we have a basic implementation now where approvals are required by the Clawcard account holder – but what’s really needed are fine grained controls (ie anyone can spend anything within X budget, only account holder can approve, etc.) <\/p>\n<\/p>\n<p>what\/how would you want to be able to set it up?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! Christian here, maker of clawcard.sh.<\/p>\n<p>I built this because I was running autonomous agents for sales outreach and constantly hitting the same wall of needing to babysit them through payments, check email or phone for verification codes, etc. <\/p>\n<p>Manually handling these steps defeats the whole purpose of agent autonomy. So I created a system where one key generates all three things an agent needs: card + email + phone.<\/p>\n<p>The real magic is in how these work together as a unified system. Happy to answer any questions about our approach or hear about your agent automation challenges!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@christian_bryant2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_br<\/a>Congrats on the launch, Christian! Even with automation, I know managing user questions, demos, and edge-case issues can get overwhelming. How are you currently handling all the admin tasks that come up while running <a href=\"http:\/\/clawcard.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">clawcard.sh<\/a>? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Giving an agent a programmable card, inbox, and phone number all in one place makes a ton of sense and removes a lot of the messy orchestration.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>With regards to privacy, are these transactions traceable back to the actual human who created the agents? Going even further, what are your thoughts on handling regulatory compliance and auditability vs. the actual autonomy of the agents themselves?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_sellergren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_sellergren<\/a> thanks for the questions – Yes, everything traces back to the account holder. Every card transaction, email, text, and credential access is logged with the agent key, user id, and timestamp. You sign up with a real email, pay with a real card via Stripe, and your agents operate under your account. There’s no anonymity layer whatsoever – a regulator can always trace it back to you. <\/p>\n<p> On the compliance vs. autonomy tension I look at it like we should give the agent freedom to operate, but never freedom to hide. The agent can send emails, create cards, and make purchases autonomously. But the <\/p>\n<p>human always has full visibility (activity logs, transaction history), hard spending limits enforced at the card network level, and a kill switch to shut things down instantly. Again, you should always be able to prove exactly what it did and why.<\/p>\n<\/p>\n<p>You should actually take a look at <a href=\"https:\/\/runlatch.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/runlatch.sh<\/a> – it’s an open source governance and observability tool we’re baking into clawcard. It’ll let us\/you create policies on which actions auto-approve and which ones require human sign-off.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HS32X6ZDE4DHTQ\" class=\"app-title\">Outhop<\/a><\/p>\n<div class=\"one-liner\">The Vibe Selling Platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">110<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Outhop\u662f\u4e00\u4e2aAI\u9a71\u52a8\u7684\u9500\u552e\u7ebf\u7d22\u5e73\u53f0\uff0c\u901a\u8fc7\u5b9e\u65f6\u6293\u53d6\u7f51\u7edc\u4e0a\u7684\u8d2d\u4e70\u610f\u5411\u4fe1\u53f7\u5e76\u81ea\u52a8\u53d1\u9001\u4e2a\u6027\u5316\u90ae\u4ef6\uff0c\u5e2e\u52a9SaaS\u548c\u79d1\u6280\u516c\u53f8\u5feb\u901f\u83b7\u53d6\u9ad8\u610f\u5411\u5ba2\u6237\uff0c\u89e3\u51b3\u4e86\u4ea7\u54c1\u6613\u5efa\u4f46\u9500\u552e\u96be\u62d3\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce1b7833-b0ff-49cd-9ef0-91383fa26e95.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd6509e3-63bd-4c24-a687-32eeffdb0795.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6629ec7f-d0dd-4af3-aa57-d48e0b3f3419.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/422d04c9-cec9-4ab1-afac-8d1f873f2be0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/d1hzFAgt50I\"><source src=\"https:\/\/youtu.be\/d1hzFAgt50I\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u8d2d\u4e70\u610f\u5411\u4fe1\u53f7<\/span><br \/>\n <span class=\"tag\">B2B\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">\u83b7\u5ba2\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u62d3\u5c55<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u4fe1\u53f7\u6765\u6e90\u7684\u6709\u6548\u6027\u4e0e\u7cbe\u51c6\u5ea6\uff0c\u8be2\u95ee\u5982\u4f55\u907f\u514d\u9a9a\u6270\u4f4e\u610f\u5411\u5ba2\u6237\u53ca\u5904\u7406\u62d2\u7edd\u53cd\u9988\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u7ed3\u5408\u591a\u91cd\u4fe1\u53f7\u8fc7\u6ee4\u566a\u97f3\uff0c\u5e76\u63d0\u4f9b\u53ef\u7f16\u7a0b\u8ddf\u8fdb\u5e8f\u5217\u3002\u6709\u7528\u6237\u5df2\u8bd5\u7528\u5e76\u83b7\u5f97\u79ef\u6781\u65e9\u671f\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Outhop\u63d0\u51fa\u7684\u201cVibe Selling\u201d\u6982\u5ff5\uff0c\u672c\u8d28\u662f\u5c06\u9500\u552e\u5f00\u53d1\uff08SDR\uff09\u6d41\u7a0b\u8fdb\u884cAI\u9a71\u52a8\u7684\u4fe1\u53f7\u5316\u4e0e\u81ea\u52a8\u5316\u5305\u88c5\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5373\u65f6\u8d2d\u4e70\u610f\u5411\u201d\u8fd9\u4e00\u6a21\u7cca\u6982\u5ff5\u7684\u6fc0\u8fdb\u5b9a\u4e49\u4e0e\u6570\u636e\u6293\u53d6\u3002\u4ea7\u54c1\u5c06\u793e\u4ea4\u5a92\u4f53\u62b1\u6028\u3001\u62db\u8058\u4fe1\u606f\u7b49\u516c\u5f00\u6570\u636e\u91cd\u65b0\u5b9a\u4e49\u4e3a\u5f3a\u8d2d\u4e70\u4fe1\u53f7\uff0c\u8fd9\u662f\u4e00\u79cd\u806a\u660e\u7684\u5e02\u573a\u5b9a\u4f4d\uff0c\u4f46\u5b58\u5728\u4e24\u5927\u6f5c\u5728\u98ce\u9669\uff1a\u4e00\u662f\u4fe1\u53f7\u6709\u6548\u6027\u672a\u7ecf\u5927\u89c4\u6a21\u9a8c\u8bc1\uff0c\u5c06\u62db\u8058\u4fe1\u606f\u7b49\u540c\u4e8e\u91c7\u8d2d\u610f\u56fe\u53ef\u80fd\u4ea7\u751f\u5927\u91cf\u8bef\u5224\uff1b\u4e8c\u662f\u4f26\u7406\u8fb9\u754c\u6a21\u7cca\uff0c\u4ece\u516c\u5f00\u6e20\u9053\u6293\u53d6\u4e2a\u4eba\u4fe1\u606f\u8fdb\u884c\u81ea\u52a8\u5316\u8425\u9500\uff0c\u6781\u6613\u89e6\u78b0\u7528\u6237\u9690\u79c1\u7ea2\u7ebf\uff0c\u5f15\u53d1\u201c creepy \u201d\u7684\u8d1f\u9762\u611f\u77e5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u533a\u7684\u521b\u59cb\u4eba\u56de\u590d\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u7b56\u7565\u662f\u901a\u8fc7\u4fe1\u53f7\u53e0\u52a0\uff08\u5982\u62b1\u6028+\u793e\u4ea4\u52a8\u6001\uff09\u6765\u63d0\u5347\u7cbe\u51c6\u5ea6\uff0c\u4f46\u8fd9\u4f9d\u8d56\u4e8e\u7b97\u6cd5\u5bf9\u590d\u6742\u8bed\u5883\u7684\u7406\u89e3\u80fd\u529b\uff0c\u5f53\u524dAI\u80fd\u5426\u53ef\u9760\u5b9e\u73b0\u5b58\u7591\u3002\u4ea7\u54c1\u907f\u5f00\u7f51\u7ad9\u8bbf\u5ba2\u7b49\u201c\u5f31\u4fe1\u53f7\u201d\uff0c\u8f6c\u800c\u6316\u6398\u975e\u4f20\u7edf\u6570\u636e\u6e90\uff0c\u867d\u5f62\u6210\u4e86\u5dee\u5f02\u5316\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u8fdb\u5165\u4e86\u66f4\u96be\u4ee5\u91cf\u5316\u548c\u5f52\u56e0\u7684\u7070\u8272\u5730\u5e26\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728AI\u5927\u5e45\u964d\u4f4e\u4ea7\u54c1\u6784\u5efa\u95e8\u69db\u7684\u5f53\u4e0b\uff0cOuthop\u5207\u4e2d\u4e86\u201c\u9500\u552e\u6548\u7387\u201d\u8fd9\u4e00\u771f\u5b9e\u75db\u70b9\uff0c\u5e02\u573a\u5b9a\u4f4d\u6e05\u6670\u3002\u7136\u800c\uff0c\u5176\u957f\u671f\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u4fe1\u53f7\u6570\u91cf\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5efa\u7acb\u884c\u4e1a\u516c\u8ba4\u7684\u4fe1\u53f7\u6709\u6548\u6027\u6807\u51c6\uff0c\u5e76\u6784\u5efa\u5408\u6cd5\u5408\u89c4\u7684\u6570\u636e\u5904\u7406\u6d41\u7a0b\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e3a\u5e02\u573a\u589e\u52a0\u4e86\u4e00\u4e2a\u66f4\u667a\u80fd\u4f46\u4e5f\u66f4\u6fc0\u8fdb\u7684\u201c spam \u5de5\u5177\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u6e38\u620f\u89c4\u5219\u6539\u53d8\u8005\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Outhop<\/span>\n <\/div>\n<div class=\"comment-content\">Outhop finds you customers that want to buy your product RIGHT NOW, then sells your product to them. We gather signals from various online sources (social media, job boards, etc) to find customers who have IMMEDIATE INTENT TO BUY your product. Then we send them personalized emails to book you meetings.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Product Hunt Community!!!<\/p>\n<p>I\u2019m Zuri, Co-Founder @ Outhop!<\/p>\n<p>Today, we’re excited to launch Outhop, the AI Vibe Selling Platform that lets you sell your product with one prompt.<\/p>\n<p>Outhop finds you customers that want to buy your product RIGHT NOW. We use online buying signals including social media posts, job board postings, complaints about your competitors product, and more!<\/p>\n<p>After Outhop identifies these customers that have buying intent, Outhop sends personalized emails to them to book you meetings.<\/p>\n<p>We have been live for 1 week and have already onboarded multiple venture-backed startups onto our platform.<\/p>\n<p>Why did we build Outhop?<\/p>\n<p>My co-founder Elvin Atwine and I faced this problem in our previous ventures: building the product is so easy now – why can’t selling it be just as easy?<\/p>\n<p>Special Launch Offer \u2705<\/p>\n<p>As part of our Product Hunt launch, we give you the first month free! Use the discount code in this launch – it’s only valid until Saturday!<\/p>\n<p>Get started now: <a href=\"https:\/\/outhop.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/outhop.ai<\/a><\/p>\n<p>Book a Demo Call: <a href=\"https:\/\/cal.com\/zuriobozuwa\/outhop-30min?overlayCalendar=true\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cal.com\/zuriobozuwa\/outh…<\/a><\/p>\n<p>Let me know what you think in the comments – we\u2019d love your feedback!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zuri_obozuwa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zuri_obozuwa<\/a> What’s one key buying signal source you’ve seen drive the highest meeting booking rates so far, and how does Outhop prioritize\/filter signals to avoid spamming low-intent leads? Super excited about vibe selling; game-changer for bootstrapped founders scaling outreach. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi<a href=\"https:\/\/www.producthunt.com\/@zuri_obozuwa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zuri_obozuwa<\/a> and <a href=\"https:\/\/www.producthunt.com\/@elvniv\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"elvniv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elvniv<\/a> Loved the concept behind <strong>Outhop<\/strong> \u2014 Curious to know, how does Outhop ensure the AI trainer adapts its roleplay scenarios and feedback dynamically based on a learner\u2019s past performance or skill gaps, rather than following predefined training flows?<\/p>\n<\/p>\n<p>Priya here, CEO at Techflitter Solutions FZCO, a tech consulting company operating from Dubai and India with 10+ YOE helping <strong>startups build from scratch to release to maintenance and scale tech products globally.<\/strong><\/p>\n<p>Even just recently <strong>ElevenLabs <\/strong>accelerated their growth by partnering with a consulting firm. That proves a point taking an offshore tech partner is a strategic growth move.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@zuri_obozuwa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zuri_obozuwa<\/a> and <a href=\"https:\/\/www.producthunt.com\/@elvniv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elvniv<\/a> If scaling beyond launch is the focus? We\u2019re ready to support and align with your roadmap and growth goals. Let’s have a chat….<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi guys, congrats on the launch! <br \/>One stupid question: how do you handle cases when a responder ghosts you, or when they say they\u2019re not interested in buying?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mike_sykulski There is programmable sequences for follow ups after a few days.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Elvin and Zuri!<\/p>\n<\/p>\n<p>After trying the product out for a few days now I can already tell this is going to be something big. Has already helped me scout some great prospects (users and marketplace founders) for BIND! <\/p>\n<\/p>\n<p>Thanks for the early access. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brendan_normile\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brendan_normile<\/a> Let’s go! Thanks Brendan for being an early customer \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pederzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pederzh<\/a> Luigi thanks a lot bro!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The example with hiring signals as buying intent makes sense \u2014 a company staffing up a BDR team clearly wants to grow. But what about signals that are less obvious? Someone complaining about a competitor in a Reddit comment, for instance \u2014 how do you filter noise from real intent so the outreach does not come across as creepy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Hi Klara – less obvious signals can often be very strong signals of buying intent when combined with other signals.<\/p>\n<\/p>\n<p>For example, someone complains about a competitor in the reddit comments; and you combine that with a social media post from someone at that same company that supports their view – that can often mean that the company wants to buy something new, provided this new product provides so much more value that it’s worth whatever switching costs may be involved.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks promising. What signals do you have? Job posts, social media signals… What else? Website visitors? So it’s similar to trigify I guess? Anyway, good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Hi Davit – We have over 50 signals which include but are not limited to: regulation changes, job posts, social media posts, M&A activity, and many more.<\/p>\n<p>We don’t use ‘weak signals’ such as website visitors, since that is mostly smoke and mirrors. I did not like using sales products like Apollo and Zoominfo because their ‘intent’ signals were literally based on weak signals like website visitors, etc.<\/p>\n<p>Hope that helps! Feel free to reach out if any more questions \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I actually tried to vibe code a version of this myself… way more scope and complication than you’d expect. If you want to focus on building product and not sourcing leads, this is the way to go. Can’t wait to integrate this into our GTM process to capture leads across Reddit, Bluesky, Twitter\/X, and TruthSocial. We are more B2C but I’m curious to see how it works for us as we also have B2B deals we’d like to add pipeline for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josh_dong_temi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_dong_temi<\/a> Josh thank you for the kind words bro! Yes, looking forward to you guys using Outhop at Temi!<\/p>\n<p>Will be great to see you guys using it to instantly get more B2B pipeline \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>After building so many different products quickly using AI, the one thing I felt was missing was the ability to sell them just as quickly and easily. We created the vibe selling platform. <\/p>\n<\/p>\n<p>Outhop is the GTM platform for the AI era, and we’re super excited to keep working on this. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elvniv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elvniv<\/a> Agreed – we are going to change the way that software is sold! Exciting times ahead<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/X5MPQWZBFFMTRG\" class=\"app-title\">Airpoint<\/a><\/p>\n<div class=\"one-liner\">Touchless computing with hand tracking and AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">106<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Airpoint\u662f\u4e00\u6b3e\u901a\u8fc7\u666e\u901a\u6444\u50cf\u5934\u5b9e\u73b0\u624b\u52bf\u8ffd\u8e2a\u3001\u65e0\u9700\u989d\u5916\u786c\u4ef6\u5373\u53ef\u9694\u7a7a\u64cd\u63a7\u4efb\u4f55\u8ba1\u7b97\u673a\u7684\u8f6f\u4ef6\uff0c\u89e3\u51b3\u4e86\u624b\u90e8\u88ab\u5360\u7528\u6216\u8ffd\u6c42\u65e0\u63a5\u89e6\u4ea4\u4e92\u7684\u7528\u6237\uff08\u5982\u624b\u5de5\u521b\u4f5c\u8005\u3001\u73a9\u5bb6\u3001\u5f00\u53d1\u8005\uff09\u5728\u7279\u5b9a\u573a\u666f\u4e0b\u8fdb\u884c\u8ba1\u7b97\u673a\u64cd\u4f5c\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5337e344-b073-4dcd-be5a-73e8aeea83d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1190d850-f23a-4992-bb6a-a6d564860be8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a75a5a3-1a10-4aff-829b-6f16be4d116d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee4b3932-052c-4503-9e7a-6e141e488c54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a166bba-c6e6-4cfc-a65b-56c6ce3e5ff0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1c043a3-99b9-4d67-a5e2-9b25549fee07.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/e31e69d7-f818-40e0-91e9-da980ad1f5d6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/i-olIDc4WPY\"><source src=\"https:\/\/youtu.be\/i-olIDc4WPY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u624b\u52bf\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u65e0\u63a5\u89e6\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u8ba1\u7b97\u673a\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">VR\/AR\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">SDK<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u521b\u65b0\u8f93\u5165\u6cd5<\/span><br \/>\n <span class=\"tag\">\u514d\u786c\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u60ca\u53f9\u5176\u6982\u5ff5\u4e0e\u6f14\u793a\uff0c\u8ba4\u53ef\u5176\u6f5c\u529b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5b9e\u9645\u573a\u666f\u4e0b\u7684\u624b\u52bf\u8bc6\u522b\u51c6\u786e\u6027\uff08\u5982\u5f3a\u5149\u3001\u957f\u65f6\u95f4\u4f7f\u7528\u75b2\u52b3\uff09\u3001\u8bef\u89e6\u4e0e\u5149\u6807\u6f02\u79fb\u7684\u9632\u6b62\u3001\u591a\u663e\u793a\u5668\u53caAR\u96c6\u6210\u8def\u7ebf\u56fe\u3002\u5f00\u53d1\u8005\u56de\u5e94\u901a\u8fc7\u591a\u5c42\u610f\u56fe\u63a7\u5236\u3001\u7b97\u6cd5\u4f18\u5316\u53ca\u6301\u7eed\u6a21\u578b\u8bad\u7ec3\u6765\u5e73\u8861\u901f\u5ea6\u3001\u7a33\u5b9a\u6027\u4e0e\u8bef\u62a5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Airpoint\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u624b\u52bf\u8bc6\u522b\u73a9\u5177\uff0c\u800c\u65e8\u5728\u6210\u4e3a\u4e0b\u4e00\u4ee3\u666e\u9002\u6027\u4eba\u673a\u4ea4\u4e92\u7684\u5e95\u5c42\u8f93\u5165\u5c42\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4f53\u73b0\u5728\u4e24\u4e2a\u7ef4\u5ea6\uff1a\u4e00\u662f\u5c06\u201c\u9694\u7a7a\u64cd\u63a7\u201d\u4ece\u79d1\u5e7b\u548c\u9ad8\u7aef\u5934\u663e\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u964d\u7ef4\u81f3\u666e\u901a\u6444\u50cf\u5934\u5373\u53ef\u5b9e\u73b0\uff0c\u6781\u5927\u5730\u62d3\u5c55\u4e86\u5e94\u7528\u573a\u666f\u7684\u60f3\u8c61\u7a7a\u95f4\uff1b\u4e8c\u662f\u524d\u77bb\u6027\u5730\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201cAI\u667a\u80fd\u4f53\uff08\u5982OpenClaw\uff09\u7684\u7269\u7406\u4e4b\u624b\u201d\uff0c\u8fd9\u63ed\u793a\u4e86\u5176\u66f4\u6df1\u5c42\u7684\u6218\u7565\u610f\u56fe\u2014\u2014\u6210\u4e3aAI\u4ee3\u7406\u4e0e\u73b0\u5b9e\u6570\u5b57\u4e16\u754c\u4ea4\u4e92\u7684\u64cd\u4f5c\u901a\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u6838\u5fc3\u8d28\u7591\u53ef\u89c1\uff0c\u572830Hz\u6444\u50cf\u5934\u7684\u7269\u7406\u9650\u5236\u4e0b\uff0c\u5982\u4f55\u5728\u7cbe\u5ea6\u3001\u5ef6\u8fdf\u3001\u7a33\u5b9a\u6027\u4e0e\u6297\u5e72\u6270\u6027\u4e4b\u95f4\u53d6\u5f97\u5b8c\u7f8e\u5e73\u8861\uff0c\u662f\u51b3\u5b9a\u5176\u4ece\u201c\u70ab\u9177\u6f14\u793a\u201d\u8d70\u5411\u201c\u53ef\u9760\u5de5\u5177\u201d\u7684\u5173\u952e\u3002\u5f53\u524d\u65b9\u6848\u901a\u8fc7\u591a\u5c42\u610f\u56fe\u8bc6\u522b\u548c\u7b97\u6cd5\u5e73\u6ed1\u505a\u51fa\u7684\u59a5\u534f\uff0c\u662f\u5426\u80fd\u5728\u9ad8\u7cbe\u5ea6\u751f\u4ea7\u573a\u666f\u4e2d\u88ab\u63a5\u53d7\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\u6b64\u5916\uff0c\u6559\u80b2\u7528\u6237\u5efa\u7acb\u4e00\u5957\u65b0\u7684\u3001\u9ad8\u6548\u7684\u9694\u7a7a\u4ea4\u4e92\u5fc3\u667a\u6a21\u578b\u4e0e\u624b\u52bf\u4e60\u60ef\uff0c\u662f\u6bd4\u6280\u672f\u66f4\u8270\u5de8\u7684\u5e02\u573a\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cAirpoint\u662f\u4e00\u6b3e\u6781\u5177\u524d\u77bb\u6027\u7684\u4ea7\u54c1\uff0c\u5b83\u8d4c\u7684\u662f\u4ea4\u4e92\u8303\u5f0f\u4ece\u7269\u7406\u63a5\u89e6\u5411\u7a7a\u95f4\u611f\u77e5\u8fc1\u79fb\u7684\u672a\u6765\u3002\u5176\u6210\u8d25\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u81ea\u8eab\u7b97\u6cd5\u7684\u6301\u7eed\u8fed\u4ee3\uff0c\u66f4\u53d6\u51b3\u4e8e\u80fd\u5426\u5438\u5f15\u5f00\u53d1\u8005\u5229\u7528\u5176SDK\u6784\u5efa\u6740\u624b\u7ea7\u5e94\u7528\uff0c\u4ee5\u53ca\u80fd\u5426\u5728AI\u667a\u80fd\u4f53\u81ea\u4e3b\u64cd\u4f5c\u7535\u8111\u8fd9\u4e2a\u65b0\u5174\u8d5b\u9053\u4e2d\u786e\u7acb\u6807\u51c6\u3002\u5b83\u53ef\u80fd\u4e0d\u662f\u9f20\u6807\u7684\u5373\u523b\u66ff\u4ee3\u54c1\uff0c\u4f46\u65e0\u7591\u662f\u5411\u201c\u73af\u5883\u8ba1\u7b97\u201d\u65f6\u4ee3\u8fc8\u51fa\u7684\u91cd\u8981\u4e00\u6b65\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Airpoint<\/span>\n <\/div>\n<div class=\"comment-content\">Airpoint lets you control any computer with your hands without any extra hardware. Hand motion and gestures are translated in real time into cursor control, shortcuts, and app\/games interactions. Built for anyone whose hands are busy or unavailable: crafters, gamers, builders, devs and more. Take advantage of VR\/AR without headsets or extra hardware. The input layer also makes it possible for AI agents (OpenClaw) to autonomously control computers. SDK available to include in apps and games.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Have you seen movies and shows like Minority Report, Iron Man, Black Mirror? Have you ever wanted to control devices in a similar fashion to Apple Vision Pro?<\/p>\n<p>It is within our human nature to want to interact with computers naturally and touchlessly. Airpoint lets you control any computer with gestures without any extra hardware. Increase productivity by handling real world tasks while computing, or just have fun with gaming and entertainment.<\/p>\n<p>Try it for free at airpoint.app<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marioandf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marioandf<\/a> Love the Minority Report vibes; gesture control without hardware sounds game-changing. Just a simple q; how does Airpoint handle gesture accuracy in real world scenarios like bright lighting or finger fatigue during long sessions, and what’s your roadmap for multi-monitor or AR integration?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of touchless cursor tools fail because of unintended motion (cursor drift, accidental clicks\/drag). How does Airpoint decide when the user is \u201cin control mode\u201d vs. just moving naturally, and what tradeoffs did you make between speed, stability, and false positives?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question and exactly the main challenge of the project.<\/p>\n<ul>\n<li>\n<p>First or all we decided to go with index finger tracking for cursor to reduce the need to move the whole hand to move the cursor. Even a resting hand moving index finger is tracked and translated to the cursor.<\/p>\n<\/li>\n<li>\n<p>We decided to add many control layers to for user intent: Fingers pointing at the screen, Voice commands to Resume\/Pause\/Stop tracking and hand gestures or shortcuts to quickly toggle between them too.<\/p>\n<\/li>\n<li>\n<p>Exactly hitting the right balance between speed, stability and false positives was hard and required a lot of testing and training of AI models. Most webcams are fixed at 30Hz so we do need smoothening, stabilizing and prediction algorithms for a good user experience. Of course that meant sacrificing small portions of precision and responsiveness but the key was to keep the tradeoffs under the human perceptible thresholds to keep the advantages. We kept most of this algorithms accessible in settings though for different user preferences.<\/p>\n<\/li>\n<\/ul>\n<p>However we keep using the latest data and feedback for continuous training of the AI\/ML models in order to keep improving with each iteration.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>cc <a href=\"https:\/\/www.producthunt.com\/@kwindla\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kwindla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kwindla<\/a> who founded the company that Minority Report was based on! This is wild. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kwindla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kwindla<\/a> <a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> \ud83e\udd2f I had no idea! That is wild. Just researched <a href=\"https:\/\/www.producthunt.com\/@kwindla\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kwindla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kwindla<\/a> and he is a genius! For sure an inspiration on the project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I personally think this is insane and very promising. I’ve already started relying more on dictation, if I pair that with hand controls I don’t really think we need to be sitting close to screens anymore. <\/p>\n<p>Awesome job, Andrew! How did you get it so responsive? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> Thanks for the comments Gabe! It was a real challenge considering most computers have single decent camera at 30Hz. Took a LOT of iterations through different detection methods and testing for real world responsiveness, but I think we got there and can keep improving with more data and feedback \ud83d\ude0a.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is super sick! I think your UI for controls are super cool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hem_juvvaladinne1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hem_juvvaladinne1<\/a> Thanks! Took a lot of time to polish designing the gestures \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s been a long time since I was blown away by a demo on a website.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@philip_alm_at_incredible\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_alm_at_incredible<\/a> Really? Thanks a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is incredible! So so good. Love the idea of mapping the hand movements to not just the mouse but to also have shortcuts such as voice. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imbhargav5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imbhargav5<\/a> Thanks! That is the idea! Made them customizable to suit everyone\u00b4s needs!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Give your OpenClaw agents “hands” by connecting Airpoint to your OpenClaw setup \ud83e\udd9e and let your agents control your computer (not just the browser!) \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4DIZHFOTQFHPGX\" class=\"app-title\">Clayzo<\/a><\/p>\n<div class=\"one-liner\">Prototype, design, and collaborate on your existing products<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clayzo \u8ba9\u4ea7\u54c1\u548c\u8bbe\u8ba1\u56e2\u961f\u80fd\u5728\u73b0\u6709\u771f\u5b9e\u4ea7\u54c1\u4e0a\u5feb\u901f\u521b\u5efa\u6c99\u76d2\u73af\u5883\u3001\u76f4\u63a5\u5236\u4f5c\u539f\u578b\u3001\u5f55\u5236\u6f14\u793a\u5e76\u7559\u4e0b\u4e0e\u4ee3\u7801\u5e93\u5173\u8054\u7684\u53cd\u9988\uff0c\u89e3\u51b3\u4e86\u4ece\u521b\u610f\u5230\u5f00\u53d1\u4efb\u52a1\u6d41\u8f6c\u4e2d\u4f9d\u8d56\u90e8\u7f72\u3001\u6c9f\u901a\u5de5\u5177\u5206\u6563\u4e14\u53cd\u9988\u8131\u79bb\u4e0a\u4e0b\u6587\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51fcf4c8-4aa7-40d2-889a-59589926bd56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4f61639-fd78-45ed-b723-d412e7ddac8d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/203ee682-b748-475c-9929-e2809cac1c9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/627ca05c-5773-4bba-97dc-a955c737388e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc493fda-4f08-45d1-a4e2-1519429fef59.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d73c99a-4771-4cea-b129-6b5806337407.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bc3ebcde-5a94-4858-a7a6-c8f2cd6d6e68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9f06778-312e-4c1f-8dfd-ba13b374053b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21dcacaa-919c-44c6-88d7-0f78422da835.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7aa1a13e-d1ce-44e4-a071-dd5047e121ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/c2014f3a-9936-443f-b142-e556fd1d3a96.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/s64UFvFQDMY\"><source src=\"https:\/\/youtu.be\/s64UFvFQDMY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Prototyping<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6c99\u76d2<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u53cd\u9988\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5230\u5f00\u53d1\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5173\u8054\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5bf9\u201c\u5feb\u901f\u539f\u578b\u201d\u548c\u201c\u96c6\u6210\u73b0\u6709\u5de5\u4f5c\u6d41\u201d\u8868\u793a\u5174\u8da3\u4e0e\u8ba4\u53ef\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u80fd\u5426\u7acb\u5373\u4f7f\u7528\uff1b\u4e0e\u7ade\u54c1\u76f8\u6bd4\u7684\u96c6\u6210\u4f18\u52bf\uff1b\u4ee5\u53ca\u5e73\u53f0\u662f\u5426\u5177\u5907\u6839\u636e\u4efb\u52a1\u590d\u6742\u5ea6\uff08\u524d\u7aef\u5c0f\u6539 vs. \u540e\u7aef\u5927\u4efb\u52a1\uff09\u8fdb\u884c\u667a\u80fd\u5206\u7c7b\u6216\u8def\u7531\u7684\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Clayzo \u7784\u51c6\u7684\u662f\u4e00\u4e2a\u770b\u4f3c\u7ec6\u5206\u5374\u6781\u5176\u5173\u952e\u7684\u7f1d\u9699\uff1a\u8bbe\u8ba1\u53cd\u9988\u4e0e\u5de5\u7a0b\u5b9e\u65bd\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u8131\u8282\u95ee\u9898\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u518d\u9020\u4e00\u4e2aFigma\u6216Figma\u63d2\u4ef6\uff0c\u800c\u662f\u806a\u660e\u5730\u626e\u6f14\u4e86\u201c\u8fde\u63a5\u5c42\u201d\u548c\u201c\u7ffb\u8bd1\u5b98\u201d\u7684\u89d2\u8272\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u5728\u771f\u5b9e\u4ea7\u54c1\u4e0a\u6d82\u9e26\u201d\uff0c\u800c\u662f\u901a\u8fc7\u6c99\u76d2\u73af\u5883\u5c06\u8bbe\u8ba1\u610f\u56fe\u951a\u5b9a\u5728\u771f\u5b9e\u7684\u4ee3\u7801\u4e0a\u4e0b\u6587\uff0c\u8bd5\u56fe\u5c06\u6a21\u7cca\u3001\u611f\u6027\u7684\u201c\u8fd9\u91cc\u611f\u89c9\u4e0d\u5bf9\u201d\u8f6c\u5316\u4e3a\u6280\u672f\u6808\u4e2d\u53ef\u8ffd\u8e2a\u3001\u53ef\u6267\u884c\u7684\u4efb\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u53cd\u590d\u5f3a\u8c03\u201cactionable tasks\u201d\u548c\u201creal codebase\u201d\uff0c\u76f4\u6307\u4f20\u7edf\u5de5\u4f5c\u6d41\u4e2d\u6700\u5927\u7684\u635f\u8017\u70b9\uff1a\u8bbe\u8ba1\u5e08\u5728Figma\u6216\u622a\u56fe\u4e0a\u505a\u7684\u6807\u6ce8\uff0c\u5de5\u7a0b\u5e08\u9700\u8981\u5728\u5b8c\u5168\u4e0d\u540c\u7684\u754c\u9762\uff08IDE\u3001GitHub\uff09\u4e2d\u8d39\u529b\u89e3\u8bfb\u548c\u91cd\u73b0\u3002Clayzo\u8bd5\u56fe\u7528\u6280\u672f\u624b\u6bb5\u56fa\u5316\u8fd9\u4e00\u8f6c\u6362\u8fc7\u7a0b\uff0c\u5176\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3a\u8bbe\u8ba1\u610f\u56fe\u7684\u201c\u7f16\u8bd1\u5668\u201d\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6df1\u5ea6\u4e5f\u5728\u4e8e\u6b64\uff1a\u5b83\u80fd\u5426\u8db3\u591f\u667a\u80fd\u5730\u7406\u89e3\u53cd\u9988\u7684\u8bed\u4e49\uff1f\u8bc4\u8bba\u4e2d\u7528\u6237\u5173\u4e8e\u201cAI\u5982\u4f55\u533a\u5206\u4efb\u52a1\u7c7b\u578b\u201d\u7684\u63d0\u95ee\u6070\u6070\u70b9\u4e2d\u4e86\u547d\u95e8\u3002\u5982\u679c\u4ec5\u4ec5\u662f\u673a\u68b0\u5730\u5173\u8054\u4ee3\u7801\u884c\u6570\uff0c\u800c\u65e0\u6cd5\u5bf9\u4fee\u6539\u5efa\u8bae\u7684\u590d\u6742\u6027\u3001\u5173\u8054\u6027\u548c\u53ef\u884c\u6027\u8fdb\u884c\u521d\u6b65\u5224\u65ad\uff0c\u90a3\u4e48\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4ece\u4e00\u4e2a\u201c\u9759\u6001\u622a\u56fe\u53cd\u9988\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u4e00\u4e2a\u201c\u52a8\u6001\u622a\u56fe\u53cd\u9988\u5de5\u5177\u201d\uff0c\u5e76\u672a\u4ece\u6839\u672c\u4e0a\u964d\u4f4e\u6c9f\u901a\u7684\u8ba4\u77e5\u8d1f\u8377\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u4e3a\u6bcf\u6b21\u4f1a\u8bdd\u542f\u52a8\u5b8c\u6574\u73af\u5883\u201d\u7684\u505a\u6cd5\uff0c\u5728\u63d0\u4f9b\u9ad8\u5ea6\u4fdd\u771f\u4f53\u9a8c\u7684\u540c\u65f6\uff0c\u4e5f\u5e26\u6765\u4e86\u663e\u8457\u7684\u590d\u6742\u6027\u548c\u6210\u672c\u7591\u95ee\u3002\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u9762\u5411\u4e2d\u5927\u578b\u3001\u5de5\u7a0b\u6d41\u7a0b\u6210\u719f\u516c\u53f8\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u8f7b\u91cf\u7684\u65e9\u671f\u521d\u521b\u56e2\u961f\u53ef\u80fd\u7565\u663e\u7b28\u91cd\u3002\u603b\u4f53\u800c\u8a00\uff0cClayzo\u7684\u6784\u60f3\u5177\u6709\u524d\u77bb\u6027\uff0c\u5b83\u8bd5\u56fe\u5728AI\u7f16\u7801\u4ee3\u7406\u5d1b\u8d77\u7684\u524d\u591c\uff0c\u63d0\u524d\u5361\u4f4d\u201c\u4eba\u673a\u534f\u4f5c\u201d\u7684\u63a5\u53e3\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u6c99\u76d2\u6280\u672f\u672c\u8eab\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u201c\u7ffb\u8bd1\u201d\u7684\u7cbe\u51c6\u5ea6\u4e0e\u667a\u80fd\u5316\u6c34\u5e73\uff0c\u8fd9\u5c06\u662f\u5176\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u5de5\u4f5c\u6d41\u5fc5\u9700\u54c1\u201d\u7684\u5173\u952e\u5206\u6c34\u5cad\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Clayzo<\/span>\n <\/div>\n<div class=\"comment-content\">Clayzo lets product and design teams spin up their existing product, prototype directly on it, record walkthroughs, and leave contextual feedback tied to the real codebase. What used to live across screenshots, Looms, and Slack now becomes actionable tasks that engineers and coding agents can build from.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt!<\/p>\n<p>We found 2 things in common across product and design teams at Google, Amazon, and early-stage startups.<\/p>\n<p>Trying a simple idea on a product usually requires waiting on engineering to send a deployment link.<\/p>\n<p>And even after that, most tools only let you view the product, or give feedback on screenshots\/wireframes. Ideas usually end up being struck on Figma, docs, or long Loom videos.<\/p>\n<p>That’s why we built Clayzo!<\/p>\n<p>Here\u2019s how it works:<\/p>\n<p>\u26a1 Spin up instantly: launch a sandboxed version of your product from a branch, without waiting for deployment links or wrestling with local environments.<\/p>\n<p>\u270f\ufe0f Prototype on the product itself: test ideas directly on the real interface instead of static mocks.<\/p>\n<p>\ud83c\udfa5 Record walkthroughs: show flows, explain decisions, and share product context visually.<\/p>\n<p>\ud83d\udcac Leave feedback in context: tie comments to the actual product and codebase, not side conversations and disconnected artifacts.<\/p>\n<p>\ud83d\udee0\ufe0f Actionable handoff and integrate with existing stack: translate product and design feedback into technical, execution-ready context for engineers and coding agents. Push tasks to Linear, Jira, and Github Issues, with end-to-end task tracking on our platform.<\/p>\n<p>Would love to chat!<br \/>\n– Janani, Purav, & Armaan<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this, congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@lev_kerzhner thank you!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can I use this right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@polaritylabs yes!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m intrigued by the idea of building prototypes much faster! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@varadhjain\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@varadhjain<\/a> with the advent of AI and coding agents in particular, they are only going to become more embedded within traditional product and design workflows and delivering a faster and more powerful experience is indeed our end goal!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great. I\u2019ve used chatprd before for this but it felt disconnected to where I was working l, GitHub and Linear. Look forward to trying to this and seeing a demo next week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@bdougieyo thank you! excited to show you a demo \ud83d\ude01<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks sick, congrats on the launch team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@adishj thank you!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So cool that you have a full environment for every session. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to use Clayzo instead of taking a million screenshots & jumping in a bunch of flow-breaking huddles throughout the day. Being able to ship fixes fast without risking breaking prod is nice too \ud83d\ude05<\/p>\n<\/p>\n<p>Curious if Clayzo has different triage flows for small edits (e.g. copy or UI changes) vs. higher eng lift tasks (involving backend, database, APIs, etc.)? And does AI route the different proposed changes (e.g. “this needs human oversight”) or is it based on some preset rules?<\/p>\n<\/p>\n<p>Congrats & keep up the awesome work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ 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{"id":159,"date":"2026-03-13T11:17:39","date_gmt":"2026-03-13T03:17:39","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/13\/2026-03-12\/"},"modified":"2026-03-13T11:17:39","modified_gmt":"2026-03-13T03:17:39","slug":"2026-03-12","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/13\/2026-03-12\/","title":{"rendered":"PH\u70ed\u699c | 2026-03-12"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-12<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-03-12<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AMCWWRZH4FBFGS\" class=\"app-title\">Naoma AI Demo Agent<\/a><\/p>\n<div class=\"one-liner\">The video AI demo agent for B2B SaaS for immediate demos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">535<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aB2B SaaS\u4f01\u4e1a\u63d0\u4f9b\u7684\u89c6\u9891AI\u6f14\u793a\u4ee3\u7406\uff0c\u901a\u8fc724\/7\u5728\u6d4f\u89c8\u5668\u5185\u63d0\u4f9b\u5b9e\u65f6\u3001\u4e2a\u6027\u5316\u7684\u4ea7\u54c1\u4ea4\u4e92\u6f14\u793a\uff0c\u5c06\u4f20\u7edf\u7684\u201c\u9884\u7ea6\u6f14\u793a\u201d\u6d41\u7a0b\u8f6c\u5316\u4e3a\u5373\u65f6\u4f53\u9a8c\uff0c\u89e3\u51b3\u4e86\u9500\u552e\u7ebf\u7d22\u56e0\u7b49\u5f85\u800c\u6d41\u5931\u3001\u9500\u552e\u4ee3\u8868\u65e0\u6cd5\u89c4\u6a21\u5316\u63d0\u4f9b\u6f14\u793a\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd876411-e073-41a4-afaf-39dfbe014c3b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77b236ab-f13b-4535-860e-a3ae20addff6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d3b1b30-81d6-416a-b9ca-5e58026eea4b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77660331-2f0f-4d9c-94f4-c9aba355a933.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb5c7d39-c756-4a30-9a18-080beaab9d81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/6695a885-4000-4475-97e6-a2fe8b274f34.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/1a097d747f9b475b9060e90fe6658a29\"><source src=\"https:\/\/www.loom.com\/share\/1a097d747f9b475b9060e90fe6658a29\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">SaaS\u6f14\u793a\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u4ea4\u4e92\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6f0f\u6597\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u7b5b\u9009<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5316\u9500\u552e<\/span><br \/>\n <span class=\"tag\">B2B\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u81ea\u52a9\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u4ea7\u54c1\u6f14\u793a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u201c\u9884\u7ea6\u6f14\u793a\u201d\u5bfc\u81f4\u9500\u552e\u6d41\u5931\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba4\u4e3a\u5176\u8f6c\u5316\u7387\uff0810-20%\uff09\u6570\u636e\u4eae\u773c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5b9a\u4ef7\u6a21\u5f0f\u3001\u5bf9C\u7aef\u4ea7\u54c1\u7684\u9002\u7528\u6027\u3001\u652f\u6301\u8bed\u8a00\u6570\u91cf\uff0c\u4ee5\u53ca\u4ea7\u54c1UI\u66f4\u65b0\u540eAI\u5982\u4f55\u540c\u6b65\u5b66\u4e60\u5de5\u4f5c\u6d41\u7a0b\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u900f\u9732\u76ee\u6807\u5b9a\u4ef7\u4e3a10\u7f8e\u5143\/\u6b21\u6709\u6548\u6f14\u793a\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Naoma\u7684\u6b64\u6b21\u201c\u8f6c\u578b\u201d\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u4ea7\u54c1\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u5e02\u573a\u75db\u70b9\u7684\u7cbe\u51c6\u72d9\u51fb\u3002\u5b83\u820d\u5f03\u4e86\u6cdb\u5316\u7684\u201c\u9500\u552e\u5206\u6790\u201d\u8d5b\u9053\uff0c\u8f6c\u800c\u5207\u5165\u9500\u552e\u6f0f\u6597\u4e2d\u6700\u8106\u5f31\u4e14\u6700\u5173\u952e\u7684\u201c\u6f14\u793a\u201d\u73af\u8282\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u6b21\u4ef7\u503c\u5b9a\u4f4d\u7684\u5347\u7ef4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u70ab\u6280\u5f0f\u7684AI\u89c6\u9891\u751f\u6210\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u6f14\u793a\u201d\u4ece\u4e00\u4e2a\u9700\u8981\u4eba\u5de5\u534f\u8c03\u3001\u8017\u65f6\u6570\u65e5\u7684\u201c\u9500\u552e\u52a8\u4f5c\u201d\uff0c\u91cd\u6784\u4e3a\u4e00\u4e2a\u6807\u51c6\u5316\u7684\u3001\u53ef\u5373\u65f6\u4ea4\u4ed8\u7684\u201c\u4ea7\u54c1\u529f\u80fd\u201d\u3002\u8fd9\u76f4\u63a5\u653b\u51fb\u4e86B2B\u9500\u552e\u4e2d\u4e24\u4e2a\u7ecf\u5178\u77db\u76fe\uff1a\u4e70\u5bb6\u610f\u56fe\u7684\u77ac\u65f6\u6027\u4e0e\u9500\u552e\u54cd\u5e94\u7684\u6ede\u540e\u6027\uff0c\u4ee5\u53ca\u6f14\u793a\u4f53\u9a8c\u7684\u4e2a\u6027\u5316\u9700\u6c42\u4e0e\u9500\u552e\u4eba\u529b\u7684\u6709\u9650\u6027\u3002\u901a\u8fc7AI\u4ee3\u7406\u5b9e\u65f6\u64cd\u4f5c\u771f\u5b9e\u4ea7\u54c1\u754c\u9762\u8fdb\u884c\u8bb2\u89e3\uff0c\u5e76\u96c6\u6210\u7ebf\u7d22\u7b5b\u9009\u4e0e\u8def\u7531\uff0cNaoma\u8bd5\u56fe\u5c06\u9ad8\u4ef7\u503c\u7684\u9500\u552e\u4ee3\u8868\u4ece\u91cd\u590d\u7684\u521d\u7ea7\u6f14\u793a\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8f6c\u800c\u805a\u7126\u4e8e\u5df2\u7b5b\u9009\u3001\u9ad8\u610f\u5411\u7684\u5ba2\u6237\u8c08\u5224\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u91cd\u6784\u9500\u552e\u56e2\u961f\u7684\u4eba\u6548\u6a21\u578b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u53ef\u9760\u6027\u662f\u4fe1\u4efb\u57fa\u77f3\uff1aAI\u80fd\u5426\u5728\u590d\u6742\u3001\u5f00\u653e\u7684\u5bf9\u8bdd\u4e2d\u59cb\u7ec8\u4fdd\u6301\u6f14\u793a\u8def\u5f84\u7684\u51c6\u786e\u4e0e\u4e13\u4e1a\uff1f\u4ea7\u54c1\u754c\u9762\u7684\u9891\u7e41\u66f4\u65b0\u662f\u5426\u4f1a\u6210\u4e3a\u8fd0\u7ef4\u5669\u68a6\uff1f\u5176\u6b21\uff0c\u5546\u4e1a\u903b\u8f91\u6709\u5f85\u9a8c\u8bc1\uff1a\u6309\u6f14\u793a\u6b21\u6570\u6536\u8d39\u7684\u6a21\u5f0f\uff0c\u5982\u4f55\u4e0e\u5ba2\u6237\u7684\u4ea7\u54c1\u4ef7\u503c\u3001\u6f14\u793a\u590d\u6742\u5ea6\u6302\u94a9\uff1f\u662f\u5426\u4f1a\u56e0\u8ffd\u6c42\u201c\u6b21\u6570\u201d\u800c\u727a\u7272\u6f14\u793a\u8d28\u91cf\uff1f\u6700\u540e\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c\u4e0d\u4f4e\uff1a\u8ba9\u4f01\u4e1a\u5c06\u5b9d\u8d35\u7684\u9500\u552e\u7b2c\u4e00\u89e6\u70b9\u5b8c\u5168\u4ea4\u7ed9AI\uff0c\u9700\u8981\u6781\u5f3a\u7684\u6848\u4f8b\u8bc1\u660e\u548c\u6570\u636e\u8bf4\u670d\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cNaoma\u7684\u8d5b\u9053\u9009\u62e9\u6781\u5177\u6d1e\u5bdf\u529b\uff0c\u5b83\u4e0d\u518d\u53ea\u662f\u201c\u8d4b\u80fd\u201d\u9500\u552e\uff0c\u800c\u662f\u8bd5\u56fe\u201c\u66ff\u4ee3\u201d\u9500\u552e\u6d41\u7a0b\u4e2d\u7684\u7279\u5b9a\u73af\u8282\u3002\u5176\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u7684\u62df\u4eba\u7a0b\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u4f5c\u4e3a\u4e00\u6b3e\u201c\u5de5\u5177\u201d\uff0c\u5728\u63d0\u5347\u8f6c\u5316\u7387\u4e0e\u9500\u552e\u6548\u7387\u65b9\u9762\uff0c\u80fd\u5426\u4ea4\u51fa\u8fdc\u8d85\u4f20\u7edf\u65b9\u5f0f\u4e14\u7a33\u5b9a\u53ef\u590d\u5236\u7684\u6570\u636e\u7b54\u5377\u3002\u8fd9\u662f\u4e00\u573a\u5173\u4e8e\u9500\u552e\u5de5\u4f5c\u672c\u8d28\u89e3\u6784\u7684\u52c7\u6562\u5b9e\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Naoma AI Demo Agent<\/span>\n <\/div>\n<div class=\"comment-content\">Turn \u201cBook a demo\u201d into \u201cGet an AI demo now.\u201d Naoma is the first video AI demo agent for B2B SaaS that delivers live, personalized demos in-browser 24\/7 in any language. It clicks through real product flows, answers questions, qualifies prospects, and routes them to CRM, sales calendar, or checkout. Choose the avatar style: human-like, branded mascot, or a more formal look to engage your prospects.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunters \ud83d\udc4b We\u2019re the team behind Naoma \u2014 turning \u201cBook a demo\u201d into \u201cGet an AI demo now.\u201d<\/p>\n<p>Last time, we launched a different Naoma \u2014 an AI sales analytics platform \u2014 and hit #2 Product of the Day. That was our first proof we could build something people actually want.<\/p>\n<p>Then something unexpected happened: while talking to SaaS teams about sales analytics, we kept hearing the same pain:<br \/>\n\u201cYour demo is the bottleneck. Buyers don\u2019t want to wait. Reps can\u2019t scale. And too many demos are unqualified.\u201d<\/p>\n<p>So we pivoted.<\/p>\n<p>Today we\u2019re launching Naoma (v2) \u2014 the first AI video demo agent. Naoma runs live, personalized demos in-browser, can click through real product flows, answer questions, qualify prospects, and route them to the right next step: CRM, your sales calendar, or self-serve checkout \u2014 24\/7 and multilingual. You can also choose the avatar style (human-like, branded mascot, or more formal).<\/p>\n<p>We\u2019re early and shipping fast \u2014 would love your feedback:<br \/>\n\t\u2022\tWhat should an AI demo agent handle first in your funnel?<br \/>\n\t\u2022\tWhat would make you trust it enough to deploy on your website?<br \/>\n\t\u2022\tAny overall feedback on what we\u2019re building?<\/p>\n<p>\ud83d\udc49 Try it right now \u2014 no “book a demo” needed: naoma.ai<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>71<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Finally!<\/p>\n<p>I’m so glad you’re back on ProductHunt, and with such a cool project!<\/p>\n<p>I ran a demo myself once and understand how much Naoma will simplify life for many organizations.<\/p>\n<p>Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>We applied for the YC S26 batch a while back \u2014 and seeing <a href=\"https:\/\/www.producthunt.com\/@aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/a> thread made us even more excited about the opportunity.<\/p>\n<p>Naoma is an AI video agent that replaces the “Book a Demo” wait with an instant, live product demo on your website. Buyer hits peak intent, gets a real walkthrough on the spot, gets qualified and routed \u2014 no scheduling, no rep required.<\/p>\n<p>Pre-seed backed by Ultra VC, Sparkle Ventures and angels. Early pilots with UXPressia, Yesim, Mellow and others. Seeing 10\u201320% visitor-to-demo conversion, with up to 30% moving to next steps.<\/p>\n<p>Would be an incredible opportunity for us at this stage. Fingers crossed. <\/p>\n<p>\ud83e\udd1e #YCApplication<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@aaronoleary\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/a> could you add us also please?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>60<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> congrats on a new great launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>45<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks very nice. Good luck with the launch! Curious to what average check is that tailored<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>44<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@islam_midov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@islam_midov<\/a> hi Islam and thank you for your question. Get demo now and if U’d like – book a demo with our sales team. We’ll show you our pricing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>44<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@islam_midov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@islam_midov<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>44<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@islam_midov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@islam_midov<\/a> thanks for the support – to be honest, we are still trying to figure it out. But the target price is $10 per demo from 3+ minutes<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Great product. Wondering if it\u2019s applicable for consumer products?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>44<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> hi Anton! <br \/>And thank you for the great question. <br \/>So the answer is probably yes – depends on the product. We can discuss it and share our experience<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>43<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>44<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> it might be, but we are focusing more on b2b products right now<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am following Naoma’s journey since their first launch, and implemented their demo-agent on one of my projects. I think that they made a wise pivot from yet another analytics to solution that covers extremely important and time sensitive part of the sales funnel. Congrats on the new launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>43<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a> Many thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>45<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>45<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a> thank you for your trust and support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool product, congratulations on the launch. <\/p>\n<p>What languages does Naoma support?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>43<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> Hi, thank you. We support 30+ languages, including English, Spanish, French, German, Portuguese, Hindi, Japanese, Korean, Chinese, Arabic, and more<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>33<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> thanks for your great question, Naoma supports 30+ languages.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The pivot from analytics to this makes a lot of sense honestly. Every B2B SaaS I’ve worked on has the same bottleneck where sales can’t keep up with demo requests, and by the time someone gets scheduled half of them have already gone with a competitor.<\/p>\n<p>10-20% visitor-to-demo conversion is wild if that holds up at scale. How are you handling product updates? Like when the SaaS pushes a new UI, does Naoma automatically learn the new flows or does someone need to retrain it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> It can handle small changes automatically, big redesigns will require human intervention right now. But we are working on solving this problem automatically with the help of additional exploration agent that can map out the product features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> thank you for your great question, out CTO David will answer it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> thanks for the support! And I see that David has already answered the question<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> appreciate your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> thank you!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_chepovoi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_chepovoi<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_chepovoi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_chepovoi<\/a> thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_chepovoi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_chepovoi<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Testing Naoma right now for our product, and it looks great! Good luck, guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alena_korpula\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alena_korpula<\/a> Thanks so much for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alena_korpula\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alena_korpula<\/a> thank you for your trust and support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alena_korpula\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alena_korpula<\/a> thanks a lot for your support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow, impressive! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mauricevv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mauricevv<\/a> thank you! Wanna try it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mauricevv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mauricevv<\/a> Many thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mauricevv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mauricevv<\/a> thank you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally someone made it work, would like to try for our product, good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantin_netyliov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantin_netyliov1<\/a> Many thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantin_netyliov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantin_netyliov1<\/a> thank you! Really appreciate your support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantin_netyliov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantin_netyliov1<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, great demo, guys! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikvoice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikvoice<\/a> Thanks so much for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikvoice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikvoice<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikvoice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikvoice<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>From a SaaS founder\u2019s perspective, this is something I\u2019d actually use. \u201cBook a demo\u201d has been a huge drop-off point for us \u2013 people are interested, but they don\u2019t want to wait days just to see the product.<\/p>\n<p>What I like about Naoma is that it:<\/p>\n<p>lets visitors get a real, interactive demo instantly<\/p>\n<p>can walk through actual product flows, not just a marketing video<\/p>\n<p>helps qualify visitors and route serious buyers to our sales team or checkout<\/p>\n<p>If this works as promised, it basically turns our demo from a scheduling problem into an on-demand product experience. Curious to see:<\/p>\n<p>how well it handles more complex questions<\/p>\n<p>and whether it can actually increase qualified demos without overwhelming our reps.<\/p>\n<p>Overall, this feels like a very natural upgrade to the traditional \u201cbook a demo\u201d funnel.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yu_zhou8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yu_zhou8<\/a><\/p>\n<p>This is exactly the problem we set out to solve \u2014 and you’ve described the value prop better than most of our own copy. \ud83d\ude04<\/p>\n<p>On your two questions:<\/p>\n<p>Complex questions \u2014 this is where we’ve invested heavily. The demo adapts based on role, use case, and what the prospect actually asks mid-session. It won’t handle every edge case perfectly today, but the bar is already higher than most teams expect going in. We’re transparent with prospects when something needs a human.<\/p>\n<p>Qualified demos without overwhelming reps \u2014 the qualification layer is what makes this work. Naoma filters intent before routing, so reps are only seeing prospects who’ve already seen the product and have specific questions. In early pilots we’re seeing up to 30% of demo starters move to next steps \u2014 without rep involvement at that stage.<\/p>\n<p>Would love to show you what it looks like on a real funnel. Happy to set something up. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yu_zhou8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yu_zhou8<\/a> Thanks so much for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yu_zhou8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yu_zhou8<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Nice demo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@solodnev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solodnev<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@solodnev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solodnev<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@solodnev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solodnev<\/a> appreciate!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/p>\n<p>Very interesting product, does it share a screen and walks client through the platform let\u2019s say?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> Hi, thank you! Yes this is exactly how it works. It launches a browser and streams the screen capture back to the prospect while doing a product walkthrough<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> Many thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> Thank you for the brilliant question! <br \/>It launches a browser and streams the screen capture back to the prospect while doing a product walkthrough<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The scheduling step kills momentum at exactly the wrong moment, when a prospect is most curious and most ready to engage.<\/p>\n<p>The 10-20% visitor-to-demo conversion stat is quite impressive – what was your sample? Most SaaS websites convert visitors to signups at 1-5%, so getting someone into an actual product walkthrough at that rate would be a meaningful shift in how the top of funnel works.<\/p>\n<p>The trust question you’re asking is the right one. For me it comes down to two things: how well the agent handles the moment it doesn’t know the answer, and whether it can detect when a prospect is genuinely evaluating vs. just poking around. A graceful “let me connect you with someone who can answer that” beats a hallucinated response every time.<\/p>\n<p>Curious whether Naoma is designed for established SaaS with complex flows or also works for early stage products where the demo itself is still evolving, and how would it work when new features are added into the workflow. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> Thank you, and great questions, these go straight to the core of what we’ve been working through.<\/p>\n<p>On the sample: the 10-20% is from early pilots across a handful of B2B SaaS companies – small sample, so we’re careful not to overgeneralize. But the directional signal is consistent: when you remove the scheduling friction and replace it with an instant conversation, a meaningful share of visitors who would have bounced actually engage.<\/p>\n<p>On handling unknowns I fully agree. A confident hallucination is worse than an honest handoff. Naoma is designed to recognize the boundary and route gracefully to a human when it hits it. That moment, done well, actually builds trust rather than breaking it.<\/p>\n<\/p>\n<p>On early-stage products: Naoma works best when there’s enough product to show, but it doesn’t require a polished, static flow. When features change, you update the agent. It’s closer to briefing a new rep than rebuilding a product tour.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> Joao, thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome project! Curious how Naoma handles demos for products with complex, role-based experiences – where what a sales leader needs to see is completely different from what a developer or finance person would care about. Does the agent dynamically adapt the demo flow based on who’s watching, or is it one flow per product?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zigapotoc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zigapotoc<\/a> Hi, thanks! Naoma will ask questions, qualify the prospect and show what she thinks is relevant based on the prospect answers. You can also configure multiple flows tailored for different personas<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zigapotoc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zigapotoc<\/a> thanks for the comment, and yes, you are absolutely right about how it works. The agent qualifies the prospect first, and then adapts the demo based on the use case<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zigapotoc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zigapotoc<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey builders, good luck with the launch.<\/p>\n<p>How does Naoma know how to interact with the product which it is selling?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_mende2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_mende2<\/a> thank you! She has access to browser automation tools uses them to do a product walkthrough.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_mende2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_mende2<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_mende2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_mende2<\/a> thank you for the great question!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I think you have found a sweet spot when for a company employing humans it may be prohibitively expensive to do a live demo to every qualified lead; you are practically dropping the threshold to mere dollars, not hundreds of dollars per demo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@max_kraynov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_kraynov<\/a> yes, exactly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@max_kraynov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_kraynov<\/a> exactly! Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@max_kraynov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_kraynov<\/a> , yes, thanks for the comment<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks interesting. Just a small question here — when a cost per demo can be $250-600 do you think it’s reasonable to delegate it to an AI bot? I just try to understand the use cases of this tool. Upvoted \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@evgeny_kotelevskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evgeny_kotelevskiy<\/a> Great question, and the math is actually why Naoma makes sense here.<\/p>\n<p>That $250-600 cost per demo includes SDR time, AE time, no-shows, and leads that weren’t qualified to begin with. A significant chunk of that cost goes to demos that should never have happened.<\/p>\n<p>Naoma doesn’t replace the high-value human demo. It runs the first discovery layer: qualifying the lead, answering basic product questions, showing the product value relevant to that specific visitor, and capturing intent – so when a human rep does step in, they’re talking to someone who already understands the product and is ready to move forward.<\/p>\n<p>The result: fewer wasted demos, higher close rates on the ones that happen, and the leads who would have bounced on a 5-day Calendly wait actually convert instead.<\/p>\n<p>So the question isn’t “should AI run the $500 demo?” It’s “how many of those $500 demos are currently happening with the wrong people or not happening at all?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@evgeny_kotelevskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evgeny_kotelevskiy<\/a> thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@evgeny_kotelevskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evgeny_kotelevskiy<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is one of the greatest products i have ever seen today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Many thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is one of the greatest products i have ever seen <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> wow! Many thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thanks so much for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really cool. Product demo are real bottleneck specially for complex system and having a personalised demo is a great thing. Congratulations on the launch \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhu_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhu_1<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhu_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhu_1<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhu_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhu_1<\/a> Thanks so much for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product! Good luck with launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thxgrey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thxgrey<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thxgrey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thxgrey<\/a> thank you mate!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thxgrey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thxgrey<\/a> Many thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The demo bottleneck is real. Sales teams wait days for a custom demo while the lead goes cold. If this can generate a personalized video demo on the spot, that’s a different conversion game. I’m curious about the AI quality, though. B2B buyers are hard to impress. Does the demo feel scripted, or can it actually respond to what the prospect cares about? What’s the average watch-through rate compared to a live sales call?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> We care a lot about the “human feel” during the demo and constantly working on improvements.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> The scripted vs. responsive question is exactly the right one to ask \u2014 and it’s what separates Naoma from recorded demo tools or clickthrough tours.<\/p>\n<p>The demo adapts in real time based on what the prospect actually says. If they mention a specific use case, the flow pivots to it. If they ask a question mid-demo, it answers and continues. It’s not a linear script with a play button \u2014 it’s closer to a conversation that happens to include a product walkthrough.<\/p>\n<p>On watch-through rate \u2014 we don’t share specific numbers publicly, but what we can say: average session length runs over 6 minutes for engaged prospects, and we only charge for demos over 3 minutes. The bounce rate exists \u2014 some people drop off early \u2014 but it’s consistently lower than the average no-show rate on scheduled calls. A prospect who ghosts your Calendly invite costs just as much as one who clicks away in 20 seconds, except with Naoma you at least got them in the door.<\/p>\n<p>B2B buyers are hard to impress \u2014 agreed. The ones we’re seeing convert aren’t impressed by the AI, they’re impressed by getting a relevant answer to a specific question without waiting a week. That’s the bar. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> thanks for the comment and questions! See that Dmitry answered below <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch! Turning \u201cbook a demo\u201d into an instant AI demo is a really interesting idea. Curious how prospects are reacting to the avatar-led demos so far?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mithlesh_shah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mithlesh_shah<\/a> thanks! Surprisingly, many people have no issues interacting with AI and telling the agent about their situation and answering qualification questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@david_klassen That\u2019s interesting. I guess once the experience feels conversational, people don\u2019t mind whether it\u2019s AI or human. Curious if you\u2019re seeing it work better for certain types of products or demos?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mithlesh_shah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mithlesh_shah<\/a> Thank you! \ud83d\ude4f<\/p>\n<p>Honestly \u2014 better than we expected. The initial assumption was that some prospects would bounce the moment they realized it wasn’t a human. What we’re seeing in pilots is that most people engage pretty naturally once the demo actually starts. The product is doing the work, and when the walkthrough is relevant and the answers are accurate, the avatar becomes background.<\/p>\n<p>The moments that matter most aren’t “does this look human enough” \u2014 they’re “did it answer my question” and “did it show me something relevant to my use case.” When those land, prospects stay and convert.<\/p>\n<p>That said \u2014 avatar quality is something we’re actively investing in. More realistic, more expressive. Not because users are complaining loudly, but because we know it raises the ceiling on the experience, especially for higher-ACV products where the buying environment needs to feel more premium.<\/p>\n<p>Curious what your instinct is from the buyer side \u2014 does the avatar matter to you, or is it purely about the demo quality? \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations! <\/p>\n<p>The “instant demo vs. wait 5 days” reframe is spot on. Curious what’s the average session length? Do most prospects watch the full demo or drop off at a specific point?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mehmet_kerem_mutlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehmet_kerem_mutlu<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mehmet_kerem_mutlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehmet_kerem_mutlu<\/a> Great question \u2014 and one we track closely.<\/p>\n<p>We don’t share specific metrics publicly, but here’s what we can say:<\/p>\n<p>There is a bounce rate \u2014 some prospects drop off in the first 30 seconds. But that number is consistently lower than the average no-show rate for traditional scheduled demos. A prospect who never shows up costs you just as much as one who clicks away in 20 seconds \u2014 except with the AI demo you at least got them in the door.<\/p>\n<p>For prospects who engage past that point, average session length runs over 6 minutes depending on the product. That’s a real, active conversation \u2014 not passive video watching.<\/p>\n<p><strong>And to your point about drop-offs \u2014 we actually built our pricing around this. We only charge for demos over 3 minutes. If someone bounces early, it doesn’t count. We think that’s the only fair way to do it.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mehmet_kerem_mutlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehmet_kerem_mutlu<\/a> thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI agents for demos are a fascinating idea.<\/p>\n<\/p>\n<p>A lot of products struggle with <strong>showing value quickly<\/strong>, and if an AI agent can guide users through a product in an interactive way, that could significantly improve onboarding and conversions.<\/p>\n<\/p>\n<p>Curious, can NAOMA adapt the demo flow based on <strong>different user personas or questions in real time?<\/strong><\/p>\n<\/p>\n<p>Congrats on the launch and excited to see how teams use this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dharmikp1908\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dharmikp1908<\/a> Thank you! Yes Naoma can show different flows tailored for different personas<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dharmikp1908\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dharmikp1908<\/a> Thank you for your question! Naoma can adapt the demo flow based on prospect qualification during the demo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dharmikp1908\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dharmikp1908<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting concept \u2014 how does it handle objections or off-script questions during the demo?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jozsef_orsos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jozsef_orsos<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jozsef_orsos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jozsef_orsos<\/a> we connect a client’s knowledge base. So Naoma can successfully handle even difficult technical questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jozsef_orsos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jozsef_orsos<\/a> Naoma can use the knowledge base and sales playbooks to handle objections the same way the human sales-rep would<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I recently joined the Naoma team and have been working on how our AI demo agents actually talk to visitors and walk them through real product flows.<\/p>\n<p>What I like most here is that it\u2019s not another \u201cwatch this 10\u2011minute video\u201d thing \u2013 prospects can click around, ask questions, and get a personalized demo in their own language, any time.<\/p>\n<p>If you\u2019re doing product demos for your SaaS and have thoughts, questions or \u201cthis would never work for us because\u2026\u201d, I\u2019d genuinely love to hear them. Your feedback today will shape what we build next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@muravyov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muravyov<\/a> thanks, happy to work with you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@muravyov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muravyov<\/a> Nick, thank you for joining us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@muravyov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muravyov<\/a> we are glad to have you onboard!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6W4GUURWBCK3KG\" class=\"app-title\">Needle 2.0<\/a><\/p>\n<div class=\"one-liner\">Vibe-automate workflows and earn passive income<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">437<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Needle 2.0\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5373\u53ef\u81ea\u52a8\u6784\u5efa\u3001\u6d4b\u8bd5\u5e76\u90e8\u7f72\u5de5\u4f5c\u6d41\u7684AI\u4ee3\u7406\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u4f20\u7edf\u81ea\u52a8\u5316\u5de5\u5177\u4e2d\u9762\u4e34\u7684\u6784\u5efa\u590d\u6742\u3001\u7ef4\u62a4\u56f0\u96be\u53ca\u6210\u679c\u96be\u4ee5\u8d27\u5e01\u5316\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ea03a03-6f63-4f91-9c77-de2e3e1856ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9069fafa-913f-4cda-b6c2-01c4a5454d12.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81b0c0d9-d7c2-4afa-b4d3-7a5cba37935c.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d51a23b9-30b2-46ae-8fb5-1d6f1aeba020.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Hm3FgS4cbs4\"><source src=\"https:\/\/youtu.be\/Hm3FgS4cbs4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u88ab\u52a8\u6536\u5165<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u81ea\u6108<\/span><br \/>\n <span class=\"tag\">RAG<\/span><br \/>\n <span class=\"tag\">Agent<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u81ea\u7136\u8bed\u8a00\u6784\u5efa\u201d\u548c\u201c\u5e02\u573a\u76c8\u5229\u201d\u6a21\u5f0f\uff0c\u8ba4\u4e3a\u5176\u4f53\u9a8c\u8fdc\u8d85Zapier\u7b49\u4f20\u7edf\u5de5\u5177\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u76c8\u5229\u6a21\u5f0f\u7684\u5177\u4f53\u5206\u6210\u3001\u4f01\u4e1a\u7ea7\u5408\u89c4\u4e0eAPI\u9650\u6d41\u5904\u7406\u3001\u5de5\u4f5c\u6d41\u7248\u672c\u63a7\u5236\u3001\u4ee5\u53caAI\u6784\u5efa\u7684\u51c6\u786e\u6027\u4e0e\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Needle 2.0\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u7b80\u5355\u5730\u7528AI\u5305\u88c5\u53e6\u4e00\u4e2aIFTTT\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u6784\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u6574\u4e2a\u751f\u547d\u5468\u671f\u548c\u4ef7\u503c\u94fe\u3002\u5176\u5ba3\u79f0\u7684\u201cVibe-Automation\u201d\u672c\u8d28\u662f\u964d\u4f4e\u6784\u5efa\u95e8\u69db\uff0c\u5c06\u63cf\u8ff0\u6027\u6307\u4ee4\u8f6c\u5316\u4e3a\u53ef\u9760\u6d41\u7a0b\uff0c\u8fd9\u76f4\u51fb\u4e86\u4f20\u7edf\u5de5\u5177\u8282\u70b9\u62d6\u62fd\u5f0f\u7f16\u7a0b\u7684\u590d\u6742\u6027\u4e0e\u7ef4\u62a4\u5669\u68a6\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u8d4c\u6ce8\u5728\u4e8e\u201c\u5e02\u573a\u201d\u4e0e\u201c\u81ea\u6108\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c\u6784\u5efa\u4ee3\u7406\u201d\u662f\u6280\u672f\u4eae\u70b9\uff0c\u4f46\u201c\u76c8\u5229\u5e02\u573a\u201d\u662f\u5546\u4e1a\u6a21\u5f0f\u7684\u6838\u5fc3\u521b\u65b0\u3002\u5b83\u5de7\u5999\u5730\u5c06\u7528\u6237\u4ece\u6d88\u8d39\u8005\u8f6c\u5316\u4e3a\u751f\u4ea7\u8005\uff0c\u8bd5\u56fe\u5efa\u7acb\u4e00\u4e2a\u7531AI\u8f85\u52a9\u521b\u4f5c\u3001\u5e73\u53f0\u63d0\u4f9b\u7ef4\u62a4\u4e0e\u5206\u53d1\u3001\u521b\u4f5c\u8005\u5206\u4eab\u6536\u76ca\u7684\u751f\u6001\u7cfb\u7edf\u3002\u8fd9\u4e0d\u4ec5\u80fd\u6fc0\u52b1\u9ad8\u8d28\u91cf\u5de5\u4f5c\u6d41\u7684\u4ea7\u751f\uff0c\u5f62\u6210\u62a4\u57ce\u6cb3\uff0c\u66f4\u6307\u5411\u4e86\u4e00\u4e2a\u201c\u81ea\u52a8\u5316\u5373\u670d\u52a1\u201d\u7684\u672a\u6765\u3002\u4f46\u6210\u8d25\u5173\u952e\u70b9\u5728\u4e8e\uff1a\u7b2c\u4e00\uff0cAI\u6784\u5efa\u7684\u53ef\u9760\u6027\u80fd\u5426\u8fbe\u5230\u201c\u751f\u4ea7\u5c31\u7eea\u201d\uff0c\u5c24\u5176\u662f\u5904\u7406\u590d\u6742\u3001\u957f\u94fe\u6761\u903b\u8f91\u65f6\uff1b\u7b2c\u4e8c\uff0c\u5e02\u573a\u80fd\u5426\u5f62\u6210\u4f9b\u9700\u4e24\u7aef\u7684\u98de\u8f6e\uff0c\u5373\u662f\u5426\u6709\u8db3\u591f\u591a\u7684\u4e70\u5bb6\u613f\u610f\u4e3a\u201c\u6a21\u677f\u201d\u4ed8\u8d39\uff0c\u8fd9\u76f4\u63a5\u51b3\u5b9a\u4e86\u521b\u4f5c\u8005\u6536\u76ca\u7684\u5438\u5f15\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u5173\u4e8e\u4f01\u4e1a\u5408\u89c4\u3001\u7248\u672c\u63a7\u5236\u548c\u6536\u76ca\u5206\u6210\u7684\u7591\u95ee\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u4ece\u6781\u5ba2\u73a9\u5177\u8fc8\u5411\u4f01\u4e1a\u5de5\u5177\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\u81ea\u6108\u529f\u80fd\u662f\u53e6\u4e00\u4e2a\u9700\u8981\u7ecf\u53d7\u73b0\u5b9e\u68c0\u9a8c\u7684\u627f\u8bfa\uff0c\u82e5\u771f\u80fd\u5b9e\u73b0\uff0c\u5c06\u662f\u5de8\u5927\u7684\u8fd0\u7ef4\u4ef7\u503c\u3002\u603b\u4f53\u800c\u8a00\uff0cNeedle\u63cf\u7ed8\u7684\u613f\u666f\u6781\u5177\u5438\u5f15\u529b\uff0c\u4f46\u5176\u6280\u672f\u6df1\u5ea6\u3001\u5e02\u573a\u8fd0\u8425\u80fd\u529b\u53ca\u5546\u4e1a\u6a21\u578b\u7684\u53ef\u6301\u7eed\u6027\uff0c\u5c06\u5171\u540c\u51b3\u5b9a\u5b83\u6700\u7ec8\u662f\u6210\u4e3a\u4e0b\u4e00\u4e2a\u57fa\u7840\u5de5\u5177\uff0c\u8fd8\u662f\u53c8\u4e00\u4e2a\u9ad8\u5f00\u4f4e\u8d70\u7684AI\u6982\u5ff5\u6ce1\u6cab\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Needle 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Just tell our builder agent what needs to be automated. Watch it in real-time building, testing and shipping your workflow, hands-free. It\u2019s 2026; just vibe-automate it. On top, we launched a new way to earn as an AI builder. Just submit your workflow and start earning.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b Jan here, co-founder of Needle.<\/p>\n<\/p>\n<p>After months of work, we are really excited to bring this to you, we call it:<\/p>\n<\/p>\n<p><strong>> Vibe-Automation<\/strong><\/p>\n<p><em><br \/>What does that mean?<\/em><\/p>\n<p><strong>> Needle makes it simple to create workflows by chatting and monetizing them.<\/strong><\/p>\n<p>Three problems we kept running into:<br \/>– You are building a workflow, but it\u2019s complex and takes time to build.<br \/>– You finished a workflow, but it brakes constantly and is hard to maintain.<br \/>– You are proud of your workflow, but you have no simple way to share what you built – let alone earn from it.<\/p>\n<p>We’ve been heads down on the last year to fix this.<\/p>\n<p>Today we’re shipping two things:<\/p>\n<p>1. Workflow Builder 2.0<br \/>– Describe your workflow in plain English.<br \/>– Our agent builds it, tests it end-to-end, self-heals and ships it.<\/p>\n<p>2. Partner Program<br \/>– Publish your workflow to our marketplace, with 1-click.<br \/>– Other users run it. You earn per run.<\/p>\n<p>—<\/p>\n<p>What we’d love your take on:<br \/>1. Does “earn from your workflows” land right away – or does something need to click first?<br \/>2. Where did our workflow builder feel slow, unclear or inaccurate?<br \/>3. What’s the first workflow you’d build and sell?<\/p>\n<p>We’ll be here all day. <\/p>\n<p>Jan and the Needle team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi, <a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> <a href=\"https:\/\/www.producthunt.com\/@oeken\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"oeken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oeken<\/a> Loved the idea behind <strong>Needle <\/strong>\u2014 Curious to know, how does Needle ensure the responses stay accurate and context-aware when pulling information from multiple connected sources?<\/p>\n<p>Priya here, CEO at Techflitter Solutions FZCO, a tech consulting company operating from Dubai and India with 10+ YOE helping <strong>startups build from scratch to release to maintenance and scale tech products globally.<\/strong><\/p>\n<p>Even just recently <strong>ElevenLabs <\/strong>accelerated their growth by partnering with a consulting firm. That proves a point taking an offshore tech partner is a strategic growth move.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> <a href=\"https:\/\/www.producthunt.com\/@oeken\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"oeken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oeken<\/a> If scaling beyond launch is the focus? We\u2019re ready to support and align with your roadmap and growth goals. Let’s have a chat<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> This looks fantastic!! Have already sign-up and can’t wait to built some marketing workflows for myself! Congratulations on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> Hey, congratulations on the launch. Just one question; how does Needle handle enterprise compliance (GDPR\/SOC2) and API rate limits for high-volume runs in paid marketplace workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">For teams that currently rely on Make\/Zapier\/n8n, what\u2019s the most common \u201cbreaking point\u201d that causes them to switch\u2014cost at scale, brittleness\/debugging, speed of iteration, or something else\u2014and what\u2019s the first workflow you recommend migrating to feel the difference fastest?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Short: speed of iteration. <\/p>\n<p>Long: Building (chatting) on Needle is much faster, so you can save a lot of time. Also if your workflow using RAG then Needle is also the better choice since we have RAG built-in. We call it Needle Collections.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question. From my experience, the biggest breaking point with tools like Zapier or Make is usually reliability when workflows get complex. Once you start chaining many steps together, debugging becomes painful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Train your agent , not your hosting skills\u201d is a great line. If OpenClaw can truly handle the infra, inference, and updates, that removes a big barrier for teams trying to move fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b <\/p>\n<p>I\u2019m Onur, co-founder at Needle.<\/p>\n<p>I\u2019ve seen people struggle to create the automations they need. Existing automation platforms not only have a steep learning curve, but also require complex setup and configuration.<\/p>\n<p>In the end, people spend hours just to set up a basic workflow that:<\/p>\n<ol>\n<li>\n<p>is not production-ready<\/p>\n<\/li>\n<li>\n<p>does not cover important cases<\/p>\n<\/li>\n<li>\n<p>is fragile and breaks frequently<\/p>\n<\/li>\n<\/ol>\n<p>It\u2019s 2026, and this kind of effort is obsolete. We made it a pleasant and fun experience that I\u2019m sure you\u2019ll all enjoy: <strong>vibe-automation<\/strong>. The cousin of vibe-coding \ud83e\udd13<\/p>\n<p>The <strong>Needle builder agent<\/strong> is your automation expert. It stitches nodes together in real time, tests the workflow, and ships.<\/p>\n<p>Our mission is to <strong>empower everyone<\/strong> to create their own smart solutions with AI agents. Give it a spin, Needle has a generous free plan. Curious to hear your thoughts.<\/p>\n<p>Cheers,<\/p>\n<p>Onur and the Needlers<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oeken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oeken<\/a> Such an exciting journey together with you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big fan of the team & the product, you guys are really on to something BIG!!!<\/p>\n<p>Whats the vision for the company 5 years from now? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_karim1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_karim1<\/a> Appreciate your comment! We believe, that everyone becomes a builder. So people who have deep insights into processes and operations do not need to ask their tech team anymore to build it, but can just themselves describe the problem and process and the agent builds it for them. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_karim1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_karim1<\/a> Hey Daniel, I recently joined Needle. I had 2 startups previously and exited one. Completely agree. Needle is onto something BIG. Very exciting to be on this journey and thank you for all the support \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_karim1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_karim1<\/a> Thank you very much for the support! Our aim is to enable everyone to automate almost anything as easy as possible without requiring technical expertise. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve built automations with what is considered ‘classic’ – Zapier, Make and others. And Needle is just another league. That is such a quality of life upgrade!<\/p>\n<p>I highly recommend it to everyone out there considering whether or not to try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitrysereda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitrysereda<\/a> thanks so much for the kind words Dmitry. Love what you are doing at Postproxy and love the Needle integration \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats with Launch, guys! I’m genuinely impressed with your pace and dedication!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dan_ttf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan_ttf<\/a> Thank you Denis and love your work with Postproxy. Super cool that you can distribute content to all social platforms within Needle using your integration \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sound amazing! How do you maanage version control?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dennis_stech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dennis_stech<\/a> Good question. So we track every run of your workflow and version. So you can always see how past workflow runs executed or how past versions looked like. You can also roll back to any of these versions. Does that make sense to you, or is there a specific other version control feature that you had in mind? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>super cool! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pietrozullo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pietrozullo<\/a> Excited you find it cool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pietrozullo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pietrozullo<\/a> Great to hear Pietro. Appreciate the support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>product is viiiiiiiiibing \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mauricevv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mauricevv<\/a> \ud83d\ude80\ud83d\ude80\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow this is one of the greatest products i have ever seen <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> We are honored to hear that! Appreciate that you find it useful. What is something you always wanted to automate? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> thanks so much for the support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> happy to hear that! thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a>, shoutout on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexanderfarr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexanderfarr<\/a> \ud83d\ude80 Thanks! Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The marketplace angle is what makes this interesting imo. Tons of no-code automation tools exist but nobody’s really cracked letting builders actually earn from their workflows. That’s a clever incentive to get high quality templates in the system.<\/p>\n<p>How does the ‘describe in plain English’ part work under the hood? Is the AI generating the workflow logic from scratch each time or does it match against existing patterns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> I think so too. We’d like to put the creator in the spotlight and reward. It’s 2026 and we’re all now creators using AI and consumers of AI-powered solutions and content. Democratizing this exchange is our vision.<\/p>\n<p>Secret sauce? Context, prompt and tool engineering. Needle agent mimics how we humans create workflows, i.e. not in a single shot but rather in iterations. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi guys. I saw you did AI automation hackathon in Berlin. Congrats on the launch! I’m curious shat is the benefits for using your tool compare to <a href=\"https:\/\/make.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">make.com<\/a> and n8n?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akovalevskyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akovalevskyi<\/a> Give it a spin and try the agent! Thousands of users have already seen it themselves. You can build workflows way faster and simpler, but still handle really complex automations when you need to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akovalevskyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akovalevskyi<\/a> Thank you for the comment. One of our main differences is that we try hard to let people build automations without hassle or a technical background and our builder agent is super powerful to make this happen. You tell the builder agent what you want in plain English; it builds the workflow, tests it, and iterates. No dragging nodes or wiring things by hand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/products\/needle-3\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"needle-3\" target=\"_blank\" rel=\"noopener\">@Needle<\/a>, congrats on your launch. I went through your page and I really like the delivery and messaging on your site. I have a question on the reward mechanics, it didn’t landed for me. What’s the portion of earnings that a creator should expect per run? does it vary in different cases\/flows? Thanks and good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dingleberryjones\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dingleberryjones<\/a> great question! <\/p>\n<p>In short: It depends. <\/p>\n<p>Ultimately, we calculate the earnings based on the tokens that are consumed per workflow run. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The self-healing piece is what catches my attention most. Every automation platform can build workflows. Very few can maintain them when the underlying services change, which they always do. If the agent genuinely detects and fixes breakages without manual intervention, that’s a much harder problem than the builder itself.<\/p>\n<p>To answer Jan’s questions directly: “earn from your workflows” lands immediately as a concept but I’d want to see one or two concrete examples of what a successful workflow earns per month before I believe it. The marketplace model only works if there’s real buyer demand on the other side, and that’s the part that needs proof early.<\/p>\n<p>The first workflow I’d build and sell: automated brand audit. Scrape a company’s public touchpoints, run them through a structured analysis, output a PDF report. I operate an AI branding platform, so the use case is very close to home, and it’s exactly the kind of repeatable task someone would pay per run for rather than building it themselves.<\/p>\n<p>Congrats on the launch, the vibe-automation framing is fun and the partner program is the genuinely interesting bet here. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> Thank you! The line between producers and consumers of the workflows is blurry because nearly everyone needs some kind of an automation and we make it easy enough to so anyone can create a workflow. So we all grow together using AI in smart fashion. I can’t imagine a future where AI is not playing a key role. And with this model we are rewarding everyone involved in creating value.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very excited about this launch! \ud83d\ude80 Can\u2019t wait to see what people build with this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valentin_po\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valentin_po<\/a> Likewise! With this product we aim to unlock so much of creativity since now creating workflows is way much easier. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good one. We have similar feature in our product, text-to-workflow, but on basic level, just to enable small automations. If no secret, how long did it take you to build it? We struggled a lot with hallucinations, and in general, AI playing dumb. The competition in this fields is wild though \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Competition is what makes it fun \ud83d\ude42 How long it took to build? I can’t answer very well because we’ve improved iteratively. We’ve released first version of the workflow in October 2025 in our previous launch. However there’re many details to get right until the UX starts shining. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive stuff, <a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> ! What is the most popular workflow on your platform? What is the most surprising you found so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pavelk2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pavelk2<\/a> <\/p>\n<p>Most popular ones are data transfer workflows, like reading Gmail attachments and sorting them into the right Drive folder automatically or similar e.g. Notion, Drive, Sharepoint, Airtable. Scraping LinkedIn or Instagram leads and pushing them to Google Sheets is also huge. Same with scraping competitor data from the web and turning it into reports. I always say it’s like Lego, the limit is your imagination.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a RAG platform that doesn’t make you fight the setup. Connected our Notion and Google Drive in minutes, and the search quality across docs is noticeably better than what I was getting elsewhere. The workflow automation on top is a nice bonus.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janhecker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janhecker<\/a> Appreciate the comment! You can also integrate your collections into your workflows, in case haven’t discovered that feature yet. What is your top use case for RAG? would be happy to hear more about what you are building.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very curious to check out Needle. Heard good things. Maybe I get the time to try it out on Friday already!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@richardpoelderl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richardpoelderl<\/a> thanks for the support! would be happy to hear your experience once you’ve tried it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Use it for outreach!<\/p>\n<p>How do you manage access control<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johnston_chen1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johnston_chen1<\/a> We have workspaces where you can invite and collaborate with others. So a workspace is like a a team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch team! what are some of the most popular workflows, that work best for this platform? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matthiasrossini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matthiasrossini<\/a> Thanks! We see that lead generation from different sources (Instagram, Linkedin, other websites etc.) and outreach (Linkedin) are the most popular ones.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the wedge here. If workflow automation becomes outcome-first, this gets very powerful. Congrats on the launch <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@ashish_tadose\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashish_tadose<\/a> really appreciate that! Indeed, outcome first is the way to go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The earning aspect is intriguing. How does the revenue model work for creators when someone runs their workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sienna_claire\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sienna_claire<\/a> Once you publish your workflow, you earn every time someone runs your workflows. You can explore the details at <a href=\"https:\/\/needle.app\/partners\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/needle.app\/partners<\/a>. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Error handling is often where automation tools break down. If Needle can automatically debug or adapt workflows, that would be a huge advantage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anthony_adams_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_adams_<\/a> Correct, Needle workflow agent does handle debugging and error handling. You can give it a spin and see the magic in action. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I think speed of iteration is also underrated. Traditional automation tools still require a lot of manual configuration, so being able to describe a workflow and have an agent build it could save a lot of time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_sleeman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_sleeman<\/a> Indeed and the agent can also auto-repair your workflow. It will iteratively review what it has done the output of the nodes and adjust its actions accordingly. What is a first workflow you would build? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The vibe coding piece to automation is interesting. It’ll be interesting to see how I could use Needle to help with automating review as I vibe code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> That’s a great use case! You could set up a workflow that automatically pulls your latest commits, runs them through an AI review step, and flags issues or suggestions before you even look at the code yourself. Pair that with Slack or Telegram notifications and you’ve got an automated review loop running in the background while you keep vibing. Would love to see what you build!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Fantastic tool for automation, especially for beginners who don’t know what they are doing as well as hardened pros that can create pure magic. With this I was able to create an automation that scrapes Reddit related news for my interests and scores them for their importance within 30 minutes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hozbasak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hozbasak<\/a> Sounds awesome! Glad to hear that since it’s exactly our intention with Needle: cut the friction and make everyone a builder.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious -what’s the most popular workflow people are using so far? Always interesting to see what users actually do vs what you built it for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@spunchev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@spunchev<\/a> Great question. We do talk a lot, though with users and build the product always very much in mind with their desires. But yes, sometimes we see some interesting\/surprising ideas. Often users use it very often for content scraping or creation, while we did not think, that this use case would be that popular in the beginning of building Needle. Does that answer your question? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys, congratulation on the launch!<\/p>\n<p>I was wondering, can users inspect and edit the workflows the agent generates, or are they mostly managed by the system?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ignacio_borrell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ignacio_borrell<\/a> Yes they can! You can either use the agent or build everything manually and configure all the details yourself. You can also check previous runs with their input and output parameters, so data lineage is fully covered.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Q4T65FKDY7JLAZ\" class=\"app-title\">HTML Pub<\/a><\/p>\n<div class=\"one-liner\">Turn AI-generated HTML into a live URL via MCP\/API<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">361<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7MCP\/API\u5c06AI\u751f\u6210\u7684HTML\u4ee3\u7801\u5373\u65f6\u53d1\u5e03\u4e3a\u53ef\u8bbf\u95eeURL\u7684\u5de5\u5177\uff0c\u8ba9\u975e\u6280\u672f\u7528\u6237\u5728AI\u804a\u5929\u754c\u9762\u5185\u5373\u53ef\u5b8c\u6210\u4ece\u6784\u601d\u5230\u4e0a\u7ebf\u5168\u6d41\u7a0b\uff0c\u89e3\u51b3\u4e86\u5feb\u901f\u539f\u578b\u9a8c\u8bc1\u548c\u5185\u5bb9\u53d1\u5e03\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4fd19b99-d803-46ae-90d6-2dd9849039c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5af9a8a-efc6-4b3f-9eb5-c1ee330b3211.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/093e7d2d-cbd5-4215-871e-2db0501b8f9f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3c5f294-d97d-4968-9340-aa212731a0ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/80ed8d18-762c-42d4-9021-db1c6d434cb4.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Vfb1Leg2ppM\"><source src=\"https:\/\/youtu.be\/Vfb1Leg2ppM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Website Builder<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u751f\u6210\u5185\u5bb9\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u539f\u578b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u843d\u5730\u9875<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u514d\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">HTML\u53d1\u5e03<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u4ea7\u54c1\u7cbe\u51c6\u89e3\u51b3\u4e86\u4eceAI\u751f\u6210\u5230\u5b9e\u9645\u53d1\u5e03\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u75db\u70b9\uff0c\u5c24\u5176\u9002\u5408\u8425\u9500\u4eba\u5458\u3001\u521b\u4e1a\u8005\u548c\u5b66\u751f\u5feb\u901f\u53d1\u5e03\u539f\u578b\u6216\u9879\u76ee\u3002\u4e3b\u8981\u80af\u5b9a\u5176\u6613\u7528\u6027\u3001\u4e0eAI\u5de5\u4f5c\u6d41\u7684\u65e0\u7f1d\u7ed3\u5408\u53ca\u5bf9Vercel\u7b49\u4f20\u7edf\u65b9\u6848\u7684\u7b80\u5316\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\u7248\u672c\u7ba1\u7406\u673a\u5236\u4ee5\u53ca\u4e0e\u73b0\u6709\u5e73\u53f0\uff08\u5982Leadpages\uff09\u7684\u96c6\u6210\u53ef\u80fd\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n HTML 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\u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0eVercel\u3001Netlify\u5728\u5f00\u53d1\u8005\u5e02\u573a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u7784\u51c6\u4e86\u88ab\u4f20\u7edf\u5de5\u4f5c\u6d41\u5ffd\u89c6\u7684\u201cAI\u539f\u751f\u521b\u4f5c\u8005\u201d\u7fa4\u4f53\uff1a\u8425\u9500\u4eba\u5458\u3001\u521b\u4e1a\u8005\u3001\u5b66\u751f\u4ee5\u53ca\u5927\u91cf\u8fdb\u884c\u201c\u6c1b\u56f4\u7f16\u7801\u201d\u7684\u7231\u597d\u8005\u3002\u5bf9\u4ed6\u4eec\u800c\u8a00\uff0cGit\u4ed3\u5e93\u3001\u73af\u5883\u914d\u7f6e\u548c\u90e8\u7f72\u7ba1\u9053\u662f\u96be\u4ee5\u903e\u8d8a\u7684\u8ba4\u77e5\u4e0e\u64cd\u4f5c\u9e3f\u6c9f\u3002HTML Pub\u7684\u4ef7\u503c\u4e3b\u5f20\u5e76\u975e\u201c\u66f4\u597d\u7684\u6258\u7ba1\u201d\uff0c\u800c\u662f\u201c\u65e0\u9700\u8ba4\u77e5\u7684\u53d1\u5e03\u201d\u3002\u5b83\u628a\u590d\u6742\u7684\u53d1\u5e03\u6d41\u7a0b\u538b\u7f29\u6210\u4e00\u4e2aAI\u6307\u4ee4\uff0c\u8fd9\u6781\u5927\u5730\u964d\u4f4e\u4e86\u529f\u80fd\u5b9e\u73b0\u7684\u95e8\u69db\uff0c\u4f46\u4e5f\u5c06\u7528\u6237\u6df1\u5ea6\u9501\u5b9a\u5728\u7279\u5b9a\u7684AI\u4ea4\u4e92\u8303\u5f0f\u5185\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u4ea7\u54c1\u5b9a\u4f4d\u5b58\u5728\u6f5c\u5728\u5f20\u529b\u3002\u514d\u8d39\u7248\u76847\u5929\u6709\u6548\u671f\u51f8\u663e\u4e86\u5176\u201c\u4e34\u65f6\u539f\u578b\u6d4b\u8bd5\u201d\u7684\u5de5\u5177\u5c5e\u6027\uff0c\u4f46\u4ed8\u8d39\u7248\u8f6c\u5411\u7684\u201c\u6c38\u4e45\u9875\u9762\u201d\u4e0e\u81ea\u5b9a\u4e49\u57df\u540d\uff0c\u5219\u610f\u5473\u7740\u8981\u4e0e\u6210\u719f\u7684\u7f51\u7ad9\u5efa\u8bbe\u5e73\u53f0\u548c\u6258\u7ba1\u670d\u52a1\u7ade\u4e89\u3002\u6b64\u65f6\uff0c\u5176\u529f\u80fd\u6df1\u5ea6\u3001\u6027\u80fd\u4e0e\u751f\u6001\u5b8c\u6574\u6027\u5c06\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002\u6b64\u5916\uff0c\u5c06\u5185\u5bb9\u7684\u751f\u6740\u5927\u6743\u5b8c\u5168\u4ea4\u7531AI\u7ba1\u7406\uff0c\u867d\u7b80\u5316\u4e86\u6d41\u7a0b\uff0c\u4f46\u4e5f\u5e26\u6765\u4e86\u7248\u672c\u63a7\u5236\u6a21\u7cca\u3001\u8d23\u4efb\u754c\u5b9a\u56f0\u96be\u7b49\u65b0\u95ee\u9898\u3002\u5b83\u662f\u5426\u53ea\u662fAI\u70ed\u6f6e\u4e0b\u7684\u4e00\u4e2a\u201c\u5feb\u6377\u53d1\u5e03\u4e2d\u8f6c\u7ad9\u201d\uff0c\u8fd8\u662f\u80fd\u6210\u957f\u4e3a\u4e0b\u4e00\u4ee3\u5185\u5bb9\u7ba1\u7406\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u6781\u7b80\u53d1\u5e03\u201d\u4e4b\u4e0a\uff0c\u6784\u5efa\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684\u3001\u57fa\u4e8eAI\u534f\u4f5c\u7684\u9875\u9762\u7ba1\u7406\u4e0e\u8fed\u4ee3\u4f53\u7cfb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">HTML Pub<\/span>\n <\/div>\n<div class=\"comment-content\">Publish AI-generated HTML instantly via MCP. Claude, ChatGPT, or any AI tool can build and deploy a live URL without leaving the chat. Websites, landing pages, stores with checkout, blogs, portfolios, prototypes \u2014 live in seconds. Custom domains. Forms and integrations. Visual editor and AI editing. Analytics, conversions, and heatmaps. No repos. No deploy pipelines. No hosting config. Idea to live site, from your favourite AI.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH, Michael here, CEO of Leadpages.<\/p>\n<p>I’ve been building with Claude every day for the last few months. Not just landing pages. Full sites, blogs, e-commerce stores, interactive tools, games. Last week I went from an idea to a live, functioning site in a single conversation. No designer, no developer, no hosting config. Just a description of what I wanted and a URL at the end.<\/p>\n<p>That’s what HTMLPub does. Your AI builds it, HTMLPub puts it on the internet, and when you want to change something tomorrow, you pick up the same conversation. The AI manages the whole thing. Pages, content updates, new sections, new pages. It’s not a deploy step. It’s an ongoing relationship between your AI and your live site.<\/p>\n<p>We built an MCP server that works with Claude, ChatGPT, n8n, Make, and anything that supports MCP. There’s also an API for automation workflows and direct upload at <a href=\"http:\/\/htmlpub.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">htmlpub.com<\/a>.<\/p>\n<p>What people are building today:<br \/>\u2192 Full sites with blogs and content pages<br \/>\u2192 E-commerce stores and product catalogs<br \/>\u2192 Landing pages and campaign microsites<br \/>\u2192 Interactive tools, games, and dashboards<br \/>\u2192 Portfolios and project showcases<\/p>\n<p>Every plan includes the MCP connector, AI credits, analytics, form collection with a submissions dashboard, and asset management. Paid plans add custom domains, custom slugs, CSV exports, and pages that stay live permanently. Pro gets you heatmaps, API access, and 5 custom domains.<\/p>\n<p>Free: 5 pages, no credit card, pages expire after 7 days. Starter: $10\/mo, 50 pages, 1 custom domain. Pro: $25\/mo, 250 pages, 5 domains, heatmaps, API access.<\/p>\n<p>We’ve been in the landing page business for 12 years. HTMLPub is our bet on what comes next. It’s early. I’d rather ship and hear what you need than sit on it for three more months.<\/p>\n<p>What are you building with AI right now? Hit me in the comments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi<a href=\"https:\/\/www.producthunt.com\/@michaelsacca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michaelsacca<\/a> Loved the idea behind <strong>HTML Pub<\/strong> \u2014 Curious, how does HTML Pub manage <strong>versioning or updates<\/strong> when users regenerate or modify AI-generated pages, so previous versions or live links remain stable? <\/p>\n<\/p>\n<p>Priya here, CEO at Techflitter Solutions FZCO, a tech consulting company operating from Dubai and India with 10+ YOE helping <strong>startups build from scratch to release to maintenance and scale tech products globally.<\/strong><\/p>\n<p>Even just recently <strong>ElevenLabs <\/strong>accelerated their growth by partnering with a consulting firm. That proves a point taking an offshore tech partner is a strategic growth move.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@michaelsacca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michaelsacca<\/a> If scaling beyond launch is the focus? We\u2019re ready to support and align with your roadmap and growth goals. Let’s have a chat….<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michaelsacca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michaelsacca<\/a> With only a little knowledge of coding and HTML, I may not be the best person to fully comment on how big and incredible this is. However, from what I do understand, it sounds extremely cool and innovative-something that was truly needed. Hosting without relying on legacy products is no longer a challenge. Kudos to the team for a fantastic job!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michaelsacca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michaelsacca<\/a> I’m a long time leadpages customers. I’ve been building the sales pages in Claude and then transferring them to my leadpages account. Claude was extremely helpful with the copy\/design layout. Can we automatically publish to our leadpages account from HTML?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations to the Leadpages team! This is an incredible product just in time for a great market need.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tobyns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tobyns<\/a> thank you for the support and encouragement! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@tobyns \ud83d\udc4d<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tobyns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tobyns<\/a> Thanks so much! Timing felt right for us too. Curious what you’re working on right now – is there a specific use case you’re thinking about?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This could be great for quickly building and sharing prototypes with clients or teammates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@angelaaa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angelaaa<\/a> you\u2019re right! Personally I\u2019ve built internal-only pages with HTML Pub because I wanted something more visual to share with my team. We\u2019ve password-protected those pages just in case! <\/p>\n<\/p>\n<p>What did you prototype with our product? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@angelaaa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angelaaa<\/a> 100%! This is actually one of the use cases we see a lot in early testing. Instead of a Figma link or a Loom, you send a live URL that actually works. Client can click around, fill out a form, see the real thing. And if they want changes, you just go back to the conversation and ask for them. No redesign, no redeploy. What kind of prototypes are you typically building for clients?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the MCP angle on this. Congrats on launching!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@petecallaghans\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petecallaghans<\/a> Thanks Pete! We figured since people live in their LLM these days, we should empower them without leaving the chat. We’re already dogfooding ourselves, take it for a spin and let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@petecallaghans\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petecallaghans<\/a> Thanks Pete! Let us know how you get on \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@petecallaghans\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petecallaghans<\/a> MCP was the thing that made this feel inevitable to us. Once AI can own the full loop (build it, publish it, update it) without ever handing off to a human, the whole workflow changes. Promoly looks interesting by the way, would love to know if you see a use case where audio promo + a live landing page could work together here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I showed this to my wife and it instantly resonated with her. This directly solves a problem she had last week, where she needed to share a website\/presentation she made for her MBA. It was created with AI (Claude) which is a little frowned upon in this academic circle and she doesn’t have the technical skill to publish it herself. Being able to showcase that page from a custom domain she owns would have been HUGE. Instantly worth whatever you are asking for that one page alone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@evanmcneely\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evanmcneely<\/a> this made my day. Your wife\u2019s use case is exactly the kind of thing we built this for – she has a finished page, she just needs it live, without needing to learn hosting or bother someone technical. Custom domains are available on our Starter plan ($10\/month) so yes – absolutely publish from her domain. Tell her we said good luck with her MBA!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@evanmcneely\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evanmcneely<\/a> Evan this is such a real story and honestly one of the best use cases we’ve heard today. The gap between “Claude built me something great” and “I can actually share this professionally” is exactly what HTML Pub closes. A custom domain makes it look like you built it yourself – nobody needs to know the stack. Tell her to sign up and publish that MBA project. Would love to see it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally found a way to bring all the side projects I had buried in Claude to life. Thank you guys! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nicola_vargiu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicola_vargiu<\/a> You and us both!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nicola_vargiu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicola_vargiu<\/a> The Claude graveyard is real! We’ve all got conversations in there that never saw the light of day. Really glad this is the thing that changes that for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@nicola_vargiu Knowing you Nico, you can finally publish prototypes as real frontend UI!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Okay, this just solved one of my biggest frustrations as a marketer. I usually know exactly what page I want to build but I\u2019m not a designer or technical enough to bring it to life easily. This could finally close that gap for me. I\u2019m so excited to try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@staci_gardiner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@staci_gardiner<\/a> Staci this one hit home. Thank you! Marketers are exactly who we built this for. You shouldn’t need to know CSS or beg a developer to get a page live. You know what the page needs to do, you know the message, you know the audience. That’s the hard part. HTML Pub just handles the rest. Go try it and tell me what your first page is – would love to see what a marketer builds on day one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@staci_gardiner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@staci_gardiner<\/a> How fast you all were able to move the dozens of paid landing pages over to HTML Pub was impressive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@staci_gardiner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@staci_gardiner<\/a> appreciate you Staci – and yes. As a fellow marketer, I am looking forward to the day where we don\u2019t need a comprehensive editor. Just describe and have it built!<\/p>\n<\/p>\n<p>When we were building this, I published 15 pages in an hour with distinct messaging and positioning. I can\u2019t imagine doing that 5 years ago. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>why don’t just connect the Vercel MCP ? actually I just watch until the end your video \ud83d\ude42 amazing product !!!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cristian_prodius\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cristian_prodius<\/a> love that the video did the talking. Vercel is great if you\u2019re already in a dev workflow, but most people generating pages with AI aren\u2019t deploying to a git repo. We wanted the path from \u201cAI made this\u201d to \u201cit\u2019s live at a URL\u201d to be as short as possible. Glad it clicked!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cristian_prodius\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cristian_prodius<\/a> Haha! Glad you watched to the end! Fair question though. Vercel MCP still assumes you have a repo, a framework, a build step. It’s built for apps. HTML Pub is purpose-built for AI-generated HTML – no repo, no config, just a string of HTML in and a live URL out. Plus forms, analytics, and heatmaps are all baked in so you’re not stitching together three other tools on top.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cristian_prodius\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cristian_prodius<\/a> Glad it resonated! Yes it’s far more than just publishing HTML, our fault for calling it just “HTMLPub” – it’s a tongue and cheek approach, so we’re having fun with it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>HTML Pub is a game changer. As someone who primarily uses Vercel to host my vibe-coded projects, Vercel can definitely get a bit cumbersome or overkill for a landing page.<\/p>\n<p>HTML Pub makes going from Claude Code to live production website incredibly easy. There’s no confusing setup, no GitHub repos to deal with. You just copy, paste, hit publish, and your site is live. Really excellent tool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattarms27\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattarms27<\/a> You just articulated what every marketer wants out of a tool like HTML Pub. Let\u2019s just make things easy and fast! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattarms27\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattarms27<\/a> Matt this is exactly the use case we kept coming back to when building this. Vercel is incredible for full apps but it’s genuinely overkill when you just need a landing page live in 5 minutes. No repo, no CI pipeline, no environment variables for a simple HTML page. Glad it clicked for you and the Claude Code to HTML Pub workflow is one of my personal favorites. What kind of projects are you vibe-coding these days?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattarms27\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattarms27<\/a> Vercel who? \ud83d\ude09 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am so excited for this! The number of html pages I publish through vercel or netlify to share reports with clients is staggering. <\/p>\n<\/p>\n<p>Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tomstools\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomstools<\/a> Tom the client report use case is such a good one. I’ve used it in similar ways with my team already. Instead of a Vercel deploy per client, per report, per update… you just publish, send the URL, and when the numbers change next week you update it in the same conversation. No new repo, no new deploy, same link. How many of these are you shipping a month? Curious how much time this could actually save you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tomstools\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomstools<\/a> Haha, right there with you. We publish a lot too. That’s why we wanted to make it lucrative \ud83d\ude09<\/p>\n<p>Let us know how you get on! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tomstools\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomstools<\/a> please try HTML Pub out and let us know your experience! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The idea that you can go from concept to functioning presence in a single conversation, then keep evolving it without ever touching code or configs, feels like the natural next chapter of the web. HTMLPub isn\u2019t just publishing \u2014 it\u2019s redefining what it means to maintain and grow online projects. Congratulations!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Exactly! As SaaS becomes more agentically operated, we should be building with that workflow in mind, giving our agents the tools they need.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> This is exactly the framing we kept coming back to internally. Publishing was never really the hard part, maintenance was. The moment you deploy something the traditional way, you’ve created a gap between the AI that built it and the live thing. HTML Pub keeps that connection alive. Your AI knows your site because it built it. That changes everything about how you grow and update it over time. Really glad that came through. What are you building with Lancepilot?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing product, love the prompts and pricing seems reasonable. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raunakhajela\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raunakhajela<\/a> thanks Raunak! Let us know what you build with it \ud83d\ude4f\ud83c\udffc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raunakhajela\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raunakhajela<\/a> Thanks Raunak! Pricing was something we debated a lot – wanted it to be a no-brainer to try, especially on free. The prompts are just a starting point too, the real magic is when you start describing something specific to your workflow and watching it just… work. Love what you all are doing over at Blitzit!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I don’t know much specifically about HTML Pub but I do know a lot about one of the makers, Omar Farook and he’s a great guy who has made some great products. So I’m here to try this one! (Even if I’m certain this going to be over my head \ud83e\udd23)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@just_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@just_s<\/a> Thanks Justin! Always great to see you!<\/p>\n<p>I’m confident HTML Pub is not as complex as you might think. Just a few steps to integrate with your favourite AI, like Claude or ChatGPT. Once you’re connected you can ask your AI to generate a page, tool, prototype or even a game, and then tell it to make it live via HTML Pub. You’ll receive a live link that you can share with the world. <\/p>\n<p>And inside of the platform you can manage all of your published pages, add a custom domain, forms, e-com integrations, blogs, and even connect multiple pages into a full site. <\/p>\n<p>You’ll be amazed at how fast you’ll be able to launch anything now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@just_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@just_s<\/a> I hear you on all counts! Omar is amazing, and HTML Pub is incredibly smooth and easy to use – even for non-technical marketers and users (like myself ;)). Let us know if you run into any issues! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@just_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@just_s<\/a> Omar’s the real deal. We’re all in good hands trusting his track record. And I promise it’s not over your head. Seriously, if you can type “build me a landing page for [thing you actually need]” into Claude, you’re 90% of the way there. Give it a shot and let us know what you end up making – would love to see your first publish.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks superb, guys. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matija_golubovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matija_golubovic<\/a> thank you! If you see any bugs or have feedback, please let us know! We\u2019re here all day. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matija_golubovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matija_golubovic<\/a> Thanks Mat! Try it out and let us know your thoughts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits the right pain point for so many vibe coders today! Congrats on the launch, your demo video was fantastic, impressive to see a new product with so many features. What does the workflow look like to assign custom url’s?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@masebuilds thanks \ud83d\ude4f,<\/p>\n<p>Totally! In fact many of us in the team are vibe coding projects, so this works perfect for us too.<\/p>\n<p>For custom domains, we use a 3rd party that helps you get setup with an existing domain, or a new one that you can buy directly. It\u2019s just a few steps and you can do it all without leaving HTML Pub.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@masebuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masebuilds<\/a> Thanks Mason, really appreciate the kind words. And yeah, the vibe coding crowd is exactly who we had in mind.<\/p>\n<p>Custom domains are straightforward: go to your page settings, connect your domain, and we handle DNS configuration + SSL automatically. The whole flow takes about 2 minutes. You can point a domain to a single page, a multi-page site, or a blog – your call. Take it for a spin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really impressed my in-laws with this redesign of their website. Thank you <a href=\"https:\/\/www.producthunt.com\/products\/htmlpub\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"htmlpub\" target=\"_blank\" rel=\"noopener\">@HTML Pub<\/a> for the brownie points! <a href=\"https:\/\/komocoffee.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/komocoffee.com\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ericlkomo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ericlkomo<\/a> And the value of impressing your inlaws?! Priceless <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c7eee4d3-7161-4887-b787-e646dc999a65.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are there ways to easily integrate tracking tools\/website analytics as well when I build my website? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Great question Lien! Two parts to this:<\/p>\n<p>Built-in analytics – every published page automatically gets page view tracking, unique visitors, conversion rates, click heatmaps, scroll depth, and attention maps. No setup required, it’s all in your dashboard out of the box.<\/p>\n<p>Third-party scripts – you can add GTM, Facebook Pixel, Google Analytics, or any custom script directly in your page settings. Just paste the snippet and it gets injected on publish.<\/p>\n<p>We can certainly get some direct connections going. What are you using?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Instantly publishing arbitrary HTML\/JS to public URLs raises tough trust and abuse questions. What guardrails did you build (rate limits, malware\/spam prevention, isolation\/sandboxing, takedowns), and how do you balance that with keeping the workflow frictionless?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> This was a real problem for us early on. We originally ran on Railway and had to do a full migration to GCP after dealing with crypto miners and phishing pages abusing the platform. So the guardrails came from lived experience, not a checklist.<\/p>\n<p>Here’s what’s in place:<br \/><strong>Structural constraints:<\/strong> Free pages expire after 7 days and cap at 5. Paid tiers cap at 50\/250 pages. Scaling abuse requires paying for multiple accounts, which creates both a cost barrier and an identity trail.<\/p>\n<p><strong>Scanning:<\/strong> We have a robust AI scan in place for published pages for known phishing patterns, malware signatures, and spam indicators. We’ve been training the model for several months with seed data from our 13 years of experience in the field.<\/p>\n<p><strong>Rate limiting:<\/strong> Yes, at both the account and publish level.<\/p>\n<p><strong>Isolation:<\/strong> Published pages are isolated from each other and from HTMLPub’s core infrastructure.<\/p>\n<p><strong>Reporting:<\/strong> There’s a flag\/report mechanism for takedowns.<\/p>\n<p>On the friction balance: we deliberately lean toward keeping the publish flow fast for legitimate users. The 7-day auto-expiry on free pages does a lot of the heavy lifting since most abuse content has a short useful lifespan. And having run Leadpages, hosting millions of pages over 12+ years, abuse prevention isn’t new territory for us – we’re applying patterns we’ve battle-tested at much larger scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a>If its really work as you explain ,,, then it will be a great product for those specially who faces theses issues ,,, best of luck for your product <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question. It’s a layered system:<\/p>\n<p><strong>Every page is scanned on publish<\/strong> \u2014 heuristic pattern matching, Google Safe Browsing for known-bad URLs, IP reputation checks, and an LLM classifier that factors in account age, publishing velocity, and prior violations. High-confidence abuse triggers automatic removal + account suspension. Medium-confidence gets queued for manual review. Pages are periodically re-scanned to catch post-publish changes.<\/p>\n<p><strong>Domain isolation<\/strong> \u2014 published pages serve on a separate origin with a strict route allowlist, no access to app APIs. Security headers block eval(), disable device APIs, prevent embedding outside our origins, and serve noindex\/nofollow so we can’t be used for SEO spam.<\/p>\n<p><strong>Rate limiting<\/strong> across all endpoints, built-in abuse reporting on every page, DMCA workflow, admin review tooling. <\/p>\n<p>All scanning is async \u2014 legitimate users publish instantly, never see the machinery. The AI classifier with behavioral signals is what lets us be aggressive on abuse without adding friction for normal use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is kinda crazy, like pastebin on crack. I can see it bridging a huge gap for the new work paradigm. <\/p>\n<p>We wrangle LLM output all day but this really increases the speed and ease of sharing and iterating. Super excited to see where this goes!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YZSO6RHIV6RW5D\" class=\"app-title\">Huddle01 Cloud<\/a><\/p>\n<div class=\"one-liner\">Deploy your AI Agents in 60 seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">289<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Huddle01 Cloud \u662f\u4e00\u4e2a\u9ad8\u6027\u80fd\u4e91\u5e73\u53f0\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u548c\u975e\u6280\u672f\u7528\u6237\u572860\u79d2\u5185\u4e00\u952e\u90e8\u7f72AI\u667a\u80fd\u4f53\uff0c\u89e3\u51b3\u4e86\u5728\u4f20\u7edf\u4e91\u670d\u52a1\u4e0a\u90e8\u7f72\u590d\u6742\u3001\u6210\u672c\u9ad8\u6602\u4e14\u6027\u80fd\u53d7\u9650\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/848f6da1-eda9-44a4-9453-d40ee76adbf2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45dd3688-7607-4a19-9e64-cf06fe5409ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eba03e70-7c24-4ed2-808e-c6b13945d0df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/f5787f0a-2cdf-4a97-8110-dfd130984e68.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/FfsUcJDCnn8\"><source src=\"https:\/\/youtu.be\/FfsUcJDCnn8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u4e91\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e91\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6a21\u578b\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u4e00\u952e\u90e8\u7f72\u201d\u5e26\u6765\u7684\u6613\u7528\u6027\uff0c\u5c24\u5176\u662f\u5bf9\u975e\u6280\u672f\u4eba\u5458\u53cb\u597d\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a1. \u4e0e\u4e3b\u6d41\u4e91\u5382\u5546\uff08AWS\u7b49\uff09\u76f8\u6bd4\uff0c\u5176\u5ba3\u79f0\u768470-80%\u6210\u672c\u8282\u7ea6\u7684\u5177\u4f53\u6784\u6210\u548c\u53ef\u9760\u6027\uff1b2. \u5e73\u53f0\u5728\u51b7\u542f\u52a8\u3001\u5197\u4f59\u548c\u6b63\u5e38\u8fd0\u884c\u65f6\u95f4\u65b9\u9762\u7684\u6f5c\u5728\u6743\u8861\uff1b3. Docker\u6c99\u7bb1\u7684\u5b89\u5168\u6027\u548c\u6027\u80fd\u7ec6\u8282\u3002\u6574\u4f53\u60c5\u7eea\u79ef\u6781\uff0c\u8ba4\u4e3a\u5176\u76f4\u51fb\u4e86\u4e91\u670d\u52a1\u5b9a\u4ef7\u4e0d\u900f\u660e\u548c\u90e8\u7f72\u590d\u6742\u7684\u884c\u4e1a\u75db\u70b9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Huddle01 Cloud \u8868\u9762\u4e0a\u662f\u201c\u4e00\u952e\u90e8\u7f72AI\u667a\u80fd\u4f53\u201d\u7684\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u91ce\u5fc3\u548c\u6838\u5fc3\u4ef7\u503c\uff0c\u662f\u6210\u4e3a\u65b0\u4e00\u4ee3\u201c\u53cd\u53db\u8005\u201d\u4e91\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u5e76\u975e\u5355\u7eaf\u7b80\u5316\u90e8\u7f72\u6d41\u7a0b\uff0c\u800c\u662f\u4ee5\u81ea\u8eab\u88ab\u201c\u4e91\u8d26\u5355\u201d\u538b\u69a8\u7684\u7ecf\u5386\u4e3a\u77db\uff0c\u523a\u5411AWS\u3001GCP\u7b49\u5de8\u5934\u5efa\u7acb\u7684\u201c\u8d85\u5927\u89c4\u6a21\u4e91\u670d\u52a1\u201d\u5b9a\u4ef7\u4f53\u7cfb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u88f8\u673a\u6027\u80fd\u3001\u4e91\u7075\u6d3b\u6027\u201d\u53ca\u9ad8\u8fbe8000%\u7684\u5e26\u5bbd\u6ea2\u4ef7\u6307\u63a7\uff0c\u76f4\u6307\u884c\u4e1a\u6838\u5fc3\u77db\u76fe\uff1a\u5927\u591a\u6570\u516c\u53f8\u5e76\u4e0d\u9700\u8981\u6570\u767e\u9879\u81c3\u80bf\u670d\u52a1\uff0c\u5374\u88ab\u8feb\u4e3a\u6574\u4e2a\u751f\u6001\u548c\u5de8\u989d\u5229\u6da6\u4e70\u5355\u3002Huddle01\u901a\u8fc7\u805a\u7126\u6838\u5fc3\u670d\u52a1\uff08VM\u3001K8s\u3001GPU\uff09\u3001\u81ea\u5efa\u6570\u636e\u4e2d\u5fc3\u5408\u4f5c\u4e0e\u900f\u660e\u5316\u8ba1\u8d39\uff0c\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u201c\u7cbe\u7626\u9ad8\u6548\u201d\u7684\u66ff\u4ee3\u65b9\u6848\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u662f\u201c\u53ef\u6301\u7eed\u7684\u89c4\u6a21\u5316\u201d\uff0c\u5e2e\u52a9\u9ad8\u589e\u957fAI\u516c\u53f8\u907f\u514d\u5728\u201c\u5feb\u901f\u53d1\u5c55\u201d\u4e0e\u201c\u5229\u6da6\u4fb5\u8680\u201d\u95f4\u505a\u9009\u62e9\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u5c06OpenClaw\u4f5c\u4e3a\u9996\u53d1\u7528\u4f8b\u662f\u806a\u660e\u7684\u5e02\u573a\u5207\u5165\u7b56\u7565\uff0c\u7528\u5177\u4f53\u573a\u666f\u8bc1\u660e\u4ef7\u503c\u3002\u4f46\u201c\u4e00\u952e\u90e8\u7f72\u201d\u7684\u4fbf\u5229\u6027\u80cc\u540e\uff0c\u662f\u5e73\u53f0\u5bf9\u5e95\u5c42\u590d\u6742\u6027\u7684\u6df1\u5ea6\u5c01\u88c5\u548c\u7ba1\u7406\u8d23\u4efb\u7684\u5168\u76d8\u63a5\u6536\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5197\u4f59\u3001\u51b7\u542f\u52a8\u7684\u7591\u95ee\uff0c\u6b63\u662f\u5bf9\u5176\u80fd\u5426\u5728\u7b80\u5316\u64cd\u4f5c\u7684\u540c\u65f6\uff0c\u63d0\u4f9b\u4e0d\u4e9a\u4e8e\u5de8\u5934\u7684\u4f01\u4e1a\u7ea7\u53ef\u9760\u6027\u7684\u7075\u9b42\u62f7\u95ee\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u90e8\u7f72\u662f\u5426\u591f\u5feb\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u57fa\u7840\u8bbe\u65bd\u7684\u575a\u633a\u7a0b\u5ea6\u3001\u751f\u6001\u7684\u6784\u5efa\u80fd\u529b\uff0c\u4ee5\u53ca\u80fd\u5426\u771f\u6b63\u6253\u7834\u7528\u6237\u5bf9\u201c\u8d85\u5927\u89c4\u6a21\u4e91\u670d\u52a1\u201d\u5728\u7a33\u5b9a\u6027\u548c\u5b89\u5168\u6027\u4e0a\u7684\u8def\u5f84\u4f9d\u8d56\u3002\u8fd9\u662f\u4e00\u573a\u4ee5\u201c\u6027\u4ef7\u6bd4\u201d\u548c\u201c\u5f00\u53d1\u8005\u4f53\u9a8c\u201d\u4e3a\u6b66\u5668\u7684\u786c\u6838\u57fa\u7840\u8bbe\u65bd\u6218\u4e89\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u53c8\u4e00\u4e2aAI\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Huddle01 Cloud<\/span>\n <\/div>\n<div class=\"comment-content\">Setting up OpenClaw shouldn’t take hours. Deploy a fully managed & secure version of Openclaw in 60 seconds! We take care of infrastructure, AI inference & updates so you can focus on building your agents – not keeping them online. Train your agents, not your hosting skills.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<br \/>I’m Ayush, co-founder of Huddle01.<\/p>\n<p>Five years ago, my co-founder and I were building a real-time communications platform. As we scaled, we bled our organisation’s runway, not to product, not to people, but to cloud bills. We weren’t using 200 services they provided with hidden costs; we needed maybe five. But the markups were brutal – 8000% over actual costs for services like bandwidth. We were paying insane markups to hyperscalers for mid-tier performance.<\/p>\n<p>We looked everywhere for an alternative, something with the raw performance of on-prem, the flexibility of the cloud, and pricing that didn’t punish you for growing. It didn’t exist. So we built it. <strong><em>Huddle01 Cloud delivers bare-metal performance with the flexibility of the cloud and is SOC 2 compliant.<\/em><\/strong><\/p>\n<p>While we were building for teams that needed high-end infra, AI Agents became real workloads. They are compute-heavy, latency-sensitive, and they need to be always active. Moreover, for non-developers and beginners, terminals and CLIs aren\u2019t the most user-friendly option. <\/p>\n<\/p>\n<p>With Openclaw launching, many non-devs couldn\u2019t ride the wave due to the complexity of the setup. We realised our infrastructure was exactly what they needed and thus built a <strong>1-click agent<\/strong> deploy on top of it. <\/p>\n<p><strong>Your agent gets running in less than 60 seconds<\/strong>. Just click on deploy, think of a name for your bot and the skills you want to teach it – without the hassle of managing api keys or Mac minis! <\/p>\n<p>Launch week offer: <strong>Upto 64% off<\/strong> with Free AI credits.<\/p>\n<p>We would love to get your feedback and suggestions. Help us build Huddle01 Cloud. <br \/>Join our Slack: <a href=\"https:\/\/huddle01.com\/community\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/huddle01.com\/community<\/a><\/p>\n<p>We’re here all day. Ask us anything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>82<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ranjan3118\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjan3118<\/a> Love the honesty here!<\/p>\n<p>Cloud bills really do feel like ordering a simple coffee and getting charged for the whole coffee machine.<\/p>\n<p>Glad someone finally said \u201cenough\u201d and built an alternative. Excited to see where Huddle01 Cloud goes \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ranjan3118\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjan3118<\/a> Exactly the markups on Hyperscalers are insane and on bandwidth they charge 8000% markups in some region, and they stack fast in todays Video driven world<\/p>\n<p>I remember Cloudflare did an amazing blog on this <a href=\"https:\/\/blog.cloudflare.com\/aws-egregious-egress\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/blog.cloudflare.com\/aws-egregious-egress\/<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ranjan3118\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjan3118<\/a> Had so much fun working with the team on this! Excited for people to checkout and give their feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly one of the most fun i have had while working on this launch. Can’t wait for y’all to deploy your Agents\ud83e\udd9e<\/p>\n<p>Do share your feedback & Suggestions \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@otodidakt_20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@otodidakt_20<\/a> Trading with Openclaw is indeed fun<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@otodidakt_20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@otodidakt_20<\/a> Going to finish my content studio with Openclaw now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt \ud83d\udc4b<\/strong><\/p>\n<p>This is Shalini from the growth team. I am, without question, the least technical person at Huddle01.<\/p>\n<p>Our team builds cloud infrastructure. They talk about bare metal servers, latency optimization, and sandboxed environments the way I used to talk about positioning, user journey and campaign funnels. And this was amplified in orders of magnitude with the advent of AI agents. A teammate had set up a tading agent in the time I went through the docs.<\/p>\n<p>I tried to run my own AI agent three separate times. Same story each time – open the docs, hit a wall of CLI commands and API keys, and quietly close the tab. I genuinely wanted it to work. But every time, the setup process felt like it was written for someone who already knew exactly what they were doing.<\/p>\n<p>That’s what Huddle01 Cloud is built to fix.<strong> Deploy your OpenClaw agent in 60 seconds. No terminal. No API keys. <\/strong>Just one click, and your AI agent is live on enterprise hardware – sandboxed, secure, and actually running.<\/p>\n<p>But here’s the thing nobody tells you about being the only non-technical person among tech wizards: you become the most honest signal they have.<\/p>\n<p>I still don\u2019t understand what happens below the hood. But now I don\u2019t need to. I can focus again on what I do best – putting Huddle01 in front of people, talking to partners, bringing in the scale. I no longer break my head figuring out the set-ups and AI agents are no longer a tech wizard\u2019s dominion.<\/p>\n<p><strong>We’re live on Product Hunt today! Would love for you to try out. waiting to hear what you guys think,<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shalini_umrao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shalini_umrao<\/a> Love the POV<\/p>\n<p>If even the least technical person can deploy an agent without touching the terminal, that\u2019s probably the best kind of product validation!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt \ud83d\udc4b<\/strong><\/p>\n<p>I\u2019m the person you see in the video, and if you haven\u2019t watched it yet, now\u2019s probably a good time.<\/p>\n<p>Building Huddle01 Cloud has been one of the most exciting things I\u2019ve worked on because it sits right at the intersection of infrastructure and AI. What AI changed for me as an engineer is not just speed, but the time and tools it gives me to understand systems more deeply, how traffic works, how packages work, and how different technologies fit together.<\/p>\n<p>That\u2019s a big reason why OpenClaw mattered to us. At Huddle01 Cloud, we\u2019re building infrastructure like VMs, Kubernetes, and Load Balancers, but agents felt like where the world was clearly heading.<\/p>\n<p>What got me hooked was seeing one of our engineers use OpenClaw for Polymarket trading and turn <strong>$1 into $17<\/strong>. I also gave it a shot and managed to turn <strong>$10 into $0 in about 30 minutes<\/strong>, so while that was humbling, it did confirm one thing: the tool is powerful, but the person using it still matters \ud83d\ude02<\/p>\n<p>jokes aside, it showed me how powerful agents can be for repetitive, context-heavy work. We also saw how painful setup was, even for engineers, so we focused on making OpenClaw as close to one-click as possible.<\/p>\n<p>Would love for you to try it out, push it hard, and tell us what you want us to improve.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsomg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsomg<\/a> Turning $1 into $17 is impressive\u2026 turning $10 into $0 in 30 minutes is even more impressive in its own way \ud83d\ude02<\/p>\n<p>Jokes aside, love the direction here. Making agents actually easy to deploy instead of another painful setup is a big win. Excited to see what people build with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Heyloo Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Arush, and I lead Cloud Infra here at Huddle01.<\/p>\n<p>Having spent the last six years building and scaling infrastructure, I\u2019ve seen the same story play out over and over: Start on Public Cloud, get traction, scale up, and then hit a wall when you realize your cloud bill has officially eclipsed your payroll. You end up in what r\/DevOps calls “hyperscaler jail”, locked into proprietory services and predatory vendor mechanisms that make migrating feel impossible.<\/p>\n<p>That\u2019s exactly the predicament we faced when building our global video infrastructure, As we scaled to 250,000+ users on our real-time communication platform, our Cloud bills went through the roof. We weren’t just paying for compute; we were paying for insane markups that didn’t make sense for a growing company.<\/p>\n<p><strong>So, we decided to build what we actually wanted: the “Dream Cloud Provider.”<\/strong><\/p>\n<p>That’s when we discovered the concept of bare metals. Bare metals are real servers you can buy and run your own infrastructure on and realise that the margins these cloud providers are making are insane.<br \/>We spent years cracking deals with data centers and negotiating with GPU providers to tie fast, physical infrastructure into a platform that offers the flexibility of the cloud with the transparent billing of on-prem. We battle-tested this internally for two years to power our own RTC services, and today, we\u2019re finally opening it up to the public.<\/p>\n<p>Huddle01 Cloud today delivers the same baremetal performance with the elasticity offered by cloud with SOC 2 Compliance.<\/p>\n<p>For the AI companies building today with “hockey stick” growth, this is a game-changer. You shouldn’t have to choose between fast deployment and sustainable margins. We\u2019ve handled the heavy lifting, the physical infra, networking, security & compliance so you can deploy high-performance workloads (like the 1-click OpenClaw agents we’re showing off today) in under 60 seconds without touching a terminal.<\/p>\n<p>I\u2019m here to answer any technical questions about our stack, how we\u2019ve optimized for low latency, or how to escape the “cloud tax” while you scale.<\/p>\n<p>Let\u2019s build something that scales on your terms, not the hyperscaler’s. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@arcinston dad here<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I remember I was sitting and deploying Openclaw on my own using the CLI, asking Claude, “Okay, what to do next?” and then I was troubling the tech team to teach me things here and there. And, then they worked on 1-click deploy. <\/p>\n<p>It was so fun to see the product evolve so fast. So excited for everyone to try out Huddle01 Cloud. <br \/>Happy to answer any questions you have and listen to all the feedback! \ud83e\udd9e\ud83d\udc9c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@krupali_trivedi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krupali_trivedi<\/a> Haha I remember the CLI days too!<\/p>\n<p>Asking Claude \u201cwhat next?\u201d and pinging the tech team every few minutes was basically the deployment workflow back then. Seeing it evolve into a 1-click deploy so fast has been really fun.<\/p>\n<p>Excited for more people to try Huddle01 Cloud \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@krupali_trivedi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krupali_trivedi<\/a> Which model do you use for Openclaw, I have seem Openrouter Minimax works best<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I LOVED many things about this:<\/p>\n<ol>\n<li>\n<p>The demo video is a real walkthrough of the app, not just an edited thing.<\/p>\n<\/li>\n<li>\n<p>The UI is really tasteful.<\/p>\n<\/li>\n<li>\n<p>We can easily see how much thought has been put into this with all the work you guys did to make it easier to set up!!!!!<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhravya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhravya<\/a> Thank you Dhravya! Let us know your experience of deploying when you do!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhravya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhravya<\/a> We kept the walkthrough as real as possible, it directly brings Trust in the product and Trust is the number one requirement for a product like ours<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds great! Was wondering the 70-80% cost savings compared to the ‘Big Three’ (AWS\/GCP\/Azure). Is this primarily due to the decentralized node structure, and what kind of trade-offs (if any) should developers expect regarding uptime or redundancy when moving from a centralized giant to Huddle01?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henk_pretorius1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henk_pretorius1<\/a> Great Question!!!<\/p>\n<p>The answer is very complex but we can simply it like this, Hyperscalers ( AWS, GCP ) have just huge costs to operate they are earning major money from the Top 500 companies that do need there scale but almost 90% companies don’t need 200+ service these guys have and still pay for them<\/p>\n<p>Huddle01 is in the intersection of Hyperscalers and Cheap VMs, we focus on robust servers, use our colocation and years of experience to push the main services like VMs, K8s, GPUs to there limit<\/p>\n<p>And Hyperscalers have insane margins 8000% for some services, all because a promise of reliability which should be by default in todays world with Data Center popping everywhere<\/p>\n<p>So in-short<br \/>1. Huddle01 Focuses of Core services optimises to there max<br \/>2. We pass on the benefits which we get like unlimited egress to customers<br \/>3. We give you servers with specs like AMD EPYC, DDR4 ECC RAM, NVMe Storage which allows you to run 4x the capacity of services that you would on any other service<\/p>\n<p>You can read more here on how a Drone Company uses our NVMe storage for Analytics <a href=\"https:\/\/huddle01.com\/blog\/how-marut-drones-processes-spatial-data-3x-faster-with-huddle-cloud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/huddle01.com\/blog\/how-marut-drones-processes-spatial-data-3x-faster-with-huddle-cloud<\/a><\/p>\n<p>And also our benchmark against notable hyperscaler<br \/><a href=\"https:\/\/huddle01.com\/blog\/aws-is-charging-you-3x-more-for-slower-compute\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/huddle01.com\/blog\/aws-is-charging-you-3x-more-for-slower-compute<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The fact that a non-technical person can deploy an agent this quickly is the real win. Congrats on the launch, guys! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sujeetbr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sujeetbr<\/a> Time to give everyone Agents to Crawl<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys congrats on the launch, everything looks very well thought!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreyas_papinwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyas_papinwar<\/a> Team spent good 2 weeks on this, this is our first PH launch as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreyas_papinwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyas_papinwar<\/a> thanks Shreyas!! It was an endless loop of planning, planning and some more planning.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is an amzing product the team has built<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@animesh_mishra1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@animesh_mishra1<\/a> <\/p>\n<p>We have been building Huddle01 for 6 years now, and have achieved stability considering the sensitive nature of our product.<\/p>\n<p>Would love if you try out the product and share any other feedbacks – Team is incredibly fast at shipping code with AI Agents \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@animesh_mishra1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@animesh_mishra1<\/a> Thank you Animesh for your kind words! We had such a fun time building this product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Docker Sandbox approach is really smart. Getting VM-level isolation with container speeds is the kind of tradeoff that actually matters when you’re running agents that need to hit external APIs and handle real data.<\/p>\n<p>Curious about one thing though, how does cold start look? Like if an agent hasn’t run in a while, does it spin up instantly or is there a warmup period? That’s usually where managed platforms trip up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> For Openclaw to work we need to keep docker container running, we don’t shut them down<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Our VMs run on secure & extremely fast hardware level virtualisation which bring the best performance for the underlying Agents running in sandboxes<\/p>\n<p>Also agents are always warm in our case as they are always running <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is amazing, guys. Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akhilbvs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akhilbvs<\/a> thanks <\/p>\n<p>team works really hard to get this launch perfect<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch boss! Been fantastic to see you build alongside.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saxenasaheb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saxenasaheb<\/a> Thank you so much! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Lezzzgooo bois \ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@suhasmotwani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suhasmotwani<\/a> Lessgooo Indeed<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@suhasmotwani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suhasmotwani<\/a> yeahhhh<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive speed to deploy \u2014 60-second setup is a strong pitch. Curious though: how does the managed infrastructure handle custom tool integrations or private data sources that agents might need to access? And is there a way to inspect or audit the AI inference logs for debugging? That visibility would be a big deal for production use cases.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lumm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lumm<\/a> Great Questions!!<\/p>\n<p>A title technical but we use something called as Docker Sanboxes which gives openclaw the power of a Virtual Machine and all the security and speeds of a Docker Container, All the Containers have direct access to the internet using Public IPv4 with unlimited egress <\/p>\n<p>So any skill will always have access to the internet and using NVMe drives will have access to local data as well<\/p>\n<p>As for AI Inference logs yes, you can view everything end to end on the dashboard itself<\/p>\n<p>Let me know your feedback when you try out the product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi,<br \/>I\u2019m Akash, Engineer <a href=\"https:\/\/www.producthunt.com\/products\/huddle01-cloud-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"huddle01-cloud-2\" target=\"_blank\" rel=\"noopener\">@Huddle01 Cloud<\/a> <\/p>\n<p>While our team set out to solve the problem of high cloud costs, my focus has been on the engineering that makes it possible. We built our infrastructure to eliminate the “hyperscaler tax”, the high markups for mid-tier performance. My goal was to provide the raw speed of bare metal with the flexibility engineers expect from the cloud.<\/p>\n<p>From managing our compliance to tuning the networking for low latency, we\u2019ve built this for workloads that need high-end performance without the complexity. This foundation is why we can now offer a 1-click deployment for AI agents like OpenClaw. We\u2019ve handled the backend (the VMs, the security, and the networking) so you can get an agent running in under 60 seconds without touching a terminal.<\/p>\n<p>I\u2019m happy to answer any technical questions about our stack or how we\u2019ve optimised the infrastructure for these types of workloads.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akmo3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akmo3<\/a> Hyperscaler Tax is real, and building Huddle01 Cloud was kinda forced because we wanted to minimise our Burn.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Watching the lobster ship agents is probably the most fun part of this launch \ud83e\udd9e<\/p>\n<p>Had a great time building this with the team. Can\u2019t wait to see what people deploy with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sangeet_banerjee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sangeet_banerjee<\/a> openclaw for the win<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! When adding wallets to agents?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joalavedra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joalavedra<\/a> Just was seeing Prava team, talking about this, All I can say rn, soon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joalavedra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joalavedra<\/a> today you can already add credits to the platform via stablecoins ! <\/p>\n<p>agentic payments soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The setup time problem is so real half the people who would actually benefit from open source agent frameworks never get past the infra setup. How does the managed version handle custom model integrations, or is it locked to specific providers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thyme1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thyme1<\/a> thats the best Part about the setup. When you deploy an agent on Huddle01 Cloud, you get a whole VM with IPv4 attached. You can always SSH to that VM and you can play with any kind of custom model integration, because OpenClaw allows you to do that. <\/p>\n<p>If you don’t want to do it, it’s one click deploy, choose any of the model providers and it’s done for you. So there’s never a integration problem and we never force you to use our AI inference. You are free to choose whatever you want to. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thyme1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thyme1<\/a> we provide a framework to get you started very fast on the agent – we use a secure but vanilla version of openclaw , so all openclaw plugins should directly work and have first class support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cooked!<br \/>Give them ability to Pay with <a href=\"https:\/\/www.producthunt.com\/products\/prava-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"prava-2\" target=\"_blank\" rel=\"noopener\">@Prava<\/a> \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaiserrr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaiserrr<\/a> yes boss!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaiserrr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaiserrr<\/a> Crazy idea<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats to the<a href=\"https:\/\/www.producthunt.com\/products\/huddle01-cloud-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"huddle01-cloud-2\" target=\"_blank\" rel=\"noopener\">@Huddle01 Cloud<\/a> team on the launch! I’ve watched <a href=\"https:\/\/www.producthunt.com\/@ranjan3118\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ranjan3118\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjan3118<\/a>, and the huddle crew build this from the ground up, and the problem they’re solving is painfully real. Started as a real-time comms platform, realized the cloud providers were eating their margins alive on bandwidth, and decided to just… build their own cloud. That kind of “fine, I’ll do it myself” energy is what makes great infra companies.<\/p>\n<p>Now they’ve stacked 1-click OpenClaw agent deployment on top of it. No terminal, no API keys, agent running in under a minute. If you’re building anything compute-heavy or latency-sensitive, especially out of India, give this a spin.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ranjan3118\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjan3118<\/a> <a href=\"https:\/\/www.producthunt.com\/@ayushpranav3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayushpranav3<\/a> Thanks a ton for the kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ayushpranav3 really appreciate the support man<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting launch.<\/p>\n<p>Reading through the comments and the way Huddle01 handles isolation (KVM layer, private subnets, Docker sandboxes), something stood out.<\/p>\n<p>It feels less like a simple \u201cagent deployment tool\u201d and more like infrastructure designed to run persistent AI agents as production workloads.<\/p>\n<p>Especially since the agents stay warm and continuously running rather than spinning up per request.<\/p>\n<p>Curious how the team thinks about this internally.<\/p>\n<p>Is Huddle01 Cloud evolving more as a deployment layer for OpenClaw agents, or closer to runtime infrastructure where agents themselves become long-running workloads?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@cauan_martins yess exactly <\/p>\n<p>openclaw was our buy in into the agentic workflow industry, personally really feel openclaw is a really powerful tool<\/p>\n<p>hot take : the most complicated of agentic workflows will be run by seemingly simple agents like openclaw<\/p>\n<p>what we bring to the table is excellent hardware , networking and api first approach to ensure agent can easily perform heavy workloads within the same compute and also be able to self provision and auto scale!!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congrats to the @Huddle01 Cloud team on the launch. \ud83d\ude80<\/p>\n<p>I\u2019ve had the chance to watch @ranjan3118 and the Huddle crew build this from the ground up, and the problem they\u2019re tackling is painfully real. What started as a real-time communications platform quickly ran into the same wall every latency-sensitive product eventually hits: traditional cloud bandwidth costs.<\/p>\n<p>Instead of accepting shrinking margins, they made a bold call \u2014 build the infrastructure themselves.<\/p>\n<p>That \u201cfine, we\u2019ll do it ourselves\u201d mindset is exactly how great infra companies are born.<\/p>\n<p>Now they\u2019re stacking developer-first tooling on top of it, including 1-click OpenClaw agent deployment. No terminal. No API keys. Agent running in under a minute.<\/p>\n<p>If you’re building anything compute-heavy or latency-sensitive \u2014 especially out of India \u2014 this is definitely worth experimenting with.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks for the kind words <a href=\"https:\/\/www.producthunt.com\/@sicksickle\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sicksickle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sicksickle<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">You mention \u201cDocker Sandboxes\u201d that combine VM-like isolation with container speed\u2014what are the actual isolation boundaries (kernel\/VM layer, filesystem, network), and how do you mitigate risk from untrusted OpenClaw skills\/plugins that can execute code or access the internet?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Every tenant lives inside its own private subnet behind a Geneve switch, so that is how we get user-to-user separation. Everything is totally isolated from one another. Then at the kernel level, there is the KVM layer, which again helps protect against untrusted access. Every network is also protected by firewalls.<\/p>\n<p>Huddle01 Cloud is fully SOC 2 compliant, so these are all very standard and robust protection measures.<\/p>\n<p>As for OpenClaw risk mitigation, it depends, though. Everything runs inside Docker sandboxes. We did not want to introduce things from our end that would not align with Peter\u2019s vision as the creator of OpenClaw, and the vision of the product in general. He is doing a great job making OpenClaw great.<\/p>\n<p>On our side, we are working hard to make sure you can run this agent 24\/7 with the best specs and unlimited egress.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats to the team for the launch!\ud83c\udf89\ud83e\udd42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rbluena\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rbluena<\/a> Thanks a ton<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@rbluena thanks Rabii<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paul_sangle_ferriere1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_sangle_ferriere1<\/a> shit we missed adding cubic for shoutout, Amazing product <\/p>\n<p>We use it for every PR review here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Ayush! It’s really impressive. Is it similar to KimiClaw? What’s the main differentiation??<\/p>\n<p>Btw, a quick suggestion build a parallel pricing made for founders, not for devs. I could understand it but I know many founders won’t. Hope it’s helpful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> hiii german <\/p>\n<p>We specialise in running ai infra at scale , so running agents is a breeze <br \/>devs can use their own keys or leverage hudl ai inference to power their agents<\/p>\n<p>kimiclaw is specific to the kimi model – marketing gimmick for kimi tbh<\/p>\n<p>at Huddle01 Cloud you can select any model<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> <\/p>\n<p>Kimiclaw gives you all that OpenClaw Primitives and its amazing for a certain usecase, we think Openclaw is the new Linux and we want to make it super easy for people to deploy it don’t have to think about AI Inference and billing and everything stays in one place<\/p>\n<p>For security we use Docker Sandbox which gives you VMs and all the additional security of docker containers.<\/p>\n<p>We right now have super simple Pricing and just show the bare pricing, but I get the point we can give more details around it<\/p>\n<p>Thanks for commenting and do checkout the product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks interesting! Do you guys have a simple “same workload, same region” benchmark (latency\/throughput + total cost incl egress) compared to smth like Hertzner\/OVH\/Vultr? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anton_alekseev3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anton_alekseev3<\/a> I have even better, we are building for intersection between AWS and Cheap VMs<\/p>\n<p>So our competition are Hyperscalers like AWS, GCP, Azure<\/p>\n<p>This is our benchmark comparing with AWS and how are we 3x cheaper and still insanely better<br \/><a href=\"https:\/\/huddle01.com\/blog\/aws-is-charging-you-3x-more-for-slower-compute\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/huddle01.com\/blog\/aws-is-charging-you-3x-more-for-slower-compute<\/a><\/p>\n<p>Our Specs are:<br \/>– AMD EPYC Server<br \/>– DDR4 ECC RAM<br \/>– NVMe Storage<br \/>– Unlimited Egress<\/p>\n<p>Let me know your thoughts on the benchmarks etc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting wedge – start with the infrastructure pain (which is real and documented) and layer agent deployment on top as the entry point for non-devs. Makes sense as a GTM. What’s the target customer right now – individual builders, startups, enterprise?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Huddle01 is targeting the market between hyperscalers and cheap VMs. That’s where the sweet spot is. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> hii Kate! <br \/>we have two main categories we look at <br \/>1. hackers & early stage founders : cater to being able to deploy and iterate fastt without worrying about infra<br \/>2. mid & large sized companies : who already know their scale & now are looking to switch to a performant but cost effective option<\/p>\n<p>hyperscalers may make sense for startups who are figuring out their scale but is too expensive for companies who already know their scale and now looking to optimise <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/S4WUKNDBBPMVNN\" class=\"app-title\">Runner AI<\/a><\/p>\n<div class=\"one-liner\">Build, optimize, and scale your AI-native store<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">287<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Runner AI\u662f\u4e00\u6b3eAI\u539f\u751f\u7535\u5546\u5efa\u7ad9\u4e0e\u4f18\u5316\u5e73\u53f0\uff0c\u901a\u8fc7\u63cf\u8ff0\u613f\u666f\u5373\u53ef\u81ea\u52a8\u751f\u6210\u5e76\u6301\u7eed\u4f18\u5316\u5728\u7ebf\u5546\u5e97\uff0c\u5728\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\uff0c\u89e3\u51b3\u4f20\u7edf\u7535\u5546\u5de5\u5177\u94fe\u5272\u88c2\u3001\u4f18\u5316\u5b9e\u9a8c\u7e41\u7410\u4e14\u4f4e\u6548\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6a1778e-7c4a-415a-bc51-e42a5517d24b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5efbd1e9-6b55-46c1-ab45-04a2477a1847.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2578d123-b12c-4d4b-93c4-744530cad6a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b40801e4-4726-48ec-ab40-1ea1a61b0bb2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8c7d2f3-a4e5-48f8-8060-1a80ef5c4269.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b92cd603-41ae-4c6d-93e1-5265f476ead1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/6ef5c4e1-1283-450c-96e9-250ce242c731.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=xGyOWcwnZxI\"><source src=\"https:\/\/www.youtube.com\/watch?v=xGyOWcwnZxI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Website Builder<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7535\u5546\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8A\/B\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u6570\u636e\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u65e0\u6a21\u677f\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8f6c\u5316\u7387\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u5546\u52a1<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u7535\u5546SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u81ea\u4e3b\u4f18\u5316\u201d\u7406\u5ff5\u4e0eAI\u539f\u751f\u67b6\u6784\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u4f4e\u6d41\u91cf\u7ad9\u70b9\u5982\u4f55\u6709\u6548\u5b9e\u9a8c\u3001AI\u51b3\u7b56\u7684\u8fb9\u754c\u4e0e\u63a7\u5236\u6743\u3001\u4e0e\u5916\u90e8\u5e73\u53f0\uff08\u5982Google Merchant\uff09\u7684\u96c6\u6210\u3001\u4ea7\u54c1\u6210\u719f\u5ea6\u9a8c\u8bc1\u3002\u521b\u59cb\u4eba\u56de\u590d\u786e\u8ba4\u91c7\u7528\u591a\u81c2\u8001\u864e\u673a\u7b97\u6cd5\u5e94\u5bf9\u4f4e\u6d41\u91cf\uff0c\u5e76\u5f3a\u8c03\u7528\u6237\u53ef\u8bbe\u7f6e\u62a4\u680f\u4fdd\u6301\u63a7\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Runner AI\u7684\u91ce\u5fc3\u5e76\u975e\u4ec5\u662f\u53c8\u4e00\u4e2aAI\u5efa\u7ad9\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u7535\u5546\u9886\u57df\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u89c2\u5bdf-\u51b3\u7b56-\u6267\u884c-\u5b66\u4e60\u201d\u7684\u95ed\u73af\u81ea\u52a8\u5316\uff0c\u5e76\u57fa\u4e8e\u7edf\u4e00\u6570\u636e\u5c42\uff0c\u8ba9\u4f18\u5316\u4ece\u79bb\u6563\u7684\u624b\u52a8\u5b9e\u9a8c\u53d8\u4e3a\u6301\u7eed\u7684\u7cfb\u7edf\u884c\u4e3a\u3002\u8fd9\u76f4\u6307\u4f20\u7edf\u7535\u5546SaaS\u751f\u6001\u7684\u987d\u75be\uff1a\u5806\u780c\u7684\u5de5\u5177\u5f62\u6210\u6570\u636e\u5b64\u5c9b\uff0c\u589e\u957f\u6d1e\u5bdf\u65e0\u6cd5\u6709\u6548\u8054\u52a8\u6267\u884c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5168\u81ea\u52a8\u201d\u4ea6\u662f\u6700\u5927\u98ce\u9669\u70b9\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u63a7\u5236\u6743\u201d\u4e0e\u201c\u51b3\u7b56\u4f9d\u636e\u201d\u7684\u8d28\u7591\u975e\u5e38\u5173\u952e\u3002\u7535\u5546\u4f18\u5316\u6d89\u53ca\u54c1\u724c\u8c03\u6027\u3001\u4ef7\u683c\u7b56\u7565\u7b49\u590d\u6742\u7ef4\u5ea6\uff0c\u5c06\u51b3\u7b56\u6743\u8fc7\u5ea6\u8ba9\u6e21\u7ed9AI\uff0c\u53ef\u80fd\u5f15\u53d1\u54c1\u724c\u7a00\u91ca\u6216\u77ed\u671f\u4e3b\u4e49\u98ce\u9669\u3002\u4ea7\u54c1\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176AI\u5728\u590d\u6742\u5546\u4e1a\u76ee\u6807\uff08\u5982\u77ed\u671f\u8f6c\u5316\u4e0e\u957f\u671f\u5ba2\u6237\u4ef7\u503c\uff09\u95f4\u6743\u8861\u7684\u201c\u667a\u6167\u201d\uff0c\u4ee5\u53ca\u4e3a\u7528\u6237\u63d0\u4f9b\u7684\u62a4\u680f\u662f\u5426\u8db3\u591f\u7cbe\u7ec6\u4e0e\u53ef\u9760\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201cAI\u539f\u751f\u201d\u67b6\u6784\u65e2\u662f\u4f18\u52bf\u4e5f\u662f\u6311\u6218\u3002\u4f18\u52bf\u5728\u4e8e\u4ece\u96f6\u8bbe\u8ba1\uff0c\u907f\u514d\u4e86\u9057\u7559\u7cfb\u7edf\u7684\u6280\u672f\u503a\uff0c\u80fd\u5b9e\u73b0\u771f\u6b63\u7684\u7aef\u5230\u7aef\u4f18\u5316\u3002\u6311\u6218\u5219\u5728\u4e8e\uff0c\u5b83\u9700\u8981\u91cd\u65b0\u5b9a\u4e49\u7528\u6237\uff08\u5546\u5bb6\uff09\u7684\u5de5\u4f5c\u6d41\u2014\u2014\u4ece\u4eb2\u624b\u64cd\u4f5c\u5230\u8bbe\u5b9a\u76ee\u6807\u4e0e\u8fb9\u754c\uff0c\u8fd9\u9700\u8981\u5e02\u573a\u6559\u80b2\u548c\u7528\u6237\u4fe1\u4efb\u7684\u79ef\u7d2f\u3002\u65e9\u671f\u6848\u4f8b\u7684\u771f\u5b9e\u6570\u636e\u5c06\u662f\u6253\u7834\u8d28\u7591\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cRunner AI\u4ee3\u8868\u4e86\u4e00\u4e2a\u66f4\u6fc0\u8fdb\u7684\u672a\u6765\uff1a\u7535\u5546\u8fd0\u8425\u4ece\u201c\u4eba\u529b\u5bc6\u96c6\u578b\u201d\u8f6c\u5411\u201c\u667a\u80fd\u4ee3\u7406\u9a71\u52a8\u578b\u201d\u3002\u4f46\u5b83\u80fd\u5426\u8de8\u8d8a\u65e9\u671f\u91c7\u7528\u8005\u9e3f\u6c9f\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\u80fd\u529b\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u81ea\u52a8\u5316\u667a\u80fd\u201d\u4e0e\u201c\u4eba\u7c7b\u63a7\u5236\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u8ba9\u5546\u5bb6\u5b89\u5fc3\u6258\u4ed8\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Runner AI<\/span>\n <\/div>\n<div class=\"comment-content\">Don’t just prompt a website; prompt revenue. Runner AI builds AND optimizes. It continuously runs experiments in the background, automatically turning visitors into buyers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<p>I’m Weizhi, founder of Runner AI. Excited to share what we’ve been building over the past 5 months: an AI-native commerce stack that autonomously builds, tests, and optimizes your store.<\/p>\n<p>Before starting <strong>Runner AI,<\/strong> I spent five years at Google and DeepMind \u2014 building data infra and Gemini. That shaped how I think about products: when data is unified and AI can see the full picture, it doesn’t just help \u2014 it proposes changes, learns from real user behavior, and gets smarter with every iteration.<\/p>\n<p>But today, traditional e-commerce doesn’t work that way.<strong> <\/strong>They stitch together 20+ tools that don’t talk to each other. Your email tool doesn’t know what your checkout learned. Your analytics can’t inform your pricing. Because<strong> nothing connects, nothing compounds.<\/strong> You’re running experiments in silos while customer behavior shifts daily.<\/p>\n<p>We built Runner to bring that <strong>self-optimizing<\/strong> logic to commerce, grounded in the belief that the <strong>best way to grow is to experiment, learn, and iterate continuously<\/strong>.<\/p>\n<p>Most e-commerce platforms are built for humans to operate, with AI added later as a feature. We designed it differently \u2014 a commerce stack built from the ground up for AI to <strong>observe, act, and improve your conversion rates automatically.<\/strong><br \/>Runner puts everything under one roof: storefront, analytics, experiments, pricing, promotions, user behavior \u2014 all unified, all visible to AI. When checkout improves, recommendations get smarter. When pricing learns, promotions adapt.<\/p>\n<p><strong>How it works:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Describe & Build:<\/strong> Describe your vision \u2192 AI builds everything (design, copy, functionality).<\/p>\n<\/li>\n<li>\n<p><strong>Observe:<\/strong> AI sees everything: drop-offs, abandoned products, winning copy, and pricing friction.<\/p>\n<\/li>\n<li>\n<p><strong>Optimize:<\/strong> AI acts on everything: rewrites headlines, adjusts layouts, optimizes flows, and tests pricing.<\/p>\n<\/li>\n<li>\n<p><strong>Scale:<\/strong> Winners get scaled. Losers get replaced. 24\/7.<\/p>\n<\/li>\n<\/ul>\n<p><strong>What makes us different:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>No themes, no templates:<\/strong> AI architects a custom store from scratch.<\/p>\n<\/li>\n<li>\n<p><strong>No “App Tax”:<\/strong> Core tools are built-in, not paid plugins.<\/p>\n<\/li>\n<li>\n<p><strong>Full transparency & control:<\/strong> You see every experiment, set boundaries, and adjust anytime.<\/p>\n<\/li>\n<\/ul>\n<p>This is v1. We’d love for you to try it and tell us what you think.<\/p>\n<p>\u2192 <a href=\"https:\/\/www.runnerai.com\/?utm_source=product_hunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Try Runner AI free<\/strong><\/a><\/p>\n<p>Weizhi Li<br \/>Founder & CEO, Runner AI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi <a href=\"https:\/\/www.producthunt.com\/@weizhi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@weizhi<\/a> Loved the concept behind <strong>Runner AI, – <\/strong>Curious to know, when optimizing deep learning ranking models for ads or recommendations, how do you balance real-time inference latency with model complexity, especially when deploying at large scale?<\/p>\n<\/p>\n<p>Priya here, CEO at Techflitter Solutions FZCO, a tech consulting company operating from Dubai and India with 10+ YOE helping <strong>startups build from scratch to release to maintenance and scale tech products globally.<\/strong><\/p>\n<p>Even just recently <strong>ElevenLabs <\/strong>accelerated their growth by partnering with a consulting firm. That proves a point taking an offshore tech partner is a strategic growth move.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@weizhi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@weizhi<\/a> If scaling beyond launch is the focus? We\u2019re ready to support and align with your roadmap and growth goals. Let’s have a chat…<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@weizhi Congrats on the launch, Weizhi. The idea of a commerce stack that can actually see the full system instead of operating through disconnected tools makes a lot of sense. Anyone who has worked with modern e-commerce knows how quickly the tool stack turns into analytics in one place, email somewhere else, pricing somewhere else, and nothing really learning from the whole picture.<\/p>\n<p>I also like the philosophy of designing for AI first instead of bolting it on later. When experimentation and feedback loops are built into the core system, the improvements can compound over time instead of staying stuck in isolated A\/B tests.<\/p>\n<p>One thing I\u2019m curious about is how Runner decides when to act versus when to observe longer. If the AI is adjusting layouts, copy, and pricing continuously, what safeguards exist to prevent short-term signals or noisy data from pushing the store in the wrong direction?<\/p>\n<p>Really interesting direction for commerce infrastructure. Curious to see how founders end up using it once the system has enough behavioral data to start compounding improvements.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@weizhi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@weizhi<\/a> So incredibly proud to be part of this team and what we’ve built over the last few months! Watching this vision of autonomous commerce come to life has been amazing. Let’s go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “continuous experiments in the background” angle is really compelling \u2014 most A\/B testing tools require you to manually set up experiments which nobody actually does consistently.<\/p>\n<p>Curious how it handles low traffic sites where statistical significance takes forever to reach? That’s always been the frustration with traditional CRO tools for early-stage products.<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@n8nship\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@n8nship<\/a> Great question! For low-traffic sites, we introduce our AI creative studio which generates a range of high-converting product assets while our AI ads system creates a closed-loop. This combination lets us gather statistically significant insights faster, so you can start optimizing your site’s performance even in the early stages without waiting for massive traffic volumes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@n8nship\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@n8nship<\/a> You are right. low traffic is where traditional A\/B testing breaks down. Our AI uses multi-armed bandit approaches that adapt in real time, so even with lower traffic, the system learns and shifts toward better-performing variants faster instead of waiting for a fixed sample size. On top of that, we also have built-in marketing integrations \u2014 ads, social media, and more \u2014 to help drive traffic to your store in the first place.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome!<br \/>Are you helping stores with product feed optimization for agentic commerce? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaiserrr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaiserrr<\/a> Absolutely! Runner AI continuously detects friction and autonomously A\/B tests to optimize the product feed. Because our entire architecture is AI-native from the ground up, your product data is perfectly structured for agentic commerce and AI shopping bots by default.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaiserrr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaiserrr<\/a> Absolutely! Product feed optimization is built right in. We handle formatting across OpenAI ACP and Google UCP \u2014 so your store is ready for agentic commerce out of the box. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Once I get my store set up using Runner AI, are there ways to sync it up with Google Merchant Center so that my products are also visible via Google too? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Yes, we are working on this part along with agentic commerce(will release this soon). the platform handles the product feed formatting automatically \u2014 you don’t need to worry about the technical setup. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Thank you for your support! We will be releasing the AI ads agent very soon who will be running and optimizing your Google, Meta, Reddit Ads autonomously! Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “self-optimizing” framing is what caught my attention here. Most ecommerce AI tools I’ve seen are basically just suggestions you still have to manually implement. Having the system actually run experiments and adjust on its own is a totally different level.<\/p>\n<p>One question though, how much control do store owners have over what gets tested? Like can you set guardrails so it doesn’t experiment with things you’d rather keep fixed (brand elements, pricing floors, etc)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Great question! You define the boundaries \u2014 pricing, visuals, ads, social media, promotions, etc. You also control the traffic split, so you decide how much of your audience sees a test before it rolls out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> You are absolutely still in the driver’s seat. While Runner AI analyzes every interaction on your site (clicks, scrolls, bounces) to detect friction and automatically plan A\/B tests, you have full control over the boundaries. You can easily set strict guardrails to lock in brand elements, copy, or pricing floors so the AI knows exactly what <em>not<\/em> to touch. You can also dictate exactly how much of your traffic you want to allocate to these experiments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>From an agency perspective, this could accelerate client onboarding significantly. Interested to see the template variety.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> <strong>As an agency<\/strong>, you\u2019ll love that we can support multi-store management-you can handle multiple clients\u2019 sites all in one place. <strong>As a multi-brand owner<\/strong>, you can easily create tailored strategies for each unique product line, drive growth across your entire product range.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Absolutely! For agencies, this takes the heavy lifting out of the ‘zero to one’ phase. The coolest part? There are zero templates. You simply prompt the AI with the specific style, vibe, and branding instructions your client needs, and it custom-codes the site natively. It means you can deliver fully custom-tailored stores in a fraction of the time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Damn, this is cool. The AI suggestions for layouts and product pages are actually useful, not just gimmicky.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a> Thanks for the kind words! What might interest you is that these tweaks are also crafted to drive your store\u2019s sales and fuel business growth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a> Thank you for your support!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! I see you are focused on shops, will there be a Saas marketing version to look forward to? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@masebuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masebuilds<\/a> Thanks for the support! Right now, our AI is trained specifically on ecommerce workflows and shopping behaviors. However, the underlying architecture\u2014autonomous A\/B testing, layout optimization, and conversion tracking\u2014could absolutely be applied to SaaS marketing pages and lead generation down the line! We’re hyper-focused on stores for V1, but SaaS marketing is definitely on our radar.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks like a really innovative product. Has a “real” store already been built with it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konrad_sx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konrad_sx<\/a> Thanks for asking! Yes, we’ve been working with a handful of design partners who have live stores on the platform with real traffic. Still early days, but the results have been really encouraging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konrad_sx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konrad_sx<\/a> Thank you so much! And yes, absolutely. We’ve had some amazing early users spinning up and running live stores. We\u2019ve actually been highlighting several of these real-world use cases and live examples over on X! Feel free to check them out at @try_runner_ai. Let us know what you think of them!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it decide which experiments to run first \u2014 is that AI-driven or do you set the priorities manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jozsef_orsos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jozsef_orsos<\/a> Great question! Yes, it is 100% AI-driven! Runner AI acts like an autonomous growth engineer. It actively analyzes real user behavior\u2014every click, scroll, and bounce on your site. Once it detects friction points or high-impact opportunities, the AI automatically prioritizes and launches the tests for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Absolutely love how simple this makes ecommerce. Congrats on launching something genuinely useful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victorzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victorzh<\/a> Thx for your support! Our goal is to empower every merchant and team to easily leverage AI, unlocking new growth opportunities for their e-commerce businesses!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victorzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victorzh<\/a> Thank you! Please reach out if you need anything from the Runner AI team:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks amazing! The AI-powered website builder is so clean. Congrats on launching!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Thanks a lot! We put a lot of care into making it feel intuitive. Plenty more coming soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Thank you for supporting us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The current product is useful, but the future vision is what makes this a must-watch company. Following closely!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Thanks so much, Luke! That means a lot. We’re just getting started with v1, and the roadmap ahead \u2014 deeper autonomous optimization, auto experimentation loops, and more AI-driven insights \u2014 is what really excites us. Would love for you to give it a spin and let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Thank you so much for supporting us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting! How customizable are the AI-generated websites? Can you override the suggestions easily?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The self-optimizing angle is really interesting \u2014 most e-commerce tools are static but this actually adapts. Curious how it handles product catalog updates automatically? Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Weizhi! Really interesting to see a commerce stack built for AI from the ground up rather than just bolting it on. <br \/>Wishing you a big day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dschwartz18\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dschwartz18<\/a> Thank you! That’s exactly the mindset we started with. Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dschwartz18\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dschwartz18<\/a> Thank you so much for supporting us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations! Love how quickly you can spin up an ecommerce site with this. The AI workflow is super impressive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@blink_66\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blink_66<\/a> Thanks for the kind words! We built the AI workflow specifically so merchants can focus on their actual products instead of wrestling with tech setups. Let us know if you end up spinning up a store\u2014we’d absolutely love to see what you build!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow awesome product mate<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thank you!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thank you! Please reach out if you need anything from the Runner AI team:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Q66G5FXCSQMB7Q\" class=\"app-title\">Prava<\/a><\/p>\n<div class=\"one-liner\">Payments stack for AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">280<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Prava\u662f\u4e00\u4e2a\u4e3aAI\u667a\u80fd\u4f53\u6253\u9020\u7684\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd\uff0c\u901a\u8fc7\u5b89\u5168\u4ee4\u724c\u3001\u6d88\u8d39\u9650\u989d\u548c\u5b9e\u65f6\u5ba1\u6279\u7b49\u673a\u5236\uff0c\u5728AI\u52a9\u624b\u3001\u8d2d\u7269\u4ee3\u7406\u7b49\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u667a\u80fd\u4f53\u65e0\u6cd5\u81ea\u4e3b\u3001\u5b89\u5168\u5730\u5b8c\u6210\u652f\u4ed8\u4ea4\u6613\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f268ae5-b426-47f8-a687-38c08c239384.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92a8a571-30b4-4694-bc3a-c0db63133e65.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ac5faf5-0c5f-4e78-8f62-38077a76248e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ff0a59e-5e68-416c-b24c-f6dc8df15567.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03127ef3-54b6-4dec-a796-d0061f615ef1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35528c15-4608-4432-8875-0f6473fbcfc0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6bf99d5b-a463-41cd-93b5-70982f3bf357.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40e3b572-b643-4449-8d1e-3b5ee08de175.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d87f587e-f941-42f4-a20f-ce69522ce0dc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/EPuOvkG4S4E?si=ZZMMvx_wzE_HXig1\"><source src=\"https:\/\/youtu.be\/EPuOvkG4S4E?si=ZZMMvx_wzE_HXig1\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8SDK<\/span><br \/>\n <span class=\"tag\">\u4ee4\u724c\u5316\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">PCI\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u9650\u989d<\/span><br \/>\n <span class=\"tag\">Visa\u5408\u4f5c<\/span><br \/>\n <span class=\"tag\">OpenClaw\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u5546\u52a1<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86AI\u4ee3\u7406\u652f\u4ed8\u7684\u521a\u9700\uff0cVisa\u5408\u4f5c\u589e\u5f3a\u4e86\u53ef\u4fe1\u5ea6\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u4e0e\u73b0\u6709\u652f\u4ed8\u670d\u52a1\u5546\uff08\u5982Stripe\uff09\u7684\u96c6\u6210\u517c\u5bb9\u6027\u3001\u5177\u4f53\u98ce\u63a7\u4e0e\u9632\u6b3a\u8bc8\u63aa\u65bd\u3001\u6d88\u8d39\u6388\u6743\u4e0e\u9000\u6b3e\u6d41\u7a0b\u7684\u7ec6\u8282\uff0c\u4ee5\u53ca\u672a\u6765\u5411\u4eba\u5f62\u673a\u5668\u4eba\u3001UPI\u7b49\u573a\u666f\u7684\u6269\u5c55\u6f5c\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Prava\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u5373\u5c06\u7206\u53d1\u7684\u7f1d\u9699\u5e02\u573a\u2014\u2014AI\u667a\u80fd\u4f53\u7684\u652f\u4ed8\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u652f\u4ed8\u6280\u672f\u672c\u8eab\u6709\u591a\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5b83\u7387\u5148\u5c06\u201cAI\u667a\u80fd\u4f53\u201d\u5b9a\u4e49\u4e3a\u4e00\u4e2a\u9700\u8981\u88ab\u652f\u4ed8\u7f51\u7edc\u8bc6\u522b\u548c\u670d\u52a1\u7684**\u65b0\u578b\u7ecf\u6d4e\u4e3b\u4f53**\u3002\u8fd9\u7edd\u975e\u7b80\u5355\u7684API\u5c01\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524dAI\u4ee3\u7406\u7684\u652f\u4ed8\u56f0\u5883\uff0c\u672c\u8d28\u662f\u8eab\u4efd\u56f0\u5883\uff1a\u73b0\u6709\u652f\u4ed8\u7f51\u7edc\u662f\u4e3a\u771f\u4eba\u8bbe\u8ba1\u7684\uff0c\u4f9d\u8d56\u9a8c\u8bc1\u3001\u91cd\u5b9a\u5411\u7b49\u4ea4\u4e92\u3002Prava\u7684\u6838\u5fc3\u521b\u65b0\u662f\u901a\u8fc7\u201c\u8303\u56f4\u5316\u4ee4\u724c\u201d\uff08scoped token\uff09\uff0c\u5c06\u4e00\u6b21AI\u4ea4\u6613\u5728\u652f\u4ed8\u5e95\u5c42\u5c01\u88c5\u4e3a\u5bf9\u7279\u5b9a\u5546\u6237\u3001\u91d1\u989d\u3001\u5546\u54c1\u7684\u6388\u6743\u6307\u4ee4\uff0c\u4ece\u800c\u8ba9\u4f20\u7edf\u5361\u7f51\u7edc\u80fd\u591f\u7406\u89e3\u5e76\u5904\u7406\u3002\u8fd9\u6bd4\u865a\u62df\u5361\u7b49\u201c\u9ed1\u5ba2\u65b9\u6848\u201d\u66f4\u672c\u8d28\u3001\u66f4\u5b89\u5168\u3002\u4e0eVisa\u7b49\u5361\u7ec4\u7ec7\u7684\u5408\u4f5c\u5e76\u975e\u7b80\u5355\u7684\u54c1\u724c\u80cc\u4e66\uff0c\u800c\u662f\u610f\u5473\u7740\u5176\u6280\u672f\u65b9\u6848\u5df2\u83b7\u5f97\u5e95\u5c42\u7f51\u7edc\u534f\u8bae\u7ea7\u7684\u652f\u6301\uff0c\u8fd9\u662f\u6781\u9ad8\u7684\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6df1\u523b\u3002\u9996\u5148\u662f\u4fe1\u4efb\u6784\u5efa\u7684\u590d\u6742\u6027\uff1a\u7528\u6237\u9700\u8981\u76f8\u4fe1Prava\u7684\u201c\u62a4\u680f\u201d\u7edd\u5bf9\u53ef\u9760\uff0c\u8fd9\u6d89\u53ca\u5f02\u5e38\u884c\u4e3a\u68c0\u6d4b\u3001\u610f\u56fe\u89e3\u6790\u51c6\u786e\u6027\u7b49\u4e00\u7cfb\u5217AI\u4e0e\u91d1\u878d\u4ea4\u53c9\u7684\u672a\u77e5\u9886\u57df\u3002\u5176\u6b21\u662f\u751f\u6001\u4f9d\u8d56\u6027\uff1a\u5176\u7e41\u8363\u5b8c\u5168\u53d6\u51b3\u4e8e\u81ea\u4e3bAI\u667a\u80fd\u4f53\u5e94\u7528\u7684\u666e\u53ca\u901f\u5ea6\uff0c\u82e5\u667a\u80fd\u4f53\u957f\u671f\u505c\u7559\u5728\u201c\u63a8\u8350\u201d\u800c\u975e\u201c\u6267\u884c\u201d\u9636\u6bb5\uff0c\u5176\u9700\u6c42\u5c06\u53d7\u9650\u3002\u6700\u540e\u662f\u5de8\u5934\u7684\u51dd\u89c6\uff1a\u5f53\u5e02\u573a\u89c4\u6a21\u663e\u73b0\uff0cStripe\u7b49\u652f\u4ed8\u5de8\u5934\u5b8c\u5168\u53ef\u80fd\u63a8\u51fa\u7ade\u54c1\uff0cPrava\u5fc5\u987b\u51ed\u501f\u5176\u5148\u53d1\u6280\u672f\u534f\u8bae\u4f18\u52bf\u4e0e\u6df1\u5ea6\u573a\u666f\u7406\u89e3\u6784\u5efa\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cPrava\u4e0d\u662f\u5728\u4f18\u5316\u652f\u4ed8\u6d41\u7a0b\uff0c\u800c\u662f\u5728\u4e3a\u5373\u5c06\u5230\u6765\u7684\u201c\u667a\u80fd\u4f53\u7ecf\u6d4e\u201d\u94fa\u8bbe\u652f\u4ed8\u8f68\u9053\u3002\u5b83\u8d4c\u7684\u662fAI\u4ee3\u7406\u4ece\u201c\u52a9\u624b\u201d\u53d8\u4e3a\u201c\u6267\u884c\u8005\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\u6210\uff0c\u5219\u6210\u4e3a\u672a\u6765AI\u7ecf\u6d4e\u7684\u57fa\u7840\u8bbe\u65bd\uff1b\u8d25\uff0c\u5219\u53ef\u80fd\u6210\u4e3a\u6280\u672f\u6d6a\u6f6e\u4e2d\u4e00\u4e2a\u8fc7\u65e9\u51fa\u73b0\u7684\u7cbe\u81f4\u89e3\u51b3\u65b9\u6848\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Prava<\/span>\n <\/div>\n<div class=\"comment-content\">AI agents can browse, recommend, and decide, but they can’t pay. Prava fixes that. We’re the payments stack built for AI agents. Your AI can securely use a user’s card or wallet to complete purchases. We’ve partnered with global card networks like Visa to power safe, seamless agentic payments. Live in production powering AI assistants, stylist apps, shopping agents, and more. Integrate in 4 lines of code. Today we’re launching our Playground- even a non dev can experience the full flow<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>I’m Sushant, Co-Founder & CEO of Prava.<\/p>\n<p>AI agents are doing everything except the one thing that matters most: payments. The moment money needs to move, your agent hits a wall. Redirects, CAPTCHAs, manual card entry. The magic dies.<\/p>\n<p>Shubham(Co-founder & CTO) and I hit this wall ourselves. We wanted a Jarvis. But giving it payment access meant pasting raw card numbers into a prompt. No guardrails, no security, no standard way to let AI spend on your behalf. <\/p>\n<p>Nothing existed for AI Agents. So we built it<\/p>\n<p>Prava is what we wish existed. One SDK that lets your AI securely use a user’s card or wallet to complete purchases. Tokenized. PCI compliant. Passkey approvals. Spending limits & Guardrails. 4 lines of code.<\/p>\n<p>We partnered with global card networks like Visa for their Intelligent Commerce program to power agentic payments in the US & SEA. <\/p>\n<p>YC startups, AI assistants, stylist apps, shopping agents, and OpenClaw apps are already using Prava and going live in Production. <\/p>\n<p>Today we’re launching our Playground. Experience a complete agentic payment flow yourself. No setup, just click “Start”: <a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space\/<\/a><\/p>\n<p>Building an AI agent that needs payments? Let’s chat: <a href=\"https:\/\/www.prava.space\/join\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.prava.space\/join<\/a><\/p>\n<p>Twitter: <a href=\"https:\/\/x.com\/PravaPayments\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/PravaPayments<\/a><br \/>\n<a href=\"https:\/\/twitter.com\/sushantpandey_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/twitter.com\/sushantpandey_<\/a><br \/>\n<a href=\"https:\/\/twitter.com\/shubhamkukreti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/twitter.com\/shubhamkukreti<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaiserrr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaiserrr<\/a> wishing you guyz all the best. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaiserrr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaiserrr<\/a> well done Sushant! What’s next in the AI payment space? Is Stripe going to go after this space with their rails? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this looks super cool guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saksham_aggarwal7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saksham_aggarwal7<\/a> Thanks Saksham!<\/p>\n<p>Do try our Playground here: <a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What were the first 2\u20133 \u201cagent hits a wall at checkout\u201d moments you saw in the wild that convinced you this wasn\u2019t just a demo problem\u2014and what metrics or user behavior did you use to validate urgency before building the SDK?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> we were trying to build a Jarvis like AI Agent for us, this was long back in ’24. We tried using our raw card details but it got blocked the moment AI tried making payments with it. It wasn’t safe at all. <\/p>\n<\/p>\n<p>Built a stablecoin hack at a Singapore hackathon. Went viral on Reddit in January. Hundreds of AI builders reached out.<\/p>\n<p>Then we started talking to founders <a href=\"https:\/\/www.producthunt.com\/@shubham_kukreti\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shubham_kukreti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_kukreti<\/a> went to SF and I was in Blr- people loved our demo. Most customers we talked to were AI stylists, AI assistants, B2B ITSM tools. Three things kept coming up:<\/p>\n<ol>\n<li>\n<p>Consumer AI apps wanted users to buy inside the app, not get redirected out. But they could not enable payments. Best they could do was act as a discovery tool and hope the user came back after checkout.<\/p>\n<\/li>\n<li>\n<p>B2B founders saw a future where one company hires thousands of AI agents across niches. Managing billing and payments for all of them at scale is not something you duct-tape with existing tools.<\/p>\n<\/li>\n<li>\n<p>Every single founder said the same thing. Existing payment infra does not recognize AI as an actor. And the incumbents are not incentivized to fix it. For Stripe to win agentic payments, they would have to support AI paying on competing PSPs and overhaul their own system. No company does that voluntarily.<\/p>\n<\/li>\n<\/ol>\n<p>That was enough for us to go all in, crack card network partnerships and ship really really fast. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is one of those infrastructure problems that’s going to become massive as more AI agents go into production. Right now every agent builder is dealing with payments as an afterthought and it shows.<\/p>\n<p>The Visa partnership gives this serious legitimacy. Most startups in this space are still doing hacky workarounds with virtual cards. Having actual card network backing for agent transactions is a different game entirely. What’s the integration look like for someone already using Stripe for their main product?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Yeah, exactly. Every customer we talk to has tried hacky ways and don’t find it scalable.<\/p>\n<p>Card network partnership helps us build even way more secure guardrails and controls around what AI can spend. We’ll expand this to more payment methods soon- wallet, BNPL etc. <\/p>\n<\/p>\n<p>If you’re an AI Agent\/app you can integrate us easily, our solution isn’t something any PSP would be able to provide today. <\/p>\n<p>If you’re a merchant(seller) and use any other PSP- that’s completely fine. As long as you accept Visa\/MC- the card used by our AI Agents will be consumable on your PSP. And if you integrate Prava we work as a payment orchestrator above all PSPs, routing payments from AI Agents, no change required in your existing stack. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you see Prava Payments powering the surge of AI agents with OpenClaw, Moltbook etc?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rishabh_dodo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishabh_dodo<\/a> Good Ques. <\/p>\n<p>There are two ways people use OpenClaw. Through AI assistant apps, and through their own personal setups on local machines.<\/p>\n<ol>\n<li>\n<p>For AI assistant apps built on OpenClaw, we are already working with them to enable card based agentic payments. The app registers as an entity with Prava, onboards its users, and for every approved transaction the OpenClaw agent gets a tokenized card to spend from. The AI app focuses entirely on the user experience. Prava handles all the payments infrastructure and compliance behind it.<\/p>\n<\/li>\n<li>\n<p>For individuals running their own OpenClaw setups on personal machines, we are building a plugin. You save and tokenize your card directly with Prava through the plugin. Your agent can then make payments on your behalf within the rules you set. You do not need to worry about PCI compliance, you do not need a registered business entity, and you do not need to build any complex payment integrations yourself.<\/p>\n<\/li>\n<\/ol>\n<p>In both cases, the core idea is the same. Prava gives every OpenClaw agent the ability to pay, safely, so builders can focus on what the agent does and not how it moves money.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea. <\/p>\n<\/p>\n<p>Wondering if it could be extended to humanoids as well? Humanoids paying with UPI in India? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shivang_gupta6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivang_gupta6<\/a> <br \/>Yes, it can be. Imagine sending your humanoids out to run errands for you.<\/p>\n<p>With Prava, you can be sure they never buy anything beyond what you have already approved. <br \/>do give a try to our playground to get an experience, no setup required: <a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a><\/p>\n<p>And we are also launching something with UPI soon as well \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Brilliant! I bet agents will outspend people in the future, with many of them using tech like Prava! Congratulations on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@masebuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masebuilds<\/a> Thanks Mason. No doubt the scale and volume of transaction by AI Agents will out do any number economically possible <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@masebuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masebuilds<\/a> Thanks, Mason. Agents are already doing a lot of work for humans, and payments will definitely be one of their biggest requirements.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m happy to see that there are still ways to prevent unexpected spending by ensuring that I still have the final say in the approval of the payment process. Does the team have any plans to set specific rules to help people take advantage of sales? Such as: “Automatically purchase this product for me when the price is X. However, if it is greater than X but less than Y, send me a notification instead.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Hi Lien, you’ve got it right we do support all these features today. <\/p>\n<p>One can pre-approve transactions, approve budgets and AI will trigger the transaction once all requirements are met. <\/p>\n<\/p>\n<p>User sets the controls and limits on what AI Agent can do with their money. Few of our customers are infact working on features that include these use-cases particularly <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the user see a breakdown of what the AI is purchasing before the payment goes<\/p>\n<p>through, or does the agent handle the full transaction autonomously?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@preetham_nikil\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@preetham_nikil<\/a> it’s answered here in detail: <br \/><a href=\"https:\/\/www.producthunt.com\/products\/prava-2\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/prava-2?comment=5202946<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey man, congrats on the launch !!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@soham_roy4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soham_roy4<\/a> Thanks Soham!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a real pain point that’s only going to get bigger. The trust and safety angle is what stands out to me – Passkey approvals and spending limits are exactly the kind of guardrails that will make consumers comfortable letting AI agents handle transactions. Without that layer, mass adoption of agentic commerce just won’t happen.<\/p>\n<\/p>\n<p>The Visa partnership is a strong signal too. Curious about the fraud detection side – are you building proprietary models to flag anomalous agent behavior, or relying on the card network’s existing infrastructure? As AI agents get more sophisticated, the attack surface for payment fraud changes pretty dramatically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shawn_upson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawn_upson<\/a> Hi Shawn that’s a valid point <\/p>\n<p>Guardrails and trust layer is core of our product- we use both card networks new infra for AI Agents and our own proprietary models to flag any suspicious activities. <\/p>\n<\/p>\n<p>Currently we tie down each transaction to the merchant, price and product that a user has approved for. <\/p>\n<p>More on that here: <a href=\"https:\/\/www.producthunt.com\/products\/prava-2?comment=5203925\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/prava-2?comment=5203925<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Payments for AI agents is one of those problems you don’t think about until an agent needs to buy something. If agents start making purchasing decisions autonomously, the payment flow has to work differently from regular checkout. How do you handle authorization limits? Can I set a max spend per agent per day so a runaway loop doesn’t drain my account? And how does refund handling work when the buyer is a bot?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> The key is scoped payment tokens instead of giving agents your actual card details.<\/p>\n<p>Each token is scoped to a specific merchant, amount, and product. A $28 pizza token from DoorDash can’t be used anywhere else or for different amounts. Tokens expire in 10-15 minutes and are single-use.<\/p>\n<\/p>\n<p>For spending limits, you can set monthly mandates where agents spend within approved amounts without asking permission each time. Refunds automatically go back to your original card since tokens are generated from it and both issuer\/acquirer are aware that an AI Agent made a transaction.<\/p>\n<p>Hope that clarifies:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch Sushant! Payment is something openclaw agents still dream of and Prava is the closest thing which achieves this so far from what i\u2019ve seen! rooting for the team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saviomartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saviomartin<\/a> Thanks Savio, great to hear this coming from you. <\/p>\n<p>Love what you did with Simpleclaw- happy to help with Prava integration:) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saviomartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saviomartin<\/a> Thanks Savio, more than excited to power openclaw agents with Prava. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looking forward hearing the stories, how agent spent money on irrelevant stuff \ud83d\ude00 Just kidding, great product and great timing (but needs lots of guardrails!). I think this niche will grow immensely big next couple of years. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Haha we’ll make sure those stories never get real:)<\/p>\n<p>True, guardrails is something we started with as the first thing. <\/p>\n<p>That’s why we’ve partnered with global card networks like Visa et al to ensure card level guardrails are baked into the cards AI Agents use. <\/p>\n<\/p>\n<p>So today if an AI stylist app has Prava integrated and a user approves AI agent to buy “Black bomber jacket from Zara for $100”. Then the tokenized card created for AI Agent can only be spent on Merchant: Zara , Product: “Black ..jacket” and Price: $100. <\/p>\n<p>If any of the parameters aren’t matching, card payment won’t go through. We are building even deeper guardrails for full control.<\/p>\n<p>Thanks for the support, do try our playground:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really interesting layer in the agent stack. We\u2019re seeing agents become capable of browsing, reasoning, and even negotiating workflows \u2014 but the <strong>payment execution gap<\/strong> has definitely been a missing primitive. Love the idea of giving agents a safe way to actually complete transactions rather than just recommending them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sauravtom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sauravtom<\/a> Exactly Saurav, let me know your experience of our playground: <br \/><a href=\"https:\/\/playground.prava.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a><\/p>\n<p>Happy to help:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Amazing \ud83d\udc4c<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@suhasmotwani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suhasmotwani<\/a> Thanks Suhas!<\/p>\n<p>Do try our playground and share feedbacks:<br \/><a href=\"https:\/\/playground.prava.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">These guys are on to something great, talk to them before they become super big.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harshactually\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshactually<\/a>Thanks! checkout our playground as well to try a full agentic payment flow. would love to hear feedback.<br \/>No setup needed, just click “Start”: <a href=\"https:\/\/playground.prava.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harshactually\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshactually<\/a> Thanks!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Slick idea\u2014curious how agent payment approvals work. Happy to support! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Hey Lev, thanks for the support!<\/p>\n<p>Here’s how agent approval works:<\/p>\n<p>user saves a card<\/p>\n<ol>\n<li>\n<p>we tokenize it via Visa\/MC<\/p>\n<\/li>\n<li>\n<p>When user confirms. We generate a scoped virtual card with price, merchant, and product guardrails.<\/p>\n<p>agent pays at any merchant online which accepts Visa\/MC<\/p>\n<\/li>\n<\/ol>\n<p>So let’s say if you approved a “Black Bomber Jacket from Zara for $100” then AI Agent can only spend it on Merchant-Zara, for the price-$100, and for the product “Black Bomber Jacket”.<\/p>\n<p>If any of these parameters aren’t met, even if agent tries paying, transaction won’t go through. <br \/>That’s security feature we provide.<\/p>\n<p>Do try out: <a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a> and let us know if you like the experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks for the support Lev!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>interesting concept <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohitsrivastv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohitsrivastv<\/a> Thanks, checkout our playground as well to try a full agentic payment flow. No setup needed, just click “Start”: <a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow) This could be huge for AI assistants! <\/p>\n<p>Does the user see a breakdown of what the AI is purchasing before the payment goes <\/p>\n<p>through, or does the agent handle the full transaction autonomously? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@denious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denious<\/a> All transactions are explicitly approved by the user beforehand. Their execution can be immediate or deferred, depending on the use case.<\/p>\n<p>For example, if you want a product right away, the agent can get your approval now and buy it immediately. If you want to approve a flight booking now but only book when the price drops below 1,000 dollars, you can do that as well.<\/p>\n<p>Every transaction is tightly scoped for AI. The agent can only purchase what the user has already approved for that specific transaction, including merchant, price and product. <\/p>\n<p>It cannot go beyond those parameters.<\/p>\n<p>This means safety is built in from day one and the user remains in control of what is happening at all times.<br \/>you can try our playground to experience this, no setup needed: <a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@denious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denious<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So happy to see you folks grow. Heartiest congratulations for the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@designerdada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@designerdada<\/a> Thanks for the support Akash and powering our emails:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@designerdada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@designerdada<\/a> Thanks Akash- would love for you to try our playground as well<br \/><a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Sushant!!<\/p>\n<p>congrats on the launch & stoked to see the partnership with Visa<br \/>ive been playing around with agentic payments on crypto & using my real card in some cases<br \/>this should really help me fix that haha!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arcinston\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arcinston<\/a> That’s great to hear, do give a try to our playground: <a href=\"https:\/\/playground.prava.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/playground.prava.space\/<\/a><\/p>\n<p>Happy to help you with the onboarding, just lmk <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting launch \u2014 payments is such a missing layer for AI agents. From what I understand, the key difference is that Prava gives agents scoped, tokenized payment access with guardrails instead of exposing a user\u2019s raw card details. Curious: how is this fundamentally different from a normal AI agent that just gets access to my credit card?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<blockquote>\n<p>This is solving a problem most people haven’t even thought about yet \u2014 AI agents need to transact but have no payment identity. Really forward thinking. How are you handling compliance across different regions? Congrats on the launch!<\/p>\n<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZUBADN5EY2U4OA\" class=\"app-title\">Clawther<\/a><\/p>\n<div class=\"one-liner\">Give your OpenClaw agent a real task board<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">260<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clawther\u4e3aOpenClaw\u667a\u80fd\u4f53\u63d0\u4f9b\u4efb\u52a1\u770b\u677f\u754c\u9762\uff0c\u5728\u56e2\u961f\u534f\u4f5c\u4e0e\u591a\u4efb\u52a1\u7ba1\u7406\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u901a\u8fc7\u804a\u5929\u754c\u9762\u7ba1\u7406\u6267\u884c\u578bAI\u4ee3\u7406\u65f6\u4ea7\u751f\u7684\u6df7\u4e71\u3001\u8fdb\u5ea6\u4e0d\u900f\u660e\u53ca\u534f\u4f5c\u56f0\u96be\u7b49\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ffb8a745-138c-4724-99c3-40aea8eec9d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38962fe3-3580-4cdd-9524-90c11d059232.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3022c0a8-1147-4a93-a197-afe104a782cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0bf9173-12ec-45d9-a72c-5c68e772e9cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe3efec9-4992-471b-b82e-4b897753f1eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/a793ff25-d9e4-43ed-95fe-9ec902309147.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/7aacf516856743c1a58fe523feff8e3f\"><source src=\"https:\/\/www.loom.com\/share\/7aacf516856743c1a58fe523feff8e3f\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Notion<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u770b\u677f<\/span><br \/>\n <span class=\"tag\">OpenClaw<\/span><br \/>\n <span class=\"tag\">Notion\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u64cd\u4f5c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">AI\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MVP<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u540c\u201c\u804a\u5929\u754c\u9762\u4e0d\u9002\u5408\u7ba1\u7406\u6267\u884c\u578bAI\u201d\u7684\u89c2\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u8be2\u95ee\u4e0e\u7ade\u54c1\uff08\u5982VidClaw\uff09\u7684\u5dee\u5f02\u3001\u4efb\u52a1\u5206\u914d\u4e0e\u4f18\u5148\u7ea7\u903b\u8f91\u3001\u672a\u6765\u662f\u5426\u652f\u6301Notion\u4ee5\u5916\u7684\u5de5\u5177\u3001\u72b6\u6001\u53d8\u66f4\u901a\u77e5\u673a\u5236\uff0c\u4ee5\u53ca\u671f\u5f85\u66f4\u5f3a\u5927\u7684\u591a\u4ee3\u7406\u534f\u4f5c\u4e0e\u4efb\u52a1\u7ba1\u7406\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Clawther\u63ed\u793a\u4e86\u4e00\u4e2a\u6b63\u5728\u6d6e\u73b0\u7684\u884c\u4e1a\u5171\u8bc6\uff1a\u5f53AI\u4ece\u201c\u95ee\u7b54\u673a\u201d\u6f14\u8fdb\u4e3a\u201c\u6267\u884c\u8005\u201d\u65f6\uff0c\u4ee5\u5bf9\u8bdd\u7ebf\u7a0b\u4e3a\u6838\u5fc3\u7684\u4f20\u7edf\u4ea4\u4e92\u6a21\u5f0f\u5df2\u7136\u5d29\u6e83\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u201cNotion\u96c6\u6210\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u4e3aAI\u667a\u80fd\u4f53\u7684\u5de5\u4f5c\u6d41\u5efa\u7acb\u4e00\u5957\u53ef\u89c6\u5316\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u201d\u534f\u8c03\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u654f\u9510\u5730\u6293\u4f4f\u4e86\u4ece\u201c\u4eba\u673a\u5bf9\u8bdd\u201d\u5230\u201c\u4eba\u673a\u534f\u540c\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u75db\u70b9\u3002\u804a\u5929\u754c\u9762\u662f\u7ebf\u6027\u7684\u3001\u5c01\u95ed\u7684\u3001\u5386\u53f2\u8bb0\u5f55\u5f0f\u7684\uff0c\u800c\u771f\u5b9e\u5de5\u4f5c\u662f\u591a\u7ebf\u7a0b\u3001\u72b6\u6001\u9a71\u52a8\u4e14\u9700\u8981\u5168\u5c40\u89c6\u91ce\u7684\u3002\u5c06\u4efb\u52a1\u62bd\u8c61\u4e3a\u770b\u677f\u4e0a\u7684\u5361\u7247\uff0c\u672c\u8d28\u4e0a\u662f\u4e3aAI\u4ee3\u7406\u8d4b\u4e88\u4e86\u53ef\u88ab\u4eba\u7c7b\u7406\u89e3\u548c\u7ba1\u7406\u7684\u201c\u5de5\u4f5c\u72b6\u6001\u201d\uff0c\u8fd9\u6781\u5927\u5730\u63d0\u5347\u4e86\u590d\u6742\u4efb\u52a1\u6267\u884c\u7684\u900f\u660e\u5ea6\u4e0e\u53ef\u63a7\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u5f62\u6001\u6df1\u5ea6\u7ed1\u5b9aNotion\uff0c\u66f4\u50cf\u662f\u4e00\u4e2a\u5de7\u5999\u7684\u201c\u96c6\u6210\u63d2\u4ef6\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u72ec\u7acb\u7684\u667a\u80fd\u4f53\u534f\u8c03\u5e73\u53f0\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4efb\u52a1\u5206\u914d\u903b\u8f91\u3001\u4f18\u5148\u7ea7\u548c\u4f9d\u8d56\u5173\u7cfb\u7684\u63d0\u95ee\uff0c\u76f4\u6307\u5176\u6838\u5fc3\u6311\u6218\uff1a\u5982\u4f55\u5c06\u4eba\u7c7b\u9879\u76ee\u7ba1\u7406\u7684\u76f4\u89c9\uff08\u5982\u770b\u677f\uff09\u8f6c\u5316\u4e3aAI\u53ef\u53ef\u9760\u6267\u884c\u7684\u3001\u65e0\u6b67\u4e49\u7684\u64cd\u4f5c\u534f\u8bae\uff1f\u8fd9\u9700\u8981\u66f4\u7cbe\u7ec6\u7684\u72b6\u6001\u673a\u8bbe\u8ba1\u3001\u6743\u9650\u6a21\u578b\u548c\u5f02\u5e38\u5904\u7406\u673a\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u7ade\u4e89\u58c1\u5792\u5e76\u975e\u770b\u677f\u89c6\u56fe\u672c\u8eab\uff0c\u800c\u662f\u5176\u80cc\u540e\u5b9a\u4e49\u201c\u4efb\u52a1\u201d\u7684\u5143\u6570\u636e\u4e30\u5bcc\u5ea6\u3001\u667a\u80fd\u4f53\u95f4\u7684\u901a\u4fe1\u534f\u8bae\u4ee5\u53ca\u5f02\u5e38\u72b6\u51b5\u7684\u964d\u7ea7\u5904\u7406\u903b\u8f91\u3002Clawther\u7684MVP\u9a8c\u8bc1\u4e86\u5e02\u573a\u5bf9\u201c\u804a\u5929\u66ff\u4ee3\u754c\u9762\u201d\u7684\u6e34\u671b\uff0c\u4f46\u8981\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u5b83\u5fc5\u987b\u8d85\u8d8a\u5bf9\u73b0\u6709\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u7684\u4f9d\u9644\uff0c\u5b9a\u4e49\u51fa\u771f\u6b63\u9002\u914dAI\u667a\u80fd\u4f53\u7fa4\u4f53\u534f\u4f5c\u7684\u539f\u751f\u4ea4\u4e92\u8303\u5f0f\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e24\u4e2a\u5feb\u901f\u6f14\u8fdb\u9886\u57df\uff08AI\u667a\u80fd\u4f53\u4e0e\u534f\u540c\u8f6f\u4ef6\uff09\u4e4b\u95f4\u4e00\u4e2a\u6682\u65f6\u7684\u8fc7\u6e21\u65b9\u6848\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Clawther<\/span>\n <\/div>\n<div class=\"comment-content\">I accidentally connected my OpenClaw agent to Notion and realized something: Chat is the wrong interface for managing an agent. \ud83d\udc4e Agents need a task board, not a conversation. With a task board you can track multiple tasks in parallel and share the power with your team just like you would collaborate with a human teammate. \u2705<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>This product started almost by accident.<\/p>\n<p>For the past few weeks I\u2019ve been experimenting a lot with <strong>OpenClaw agents<\/strong>. Like most people, I was interacting with them through chat.<\/p>\n<p>And it worked\u2026 until it didn\u2019t.<\/p>\n<p>Very quickly the conversation became messy: tasks buried in messages, things repeated, no visibility into what had already been done.<\/p>\n<p>One day I accidentally connected the agent to a <strong>Notion task board<\/strong>.<br \/>Suddenly everything felt different.<\/p>\n<p>Instead of chatting with the agent endlessly, I could just create tasks.<br \/>The agent would pick them up and execute them.<br \/>And my team could see what was happening.<\/p>\n<p>That\u2019s when it clicked for me.<\/p>\n<p><strong>Chat is the wrong interface for managing agents.<\/strong><\/p>\n<p>Because of ChatGPT, many of us started thinking that chat <em>is<\/em> the interface for AI. That made sense when AI was mostly answering questions and giving information.<\/p>\n<p>But now AI can actually <strong>do tasks<\/strong>.<\/p>\n<p>And when work happens, conversations become chaos.<\/p>\n<p>I believe we\u2019ll see a shift:<br \/><strong>from chat interfaces to task interfaces for agents.<\/strong><\/p>\n<p>Agents don\u2019t belong in conversations.<br \/>They belong in <strong>task boards<\/strong>.<\/p>\n<p>So I built <strong>Clawther<\/strong>: a task board layer for OpenClaw agents.<\/p>\n<p>With it you can:<br \/>\u2022 manage multiple tasks in parallel<br \/>\u2022 track what the agent did<br \/>\u2022 collaborate with <strong>your team<\/strong><br \/>\u2022 assign tasks to different agents<\/p>\n<p>It\u2019s still very much an <strong>MVP<\/strong>, but it\u2019s already extremely useful for the way we work.<\/p>\n<p>Curious to hear how others are managing their agents today.<br \/>Happy to answer any questions and hear feedback \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> \ud83d\ude80\ud83d\udc4f\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Totally agree that chat works for questions,…. but task boards make way more sense for managing ongoing agent work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> congratulations on the launch <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">amazingg! I was waiting for this\ud83d\udd25\ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaber23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaber23<\/a> Thank you so much! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a lot <a href=\"https:\/\/www.producthunt.com\/@jaber23\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jaber23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaber23<\/a> , <strong>really appreciate it<\/strong>! \ud83d\udd25<br \/>Would love to hear your feedback on <a href=\"https:\/\/www.producthunt.com\/products\/clawther\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"clawther\" target=\"_blank\" rel=\"noopener\">@Clawther<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<p>What are the clear benefits of giving your agent a taskboard and does it only work with OpenClaw? I’m curious how you see Clawther differ from <a href=\"https:\/\/www.producthunt.com\/products\/vidclaw\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"vidclaw\" target=\"_blank\" rel=\"noopener\">@VidClaw<\/a> .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> Thank you.<br \/>A task board lets you schedule multiple tasks, go to sleep, and <strong>wake up with things already done.<\/strong><\/p>\n<\/p>\n<p>If you manage agents <strong>through chat<\/strong>, you usually have to stay in front of the conversation to guide every iteration yourself. My own experience with OpenClaw in the early days had me waking up and, with my eyes half open, <strong>answering small questions in Telegram just to keep it running<\/strong>.<\/p>\n<\/p>\n<p>The difference comes from the structure.<\/p>\n<p>A task board lets you organize and run multiple tasks in parallel. And that opens many opportunities.<\/p>\n<\/p>\n<p>With <strong>Clawther<\/strong>, an agent doesn\u2019t just execute the task, it also checks the result, suggests improvements, and can <strong>iterate up to 6 times while you sleep<\/strong>. Then move it to \u201cTo be validated by human.\u201d<\/p>\n<\/p>\n<p>Clawther is currently built on <strong>Notion<\/strong>, which is a big advantage if your <strong>team<\/strong> already uses it. It allows <strong>human + AI<\/strong> collaboration around tasks instead of isolated conversations.<\/p>\n<\/p>\n<p>Both Clawther and VidClaw are still very early, so what I\u2019m describing today will probably evolve a lot in the coming weeks.<\/p>\n<\/p>\n<p>But our hypothesis is simple:<\/p>\n<\/p>\n<p>As AI becomes agentic, we\u2019ll need interfaces that go beyond chat.<\/p>\n<\/p>\n<p>From what we\u2019re seeing so far, a Kanban-style task board feels much more efficient.<\/p>\n<\/p>\n<p>Now the real question is:<\/p>\n<p>What rules and killer features should a Kanban redesign get to have another ChatGPT moments for AI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>totally agreeing with this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisismattsun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisismattsun<\/a> Glad it resonates!<br \/>Once agents start executing real work, visibility becomes more important than the conversation itself. That\u2019s exactly what pushed us toward the task board approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Appreciate it <a href=\"https:\/\/www.producthunt.com\/@thisismattsun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisismattsun<\/a> ! <strong>Thanks for you support<\/strong> \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How is Clawther different from other solutions out there?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danagoston\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danagoston<\/a> Thanks for the question and the support!! In the OpenClaw ecosystem most projects focus on <strong>the agent itself<\/strong> or adding new <strong>skills\/tools<\/strong> to the agent. Usually you interact with it through chat and ask it to do things.<\/p>\n<p>With <strong>Clawther<\/strong> we try to focus more on <strong>how the work is organized<\/strong>, not only what the agent can do.<\/p>\n<p>Instead of everything happening in chat, we use a <strong>task board interface<\/strong> where tasks move across states (to-do \u2192 doing \u2192 done). <br \/>This makes it easier to see what is happening when agents start doing many things. Also we design it for <strong>multiple agents working together<\/strong>, not only one agent responding to prompts. Humans and agents can both interact with the same tasks.<\/p>\n<p>So the main difference is that most OpenClaw projects focus on <strong>agent capabilities<\/strong>, while Clawther focuses on <strong>coordination and visibility of the work agents are doing.<\/strong> \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats & good luck for the launch!! \ud83d\ude4f\ud83c\udffc\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vynsedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vynsedev<\/a> Thank you Vincent!!! We appreciate <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vynsedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vynsedev<\/a> <br \/>Happy to have floors.js on our landing page <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vynsedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vynsedev<\/a> Thanks a lot !! Great to have floors.js on our landing page!! \ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you so much Shubham!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank youu!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That\u2019s actually a really good point. Agents doing tasks feel more like teammates than chatbots \ud83e\udd14<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@faith_rebecca1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@faith_rebecca1<\/a> Totally agree. Once agents start doing real work, they feel much more like teammates than chatbots.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Now let it run 24\/7 on the board with full orchestrator building & scaling an entire company into eternity <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@markokraemer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markokraemer<\/a> Haha exactly \ud83d\ude04<\/p>\n<\/p>\n<p>The idea is that you can let it run <strong>24\/7 on the board<\/strong>, with the orchestrator managing tasks, creating new ones, and evolving the project as it goes.<\/p>\n<\/p>\n<p>Kind of like a <strong>co-pilot that helps build and scale a company continuously<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@markokraemer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markokraemer<\/a> Hahaha Eventually ;)))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@markokraemer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markokraemer<\/a> That\u2019s the idea, once everything is set up, you just let it run and keep everything organized on the board while it builds and improves over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">There\u2019s a lot of these dashboard coming up now, how does yours separate itself?<\/p>\n<p>Also, how does it handle assigning and delegating tasks? Do you manually assign? How does it know the order of things?<\/p>\n<p>Thanks and congrats on the launch!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@billchirico\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@billchirico<\/a> Great question!! Thank you so much for the support! The main thing we\u2019re trying to rethink is <strong>the interface where agents actually operate<\/strong>. Most current tools either keep everything inside chat or build dashboards that are still basically prompt interfaces. <\/p>\n<p>So instead of asking an agent to \u201cdo something\u201d in a thread, the system revolves around a <strong>task board<\/strong> where agents pick up, update, and complete tasks. The goal is to make execution visible: what exists, what\u2019s running, what\u2019s blocked, and what\u2019s done.<\/p>\n<p>For <strong>assignment and delegation<\/strong>, there are a couple approaches. You can manually assign tasks if you want explicit control, but the system can also route tasks automatically depending on the type of task or the agent responsible for that capability. For example, a research agent might pick up research tasks, while another handles writing or automation.<\/p>\n<p>In terms of <strong>ordering<\/strong>, the board structure itself helps a lot. Tasks can have dependencies, priorities, or stages (to-do \u2192 doing \u2192 done), which lets agents understand what should happen next instead of just responding to prompts sequentially.<\/p>\n<p>The big idea is turning agents from something you <em>talk to<\/em> into something you can actually <strong>coordinate work with<\/strong>.<\/p>\n<p>And thanks again for the support on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>very cool idea!! congrats on the launch guys!<\/p>\n<\/p>\n<p>btw do i get notified when a task changes it’s state ( like going from to-do to done ) ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsmasa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsmasa<\/a> Thank you, Yes through Notion <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsmasa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsmasa<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice work, congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks a lot, really appreciate the support \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>100% agree that chat is the wrong interface for agents doing real work. We’ve been building project management tools and the same thing comes up constantly. When agents are just responding in a thread, nobody knows what’s actually getting done vs what’s still pending.<\/p>\n<p>The Notion task board angle is clever. Are you planning to support other PM tools eventually or going all-in on Notion as the backbone?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> We are focusing on Notion first, and likely on building <strong>our own interface<\/strong> as well to push what\u2019s possible and define what a Kanban board needs to make <strong>human\u2013agent collaboration<\/strong> truly powerful. For example, for humans, the core columns are usually just <em>Backlog, To Do, In Progress,<\/em> and <em>Done<\/em>. With agents involved, we\u2019ve added two more stages: <strong>To be verified by the agent<\/strong> and <strong>To be verified by a human<\/strong>.<\/p>\n<p>We\u2019ll add support for other project-management tools only after we clearly identify our <strong>killer features<\/strong>. Once we know what truly differentiates us, we can make focused decisions and build the system with a clear direction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Totally agree <a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> ! Once agents start doing real work, a chat quickly becomes messy and it’s hard to see what\u2019s actually done. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept, I wonder how effective the task-board flow works for OpenClaw agents how they prioritize etc<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thnak you<a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> !! You could assign priority levels to your tasks, basically the same way you\u2019d organize them if you were managing everything in your head or on a simple to-do list. Put the most important task at the top, the \u201cshould probably do this soon\u201d ones in the middle, and the \u201cI\u2019ll get to it\u2026 eventually\u201d tasks at the bottom :)))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!<br \/>\nAre there any features you\u2019re already planning based on early feedback?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@basma_el_khamlichi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basma_el_khamlichi<\/a> That\u2019s a great question!! One thing we\u2019re already thinking about based on early feedback is <strong>better task prioritization and management<\/strong>. Since the goal is to treat agents more like teammates working from a task board, we\u2019re exploring ways to make it easier to organize tasks and track what the agent is working on at any given moment. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@basma_el_khamlichi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basma_el_khamlichi<\/a> Multi agent: Ability to use different agents per task, I already have it configured and testing.<br \/>Collaboration: I sometimes ask Agents to create a task for other agents, but it’s basic and linear.<br \/>Model per task: Will need to have a proper dashboard and move away from Notion<br \/>Do you have any ideas to add ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@basma_el_khamlichi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basma_el_khamlichi<\/a> Thank you! We\u2019d love to hear your feedback so we can improve and optimize the next features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The browser-agent space is getting crowded fast. What kinds of tasks does Clawther handle best today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artem_kosilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_kosilov<\/a> We\u2019re building on <strong>OpenClaw<\/strong>. I use it for <strong>SEO<\/strong>, and I always ask it to review my work and it consistently finds mistakes. It\u2019s also been surprisingly effective for <strong>video editing with Remotion<\/strong>, <strong>scraping<\/strong>, and <strong>coding<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just tried it and it\u2019s really smooth. Great UX and idea. Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aronsmith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aronsmith<\/a> Thank you for the comment. Hope you enjoy it <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>I was using OpenClaw by interacting with it through chat, but very quickly things got messy. <br \/>Tasks were lost in the conversation and it became hard to track what was done, what was in progress, or what still needed attention.<\/p>\n<p>That\u2019s exactly the problem <a href=\"https:\/\/www.producthunt.com\/products\/clawther\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"clawther\" target=\"_blank\" rel=\"noopener\">@Clawther<\/a> solves.<\/p>\n<p>By connecting OpenClaw to a Notion task board, you can create tasks, let the agent pick them up and execute them, and keep everything visible for the whole team.<\/p>\n<p>The review system removes a lot of manual checking: the agent reviews its own tasks and iterates on them until the validation criteria are met, so you don\u2019t have to constantly step in to check if the work is well done.<\/p>\n<\/p>\n<p>Happy to answer questions or get your feedback \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can’t wait for the release.<br \/>How is the subscription looking like?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@tham_yikfoong our actual version is \u201cPay once\u201d. And today is Free.<\/p>\n<p>We want to understand the best interface for Agent first then challenge the business model.<\/p>\n<p>I would love to get your feedback when you use it<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tham_yikfoong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tham_yikfoong<\/a> You can get access to it for free today and start using it !! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">All the best \u270c\ufe0f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <strong>Thank you for your support<\/strong><a href=\"https:\/\/www.producthunt.com\/@mustapha_ajermou1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustapha_ajermou1<\/a> !! \ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mustapha_ajermou1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustapha_ajermou1<\/a> Thank youuu!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s actually one hell of a product :O<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omar_hosny_nover\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omar_hosny_nover<\/a> Thanks a lot, really appreciate it! \ud83d\ude4f Happy you like it. Would love to hear your feedback once you try Clawther.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks like an awesome product!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lamitr_dhir\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lamitr_dhir<\/a> Thanks a lot! Really appreciate the support \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have you found that the agent was better at sticking to the details specified within the task board or have there been instances where it still deviated from the tasks you specified for it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Great question :)))<\/p>\n<p>In our experience the agent usually sticks much better to the task when it is defined as a structured task instead of a chat instruction. When everything happens in chat, context can drift and the agent sometimes starts improvising or mixing different instructions.<\/p>\n<p>With the task board, the task becomes a persistent object with a clear scope. This gives the agent a more defined objective to work from.<\/p>\n<p>That said, agents can still deviate sometimes, especially if the task description is ambiguous or requires several steps. That is why we also rely on task states, updates, and visibility so humans can quickly see what happened and step in if needed.<\/p>\n<p>So it is not perfect yet, but we have found that the task based approach reduces a lot of the randomness you see in purely chat based workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>oh this is so much needed, especially in the context of governance issues across ai agent entreprise use that’s been spawning lately.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexandru_hirsu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexandru_hirsu<\/a> That\u2019s exactly the problem we\u2019re trying to solve with Clawther. Curious to hear how you\u2019re currently managing agents on your side.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea. One quick question: How does Clawther synchronize task state with the OpenClaw agent?<br \/>For example, when the agent completes or updates a task, does it push updates through a specific API\/webhook, or does Clawther poll the agent\u2019s state periodically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantinalikhanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinalikhanov<\/a> When a task is completed or there\u2019s progress on it, OpenClaw updates the task status and posts a comment via the API. Then, using cron jobs and the Notion API, it periodically re-checks the task, tests the current result, and continues iterating until it determines the task is truly done<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the focus here. Chat agents are powerful but things easily get lost in the conversation. Can\u2019t wait to use it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iimedr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iimedr<\/a> Exactly. Once the conversation gets long, tasks start getting lost. The goal with Clawther is to make everything visible and structured !! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@iimedr it\u2019s free today<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/W4NLRK7OFZOD7F\" class=\"app-title\">Raccoon AI<\/a><\/p>\n<div class=\"one-liner\">A general purpose collaborative AI agent<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">233<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Raccoon AI\u662f\u4e00\u6b3e\u901a\u7528\u578b\u534f\u4f5cAI\u667a\u80fd\u4f53\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u4e3aAI\u914d\u5907\u72ec\u7acb\u7684\u4e91\u7aef\u8ba1\u7b97\u673a\uff08\u7ec8\u7aef\u3001\u6d4f\u89c8\u5668\u3001\u7f51\u7edc\uff09\uff0c\u8ba9\u7528\u6237\u80fd\u4ee5\u5b9e\u65f6\u89c2\u5bdf\u3001\u4e2d\u9014\u5e72\u9884\u7684\u65b9\u5f0f\uff0c\u534f\u540cAI\u5b8c\u6210\u4ece\u6df1\u5ea6\u7814\u7a76\u3001\u6570\u636e\u5206\u6790\u5230\u521b\u5efa\u5e94\u7528\u3001\u5236\u4f5c\u6f14\u793a\u6587\u7a3f\u7b49\u5b9e\u9645\u5de5\u4f5c\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u590d\u6742\u3001\u591a\u6b65\u9aa4\u9879\u76ee\u4e2d\u9700\u8981\u9891\u7e41\u5207\u6362\u5de5\u5177\u3001\u7f3a\u4e4f\u8fc7\u7a0b\u900f\u660e\u5ea6\u548c\u63a7\u5236\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a56681a1-36e1-416a-903c-888e27482aa7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d057f440-3e35-4b82-953b-cd3917d58ba9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df88a503-ad29-4688-ad6d-ebfed98ff267.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76a7292b-4da8-488a-b1d2-9e243903a8ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5f3845e-5ea0-46ce-a4bc-105951aee213.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f99bdfa9-727f-4410-94d2-2fdf8e9ea450.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d510d51e-9de6-463c-a2e9-91019887176f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/2f4a5d9d-4274-4ace-b9b9-145fe84d81f8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/8lsJhgD2f6s?si=pvhSEI--fOVk7za_\"><source src=\"https:\/\/youtu.be\/8lsJhgD2f6s?si=pvhSEI--fOVk7za_\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u534f\u4f5cAI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u901a\u7528\u578bAI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u8ba1\u7b97\u673a<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5de5\u4f5c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5e94\u7528\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u5206\u6790\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u5b9e\u65f6\u89c2\u5bdf\u4e0e\u4e2d\u9014\u5e72\u9884\u7684\u534f\u4f5c\u6a21\u5f0f\u3001\u5f3a\u5927\u7684\u96c6\u6210\u80fd\u529b\u53ca\u900f\u660e\u5316\u6267\u884c\u8fc7\u7a0b\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4f01\u4e1a\u7ea7\u5b89\u5168\u4e0e\u6743\u9650\u6cbb\u7406\u7ec6\u8282\uff08\u5982\u5ba1\u8ba1\u65e5\u5fd7\u3001\u6700\u5c0f\u6743\u9650\uff09\u3001\u4e0eIDE\u539f\u751f\u667a\u80fd\u4f53\u7684\u5b9a\u4f4d\u5dee\u5f02\u3001\u8de8\u4f1a\u8bdd\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u3001\u4ee5\u53ca\u5bf9\u5173\u952e\/\u4e0d\u53ef\u9006\u64cd\u4f5c\uff08\u5982\u90e8\u7f72\u3001\u5220\u9664\uff09\u7684\u9632\u62a4\u673a\u5236\u3002\u56e2\u961f\u5bf9\u53cd\u9988\u56de\u5e94\u79ef\u6781\uff0c\u8def\u7ebf\u56fe\u5305\u542b\u56e2\u961f\u6743\u9650\u548c\u5ba1\u8ba1\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Raccoon AI\u7684\u91ce\u5fc3\uff0c\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u7f16\u7801\u526f\u9a7e\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5b9a\u4e49\u4e0b\u4e00\u4ee3\u4ee5\u201c\u667a\u80fd\u4f53\u201d\u4e3a\u57fa\u672c\u5355\u5143\u7684\u5de5\u4f5c\u8303\u5f0f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u7684\u201cAI\u80fd\u505a\u4ec0\u4e48\u201d\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u8ba9\u4eba\u7c7b\u4e0eAI\u534f\u540c\u3001\u4e14\u4eba\u7c7b\u59cb\u7ec8\u63e1\u6709\u76d1\u7763\u6743\u548c\u51b3\u7b56\u6743\u7684\u201c\u53d7\u63a7\u73af\u5883\u201d\u3002\u901a\u8fc7\u5c06\u667a\u80fd\u4f53\u7f6e\u4e8e\u4e91\u7aef\u6c99\u76d2\uff0c\u5e76\u8d4b\u4e88\u5176\u5b8c\u6574\u7684\u8ba1\u7b97\u73af\u5883\uff0c\u4ea7\u54c1\u5de7\u5999\u5730\u5c06\u80fd\u529b\u5f00\u653e\u4e0e\u5b89\u5168\u8fb9\u754c\u7edf\u4e00\u8d77\u6765\uff0c\u5176\u201c\u5b9e\u65f6\u900f\u660e\u5316\u6267\u884c\u201d\u4e0e\u201c\u968f\u65f6\u53ef\u56de\u9000\u201d\u7684\u8bbe\u8ba1\uff0c\u662f\u5bf9\u5f53\u524dAI\u667a\u80fd\u4f53\u201c\u9ed1\u7bb1\u64cd\u4f5c\u201d\u4e0e\u4e0d\u53ef\u63a7\u98ce\u9669\u7684\u4e00\u6b21\u91cd\u8981\u56de\u5e94\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u901a\u7528\u578b\u201d\u5b9a\u4f4d\u65e2\u662f\u4eae\u70b9\u4e5f\u662f\u6311\u6218\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5b9e\u9645\u5c06\u91cd\u5fc3\u951a\u5b9a\u5728\u77e5\u8bc6\u5de5\u4f5c\u3001Web\u5e94\u7528\u548c\u6f14\u793a\u6587\u7a3f\u7b49\u573a\u666f\uff0c\u8fd9\u663e\u793a\u5176\u7b56\u7565\u662f\u4ee5\u9ad8\u4ef7\u503c\u3001\u591a\u6b65\u9aa4\u7684\u590d\u5408\u578b\u4efb\u52a1\u4f5c\u4e3a\u7a81\u7834\u53e3\uff0c\u800c\u975e\u4e0e\u5782\u76f4\u5de5\u5177\u5728\u5355\u70b9\u7cbe\u5ea6\u4e0a\u7f20\u6597\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u968f\u7740\u5de5\u4f5c\u6d41\u590d\u6742\u5ea6\u7684\u63d0\u5347\uff0c\u7528\u6237\u201c\u4e2d\u9014\u5e72\u9884\u201d\u7684\u8ba4\u77e5\u8d1f\u8377\u662f\u5426\u4f1a\u62b5\u6d88\u5176\u81ea\u52a8\u5316\u7684\u6548\u7387\u589e\u76ca\uff1f\u6b64\u5916\uff0c\u5c3d\u7ba1\u5176\u901a\u8fc7ACE\u6846\u67b6\u5728GAIA\u57fa\u51c6\u4e0a\u53d6\u5f97\u4e86\u4eae\u773c\u5206\u6570\uff0c\u4f46\u57fa\u51c6\u6d4b\u8bd5\u7684\u201c\u5c01\u95ed\u4efb\u52a1\u201d\u4e0e\u771f\u5b9e\u4e16\u754c\u5f00\u653e\u57df\u201c\u5b9e\u9645\u5de5\u4f5c\u201d\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\uff0c\u5176\u667a\u80fd\u4f53\u5728\u957f\u94fe\u6761\u3001\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\u7684\u5b9e\u9645\u9c81\u68d2\u6027\u4e0e\u63a8\u7406\u80fd\u529b\uff0c\u4ecd\u9700\u5927\u91cf\u7528\u6237\u5b9e\u8df5\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cRaccoon AI\u4ee3\u8868\u4e86AI\u5e94\u7528\u5c42\u4e00\u4e2a\u6e05\u6670\u7684\u53d1\u5c55\u65b9\u5411\uff1a\u4ece\u201c\u5bf9\u8bdd\u5f0f\u5de5\u5177\u201d\u8f6c\u5411\u201c\u534f\u4f5c\u5f0f\u5e73\u53f0\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u901a\u7528\u7075\u6d3b\u6027\u7684\u540c\u65f6\uff0c\u5728\u51e0\u4e2a\u5173\u952e\u5de5\u4f5c\u6d41\u4e2d\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u3001\u53ef\u590d\u7528\u7684\u201c\u6700\u4f73\u5b9e\u8df5\u201d\uff0c\u5e76\u4e3a\u4f01\u4e1a\u7528\u6237\u6784\u5efa\u8d77\u575a\u4e0d\u53ef\u6467\u7684\u5b89\u5168\u4e0e\u6cbb\u7406\u62a4\u680f\u3002\u5b83\u4e0d\u662f\u5728\u66ff\u4ee3\u5f00\u53d1\u8005\uff0c\u800c\u662f\u5728\u8bd5\u56fe\u4e3a\u66f4\u5e7f\u6cdb\u7684\u201c\u77e5\u8bc6\u5de5\u4f5c\u8005\u201d\u914d\u5907\u4e00\u4e2a\u53ef\u7f16\u7a0b\u3001\u53ef\u4fe1\u4efb\u7684\u6570\u5b57\u5316\u56e2\u961f\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Raccoon AI<\/span>\n <\/div>\n<div class=\"comment-content\">Raccoon AI is a collaborative AI agent and workspace for getting real work done. You describe what you need and build it together with an AI agent that has its own computer, terminal, browser, and internet. You see every thought, every file it creates, every decision it makes. You steer when it drifts. You ship when it’s right. Deploy web apps. Run deep research. Analyze data. Create pitch decks, videos, images, documents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I’m Shubh, Co-Founder of Raccoon AI.<\/p>\n<p>Raccoon AI is like having something between Claude Code and Cursor in the web.<\/p>\n<p>The agent has its own computer with a terminal, browser, and internet, and you’re sitting right next to it watching it work.<\/p>\n<p>You can talk to it mid-task, send it more files while it’s still running, or just let it go and come back to a finished result.<\/p>\n<p>It’s the kind of product where you open it to try one thing and end up spending two hours because you keep thinking of more things to throw at it.<\/p>\n<p>You start with “research this market” and thirty minutes later you have a report with charts and real citations, and then you’re asking it to turn that into a pitch deck, and then you’re editing the slides inline, and then you realize you also need a brand identity so you ask for that too. Same session, everything in one workspace, real files you can download or publish. The modalities are practically unlimited.<\/p>\n<p>It connects to Gmail, GitHub, Google Drive, Notion, Outlook, and 40+ other tools. You can add your own via custom MCP servers. <\/p>\n<p>Raccoon AI is powered by our in-house built agents SDK, ACE, which is currently SOTA on GAIA benchmark with a score of 92.67, we are releasing the technical report on Hacker News today.<\/p>\n<p>It’s free to start and you can use code PH5X to get one month of Plus 5x for free.<\/p>\n<p>Signup here: <a href=\"https:\/\/raccoonai.tech\/login\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/raccoonai.tech\/login<\/a>.<\/p>\n<p>I’ll be around all day, happy to answer anything and gather a lot of feedback.<\/p>\n<p>Find us on X:<br \/>\n<a href=\"https:\/\/x.com\/raccoonaihq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/raccoonaihq<\/a><br \/>\n<a href=\"https:\/\/x.com\/shubh_saras\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/shubh_saras<\/a><br \/>\n<a href=\"https:\/\/x.com\/avi_agarwal2001\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/avi_agarwal2001<\/a><br \/>\n<a href=\"https:\/\/x.com\/_pratikpakhale\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/_pratikpakhale<\/a><br \/>\n<a href=\"https:\/\/x.com\/VedantUttam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/VedantUttam<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">You support 40+ integrations plus custom MCP servers\u2014how do you think about security and governance for tool access (least-privilege scopes, audit logs, permission prompts, secrets handling), and what\u2019s your recommended setup for a team that wants to automate real work without risking accidental actions in sensitive systems?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I love this question, here’s how we handle it today:<\/p>\n<ul>\n<li>\n<p>Most connectors use OAuth or API keys with scoped permissions, the agent can only access what you’ve explicitly granted and you can disconnect a connector anytime, and the access is revoked immediately and all related data is deleted from our systems.<\/p>\n<\/li>\n<li>\n<p>On top of that you can choose which tools you want to enable or disable for any particular connector, this way you can choose to give less privileged access to the agent even if the connector’s scopes are broader.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/781aea36-963b-45c2-b71f-7d610f1f8eb4.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/li>\n<li>\n<p>Everything runs in a sandboxed environment, each session gets it’s own isolated computer. The agent’s terminal, browser, and file system are containerized. It can’t touch anything outside that sandbox unless you’ve connected a specific integration.<\/p>\n<\/li>\n<li>\n<p>Custom MCP servers are user-controlled. You bring your own server, you define what tools it exposes, and you control the endpoint. We don’t inject anything into that connection.<\/p>\n<\/li>\n<li>\n<p>On audit\/visibility: Every action the agent takes is visible in real-time in the session. You can see its thinking, the commands it runs, the files it creates, and the API calls it makes. Session history is preserved so you can rewind and inspect any step. Raccoon AI today is arguably the most transparent AI agent you will find on the internet.<\/p>\n<\/li>\n<li>\n<p>What we’re still building: granular per-tool permission toggles (so you could say “read from GitHub but don’t push”), team-level access policies, and exportable audit logs(we store them, but there is no way to access them on the UI currently). These are on the roadmap as we move more toward team\/enterprise use cases.<\/p>\n<\/li>\n<li>\n<p>For a team getting started today, I’d recommend: connect any of the integrations you want, but only enable those which are actually need for a given workflow, use custom MCP servers for anything touching sensitive internal systems so you control the boundary, keep write tools disabled for sensitive connectors, and let the agent come to you with why does it need that particular tool and how it will use it and use Plan Mode to review the agent’s proposed steps before it executes.<\/p>\n<\/li>\n<\/ul>\n<p>Happy to dig deeper and answer more questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really impressive launch \ud83d\ude80<br \/>The managed workspace + real-time steering concept makes agent workflows feel much more tangible and production-ready.<\/p>\n<p>How do you see this evolving compared to IDE-native agents \u2014 do you expect most execution workflows to move to browser-based agent environments like this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@garvit_jindal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garvit_jindal<\/a> Thank you so much \ud83d\ude42<\/p>\n<p>Honestly, IDE-native agents are amazing for coding and that experience is hard to match in the browser. We’re not trying to replace that. The longer term vision is for Raccoon AI to connect to your remote systems and live where you work, not just in the web.<\/p>\n<p>But we do think the web is where this is all heading. Karpathy said it well yesterday: “humans are moving up and programming at a higher level now. The basic unit of interest isn’t one file anymore, it’s one agent.”<\/p>\n<\/p>\n<p>And when the unit of work is an agent doing research, building a site, analyzing data, creating a deck, all in one session, you need something bigger than a code editor. You need a canvas. A higher order execution platform. The web is the natural home for that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Definitely excited to try this out. A collaborative AI workspace like this could change how people approach multi-step projects. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maklyen_may\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maklyen_may<\/a> do let us know your feedback \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ability to talk to the agent mid task and adjust what it’s doing is a great feature. Most tools make you restart the process instead of refining it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@melina_cross\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melina_cross<\/a> exactly this, you being able to transparently see every step of the execution and able to steer it is the very basis of collaboration. There are more such features across the platform, the ability to reference files, editing files and assets alongside the agent on the platform and more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great tooling, congrats on the launch! Are you competing with Claude actually? (Cowork, code, etc) Or how this product is different?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a> in some sense yes, I would consider them to be competitors, Claude Cowork is evolving on the same principles that we built Raccoon AI on, but there are a few fundamental differences:<\/p>\n<p>Cowork is a desktop agent tied to your local machine and files. Raccoon AI runs in the cloud with its own computer, so you can access it from anywhere, any device, so you can start something from your phone and come back to it on your desktop, spin up as many concurrent sessions as you want.<\/p>\n<p>Raccoon AI is generally more equipped for specialised use cases and does things Cowork can’t: one-click web app deployment, native video and image generation, presentations with a full presenter mode, a canvas for you to edit images inline which will be soon extended for videos.<\/p>\n<p>Claude Code is a different product entirely, and though Raccoon AI excels at async coding tasks, we don’t place ourselves in that market primarily.<\/p>\n<p>The end goal is to make Raccoon AI an ultimate agentic workspace that lives where your work lives, kind of like a high level IDE you can access from anywhere.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh this is interesting for content workflows. Can it pull from Google Drive, write a draft, then format it into a doc – all in one go? And does it remember context between sessions or does each session start fresh?<\/p>\n<p>Congrats on the launch btw!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thank you so much :). And yes, it can do all of that in one go. Each session starts afresh currently, we have got mixed reviews on cross session context sharing from users, and we are considering launching it as a toggleable feature really soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys, cool launch! What tech did you use to create the motion graphics video? Looks awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tim_clifford3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_clifford3<\/a> a mix of <a href=\"https:\/\/www.producthunt.com\/products\/screen-studio\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"screen-studio\" target=\"_blank\" rel=\"noopener\">@Screen Studio<\/a> , <a href=\"https:\/\/www.producthunt.com\/products\/jitter\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"jitter\" target=\"_blank\" rel=\"noopener\">@Jitter<\/a> and <a href=\"https:\/\/www.producthunt.com\/products\/raccoon-ai-cursor-for-anything\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"raccoon-ai-cursor-for-anything\" target=\"_blank\" rel=\"noopener\">@Raccoon AI<\/a> itself. Screen Studio for recording raw footage of the running session, Jitter for the motion components and Raccoon AI for compiling all clips in multiple ways with a variety of sounds and transitions.<\/p>\n<p>Thank you so much \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 !!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you so much, do check us out and leave your feedback \ud83d\ude4f.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Raccoon AI handle situations where the agent makes a critical or irreversible action, such as deploying code or deleting files, without explicit user confirmation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> We have a rewind functionality built exactly for this. If the agent makes an error or starts drifting, you can rewind back to any of previous messages and the state of the workspace is restored to what it was at that point including recovering any deleted files.<\/p>\n<p>For things that happen outside the sandbox like you mentioned deploying code, we have implemented guardrails to prevent the agent to do such things without your explicit permissions, and in case that still happens, the agent is smart enough to rollback things safely and cleanly on your request.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<ul>\n<li>\n<p>Congrats on your launch, <a href=\"https:\/\/www.producthunt.com\/@shubh_saras\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shubh_saras\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubh_saras<\/a> and <a href=\"https:\/\/www.producthunt.com\/@dranzer_avi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dranzer_avi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dranzer_avi<\/a> . Looking forward to giving this a spin! <\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nafis_amiri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nafis_amiri<\/a> thank you so much \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As AI gets more prolific, I find myself moving away from generalized tools to ones that do a specific job very well. Is there a particular workflow that Raccoon AI does especially well? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Two things:<\/p>\n<ul>\n<li>\n<p>Any kind of knowledge work. Deep research with real sources and citations, competitive analysis, data analysis with visualizations, writing reports and documents, due diligence, literature reviews, market sizing. If it involves reading, thinking, and producing a deliverable, it handles it really well.<\/p>\n<\/li>\n<li>\n<p>End-to-end projects chain multiple skills. It’s that you don’t have to context-switch. The agent has a full computer and remembers everything in the session. So the output of one task becomes the input to the next naturally.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">loved it! this is super interesting. the way it uses cloud computer to make things really good<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nihal_goyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nihal_goyal<\/a> thank you so much \ud83d\ude42 super glad you liked it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hi, congrats on your launch!<\/p>\n<p>I see it’s general purpose tool, but I wonder are there specific use cases you want to nail during this launch?<\/p>\n<p>I believe it’s hard to expect world class output on every possible task<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_sykulski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_sykulski<\/a> yes it is, primarily we are looking at knowledge work, web apps and presentations. E2E Image and video generation workflows are close runner ups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have used it to build a pricing section and it worked perfectly for me honestly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yashhq_22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashhq_22<\/a> thank you for the feedback, hope you do a lot more with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the web-app deployment is awesome, any chance I can host it on a custom domain?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raghav_gangwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raghav_gangwar<\/a> yes you can!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks like a powerful solution. Wish you success! Has the name some deeper meaning?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive direction, and having shipped production agent workflows, the gap between \u201cdemo works\u201d and \u201cthis runs reliably at scale\u201d is where most teams quietly struggle.<\/p>\n<p>IDE-native agents are great for the coding loop, but they don\u2019t solve for observability, mid-run intervention, or handing execution off across a team. That\u2019s where browser-based environments have a real structural advantage.<\/p>\n<p>My guess: IDE agents own the inner dev loop, but anything touching orchestration, multi-step tasks, or collaboration migrates toward managed environments like this. The two converge at the edges more than they compete.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The collaborative angle is what sets this apart \u2014 most AI agents are solo tools. Would love to see how multiple agents coordinate on complex tasks. Congrats on launching! \ud83c\udf89<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The managed workspace is really awesome, how can I, in sync with my team, work on a project?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vedantuttam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vedantuttam<\/a> You can share your sessions with your team, and also publish any file or app the agent created on a public link to share with anyone. <\/p>\n<p>We also have a Slack integration which you can connect and collaborate with your team on the same session by simply mentioning Raccoon AI in any thread. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3BM35S7DIDFEPJ\" class=\"app-title\">Gauge<\/a><\/p>\n<div class=\"one-liner\">Your marketing agent for organic, paid, and AI search<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">195<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gauge\u662f\u4e00\u6b3e\u96c6\u6210\u4e86\u6709\u673a\u641c\u7d22\u3001\u4ed8\u8d39\u641c\u7d22\u548cAI\u641c\u7d22\u6570\u636e\u7684\u8425\u9500\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u7edf\u4e00\u5206\u6790GA4\u3001GSC\u3001\u5173\u952e\u8bcd\u7b49\u591a\u6e90\u6570\u636e\uff0c\u81ea\u52a8\u6267\u884c\u5173\u952e\u8bcd\u7814\u7a76\u3001\u6d41\u91cf\u5206\u6790\u548c\u5185\u5bb9\u521b\u5efa\u7b49\u4efb\u52a1\uff0c\u89e3\u51b3\u4e86\u8425\u9500\u56e2\u961f\u5728\u6570\u636e\u788e\u7247\u5316\u65f6\u4ee3\u6548\u7387\u4f4e\u4e0b\u3001\u96be\u4ee5\u628a\u63e1AI\u641c\u7d22\u65b0\u6d41\u91cf\u5165\u53e3\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/292ffc26-4ae1-4578-abdb-9588636101f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b7289b4-7b23-4f2c-8fa1-5ddbf3feac63.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ddc759b-9ca2-4be8-aabb-5fd9a3be605d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/71d7f4f0-07d6-4443-9566-cdfc6c326303.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SxdKlv--Oeo\"><source src=\"https:\/\/youtu.be\/SxdKlv--Oeo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6574\u5408\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8425\u9500\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u5176\u5728\u63d0\u5347AI\u641c\u7d22\u53ef\u89c1\u6027\u548c\u6709\u673a\u6d41\u91cf\u65b9\u9762\u7684\u663e\u8457\u6548\u679c\uff08\u5982\u5ba2\u6237\u5b9e\u73b017\u500dAI\u5b58\u5728\u611f\u589e\u957f\uff09\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\u4e0e\u7ade\u54c1\uff08Profound\u3001Semrush\u7b49\uff09\u7684\u6838\u5fc3\u5dee\u5f02\u3001AI\u8ffd\u8e2a\u6280\u672f\u539f\u7406\u53ca\u5b9a\u4ef7\u7b56\u7565\u3002\u5efa\u8bae\u5305\u62ec\u66f4\u7a81\u51fa\u4ef7\u503c\u4e3b\u5f20\uff08\u59823-5\u500d\u63d0\u5347\u6570\u636e\uff09\u548c\u660e\u786e\u6280\u672f\u4f18\u52bf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Gauge\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u6570\u636e\u770b\u677f\uff0c\u800c\u5728\u4e8e\u626e\u6f14\u201c\u66ff\u4ee3\u6574\u4e2a\u8425\u9500\u56e2\u961f\u201d\u7684\u81ea\u52a8\u5316\u6267\u884c\u8005\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u805a\u5408GA4\u3001GSC\u548c\u5173\u952e\u8bcd\u6570\u636e\u2014\u2014\u8bb8\u591a\u5de5\u5177\u90fd\u80fd\u505a\u5230\u2014\u2014\u800c\u5728\u4e8e\u4e24\u70b9\uff1a\u7b2c\u4e00\uff0c\u5c06\u201cAI\u641c\u7d22\u53ef\u89c1\u6027\u201d\u8fd9\u4e00\u65b0\u5174\u4e14\u6a21\u7cca\u7684\u6218\u573a\u6307\u6807\u5316\u3001\u53ef\u64cd\u4f5c\u5316\uff0c\u901a\u8fc7\u6bcf\u65e5\u8fd0\u884c\u6d77\u91cf\u63d0\u793a\u8bcd\u5e76\u7ed3\u6784\u5316\u7b54\u6848\u6765\u6e90\uff0c\u4e3a\u54c1\u724c\u5728Claude\u3001Perplexity\u7b49AI\u7b54\u6848\u4e2d\u7684\u201c\u51fa\u955c\u7387\u201d\u63d0\u4f9b\u4e86\u7f55\u89c1\u7684\u8861\u91cf\u548c\u4f18\u5316\u6760\u6746\u3002\u7b2c\u4e8c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u667a\u80fd\u4f53\u201d\u89d2\u8272\u8bd5\u56fe\u8de8\u8d8a\u4ece\u5206\u6790\u5230\u6267\u884c\u7684\u9e3f\u6c9f\uff0c\u76f4\u63a5\u751f\u6210\u5185\u5bb9\u7b56\u7565\u548c\u8349\u6848\uff0c\u8fd9\u76f4\u51fb\u4e86\u8425\u9500\u4eba\u5458\u201c\u6570\u636e\u592a\u591a\uff0c\u65f6\u95f4\u592a\u5c11\u201d\u7684\u7ec8\u6781\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0cAI\u641c\u7d22\u7684\u89c4\u5219\u4ecd\u5904\u4e8e\u65e9\u671f\u4e14\u4e0d\u900f\u660e\u9636\u6bb5\uff0c\u5176\u201c\u8ffd\u8e2a\u548c\u4f18\u5316\u201d\u7684\u65b9\u6cd5\u8bba\uff08\u57fa\u4e8e\u63d0\u793a\u8bcd\u5e93\u6d4b\u8bd5\u548c\u7b54\u6848\u6293\u53d6\uff09\u80fd\u5426\u6301\u7eed\u9002\u5e94\u5feb\u901f\u6f14\u53d8\u7684AI\u6a21\u578b\uff0c\u5b58\u5728\u4e0d\u786e\u5b9a\u6027\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4e0e\u7ade\u54c1\u5dee\u5f02\u7684\u8ffd\u95ee\uff0c\u66b4\u9732\u51fa\u5176\u529f\u80fd\u4e0e\u73b0\u6709SEO\u5de5\u5177\u5b58\u5728\u91cd\u53e0\u533a\uff0c\u5176\u9ad8\u6602\u5b9a\u4ef7\uff08\u6709\u7528\u6237\u79f0\u5176\u4e3a\u201c\u6700\u8d35\u5de5\u5177\u4f46\u4e50\u610f\u4ed8\u94b1\u201d\uff09\u5fc5\u987b\u6301\u7eed\u8bc1\u660e\u5176\u201c\u4ee3\u7406\u201d\u80fd\u5e26\u6765\u8fdc\u8d85\u4eea\u8868\u76d8\u7684\u76f4\u63a5\u4e1a\u52a1\u6210\u679c\u3002\u6700\u540e\uff0c\u5176\u6838\u5fc3\u53d9\u4e8b\u4ece\u201c\u4f18\u5316AI\u641c\u7d22\u201d\u6084\u7136\u6269\u5c55\u4e3a\u7edf\u4e00\u8425\u9500\u4ee3\u7406\uff0c\u8fd9\u6269\u5927\u4e86\u5e02\u573a\u4f46\u4e5f\u6a21\u7cca\u4e86\u7126\u70b9\uff0c\u5728\u7ade\u4e89\u6fc0\u70c8\u7684\u8425\u9500\u6280\u672f\u6808\u4e2d\uff0c\u4e13\u6ce8\u53ef\u80fd\u662f\u5176\u65e9\u671f\u4f18\u52bf\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cGauge\u662f\u4e00\u573a\u5bf9\u641c\u7d22\u8303\u5f0f\u8fc1\u79fb\u7684\u62bc\u6ce8\u3002\u5b83\u8d4c\u5b9aAI\u641c\u7d22\u5c06\u91cd\u5851\u6d41\u91cf\u5206\u914d\uff0c\u800c\u4f20\u7edfSEO\u5de5\u5177\u53cd\u5e94\u8fdf\u7f13\u3002\u5176\u6210\u8d25\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u4ea7\u54c1\u6267\u884c\u529b\uff0c\u66f4\u53d6\u51b3\u4e8eAI\u641c\u7d22\u80fd\u5426\u771f\u6b63\u6210\u4e3a\u7a33\u5b9a\u7684\u6d41\u91cf\u6838\u5fc3\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u81f3\u5c11\u4e3a\u5148\u884c\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b9d\u8d35\u7684\u201c\u63a2\u6d4b\u96f7\u8fbe\u201d\u548c\u201c\u81ea\u52a8\u5316\u5b9e\u9a8c\u5f15\u64ce\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Gauge<\/span>\n <\/div>\n<div class=\"comment-content\">Gauge is your marketing agent for organic, paid, and AI search. With user behavior now spread across traditional and AI search, it\u2019s never been more important to ensure that your brand is the answer. There’s a wealth of data hidden across GA4, GSC, keywords, prompts, and more. This data is incredibly rich, but fragmented and complicated to understand. Gauge unifies all of these data sources into a single agent that can do the work of an entire marketing team for you.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi folks! I’m Caelean, the co-founder\/CEO of Gauge.<\/p>\n<\/p>\n<p>Gauge does the job of an entire marketing team for you – keyword research,traffic analysis, data-driven content creation, and more.<\/p>\n<\/p>\n<p>Without Gauge, each of these processes required hours of manual work, fragmented across a multitude of systems. With Gauge, you can connect all of those systems and enable our agent to handle it for you.<\/p>\n<p>Gauge is already a core part of the marketing stack at some of the best companies – Supabase, Posthog, Amp, Mux, and more. One of our customers, LedgerUp, <a href=\"https:\/\/www.withgauge.com\/blog\/how-ledgerup-17xd-their-ai-visibility-in-one-month\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">saw over a 17x increase<\/a> in their AI presence and a 4x increase in their overall organic traffic.<\/p>\n<p><a href=\"https:\/\/www.withgauge.com\/features\/ask-gauge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">You can try Gauge now for free here!<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@caeleanb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caeleanb<\/a> But their is so many tools in market.. what comparatively you providing the best?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We use and absolutely love Gauge at Product Hunt. Gauge has helped us significantly boost the visibility of Product Hunt product pages, alternatives, and categories in LLMs. Now makers get way more LLM visibility. Check out <a href=\"https:\/\/www.producthunt.com\/p\/producthunt\/case-study-how-product-hunt-can-improve-ai-visibility-in-2026\" target=\"_blank\" rel=\"noopener\">this study<\/a> for a quick look at how we\u2019ve used Gauge.<\/p>\n<\/p>\n<p>When we evaluated competing tools, they were 10x more expensive. And they did not have the level of craft and iteration speed of the Gauge team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mikekerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikekerzhner<\/a> absolutely love working with you and the Product Hunt team! It’s been incredible to actually measure just how large the impact of <a href=\"https:\/\/producthunt.com\" target=\"_blank\" rel=\"noopener\">producthunt.com<\/a> is in this new world of LLM discovery \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mikekerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikekerzhner<\/a> Been amazing working with the product hunt team! <\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/p\/producthunt\/case-study-how-product-hunt-can-improve-ai-visibility-in-2026\" target=\"_blank\" rel=\"noopener\">The post<\/a> that <a href=\"https:\/\/www.producthunt.com\/@andrew_g_stewart\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_g_stewart<\/a> wrote overviewing how you were able to optimize producthunt for AI visibility was pretty sweet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Went through the product and the pricing page the core idea is solid and the use case is clearly real. One thing I noticed: the 3-5x visibility uplift stat you mention is buried in the FAQ but it is probably the strongest reason someone would upgrade. That framing feels like it belongs much closer to where the pricing decision happens. Just honest feedback from someone going through it fresh<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@atthajohn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@atthajohn<\/a> great call out – we should highlight that more!<\/p>\n<\/p>\n<p>Would love for you to give it a try and let me know your thoughts – it’s completely free to give it a go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When teams compare Gauge to Profound, Peec, Otterly, or Semrush\u2019s AI visibility features, what\u2019s the most important capability difference that actually changes outcomes (not just dashboards), and where do you think those alternatives are still the right choice?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> great question – the 2 main differentiators for us are:<\/p>\n<ol>\n<li>\n<p>Integrating more than just prompt and answer data – GA4, GSC, Semrush, Ads, and more<\/p>\n<\/li>\n<li>\n<p>Our agent (highlighted here) that can actually <em>do the work<\/em> for you. This has been a huge point of market fit for us.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Gauge since the early days and what the team has built is really special. AEO has been a big internal initiative for us at Helius. Our target market is engineers building on Solana, and because the majority of those builders are using Claude, Codex, and similar tools, we need to show up where they’re coding. As someone who’s been practicing SEO for almost 10 years, Gauges’ AI visibility, competitor insights, and content tools are super valuable in finding \u2014 and filling \u2014 the gaps where we need to show up in AI Search. Congrats Caelean and team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brady_at_helius\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brady_at_helius<\/a> y’all are absolutely crushing \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been playing around with Gauge’s new agent and feel like I’ve only scratched the surface. I’m already thinking of all the ways it can help me turn the massive amounts of data in Gauge into more actionable insights. It also seems promising as an actual workflow tool – helping outline, draft, strategize, etc. based on insights and analysis within Gauge. Really excited to see what I can accomplish with this, nice job team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@brita_ulf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brita_ulf<\/a> ! Can’t wait to see what you accomplish with Gauge<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We use Gauge at Compt and are obsessed. It’s most expensive tool we have but we happily pay them every month.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sarahbedrick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarahbedrick<\/a> y’all are true power users of Gauge \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Y’all are killing it. Gauge is the best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The GEO angle is what makes this timely \u2014 most SEO tools still optimize purely for Google rankings, but AI search (ChatGPT, Perplexity, Claude) is eating a real share of the top-of-funnel. Running SEO consulting for clients and the question “how do we get cited in AI answers” comes up every week now with zero good tooling to answer it. Curious: how does Gauge specifically track and improve AI search citations vs traditional keyword rankings? Is the benchmark based on prompt testing, or scraping AI answer appearances?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> fantastic question –<\/p>\n<\/p>\n<ol>\n<li>\n<p>We run a large library of prompts (typically several hundred) every day through every model<\/p>\n<\/li>\n<li>\n<p>We structure which products come back, as well as which sources are most often cited<\/p>\n<\/li>\n<li>\n<p>This informs our agent (and the user) on what to target – which sources, what types of content, etc.<\/p>\n<\/li>\n<\/ol>\n<p>For example, here are the top ten sources for questions related to cars: <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93fc62fb-dd7a-4bae-8324-a12cebfdc011.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you guys track the citations & how accurate are they?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mountroot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mountroot<\/a> we run millions of prompts and answers every day through the real model UIs, and structure the citations that the models reference into our dataset. We subsequently scrape the individual cited URLs to gain a better understanding of what content impacts the answer. <\/p>\n<p>We actually did a great study correlating the citation data back to the answer – take a look here! <a href=\"https:\/\/www.growth-memo.com\/p\/the-science-of-how-ai-pays-attention\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.growth-memo.com\/p\/the-science-of-how-ai-pays-attention<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the unified marketing agent. Best of luck<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> thanks! Would love for you to give it a try and let me know your thoughts \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds interesting, will check it out, good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joseph_hammad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_hammad<\/a> thanks! Would love any feedback you have after giving it a go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>On what does it base its recommendations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> a number of inputs:<\/p>\n<ol>\n<li>\n<p> running prompts and structuring the answers to understand where your brand does and does not show up in LLMs<\/p>\n<\/li>\n<li>\n<p>Google Analytics traffic data<\/p>\n<\/li>\n<li>\n<p>Google Search Console data<\/p>\n<\/li>\n<li>\n<p>Semrush keyword data<\/p>\n<\/li>\n<li>\n<p>Google Ads data<\/p>\n<\/li>\n<\/ol>\n<p>Gauge has access to all of these, and can weave them together to find gaps to address!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so cool! Congrats on the launch. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve used every AI tracking tool there is, Gauge is the best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steveb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steveb<\/a> \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Gauge ensure its unified data analysis translates into actionable marketing decisions rather than just surfacing insights that still require significant human interpretation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> great question – our agent will provide detailed explanations alongside recommendations, based on data from a number of sources:<\/p>\n<ol>\n<li>\n<p>running prompts and structuring the answers to understand where your brand does and does not show up in LLMs<\/p>\n<\/li>\n<li>\n<p>Google Analytics traffic data<\/p>\n<\/li>\n<li>\n<p>Google Search Console data<\/p>\n<\/li>\n<li>\n<p>Semrush keyword data<\/p>\n<\/li>\n<li>\n<p>Google Ads data<\/p>\n<\/li>\n<\/ol>\n<p>Would love for you to give it a try and really push it – curious for your thoughts!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting concept. Bringing keyword research, traffic analysis, and content creation into one system sounds like a big time saver for teams. The idea of an agent coordinating all those marketing tasks is compelling. How does Gauge measure and track a company\u2019s AI presence across different platforms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/R2KYQCOKTMKO2X\" class=\"app-title\">OrangeLabs<\/a><\/p>\n<div class=\"one-liner\">Analyze, interpret, and create interactive visuals from data<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">181<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OrangeLabs\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u65e0\u4ee3\u7801\u6570\u636e\u5206\u6790\u5e73\u53f0\uff0c\u8ba9\u56e2\u961f\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff0c\u5373\u53ef\u5bf9\u590d\u6742\u6570\u636e\u8fdb\u884c\u6e05\u7406\u3001\u5206\u6790\u5e76\u751f\u6210\u4ea4\u4e92\u5f0f\u56fe\u8868\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u7528\u6237\u5728\u65e0\u9700\u5b66\u4e60SQL\u6216\u7f16\u7a0b\u7684\u60c5\u51b5\u4e0b\u5feb\u901f\u83b7\u53d6\u6570\u636e\u6d1e\u5bdf\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7db49ca8-4975-4309-bbf7-a4387aa6c960.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9182a7e8-4a1b-4779-bef1-34b4e9efcc4d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f122c185-2f2d-4032-b919-d256890d36ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26373089-8098-4df8-9576-272b08818e08.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4cc68824-cda0-49d6-bfbf-8cdbf10c994e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/14dc8d53-8ef3-49f8-8708-8398f8e047de.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/cRrDbVChSxo\"><source src=\"https:\/\/youtu.be\/cRrDbVChSxo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6570\u636e\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6e05\u6d17<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6d1e\u5bdf\u5e73\u53f0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u65e0\u4ee3\u7801\u201d\u5b9a\u4f4d\u4e0e\u4ea4\u4e92\u56fe\u8868\u4ef7\u503c\uff0c\u6838\u5fc3\u5173\u5207\u5728\u4e8eAI\u5904\u7406\u6df7\u4e71\u3001\u591a\u6e90\u6570\u636e\u7684\u51c6\u786e\u6027\u4e0e\u53ef\u9760\u6027\uff0c\u4ee5\u53ca\u6570\u636e\u5bfc\u51fa\uff08\u5982\u81f3Figma\uff09\u3001\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u7684\u80fd\u529b\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5f3a\u8c03\u4e86\u81ea\u52a8\u6570\u636e\u5256\u6790\u3001\u5206\u6b65\u63a8\u7406\u53ca\u5b9e\u65f6\u9884\u89c8\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n OrangeLabs\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u5e7f\u9614\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u4ecb\u4e8e\u7b28\u91cd\u4e13\u4e1a\u7684BI\u5de5\u5177\u4e0e\u8fc7\u5ea6\u7b80\u5316\u7684\u8868\u683c\u8f6f\u4ef6\u4e4b\u95f4\u3002\u5176\u5ba3\u79f0\u7684\u201cJust Ask\u201d\u4f53\u9a8c\uff0c\u672c\u8d28\u662f\u5c06\u6570\u636e\u5de5\u4f5c\u7684\u4ea4\u4e92\u8303\u5f0f\u4ece\u201c\u64cd\u4f5c\u754c\u9762\u201d\u8f6c\u53d8\u4e3a\u201c\u5bf9\u8bdd\u754c\u9762\u201d\uff0c\u8fd9\u7b26\u5408AI\u8d4b\u80fd\u5de5\u5177\u7684\u4e3b\u6d41\u6f14\u8fdb\u65b9\u5411\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e76\u975e\u57fa\u7840\u7684\u56fe\u8868\u751f\u6210\uff0c\u800c\u5728\u4e8e\u5176\u5e94\u5bf9\u201c\u810f\u6570\u636e\u201d\u7684\u627f\u8bfa\u2014\u2014\u4ece\u8bc4\u8bba\u533a\u7684\u95ee\u7b54\u53ef\u89c1\uff0c\u56e2\u961f\u5c06\u5b9d\u62bc\u5728\u4e86\u81ea\u52a8\u6570\u636e\u5256\u6790\u4e0e\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u7684\u6e05\u6d17\u6307\u4ee4\u4e0a\u3002\u8fd9\u662f\u660e\u667a\u7684\uff0c\u56e0\u4e3a\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u662f\u6b64\u7c7b\u5de5\u5177\u6700\u5927\u7684\u4fe1\u4efb\u6740\u624b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u65e0\u9700\u516c\u5f0f\u6216\u4ee3\u7801\u201d\u5728\u964d\u4f4e\u95e8\u69db\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5c06\u5206\u6790\u6df1\u5ea6\u7981\u9522\u5728AI\u5f53\u524d\u7684\u7406\u89e3\u80fd\u529b\u4e4b\u5185\uff0c\u5bf9\u4e8e\u590d\u6742\u3001\u975e\u6807\u51c6\u5316\u7684\u4e1a\u52a1\u903b\u8f91\uff0c\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u53ef\u80fd\u6548\u7387\u53cd\u800c\u4f4e\u4e0b\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5ba1\u8ba1\u8ffd\u8e2a\u201d\u548c\u201c\u5e7b\u89c9\u201d\u7684\u62c5\u5fe7\u76f4\u51fb\u8981\u5bb3\uff1a\u5728\u5546\u4e1a\u51b3\u7b56\u573a\u666f\uff0c\u53ef\u89e3\u91ca\u6027\u6bd4\u4fbf\u6377\u6027\u66f4\u91cd\u8981\u3002\u5e73\u53f0\u82e5\u4e0d\u80fd\u6e05\u6670\u5c55\u793a\u5206\u6790\u8def\u5f84\u4e0e\u6570\u636e\u8840\u7f18\uff0c\u5c06\u5f88\u96be\u8d62\u5f97\u4e25\u8083\u4f01\u4e1a\u7528\u6237\u7684\u4fe1\u4efb\u3002\u6700\u540e\uff0c\u5176\u5b9a\u4f4d\u540c\u65f6\u670d\u52a1\u201c\u521b\u59cb\u4eba\u201d\u548c\u201c\u5206\u6790\u5e08\u201d\uff0c\u8fd9\u4e24\u7c7b\u7528\u6237\u7684\u9700\u6c42\u4e0e\u6570\u636e\u7d20\u517b\u5dee\u5f02\u5de8\u5927\uff0c\u4ea7\u54c1\u53ef\u80fd\u9677\u5165\u65e2\u8981\u7b80\u5355\u5230\u6781\u81f4\u3001\u53c8\u8981\u529f\u80fd\u5f3a\u5927\u7684\u4e24\u96be\u5883\u5730\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cOrangeLabs\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u8bd5\u56fe\u7528AI\u5c01\u88c5\u6570\u636e\u5de5\u7a0b\u4e0e\u79d1\u5b66\u4e2d\u7e41\u7410\u7684\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\uff0c\u8ba9\u7528\u6237\u66f4\u4e13\u6ce8\u4e8e\u95ee\u9898\u672c\u8eab\u3002\u4f46\u5176\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u5de5\u5177\u201d\u6210\u957f\u4e3a\u201c\u53ef\u9760\u7684\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u5728\u6570\u636e\u51c6\u786e\u6027\u3001\u53ef\u89e3\u91ca\u6027\u53ca\u5904\u7406\u590d\u6742\u6027\u8fd9\u4e09\u4e2a\u7ef4\u5ea6\u4e0a\u7684\u6280\u672f\u7eb5\u6df1\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u5bf9\u8bdd\u7684\u6d41\u7545\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OrangeLabs<\/span>\n <\/div>\n<div class=\"comment-content\">OrangeLabs helps teams to analyze, interpret, and communicate complex data using AI. Upload\/connect data, ask questions, and instantly get tables, charts, and insights. No formulas or code needed. Founders, analysts, and data teams use OrangeLabs AI agent to turn raw spreadsheets into clear decisions in seconds. Get started for free at: orangelabs.im<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunters! \u270c\ufe0f\u270c\ufe0f\u270c\ufe0f<\/p>\n<p>I\u2019m Manish, founder at Orangelabs.im, with my co-founder @neelanchal_gogna.<\/p>\n<p>We\u2019re beyond excited to share the OrangeLabs with the world.<\/p>\n<p>\ud83d\udca1 What is OrangeLabs?<\/p>\n<p><strong>OrangeLabs is the only no-code platform that empowers anyone to communicate with complex data.<\/strong><br \/>From complex data – to analysis, visual creation, and insights using AI – without writing a single line of code (unless you want to \ud83d\ude09)<\/p>\n<p>Ask:<br \/>\ud83d\udcac \u201cHandle missing values or duplicates in the spreadsheet.\u201d<br \/>\ud83d\udcac \u201cBuild a bar graph stating – which sectors had a sudden drop in user engagement?”<br \/>\ud83d\udcac \u201cHighlight the data summary from the attached PDF.\u201d<br \/>\u2026and get accurate visual insights with <strong>interactive charts and previews<\/strong>.<\/p>\n<p>– no dashboards to learn, no manual reports to build.<\/p>\n<p>\ud83c\udfaf Who is it for?<\/p>\n<p>\u2022 Entrepreneurs & Business Owners – Make data-driven decisions without a data team.<\/p>\n<p>\u2022 Analysts – Turn complex datasets into interactive visuals and insights without SQL and Python scripts.<\/p>\n<p>\u2022 Researchers – no-code trend analysis.<\/p>\n<p>\u2022 Anyone with Data – create compelling, easy-to-understand infographics for public consumption.<\/p>\n<p><strong>The only thing that they need to do is “Just Ask.”<\/strong><\/p>\n<p>\ud83d\udca1 Why did we build OrangeLabs?<\/p>\n<p>We started as data professionals, but every month, switching between spreadsheets, tools, and dashboards, just to answer simple questions:<br \/>\u201cWhat\u2019s the trend?\u201d<br \/>“How did revenue change after we increased rates?”<\/p>\n<p>“How to audit spreadsheets for anomalies?”<br \/>That pain was bigger than anything we\u2019d felt before.<\/p>\n<p>So we built Orangelabs for our fellow founders and teams who want a PhD-level data expert (OrangeLabs) constantly working at their side 24*7*365.<\/p>\n<p>Key Highlights<br \/>\u2705 <strong>Build interactive data visuals<\/strong><br \/>\u2705 <strong>Process messy data into clean and structured data<\/strong><br \/>\u2705 <strong>check progress with real-time preview<\/strong><\/p>\n<p>\u2705 <strong>Conversational AI interface – just ask in plain English<\/strong><\/p>\n<p>Curious about interactive data visuals?<br \/>\ud83d\ude00 Try it out for free: <a href=\"https:\/\/orangelabs.im\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">orangelabs.im<\/a><br \/>Follow us on X: <a href=\"https:\/\/x.com\/Neelanchalgogna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/Neelanchalgogna<\/a><\/p>\n<p> <a href=\"https:\/\/x.com\/orangelabsim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/orangelabsim<\/a><\/p>\n<p> <a href=\"https:\/\/x.com\/mk_bharat07\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/mk_bharat07<\/a><\/p>\n<\/p>\n<p>Follow us on LinkedIn: <\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/-mk-\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/-mk-\/<\/a><\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/neelanchalgogna\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/neelanchalgogna\/<\/a><\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/company\/orangelabsim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/company\/orangelabsim<\/a><\/p>\n<p>\ud83d\udcac We\u2019d love your feedback! And if you need any help, reach out anytime – <a href=\"mailto:hi@orangelabs.im\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hi@orangelabs.im<\/a><\/p>\n<p>We\u2019ll be around all day to answer any questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neelanchal_gogna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelanchal_gogna<\/a> <a href=\"https:\/\/www.producthunt.com\/@mk_orangelabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mk_orangelabs<\/a> Wonderful concept, well done! i will keep following this space.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The \u2018no formulas or code needed\u2019 angle is huge, most data tools still assume you know what you\u2019re doing before you start. Curious how it handles messy real-world data like inconsistent column naming or mixed formats.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@edgeghost\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@edgeghost<\/a> <br \/>Exactly, that assumption is the whole problem we’re solving.<\/p>\n<p>Real-world data is never clean. <br \/>We built <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> specifically for that reality, not the perfect CSVs that exist in tutorials.<\/p>\n<p>Inconsistent column naming? <br \/>Just tell it: “These three columns are all referring to the same thing- merge them.”<\/p>\n<p>Mixed formats in the same column? <br \/>Just tell it: “Standardise all date formats in this column to DD\/MM\/YYYY”<\/p>\n<p>It reads the actual structure of your file first, understands the inconsistencies in context, and then acts on your instruction, with a live preview before anything is finalised.<\/p>\n<p>The goal was simple: if one can describe the problem, <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> should be able to fix it. No prior data knowledge or technical expertise needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@mk_orangelabs\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mk_orangelabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mk_orangelabs<\/a> and <a href=\"https:\/\/www.producthunt.com\/@neelanchal_gogna\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"neelanchal_gogna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelanchal_gogna<\/a>! <\/p>\n<\/p>\n<p>I loved the vision of making data analysis as simple as <strong>\u201cjust ask\u201d<\/strong> , especially for founders and teams who don\u2019t want to jump between dashboards, SQL, and spreadsheets. <\/p>\n<p>Curious: how does OrangeLabs ensure accuracy and reliability of insights when users ask open-ended questions on messy or multi-source datasets? Would love to learn more about how you handle that. \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> Thanks for your support. And great question, one that most of our users might want to know the answer to. <br \/>The answer to this is, before any analysis even begins, OrangeLabs runs an automatic data profiling step (we have a separate layer for it), it detects missing values, duplicates, inconsistent formats, and schema mismatches across sources. So the data is cleaned and structured before insights are generated, not after.<br \/>For open-ended questions, our AI agent breaks the query into smaller, verifiable steps rather than attempting one large inference leap. <\/p>\n<p>That said, we’re not going to pretend it’s perfect. Messy, multi-source data is genuinely hard, and we’re continuously improving how we handle edge cases. Feedback from users is exactly how we’ll get better.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried with a marketing sheet and asked it to clean up rows with no email IDs. Worked for me. Can be useful. Good Work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aryan_rajput8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryan_rajput8<\/a> That can also be a way of using it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can be data exported to Figma where the user can polish the design a bit? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Great question! Figma export is actually on our roadmap, the ability to push your charts and visuals directly into Figma, so you can polish the design to your liking.<\/p>\n<p>We haven’t shipped it yet, but it’s something our team is actively working on. Stay tuned for our next launch, we’d love for you to be one of the first users to try it when it’s live!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch, can’t wait to try it! also shared with the team, best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks for your support. It means a lot to us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks Lev. Waiting for you to try it out. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thank you <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> for hunting <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> . Feels great to have you as our supporter.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys, congratulations on the launch!<\/p>\n<p>How well does it handle really large datasets or multiple connected data sources?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ignacio_borrell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ignacio_borrell<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> Syncs directly with existing data sources. We don’t plan on hoarding user data. Rather act as an analytic layer between the data layer and the end user.<\/p>\n<\/p>\n<p>You can connect multiple data sources at one go. You won’t face any issues with it.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “no formulas, no code” positioning is smart because honestly that’s the part that kills momentum for most teams. You have the data, you know what question you want answered, but then you spend an hour fighting pivot tables or writing SQL queries.<\/p>\n<p>Interactive charts is the key feature imo. Static screenshots of graphs that get stale in a day is what most people are dealing with. How does the AI handle messy data though? Like CSVs with inconsistent formatting or missing columns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> <br \/>OrangeLabs handles messy CSVs really well. You just upload the file and tell it what’s wrong, or even let it detect issues on its own.<\/p>\n<p>For example, you can say: <br \/>“Find and fix missing values in this file.”<br \/>“Standardise inconsistent date formats across columns”<br \/>“Flag rows with empty or null entries”<\/p>\n<p>It understands the structure of your data, identifies the inconsistencies, and cleans it, with a real-time preview so you can see exactly what changed before committing.<\/p>\n<p>Missing columns, duplicate rows, formatting mismatches- it handles it.<\/p>\n<p>Would love for you to try it and break it with your messiest file \ud83d\ude04, that’s genuinely how we get better.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thank you <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> for hunting us on Product Hunt! \ud83d\ude80<\/p>\n<\/p>\n<p>Your support means a lot to our team and us. <br \/>Getting featured through your hunt is helping us reach builders, creators, and data enthusiasts who can truly benefit from what we\u2019re building at <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> <\/p>\n<p>We really appreciate you believing in <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> and taking the time to share it with the community. <\/p>\n<\/p>\n<p>Grateful for the support \ud83d\udc9b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> because we kept running into the same problem: Data analysis and visualization complexity. Existing tools were either too complex or didn\u2019t really solve the core issue.<\/p>\n<p>So we decided to build something simpler, no-code and more focused.<\/p>\n<p>With <a href=\"https:\/\/www.producthunt.com\/products\/orangelabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orangelabs\" target=\"_blank\" rel=\"noopener\">@OrangeLabs<\/a> you can perform:<\/p>\n<\/p>\n<p>* AI data analysis & visuals: No code. No SQL. No Python<\/p>\n<p>* Fast visual generations: Charts, Graphs, and Tables <\/p>\n<p>* Work with PDFs, CSV, and Excel using AI<\/p>\n<p>* Team-friendly workflow<\/p>\n<p>* Easy to understand and interact: Plain English interface<\/p>\n<\/p>\n<p>We\u2019d genuinely love your feedback.<br \/>What features would you want next?<\/p>\n<p>Thanks for checking it out!\u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone that had to do a lot of variance analysis as part of my accounting job, being able to just communicate with data would definitely help save a lot of time. Though I always have the fear of hallucinations. Is Orangelabs able to produce an audit trail of how they arrived at a conclusion and also link where they got the data from? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Making complex data analysis accessible through simple questions could be really useful for teams without strong technical backgrounds. How does OrangeLabs handle very large datasets or files without slowing down the analysis?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice one, tried it out myself. Quite meaningful.<\/p>\n<p>Suggestion: When pressing on without giving any prompt, just with any file it shows: “I apologize, but I encountered an error processing your request. Please try again.”<\/p>\n<p>It should have separate handling.<br \/>Minor suggestion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JOQDT4PG22JVV6\" class=\"app-title\">AskNeo<\/a><\/p>\n<div class=\"one-liner\"> End-to-end Voice & SMS shared inbox for Teams<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">141<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AskNeo\u662f\u4e00\u6b3e\u96c6\u6210\u4e86\u8bed\u97f3\u901a\u8bdd\u548c\u77ed\u4fe1\u7684\u7aef\u5230\u7aef\u5171\u4eab\u6536\u4ef6\u7bb1\u5e73\u53f0\uff0c\u4e3a\u9500\u552e\u3001\u8425\u9500\u3001\u5ba2\u670d\u7b49\u56e2\u961f\u89e3\u51b3\u4e86\u591a\u6e20\u9053\u5ba2\u6237\u6c9f\u901a\u5206\u6563\u3001\u534f\u4f5c\u65ad\u88c2\u7684\u75db\u70b9\uff0c\u901a\u8fc7\u4e3a\u6bcf\u4e2a\u5ba2\u6237\u521b\u5efa\u5355\u4e00\u5bf9\u8bdd\u7ebf\u7a0b\uff0c\u5b9e\u73b0\u65e0\u7f1d\u7684\u8de8\u90e8\u95e8\u5f02\u6b65\u534f\u4f5c\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f39c7b55-3301-4180-a685-f636635be0a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d927e610-08e7-4526-8e5f-7fc4a776e50f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a69fee3f-1651-4d05-852d-e5901018b6c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c992763-5ba1-41ba-b6e4-bf8538685039.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b2f8613-1bf4-4f39-9c33-e528cbe6b046.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a55e80ed-2af7-44bf-8ef0-eb0c0eab9289.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/37c91f66-acaf-466e-bebf-3f3efa2a9400.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/YZ0pxh_ecZg?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/YZ0pxh_ecZg?feature=share\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5171\u4eab\u6536\u4ef6\u7bb1<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6c9f\u901a\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u901a\u4fe1<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316CRM<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u77ed\u4fe1\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u5c06\u77ed\u4fe1\u4e0e\u901a\u8bdd\u6574\u5408\u8fdb\u5355\u4e00\u5ba2\u6237\u89c6\u56fe\u7684\u8bbe\u8ba1\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u56e2\u961f\u95f4\u5de5\u4f5c\u6d41\u5206\u914d\u7684\u5177\u4f53\u673a\u5236\u3001\u5982\u4f55\u96c6\u6210\u7b2c\u4e09\u65b9\u5de5\u5177\u3001\u5b9a\u4ef7\u9875\u4e2d\u201c\u65e0\u9650\u201d\u5957\u9910\u5b58\u5728\u8fd0\u8425\u5546\u9650\u5236\u7684\u900f\u660e\u5ea6\u95ee\u9898\uff0c\u4ee5\u53ca\u5bf9\u6570\u636e\u9690\u79c1\u548c\u5408\u89c4\u6027\u7684\u5173\u5207\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u900f\u9732\u81ea\u52a8\u5316AI\u5ba2\u670d\u662f\u672a\u6765\u65b9\u5411\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AskNeo\u6b64\u6b21\u91cd\u78c5\u66f4\u65b0\uff0c\u796d\u51fa\u201c\u7aef\u5230\u7aef\u8bed\u97f3\u7cfb\u7edf\u201d\uff0c\u5176\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u529f\u80fd\u589e\u5f3a\u7248\u7684\u5171\u4eab\u6536\u4ef6\u7bb1\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u6311\u6218\u4e00\u4e2a\u9648\u65e7\u4f46\u7a33\u56fa\u7684\u8303\u5f0f\uff1a\u4f01\u4e1a\u4e3a\u4f55\u9700\u8981\u4e3a\u7535\u8bdd\uff08PBX\/\u547c\u53eb\u4e2d\u5fc3\uff09\u3001\u77ed\u4fe1\uff08\u5404\u7c7bSMS\u8425\u9500\u5de5\u5177\uff09\u3001\u5ba2\u6237\u7ba1\u7406\uff08\u8f7b\u91cf\u7ea7CRM\uff09\u5206\u522b\u91c7\u8d2d\u548c\u96c6\u6210\u4e0d\u540c\u7684SaaS\uff1f\u8fd9\u79cd\u5272\u88c2\u76f4\u63a5\u5bfc\u81f4\u4e86\u5ba2\u6237\u4f53\u9a8c\u65ad\u5c42\u4e0e\u5185\u90e8\u534f\u4f5c\u6210\u672c\u9ad8\u4f01\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u5728\u4e8e\u5176\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u5f0f\u7684\u6574\u5408\u903b\u8f91\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u5145\u5f53\u53c8\u4e00\u4e2aAPI\u805a\u5408\u5c42\uff08\u5982Zapier\u6a21\u5f0f\uff09\uff0c\u800c\u662f\u9009\u62e9\u81ea\u5efa\u901a\u4fe1\u6808\uff0c\u4ec5\u4ee5Twilio\u4e3a\u7ba1\u9053\uff0c\u76f4\u63a5\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u53f7\u7801\u4e0e\u901a\u4fe1\u80fd\u529b\u3002\u8fd9\u4f7f\u5f97AskNeo\u80fd\u591f\u4ece\u5e95\u5c42\u7edf\u4e00\u6570\u636e\u4e0e\u4ea4\u4e92\u6d41\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u201c\u5355\u4e00\u7ebf\u7a0b\u89c6\u56fe\u201d\u3002\u8fd9\u4e0d\u4ec5\u662fUI\/UX\u7684\u6539\u8fdb\uff0c\u66f4\u662f\u6570\u636e\u6a21\u578b\u7684\u6839\u672c\u91cd\u6784\u2014\u2014\u6240\u6709\u5ba2\u6237\u89e6\u70b9\u88ab\u5f3a\u5236\u5f52\u4e00\uff0c\u4e3a\u540e\u7eed\u7684\u81ea\u52a8\u5316\u5206\u6790\u4e0eAI\u4ecb\u5165\u6253\u4e0b\u4e86\u575a\u5b9e\u57fa\u7840\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u662f\u201c\u5168\u80fd\u201d\u4e0e\u201c\u4e13\u7cbe\u201d\u7684\u7ecf\u5178\u6096\u8bba\u3002\u5728\u7535\u8bdd\u7cfb\u7edf\u4e0a\uff0c\u5b83\u9700\u5bf9\u6297RingCentral\u3001Aircall\uff1b\u5728\u5ba2\u670d\u6536\u4ef6\u7bb1\u4e0a\uff0c\u5bf9\u6807Intercom\u3001Zendesk\uff1b\u5728\u9500\u552e\u534f\u540c\u4e0a\uff0c\u89e6\u53caSalesforce\u7684\u9886\u5730\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u867d\u6e05\u6670\uff0c\u4f46\u5728\u6bcf\u4e2a\u7ec6\u5206\u9886\u57df\uff0c\u90fd\u9700\u8981\u8bf4\u670d\u7528\u6237\u653e\u5f03\u53ef\u80fd\u66f4\u4e13\u4e1a\u7684\u72ec\u7acb\u5de5\u5177\u3002\u5176\u6b21\uff0c\u4ece\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u65e0\u9650\u5957\u9910\u201d\u9650\u5236\u7684\u53cd\u9988\u53ef\u4ee5\u770b\u51fa\uff0c\u4f5c\u4e3a\u901a\u4fe1\u201c\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u4e0d\u5f97\u4e0d\u76f4\u9762\u7535\u4fe1\u8fd0\u8425\u5546\u5c42\u7ea7\u7684\u590d\u6742\u89c4\u5219\u4e0e\u5408\u89c4\u98ce\u9669\uff08\u5982A2P 10DLC\uff09\uff0c\u8fd9\u4f1a\u5c06\u5e73\u53f0\u62d6\u5165\u975e\u6280\u672f\u6027\u7684\u3001\u7e41\u7410\u7684\u8fd0\u8425\u5546\u5173\u7cfb\u7ba1\u7406\u4e0e\u7528\u6237\u6559\u80b2\u4e2d\uff0c\u6d88\u8017\u5927\u91cf\u7cbe\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5c55\u671b\u672a\u6765\uff0c\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u201c\u5177\u5907\u76ee\u6807\u7684\u7c7b\u4ebaAI\u5ba2\u670d\u201d\u65b9\u5411\uff0c\u624d\u662f\u5176\u6784\u5efa\u957f\u671f\u58c1\u5792\u7684\u5173\u952e\u3002\u5f53\u901a\u4fe1\u4e0e\u4ea4\u4e92\u6570\u636e\u88ab\u5b8c\u7f8e\u7ed3\u6784\u5316\u4e8e\u7edf\u4e00\u7ebf\u7a0b\u4e2d\uff0c\u8bad\u7ec3\u4e13\u5c5e\u4e8e\u4f01\u4e1a\u5de5\u4f5c\u6d41\u7684AI\u667a\u80fd\u4f53\u4fbf\u6709\u4e86\u4f18\u8d28\u71c3\u6599\u3002AskNeo\u7684\u7ec8\u5c40\u6216\u8bb8\u4e0d\u662f\u4e00\u4e2a\u66f4\u6f02\u4eae\u7684\u6536\u4ef6\u7bb1\uff0c\u800c\u662f\u4e00\u4e2a\u7531\u901a\u4fe1\u6570\u636e\u9a71\u52a8\u7684\u3001\u81ea\u52a8\u534f\u8c03\u9500\u552e\u4e0e\u652f\u6301\u8d44\u6e90\u7684AI\u4e2d\u67a2\u3002\u5f53\u524d\u7248\u672c\u662f\u592f\u5b9e\u6570\u636e\u5730\u57fa\u7684\u5fc5\u8981\u4e00\u6b65\uff0c\u4f46\u8ddd\u79bb\u90a3\u4e2a\u667a\u80fd\u534f\u540c\u7684\u613f\u666f\uff0c\u4ecd\u6709\u957f\u8def\u8981\u8d70\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AskNeo<\/span>\n <\/div>\n<div class=\"comment-content\">We are launching an entire new version of the shared inbox with an all-new end-to-end voice system on top of the text messaging suite! AskNeo now centralizes texts, calls, and contacts all in one place. The simple dashboard helps you track every interaction in a single thread per customer. Sales, marketing, customer support, and any department maintain perfect continuity and collaborate asynchronously across teams. One single thread to deliver the best results every time!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Five years ago, we hit #1 on Product Hunt with our text-first shared inbox… \ud83d\udcac<\/p>\n<p>Today, we are adding a complete voice system to AskNeo! \u260e\ufe0f<\/p>\n<p>We\u2019ve built an end-to-end phone system featuring call transfers, forwarding, simulring (the first to pick up handles the call), and more! \ud83d\udcde<\/p>\n<p>While we\u2019ve added massive new functionalities over the past few years, the soul of AskNeo hasn’t changed: the Gmail-inspired feed and Single-Thread view still keep every interaction unified in one consolidated view per customer \ud83c\udf7f<\/p>\n<p>On top of the all-new voice capabilities, we’ve added many other tools from your feedback, including: merge tags, uploading contact lists instantly, longer text messages, text delivery receipts, SMS Keywords & SMS bot scripts, simplified workflows, Zapier integrations, and more \u2705<\/p>\n<p>Thank you to the Product Hunt community for your continuous feedback over the years: you made AskNeo what it is today! \ud83e\udd79<\/p>\n<p>We\u2019d be super grateful to have you adopt AskNeo, and we are always open to feedback to make it even better! \ud83e\udd19<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you plan to automate end-to-end support with an agent that has a goal and talks humanlike? Congrats on the re-launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> thanks, brother! You’re spot on, this is naturally the next step. We have the infrastructure for it. We usually build new features based on user feedback, and we offer beta testing to our power users \ud83d\udcaa\ud83c\udffc\u2665\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Lio! The single-thread approach where texts and calls live together in one view per customer is sooooo much needed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@weizhi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@weizhi<\/a> thanks! Enjoy the free trial \ud83d\udc4d\ud83c\udffb\ud83d\udc4d\ud83c\udffb\ud83d\ude4f\ud83c\udffc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Lio! The single-thread view across texts AND calls is lit. <br \/>Quick question: how does the team assignment workflow work? Can a sales rep pick up a thread, handle it, and then pass it back to support with full context, or does it need to be manually reassigned? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shuqing_ke\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shuqing_ke<\/a> thanks! Yes, conversations can be re-assigned as many times as needed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shuqing_ke\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shuqing_ke<\/a> and re: workflow, there is a button “Assign” you can use by hovering on a convo in the Feed, or also inside a convo thread (top menu bar)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it work, do you connect various APIs\/tools into one inbox? f. e. lets say, Instantly, Justcall, Heyreach etc. all connected to one interface and all responses gathered in one place, available for the whole team?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Great question! It\u2019s actually simpler than connecting a bunch of different third-party APIs.<\/p>\n<p>We built our entire dashboard, CRM, and automation engine from scratch. The only API we use is Twilio as a gateway for certain SMS and voice functions. This means <strong>AskNeo acts as your primary communication infrastructure.<\/strong> We provide your business phone numbers (or port your existing ones) directly into our platform.<\/p>\n<p>Here is how it works for your team:<\/p>\n<ul>\n<li>\n<p><strong>Unified Shared Inbox:<\/strong> Every text (SMS\/MMS) and call for a business number flows into one centralized thread. There are no siloed tools, everything is in one place.<\/p>\n<\/li>\n<li>\n<p><strong>Built-in CRM & Tags:<\/strong> You can upload contacts via CSV, organize them with unlimited tags, and immediately start two-way conversations..<\/p>\n<\/li>\n<li>\n<p><strong>Team Collaboration:<\/strong> The dashboard is a shared workspace. You can assign threads to specific team members, ensuring clear accountability and an audit trail of who said what.<\/p>\n<\/li>\n<li>\n<p><strong>Native Automations:<\/strong> We have a built-in chatbot and keyword triggers (like “VIP” or “OFFER”) that allow you to automate responses without needing external integration tools.<\/p>\n<\/li>\n<li>\n<p><strong>Simultaneous Ringing:<\/strong> You can forward inbound calls to multiple staff members at once so the first available person can pick up, ensuring no lead falls through the cracks.<\/p>\n<\/li>\n<\/ul>\n<p>Essentially, instead of trying to glue different tools together, you get one “Command Center” that replaces them all.<\/p>\n<p>For a deep dive into how it looks in action, check out our full demo here: <a href=\"https:\/\/youtu.be\/TvX9c3up8OM\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/TvX9c3up8OM<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Went through the pricing page properly the product looks genuinely useful for teams.<\/p>\n<p>One thing I noticed: the unlimited texting and calling has caps buried in the footnotes at the bottom. <\/p>\n<\/p>\n<p>That gap between the headline promise and the actual limits is the kind of thing that can catch new users off guard after signup.<\/p>\n<\/p>\n<p>Might be worth surfacing that more clearly. Just honest feedback from someone reading it fresh.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@atthajohn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@atthajohn<\/a> Thanks for your feedback! That is very useful.<\/p>\n<p>To clarify, we communicate possible limits because mobile carriers themselves limit the daily volume of SMS messages, depending on the specific business.<\/p>\n<p>Every business phone number must be certified according to federal regulations known as A2P 10DLC. We manage this entire certification process for you. Based on this process, carriers assign a “trust score” to each company number, which can determine the daily message limit.<\/p>\n<p>To avoid confusion, we mention “limits” even though they aren’t “hard” caps set by us; rather, they are calculated on a case-by-case basis during the certification process (which is independent of our platform).<\/p>\n<p>The good news is that most businesses using AskNeo never hit these thresholds and are never even aware that these carrier limitations exist \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does AskNeo handle customer privacy and data compliance when multiple team members across different departments have access to the same communication threads?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> Great question! <br \/>\u2022 <strong>Multi-Staff Attribution:<\/strong> Every response in a shared thread is tagged with the specific team member’s name. This ensures a clear audit trail of all customer interactions.<\/p>\n<p>\u2022 <strong>Role-Based Access:<\/strong> The “Owner” role manages workspace entry via the Staff tab and maintains exclusive control over billing and high-level administrative settings.<\/p>\n<p>\u2022 <strong>Centralized Compliance:<\/strong> By keeping all communication within a single thread rather than siloed on personal phones, the company maintains a “Single Source of Truth.” This streamlines data retention and simplifies compliance with privacy requests or audits.<\/p>\n<p>\u2022 <strong>Data Ownership:<\/strong> Per our TOS, the business retains full rights to its data. AskNeo acts as the data processor, implementing robust security measures while the business manages internal “need-to-know” permissions.<\/p>\n<p><strong>(Note:<\/strong> We are not lawyers and this does not constitute legal advice; this is simply an overview of how our platform is organized.)<\/p>\n<p>Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GLYM3JW3CG7KEV\" class=\"app-title\">Coresignal Data Search<\/a><\/p>\n<div class=\"one-liner\">Build custom B2B lead lists in seconds with natural language<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5feb\u901f\u6784\u5efa\u5b9a\u5236\u5316B2B\u9500\u552e\u7ebf\u7d22\u5217\u8868\u7684AI\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u7528\u6237\u5728\u83b7\u53d6\u3001\u7b5b\u9009\u548c\u4e30\u5bcc\u4f01\u4e1a\u6570\u636e\u65f6\u9762\u4e34\u7684\u64cd\u4f5c\u590d\u6742\u3001\u8017\u65f6\u957f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db1fc2df-5e97-44d8-bb14-e4f0034fb171.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d8c7599-016a-4eae-b53d-91bdb1b6cac2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1af0d283-44f2-46ad-bd74-febc95fa78db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0b9bcfe-7eff-4d3b-aa7d-38a8c9fdef9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/3cbd90c7-ee46-42bc-abf2-dd06291d196d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QyrLqOoJSYc&feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?v=QyrLqOoJSYc&feature=youtu.be\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">B2B\u6570\u636e\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6570\u636e\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u4e30\u5bcc\u5316<\/span><br \/>\n <span class=\"tag\">\u975e\u6280\u672f\u7528\u6237\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u81ea\u7136\u8bed\u8a00\u6784\u5efa\u5217\u8868\u7684\u6838\u5fc3\u529f\u80fd\u3002\u6709\u6548\u63d0\u95ee\u96c6\u4e2d\u5728\u6570\u636e\u5e94\u7528\u573a\u666f\u7684\u6df1\u5316\uff0c\u5982\u4eba\u624d\u5bfb\u6e90\u4e2d\u5982\u4f55\u8bc6\u522b\u201c\u88ab\u52a8\u6c42\u804c\u8005\u201d\uff0c\u4ee5\u53ca\u6570\u636e\u5b57\u6bb5\uff08\u5982\u7535\u8bdd\u53f7\u7801\uff09\u7684\u4e30\u5bcc\u80fd\u529b\u3002\u5b98\u65b9\u56de\u590d\u5f3a\u8c03\u4e86\u5728\u6613\u7528\u6027\u4e0e\u67e5\u8be2\u900f\u660e\u5ea6\u4e4b\u95f4\u7684\u5e73\u8861\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Coresignal Data Search \u7684\u672c\u8d28\uff0c\u662f\u5c06\u4e00\u4e2a\u4f20\u7edf\u4e0a\u5c5e\u4e8e\u6570\u636e\u5206\u6790\u5e08\u6216\u5f00\u53d1\u8005\u7684\u590d\u6742\u6570\u636e\u5de5\u7a0b\u80fd\u529b\u2014\u2014\u591a\u6e90\u6570\u636e\u67e5\u8be2\u3001\u6e05\u6d17\u3001\u5408\u5e76\u4e0e\u5bfc\u51fa\u2014\u2014\u5c01\u88c5\u6210\u4e86\u4e00\u4e2a\u8fd1\u4e4e\u5bf9\u8bdd\u5f0f\u7684\u81ea\u7136\u8bed\u8a00\u754c\u9762\u3002\u5176\u5ba3\u79f0\u7684\u201c\u9769\u547d\u6027\u201d\u5e76\u975e\u5728\u4e8e\u5e95\u5c42\u6570\u636e\uff0c\u800c\u5728\u4e8e\u4ea4\u4e92\u5c42\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u7784\u51c6\u4e86\u201c\u975e\u6280\u672f\u7528\u6237\u201d\u8fd9\u4e2a\u589e\u957f\u70b9\uff0c\u5c06\u5e03\u5c14\u903b\u8f91\u3001API\u8c03\u7528\u7b49\u95e8\u69db\u9690\u85cf\u4e8e\u540e\uff0c\u7528\u201c\u63d0\u793a\u8bcd\u201d\u53d6\u800c\u4ee3\u4e4b\u3002\u8fd9\u786e\u5b9e\u80fd\u663e\u8457\u964d\u4f4e\u201c\u65f6\u95f4\u5230\u4ef7\u503c\u201d\u7684\u5468\u671f\uff0c\u4f46\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u4e24\u4e2a\u5c42\u9762\uff1a\u4e00\u662fAI\u5bf9\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u7684\u7cbe\u51c6\u5ea6\u4e0e\u6df1\u5ea6\uff0c\u80fd\u5426\u5728\u590d\u6742\u7684\u5546\u4e1a\u903b\u8f91\u63cf\u8ff0\u4e2d\uff0c\u6301\u7eed\u751f\u6210\u9ad8\u76f8\u5173\u6027\u7684\u5217\u8868\uff0c\u800c\u975e\u505c\u7559\u5728\u7b80\u5355\u6761\u4ef6\u7684\u5806\u780c\uff1b\u4e8c\u662f\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c500\u4e2a\u6570\u636e\u70b9\u201d\u548c\u201c\u591a\u6e90\u6570\u636e\u201d\u7684\u8d28\u91cf\u4e0e\u65b0\u9c9c\u5ea6\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5de5\u5177\u4ea7\u51fa\u7684\u662f\u201c\u7ebf\u7d22\u201d\u8fd8\u662f\u201c\u5783\u573e\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e2d\u7684\u63d0\u95ee\u53ef\u4ee5\u770b\u51fa\uff0c\u65e9\u671f\u5c1d\u9c9c\u8005\u5df2\u4e0d\u6ee1\u8db3\u4e8e\u57fa\u7840\u529f\u80fd\uff0c\u5f00\u59cb\u8ffd\u95ee\u66f4\u7cbe\u7ec6\u7684\u5e94\u7528\u573a\u666f\uff08\u5982\u88ab\u52a8\u4eba\u624d\u6316\u6398\uff09\u3002\u8fd9\u63d0\u793a\u4ea7\u54c1\u82e5\u4ec5\u505c\u7559\u5728\u201c\u5217\u8868\u751f\u6210\u5668\u201d\u5c42\u9762\uff0c\u58c1\u5792\u6709\u9650\u3002\u5176\u957f\u671f\u4ef7\u503c\u5728\u4e8e\u80fd\u5426\u4ee5\u5f53\u524d\u4ea4\u4e92\u4e3a\u5165\u53e3\uff0c\u6784\u5efa\u4e00\u4e2a\u56f4\u7ed5B2B\u6570\u636e\u7684\u3001\u5177\u5907\u6df1\u5ea6\u5206\u6790\u4e0e\u6d1e\u5bdf\u80fd\u529b\u7684\u667a\u80fd\u5de5\u4f5c\u6d41\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u66f4\u53cb\u597d\u7684\u67e5\u8be2\u524d\u7aef\u3002\u5f53\u524d\u7248\u672c\u50cf\u4e00\u628a\u950b\u5229\u7684\u201c\u6570\u636e\u745e\u58eb\u519b\u5200\u201d\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u4e13\u4e1a\u88c5\u5907\u201d\uff0c\u53d6\u51b3\u4e8e\u5176AI\u5f15\u64ce\u5728\u4e13\u4e1a\u9886\u57df\u7684\u6301\u7eed\u5b66\u4e60\u4e0e\u6570\u636e\u751f\u6001\u7684\u7262\u56fa\u7a0b\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Coresignal Data Search<\/span>\n <\/div>\n<div class=\"comment-content\">Coresignal’s Data Search Lists lets you build B2B data lists using natural language and easily query multi-source company, employee, and jobs data. Just describe what you need, and our AI agent will generate a structured lead list you can preview, refine, and download instantly.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Karolis, Product Director at Coresignal.<\/p>\n<\/p>\n<p>We are excited to introduce you to our newest product: the Data Search tool with its new Lists feature. We built Lists because we want to simplify B2B data access:<\/p>\n<\/p>\n<p>\u274c Getting started often means navigating complex filters, Boolean logic, or studying API docs before you can test anything<\/p>\n<p>\u274c It’s hard to sample the data without technical skills<\/p>\n<p>\u274c Enrichment is a separate, time-consuming step<\/p>\n<p>\u274c After all that your list may still lack detail, so you need to enrich it with data from other providers<\/p>\n<\/p>\n<p><strong>So we asked: How can we reduce time-to-value and create easier data flow for non-technical users? <\/strong><\/p>\n<\/p>\n<p>With Data Search Lists, you write a prompt like <em>“Find SaaS companies that raised funding in the last year and currently have at least one active job posting”<\/em> and get a quality list of the best matched records in our newly created interface.<\/p>\n<\/p>\n<p><strong>What makes us different:<\/strong><\/p>\n<p>\u2705 <strong>AI-ranked results<\/strong>. Top matches based on your prompt, no alphabetical or random dumps<\/p>\n<p>\u2705 <strong>See the query<\/strong>. Full transparency into how your list is built <\/p>\n<p>\u2705 <strong>Flexible enrichment<\/strong>. Pick the data fields you need, enrich all or selected profiles <\/p>\n<p>\u2705 <strong>Multi-source data <\/strong>with up to 500 data points per record<\/p>\n<p>\u2705 <strong>Preview 100 records free<\/strong>. Refine your search before committing <\/p>\n<p>\u2705 <strong>Bulk download up to 10K records<\/strong>. Scale from quick research to full campaigns<\/p>\n<\/p>\n<p>\ud83c\udf81 We’re celebrating our Product Hunt launch and want you to test Coresignal Data Search yourself! Use code DATASEARCH at our self-service checkout and get $49 off any Starter plan – for first-time purchases only.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch! love the NL list builder. Best of luck<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thank you! Balance is something we think about a lot – making it effortless for non-technical users with NL while still giving technical ones full query transparency they can take to the API<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Talent sourcing is very interesting. Are there ways that coresignal could help filter between those that are actively searching for a job versus ones that aren’t but could still be a strong candidate for a role that I’m trying to fill? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you enrich phone numbers also? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UMWA36TFLQIOKP\" class=\"app-title\">Donna AI<\/a><\/p>\n<div class=\"one-liner\">AI agents that find the right people to hire automatically<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Donna AI\u901a\u8fc7\u4e3a\u6c42\u804c\u8005\u548c\u62db\u8058\u65b9\u521b\u5efa\u4e13\u5c5e\u7684AI\u6570\u5b57\u5206\u8eab\uff0c\u8ba9\u53cc\u65b9\u4ee3\u7406\u81ea\u4e3b\u4ea4\u6d41\u5339\u914d\uff0c\u65e8\u5728\u89e3\u51b3\u4f20\u7edf\u4f9d\u8d56\u7b80\u5386\u548c\u7533\u8bf7\u3001\u6548\u7387\u4f4e\u4e0b\u4e14\u65e0\u6cd5\u8bc6\u522b\u771f\u5b9e\u6f5c\u529b\u7684\u62db\u8058\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b7c4230-be6b-47f0-97ac-c2294e7dcd1c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d5687ffd-0643-406c-9930-c3ba45715a08.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/kCdrLVJMdIY\"><source src=\"https:\/\/youtu.be\/kCdrLVJMdIY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hiring<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5206\u8eab<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u4eba\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u7b80\u5386\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u6d41\u7a0b\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u62db\u8058\u5e02\u573a\u4f4e\u6548\u548c\u4eba\u624d\u9519\u914d\u7684\u6f5c\u529b\uff0c\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1aAI\u4ee3\u7406\u662f\u5426\u53ef\u4fe1\u3001\u5982\u4f55\u9632\u6b62\u7b97\u6cd5\u504f\u89c1\u3001\u53cc\u65b9\u4fe1\u606f\u5982\u4f55\u9a8c\u8bc1\u3001\u6280\u672f\u67b6\u6784\u7684\u53ef\u6269\u5c55\u6027\uff0c\u4ee5\u53ca\u4ee3\u7406\u662f\u5426\u4f1a\u5938\u5927\u5019\u9009\u4eba\u80fd\u529b\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u4e86\u4e25\u683c\u7684\u5c65\u5386\u9a8c\u8bc1\u6d41\u7a0b\u548c\u4eba\u7c7b\u6700\u7ec8\u51b3\u7b56\u6743\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Donna AI\u63cf\u7ed8\u7684\u201c\u6570\u5b57\u5206\u8eab\u81ea\u4e3b\u793e\u4ea4\u201d\u613f\u666f\u9887\u5177\u98a0\u8986\u6027\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0e\u98ce\u9669\u90fd\u85cf\u4e8e\u7ec6\u8282\u4e4b\u4e2d\u3002\u4ea7\u54c1\u8bd5\u56fe\u7528AI\u4ee3\u7406\u5bf9\u8bdd\u53d6\u4ee3\u7b80\u5386\u6295\u9012\u4e0e\u521d\u6b65\u7b5b\u9009\uff0c\u5176\u6838\u5fc3\u521b\u65b0\u70b9\u5e76\u975e\u7b80\u5355\u7684\u5339\u914d\u7b97\u6cd5\u5347\u7ea7\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u53bb\u4e2d\u5fc3\u5316\u7684\u3001\u6301\u7eed\u5b66\u4e60\u7684\u201c\u4ee3\u7406\u4eba\u5e02\u573a\u201d\u3002\u8fd9\u76f4\u51fb\u4e86\u4f20\u7edf\u62db\u8058\u4e2d\u4fe1\u606f\u9ad8\u5ea6\u7ed3\u6784\u5316\uff08\u7b80\u5386JD\uff09\u800c\u4eba\u6027\u7ef4\u5ea6\uff08\u6027\u683c\u3001\u601d\u7ef4\u6a21\u5f0f\u3001\u6f5c\u529b\uff09\u4e25\u91cd\u7f3a\u5931\u7684\u6839\u672c\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u89e3\u51b3\u504f\u89c1\u201d\u4e0e\u201c\u4e25\u683c\u9a8c\u8bc1\u201d\u6784\u6210\u4e86\u4e00\u4e2a\u5fae\u5999\u7684\u6096\u8bba\u3002\u8981\u6c42\u5019\u9009\u4eba\u63d0\u4f9b\u94fe\u63a5\u3001\u8bc1\u4e66\u6765\u9a8c\u8bc1\u6bcf\u4e00\u9879\u58f0\u79f0\uff0c\u56fa\u7136\u80fd\u63d0\u5347\u4fe1\u606f\u53ef\u4fe1\u5ea6\uff0c\u4f46\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u66f4\u590d\u6742\u3001\u66f4\u6570\u5b57\u5316\u7684\u201c\u8d85\u7ea7\u7b80\u5386\u201d\uff0c\u53ef\u80fd\u65e0\u610f\u4e2d\u52a0\u5267\u7cbe\u82f1\u4e3b\u4e49\u503e\u5411\u2014\u2014\u90a3\u4e9b\u5728\u7f51\u7edc\u4e0a\u7559\u6709\u5927\u91cf\u516c\u5f00\u75d5\u8ff9\uff08\u5982\u5f00\u6e90\u8d21\u732e\u3001\u6280\u672f\u535a\u5ba2\uff09\u7684\u5019\u9009\u4eba\u5c06\u5360\u5c3d\u4f18\u52bf\uff0c\u800c\u53e6\u4e00\u4e9b\u540c\u6837\u4f18\u79c0\u4f46\u6570\u5b57\u8db3\u8ff9\u8f83\u5c11\u6216\u5904\u4e8e\u975e\u82f1\u8bed\u73af\u5883\u7684\u6c42\u804c\u8005\u53ef\u80fd\u88ab\u8fb9\u7f18\u5316\u3002\u8fd9\u5e76\u975e\u7b97\u6cd5\u504f\u89c1\uff0c\u800c\u662f\u201c\u9a8c\u8bc1\u8bbe\u8ba1\u201d\u5e26\u6765\u7684\u65b0\u504f\u89c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u5c06\u62db\u8058\u89c6\u4e3a\u5207\u5165\u201c\u6570\u5b57\u5206\u8eab\u7f51\u7edc\u201d\u5e73\u53f0\u7684\u6954\u5b50\uff0c\u8fd9\u4e00\u613f\u666f\u6781\u5177\u91ce\u5fc3\uff0c\u4e5f\u63ed\u793a\u4e86\u771f\u6b63\u7684\u6311\u6218\uff1a\u5f53\u524d\u9636\u6bb5\uff0cDonna\u5f88\u53ef\u80fd\u4ecd\u662f\u4e00\u4e2a\u57fa\u4e8e\u7ed3\u6784\u5316\u6570\u636e\u4e0e\u9884\u8bbe\u89c4\u5219\u7684\u9ad8\u7ea7\u5339\u914d\u5de5\u5177\uff0c\u79bb\u5177\u5907\u6df1\u5ea6\u7406\u89e3\u4e0e\u8c08\u5224\u80fd\u529b\u7684\u201c\u6570\u5b57\u5206\u8eab\u201d\u5c1a\u6709\u8ddd\u79bb\u3002\u7528\u6237\u5173\u4e8e\u57fa\u7840\u8bbe\u65bd\u74f6\u9888\uff08\u6210\u672c\u3001\u5ef6\u8fdf\u3001\u89c4\u6a21\u5316\u667a\u80fd\u4f53\u534f\u8c03\uff09\u7684\u63d0\u95ee\u5207\u4e2d\u8981\u5bb3\u3002\u4ea7\u54c1\u7684\u957f\u671f\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5339\u914d\u903b\u8f91\u662f\u5426\u7cbe\u5de7\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ee5\u53ef\u6301\u7eed\u7684\u6210\u672c\uff0c\u8fd0\u8425\u4e00\u4e2a\u7531\u6570\u767e\u4e07\u4e2a\u6301\u7eed\u5b66\u4e60\u3001\u4e92\u52a8\u7684\u667a\u80fd\u4f53\u7ec4\u6210\u7684\u52a8\u6001\u7f51\u7edc\u3002\u8fd9\u5df2\u8d85\u51fa\u5e94\u7528\u5c42\u8303\u7574\uff0c\u89e6\u53ca\u4e86\u4e0b\u4e00\u4ee3AI\u57fa\u7840\u8bbe\u65bd\u7684\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cDonna AI\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u5927\u80c6\u5730\u91cd\u6784\u4e86\u62db\u8058\u7684\u4ea4\u4e92\u8303\u5f0f\uff0c\u5c06\u8fc7\u7a0b\u4ece\u201c\u6587\u6863\u6295\u9012\u201d\u8f6c\u5411\u201c\u4ee3\u7406\u4ea4\u6d41\u201d\u3002\u4f46\u5176\u9762\u4e34\u7684\u8003\u9a8c\u540c\u6837\u4e25\u5cfb\uff1a\u5982\u4f55\u5728\u63d0\u5347\u6548\u7387\u7684\u540c\u65f6\uff0c\u4e0d\u5236\u9020\u65b0\u7684\u4e0d\u516c\uff1b\u5982\u4f55\u5728\u8fc8\u5411\u5b8f\u5927\u613f\u666f\u65f6\uff0c\u624e\u5b9e\u89e3\u51b3\u9a8c\u8bc1\u53ef\u4fe1\u5ea6\u3001\u7cfb\u7edf\u53ef\u6269\u5c55\u6027\u7b49\u73b0\u5b9e\u5de5\u7a0b\u4e0e\u4f26\u7406\u95ee\u9898\u3002\u5b83\u53ef\u80fd\u4e0d\u662f\u62db\u8058\u7684\u7ec8\u6781\u7b54\u6848\uff0c\u4f46\u65e0\u7591\u662f\u63a8\u52a8\u884c\u4e1a\u601d\u8003\u201c\u540e\u7b80\u5386\u65f6\u4ee3\u201d\u4eba\u624d\u8bc4\u4f30\u65b9\u5f0f\u7684\u91cd\u8981\u63a8\u624b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Donna AI<\/span>\n <\/div>\n<div class=\"comment-content\">Hiring today runs on resumes and applications, which miss who people really are. Donna changes that. Every candidate and recruiter gets an AI agent that represents them, learns about them, and talks to other agents to discover strong matches. Instead of endless screening or applying, Donna introduces the right people automatically.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! Dawar here, one of the builders of Donna .<\/p>\n<p>A few weeks ago Dhruv (my cofounder) and I started experimenting with personal AI agents and built a small prototype (clawin.xyz : a LinkedIn for agents ) where people could create agents that represent them. When we launched it, about 1,000 people signed up on the first day, which led us to start talking to a lot of users and companies.<\/p>\n<p>Very quickly we noticed something strange about hiring.<\/p>\n<p>Companies receive thousands of applications, yet great candidates still struggle to get noticed. At the same time recruiters spend hours screening resumes, and even then many strong candidates never get discovered.<\/p>\n<p>The deeper issue is that resumes and job descriptions capture very little about what actually matters in hiring , things like ambition, judgment, personality, and how someone actually thinks about their work.<\/p>\n<p>So we started building Donna.<\/p>\n<p>Donna gives both candidates and recruiters their own AI agent that represents them. These agents learn about the people they represent, become a digital twin of them and and talk to other agents to discover strong matches automatically.<\/p>\n<p>Instead of applying to dozens of jobs or reviewing thousands of resumes, Donna helps the right people find each other.<\/p>\n<p>We\u2019re still very early and would genuinely love feedback from the PH community.<\/p>\n<p>A few things we\u2019re especially curious about:<\/p>\n<p>1. Would you trust an AI agent to represent you in hiring?<br \/>2. What parts of hiring feel most broken to you today?<br \/>3. What would make something like Donna actually useful for you?<\/p>\n<p>Looking forward to hearing your thoughts !! : )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dawar_deka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawar_deka<\/a> I remember how hectic it used to be during my placement days, where I had to constantly keep searching for new job openings across multiple different platforms and then keep applying. Everybody knows that nothing happens with those applications. many recruiters don’t even see those applications. The only way to actually get jobs is to know people or cold outreach to recruiters. That’s why we built Donna so that you don’t have to do all those things, by yourself. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dawar_deka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawar_deka<\/a> Very interesting and critical problems to tackle.<\/p>\n<p>This could really help solve the messy hiring problems!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! Dhruv here. I am one of the builders of Donna. <\/p>\n<p>It was very fun working with Dawar. Our eventual goal with Donna is to create a platform where your digital twin can network for you. <br \/>Networking is one of the few places where there is infinite upside but the time and energy cost to actually do that is prohibitive today. <\/p>\n<p>With Donna we aim to change that and bring opportunities to everyone. Recruitment is just the start<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Donna prevent AI agents from introducing bias during candidate-recruiter matching, especially when learning from historical hiring patterns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> hello Dennis, Thanks for checking out Donna. <br \/>We have a strict verification process during the onboarding of the candidate. We don’t just take the candidate’s resume at their word. We have a verification process where every claim the candidate makes on his resume needs to be verified. The candidate needs to provide supporting proof, such as links, posts, or certificates, for every claim he makes so that we can ensure that the recruiters can actually trust the candidates on the platform, and it also ensures that the AI agent can actually advocate for the candidate only based on the verified achievements or skills and not according to some hallucinated bullshit. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> Hey so we\u2019re careful not to blindly learn from historical hiring outcomes because those often encode bias. Donna focuses on modeling explicit constraints and alignment signals say skills, goals, role expectations, and practical preferences rather than replicating past decisions. We also keep the reasoning transparent and auditable, so recruiters can see why a match was suggested and override it if needed. The goal isn\u2019t just to automate judgment, but to surface high-alignment candidates while keeping humans in control of the final decision.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The verification process you describe in the comments \u2014 candidates proving every resume claim with links, posts, certificates \u2014 that is an interesting angle. From a hiring manager perspective, does it work the other way too? Does the candidate see any verification of the company, like real info about the team or culture? Trust in hiring needs to go both ways.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> yeah we make a persona about the company from all the information available on the internet basically and also through your every interaction Your agent keeps learning more about you. If there is some specific HR who is always kind of dealing in suspicious ways, the agent will learn that about them and we will be able to blacklist them from the platform. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Hey thats a real Gd question, so we build the digital twins either ways, the company has its own business context, and the hiring manager has his \/her own philosophies, most of the time these are subconscious traits that they would otherwise never get captured and we believe that would take him\/her to a better hiring decision <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting concept. If agents start representing candidates and recruiters, hiring basically becomes <strong>agent-to-agent negotiation before humans even enter the loop<\/strong>, which is a fascinating shift.<\/p>\n<p>One thing I\u2019m curious about is the <strong>infrastructure behind these agents<\/strong>. If every candidate and company eventually has an agent constantly learning, reasoning, and interacting with other agents, the real bottleneck may not be matching logic but <strong>how these agents run at scale model orchestration, latency, cost, and continuous inference<\/strong>.<\/p>\n<p>It almost feels like hiring platforms like this could evolve into <strong>entire ecosystems of interacting AI agents<\/strong>, which will require a completely new layer of infrastructure to support them efficiently.<\/p>\n<p>Curious if you\u2019re already thinking about that future as the network grows. This could get very interesting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rapata_pavankumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rapata_pavankumar<\/a> this is actually such an insightful comment. Our vision with Donna is to eventually become a platform where digital twins can network for all types of purposes. Recruitment is just a wedge we are targeting to break in <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rapata_pavankumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rapata_pavankumar<\/a> Hey that\u2019s a great question , and we\u2019ve been thinking about that quite a bit.<\/p>\n<p>Right now we\u2019re deliberately keeping the system much simpler than the long-term \u201cagents negotiating everything\u201d vision. In practice, what we have today is closer to <strong>structured reasoning and alignment discovery<\/strong> rather than fully autonomous agents running continuous inference.<\/p>\n<p>Most of the heavy work happens in three stages:<\/p>\n<ol>\n<li>\n<p><strong>Persona modeling building<\/strong> structured representations of candidate goals, constraints, and trajectory.<\/p>\n<\/li>\n<li>\n<p><strong>Retrieval & ranking<\/strong> identifying high-alignment opportunities.<\/p>\n<\/li>\n<li>\n<p><strong>Targeted conversations<\/strong> to resolve the remaining uncertainties.<\/p>\n<\/li>\n<\/ol>\n<p>So the system only runs deeper reasoning when there\u2019s already a strong signal, which keeps latency and cost manageable.<\/p>\n<p>Long term, though, I do think your point becomes very real. If every participant in the network has a persistent agent learning their preferences over time, the challenge shifts from \u201cmatching\u201d to <strong>coordinating many stateful agents efficiently<\/strong>. That likely requires a new infrastructure layer around memory, orchestration, and agent interaction for sure <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is actually a very real problem… a lot of great candidates never get noticed even after sending tons of applications<\/p>\n<p>the idea of ai agents representing candidates and recruiters and helping discover good matches is really interesting… it feels like a much more dynamic approach to hiring instead of relying only on resumes<\/p>\n<p>liked the verification part where claims need proof like links or certificates… that makes the representation much more trustworthy<\/p>\n<p>curious to see how this evolves… congrats on the launch dawar, dhruv and the team !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How would one prevent the AI agent from over-exaggerating my abilities as a candidate? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> We have a strict verification process during the onboarding of the candidate. We don’t just take the candidate’s resume at their word. We have a verification process where every claim the candidate makes on his resume needs to be verified. The candidate needs to provide supporting proof, such as links, posts, or certificates, for every claim he makes so that we can ensure that the recruiters can actually trust the candidates on the platform, and it also ensures that the AI agent can actually advocate for the candidate only based on the verified achievements or skills and not according to some hallucinated bullshit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I genuinly think this will be the future of recruitment. So over the long term, big capital-strong recruitment agencies could simply implement this themselves?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FEM5A23M22GSTY\" class=\"app-title\">Agent Browser<\/a><\/p>\n<div class=\"one-liner\">Browser Agents that communicate using ASCII wireframes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">127<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agent Browser \u901a\u8fc7\u5c06\u7f51\u9875\u6e32\u67d3\u4e3aASCII\u7ebf\u6846\u56fe\u4f9bAI\u667a\u80fd\u4f53\u89e3\u6790\uff0c\u5728\u81ea\u52a8\u5316\u6d4f\u89c8\u548c\u591a\u6b65\u9aa4\u4efb\u52a1\u573a\u666f\u4e2d\uff0c\u5927\u5e45\u964d\u4f4e\u4e86API\u8c03\u7528\u6210\u672c\u4e0e\u64cd\u4f5c\u5ef6\u8fdf\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/3f585ac0-ac83-4c84-be7f-0404e5cc92fd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/rsrxoe11g1U\"><source src=\"https:\/\/youtu.be\/rsrxoe11g1U\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8bfc3b0-9414-48be-8f5b-b5d7fe81d668.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a184a609-6dad-42cc-b7ed-95b95746b1e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f85e7e0a-d219-45b2-bcdf-f4cd1d6e7556.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u964d\u672c\u589e\u6548<\/span><br \/>\n <span class=\"tag\">\u4ee4\u724c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">ASCII\u827a\u672f<\/span><br \/>\n <span class=\"tag\">\u53ef\u8bbf\u95ee\u6027\u5feb\u7167\u66ff\u4ee3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u591a\u6b65\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">RPA<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u5927\u5e45\u8282\u7701\u4ee4\u724c\uff0870-90%\uff09\u548c\u964d\u4f4e\u6210\u672c\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u7279\u522b\u9002\u7528\u4e8e\u89c4\u6a21\u5316\u591a\u6b65\u4efb\u52a1\u3002\u5efa\u8bae\u589e\u52a0\u89c6\u89c9\u9884\u89c8\u9009\u9879\u3002\u5f00\u53d1\u8005\u6f84\u6e05\u4ecd\u53ef\u8c03\u7528\u622a\u56fe\uff0c\u4e14\u5177\u5907\u70b9\u51fb\u3001\u586b\u8868\u7b49\u4ea4\u4e92\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agent Browser \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u5728\u201c\u622a\u56fe+\u89c6\u89c9\u6a21\u578b\u201d\u6216\u201c\u5168\u91cfDOM\u53ef\u8bbf\u95ee\u6027\u5feb\u7167\u201d\u8fd9\u4e24\u4e2a\u73b0\u6709\u8303\u5f0f\u91cc\u5377\u4f18\u5316\uff0c\u800c\u662f\u5f00\u8f9f\u4e86\u4e00\u4e2a\u201c\u8bed\u4e49\u5316\u62bd\u8c61\u5c42\u201d\u3002\u5b83\u7528\u6781\u7b80\u7684ASCII\u7ebf\u6846\u548c\u7f16\u53f7\u5143\u7d20\uff08\u5982[12]Sign Up\uff09\u6765\u8868\u5f81\u9875\u9762\u7ed3\u6784\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u4e3aAI\u667a\u80fd\u4f53\u521b\u9020\u4e00\u79cd\u4e13\u4e3a\u7a0b\u5e8f\u7406\u89e3\u800c\u751f\u7684\u201c\u4e2d\u95f4\u8bed\u8a00\u201d\u3002\u6b64\u4e3e\u76f4\u51fb\u5f53\u524dAI\u667a\u80fd\u4f53\u64cd\u4f5c\u6d4f\u89c8\u5668\u7684\u6838\u5fc3\u6210\u672c\u75db\u70b9\uff1a\u89c6\u89c9\u6a21\u578b\u4ee4\u724c\u6602\u8d35\uff0c\u800c\u53ef\u8bbf\u95ee\u6027\u5feb\u7167\u4fe1\u606f\u5197\u4f59\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u66f4\u7701\u4ee4\u724c\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u53ef\u80fd\u91cd\u65b0\u5b9a\u4e49\u4e86AI\u4e0eWeb\u4ea4\u4e92\u7684\u201c\u534f\u8bae\u201d\u3002\u5b83\u5c06\u89c6\u89c9\u548c\u7ed3\u6784\u4fe1\u606f\u538b\u7f29\u4e3a\u9ad8\u5ea6\u7b26\u53f7\u5316\u3001\u79bb\u6563\u7684\u6587\u672c\uff0c\u4f7f\u5f97\u5927\u578b\u8bed\u8a00\u6a21\u578b\u65e0\u9700\u6d88\u8017\u5de8\u91cf\u7b97\u529b\u53bb\u201c\u770b\u61c2\u201d\u50cf\u7d20\uff0c\u5c31\u80fd\u7cbe\u51c6\u5b9a\u4f4d\u548c\u64cd\u4f5c\u5143\u7d20\u3002\u8fd9\u4e3a\u5927\u89c4\u6a21\u3001\u957f\u5e8f\u5217\u7684\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff08\u5982\u590d\u6742\u7684\u6570\u636e\u6293\u53d6\u3001\u8de8\u7ad9\u64cd\u4f5c\uff09\u63d0\u4f9b\u4e86\u7ecf\u6d4e\u53ef\u884c\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u89c4\u6a21\u662f\u8f6c\u6298\u70b9\u201d\u4e00\u9488\u89c1\u8840\u2014\u2014\u5f53\u4efb\u52a1\u4ece\u5355\u6b21\u6f14\u793a\u53d8\u4e3a\u65e5\u5e38\u6279\u5904\u7406\u65f6\uff0c\u6210\u672c\u6307\u6570\u7ea7\u5dee\u5f02\u5c06\u8feb\u4f7f\u6280\u672f\u9009\u578b\u8f6c\u5411\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u7280\u5229\u201d\u7684\u62bd\u8c61\u4e5f\u9690\u542b\u5c40\u9650\uff1a\u5b83\u9ad8\u5ea6\u4f9d\u8d56\u9875\u9762\u7ed3\u6784\u7684\u89c4\u5219\u6027\uff0c\u5bf9\u4e8e\u9ad8\u5ea6\u4f9d\u8d56\u89c6\u89c9\u4e0a\u4e0b\u6587\uff08\u5982\u9a8c\u8bc1\u7801\u3001\u590d\u6742\u56fe\u8868\u3001\u521b\u610f\u5e03\u5c40\uff09\u7684\u5224\u65ad\u4efb\u52a1\u53ef\u80fd\u5931\u6548\u3002\u5c3d\u7ba1\u5b83\u4fdd\u7559\u4e86\u8c03\u7528\u539f\u59cb\u622a\u56fe\u7684\u201c\u540e\u95e8\u201d\uff0c\u4f46\u8fd9\u610f\u5473\u7740\u5728\u6df7\u5408\u573a\u666f\u4e2d\uff0c\u7cfb\u7edf\u9700\u8981\u5728\u4e24\u79cd\u6a21\u5f0f\u95f4\u5207\u6362\uff0c\u589e\u52a0\u4e86\u590d\u6742\u6027\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u4e3a\u201c\u6d41\u7a0b\u201d\u800c\u751f\u7684\u5de5\u5320\uff0c\u800c\u975e\u4e3a\u201c\u611f\u77e5\u201d\u800c\u751f\u7684\u827a\u672f\u5bb6\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u62bd\u8c61\u5c42\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u80fd\u8986\u76d6\u4e3b\u6d41Web\u4ea4\u4e92\u7684\u8bed\u4e49\uff0c\u4ee5\u53ca\u5f00\u53d1\u8005\u793e\u533a\u662f\u5426\u613f\u610f\u63a5\u53d7\u8fd9\u79cd\u7565\u5e26\u201c\u9ed1\u5ba2\u7f8e\u5b66\u201d\u7684\u8303\u5f0f\uff0c\u6765\u6362\u53d6\u5b9e\u5b9e\u5728\u5728\u7684\u6210\u672c\u6548\u76ca\u3002\u8fd9\u662f\u4e00\u573a\u5728\u6548\u7387\u4e0e\u666e\u9002\u6027\u4e4b\u95f4\u7684\u7cbe\u51c6\u8d4c\u535a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Agent Browser<\/span>\n <\/div>\n<div class=\"comment-content\">Stop wasting tokens on screenshots. Agent Browser helps AI agents browse the web using wireframe snapshots rather than screenshots or DOM dumps.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Currently AI browser agents send screenshots to the model. Each screenshot costs thousands of tokens. Over a multi-step task, that means high latency and high API cost.<\/p>\n<p>This package takes a different approach: it renders pages as ASCII wireframes with numbered elements. The agent sees [12]Sign Up instead of a 1280×720 image. Same information, far fewer tokens.<\/p>\n<p> It started as a way to make my own agents cheaper to run. Then I build a package around it. Fully open source and open to feedbacks!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ascii wireframes are a cool idea maybe a small visual preview option could help too. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@reid_anderson3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@reid_anderson3<\/a> The library still exposes screenshot tooling, so agent can take a screenshot if needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Where do you see the biggest savings in token usage? Is it for when something is predominantly image heavy? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> When you are building a browser agent, you have two options. Either you need to use screenshots at every step or to use accessibility snapshots. To be able to use screenshots, you need to use a vision model with computer use capabilities (which is costly). So most people started using accessibility snapshots. But accessibility snapshots dumps much more data then needed for agent to work on the page. Agent Browser takes a different path and builds a wireframe from the visible elements in page which saves 70-90% tokens depending on the page. So the savings apply to each page that the agent uses. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If someone is already using a Playwright-based MCP server (or a screenshot\/vision-based computer-use setup), what\u2019s the specific breaking point that typically makes them switch to Agent Browser, and what do they usually have to give up\u2014if anything\u2014in return for the token savings?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> The real breaking point is scale. With existing approaches, a single page can cost around 10k tokens, while Agent Browser typically uses only 1k\u20133k. And browser agents rarely perform just one action. They usually run multi-step workflows. This means Agent Browser can reduce browser operation costs by up to 70\u201390%. If a full screenshot is ever needed, the agent can still take one, so switching methods doesn\u2019t mean giving anything up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea, best of luck with the launch \ud83d\ude42 looks very 1984 hacker vibe \ud83d\ude42 I love it and the practical applications seem very real especially for scraping etc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks! It is also capable of filling inputs, clicking buttons etc. with refs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/H7QYDTFAWWKAWV\" class=\"app-title\">Flywheel.cx<\/a><\/p>\n<div class=\"one-liner\">AI churn prediction & prevention for SaaS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Flywheel.cx\u662f\u4e00\u6b3e\u901a\u8fc7AI\u9884\u6d4bSaaS\u7528\u6237\u6d41\u5931\u98ce\u9669\u5e76\u57287-14\u5929\u524d\u81ea\u52a8\u901a\u8fc7\u90ae\u4ef6\u3001Slack\u7b49\u6e20\u9053\u8fdb\u884c\u5e72\u9884\uff0c\u5e2e\u52a9SaaS\u516c\u53f8\u4e3b\u52a8\u9632\u6b62\u5ba2\u6237\u6d41\u5931\u5e76\u63d0\u5347\u6536\u5165\u7684\u5de5\u5177\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a9d236f-b231-44c7-841c-e10382baf60e.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57ddfda2-4dad-4e1b-a7f1-74852cf0cc0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0d25caa-1707-4caf-8760-340f1c088555.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bbed50c-9e98-4928-933c-bde12e8a2cc8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/282b2a8d-fa57-4d04-a1b7-b4612760c27f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/585765c8-65ec-4b68-8df4-8840148cf042.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=lAXT-lyw26c\"><source src=\"https:\/\/www.youtube.com\/watch?v=lAXT-lyw26c\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS\u5ba2\u6237\u7559\u5b58<\/span><br \/>\n <span class=\"tag\">AI\u6d41\u5931\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5e72\u9884<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u65e9\u671f\u9884\u8b66\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u884c\u4e3a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6210\u529f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236\u4e1a\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8868\u793a\u795d\u8d3a\u4e0e\u8ba4\u53ef\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u521b\u59cb\u4eba\u4ee5\u5206\u624b\u6bd4\u55bb\u6ede\u540e\u5e72\u9884\u5f88\u5f62\u8c61\uff1b\u6709\u7528\u6237\u8be2\u95ee\u662f\u5426\u652f\u6301AI\u804a\u5929\u521b\u5efa\u6d41\u7a0b\uff0c\u56e2\u961f\u56de\u5e94\u76ee\u524d\u4e3a\u624b\u52a8\u62d6\u62fd\u4f46\u6b63\u5728\u5f00\u53d1\uff1b\u4e00\u6761\u91cd\u8981\u5efa\u8bae\u6307\u51fa\uff0c\u81ea\u52a8\u5e72\u9884\u9700\u907f\u514d\u56e0\u6c9f\u901a\u4e0d\u5f53\uff08\u5982\u53d1\u9001\u793e\u4ea4\u9080\u8bf7\uff09\u53cd\u800c\u52a0\u901f\u6d41\u5931\uff0c\u5e94\u66f4\u7cbe\u51c6\u5730\u89e3\u51b3\u7528\u6237\u9047\u5230\u7684\u5177\u4f53\u4ea7\u54c1\u969c\u788d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Flywheel.cx\u5207\u5165\u4e86\u4e00\u4e2a\u7ecf\u5178\u4e14\u9ad8\u4ef7\u503c\u7684SaaS\u75db\u70b9\u2014\u2014\u5ba2\u6237\u6d41\u5931\u3002\u5176\u5ba3\u79f0\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u4e8b\u540e\u633d\u56de\u201d\u8f6c\u53d8\u4e3a\u201c\u4e8b\u524d\u9884\u9632\u201d\uff0c\u8fd9\u786e\u5b9e\u6bd4\u5927\u591a\u6570\u5728\u53d6\u6d88\u8bf7\u6c42\u540e\u624d\u884c\u52a8\u7684\u7559\u5b58\u5de5\u5177\u66f4\u5177\u524d\u77bb\u6027\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6df1\u5ea6\u5e76\u5b58\u4e8e\u4e24\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u9884\u6d4b\u6a21\u578b\u7684\u51c6\u786e\u6027\u662f\u751f\u547d\u7ebf\u3002\u5ba3\u79f0\u201c7-14\u5929\u201d\u7684\u9884\u8b66\u7a97\u53e3\u9887\u5177\u5438\u5f15\u529b\uff0c\u4f46\u82e5\u65e0\u6781\u9ad8\u7684\u7cbe\u786e\u5ea6\uff0c\u8bef\u62a5\u5c06\u5bfc\u81f4\u7528\u6237\u88ab\u65e0\u6548\u4fe1\u606f\u9a9a\u6270\uff0c\u800c\u6f0f\u62a5\u5219\u4f7f\u4ea7\u54c1\u5f62\u540c\u865a\u8bbe\u3002\u5176\u4ef7\u503c\u5b8c\u5168\u5efa\u7acb\u5728\u6570\u636e\u79d1\u5b66\u4e0e\u5bf9\u7528\u6237\u884c\u4e3a\u6df1\u523b\u6d1e\u5bdf\u7684\u878d\u5408\u4e4b\u4e0a\uff0c\u8fd9\u9700\u8981\u6301\u7eed\u8fed\u4ee3\u4e0e\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u5e72\u9884\u6469\u64e6\u201d\u70b9\u4e2d\u4e86\u8981\u5bb3\u3002\u8fd9\u63ed\u793a\u4e86\u6b64\u7c7b\u4ea7\u54c1\u6700\u5fae\u5999\u7684\u9677\u9631\uff1a\u81ea\u52a8\u5316\u5e72\u9884\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u7c97\u66b4\u6216\u4e0d\u5408\u65f6\u5b9c\u7684\u81ea\u52a8\u6d88\u606f\uff08\u5982Slack\u9080\u8bf7\uff09\uff0c\u5f88\u53ef\u80fd\u88ab\u672c\u5c31\u4e0d\u6ee1\u7684\u7528\u6237\u89c6\u4e3a\u9a9a\u6270\uff0c\u4ece\u800c\u201c\u81ea\u6211\u5b9e\u73b0\u201d\u4e86\u6d41\u5931\u9884\u8a00\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u58c1\u5792\u6216\u8bb8\u4e0d\u5728\u4e8e\u9884\u6d4b\u7b97\u6cd5\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u57fa\u4e8e\u9884\u6d4b\u7ed3\u679c\u6240\u8bbe\u8ba1\u7684\u3001\u9ad8\u5ea6\u4e2a\u6027\u5316\u3001\u60c5\u5883\u611f\u77e5\u4e14\u5145\u6ee1\u5171\u60c5\u7684\u5e72\u9884\u903b\u8f91\u3002\u8fd9\u8981\u6c42\u4ea7\u54c1\u4e0d\u4ec5\u61c2\u6570\u636e\uff0c\u66f4\u8981\u61c2\u4eba\u6027\u4e0e\u5ba2\u6237\u6210\u529f\u7684\u827a\u672f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cFlywheel.cx\u82e5\u60f3\u4ece\u201c\u53c8\u4e00\u4e2a\u9884\u6d4b\u5de5\u5177\u201d\u8715\u53d8\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u7559\u5b58\u57fa\u7840\u8bbe\u65bd\uff0c\u5176\u53d1\u5c55\u8def\u5f84\u5fc5\u987b\u53cc\u7ebf\u5e76\u8fdb\uff1a\u5728\u5e95\u5c42\u4e0d\u65ad\u592f\u5b9eAI\u9884\u6d4b\u7684\u53ef\u9760\u6027\uff1b\u5728\u4e0a\u5c42\u6784\u5efa\u4e00\u4e2a\u8db3\u591f\u667a\u80fd\u3001\u7075\u6d3b\u4e14\u80fd\u4f20\u9012\u771f\u6b63\u4ef7\u503c\u7684\u5e72\u9884\u52a8\u4f5c\u5e93\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5c06\u201c\u76f2\u98de\u201d\u7684\u72b6\u6001\uff0c\u4ece\u5bf9\u6d41\u5931\u6beb\u65e0\u5bdf\u89c9\uff0c\u63d0\u524d\u5230\u4e86\u5bf9\u5982\u4f55\u6b63\u786e\u5e72\u9884\u6beb\u65e0\u5934\u7eea\u3002\u5176\u5e02\u573a\u524d\u666f\u5e7f\u9614\uff0c\u4f46\u8003\u9a8c\u4e5f\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Flywheel.cx<\/span>\n <\/div>\n<div class=\"comment-content\">Flywheel.cx helps SaaS companies automatically prevent churn & upsell users. After running our previous startup for almost 3 years, we discovered that sticky revenue is what makes software valuable. We were adding $20k in new MRR each month, but losing just as much to churn. That’s when retention became our focus, and Flywheel was born!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! We\u2019re Alex & Jaen, co-founders of Flywheel.<\/p>\n<p>While running our previous startup we hit a wall every SaaS founder faces: we were adding $20k MRR monthly but losing the same to churn. That’s when we realized the real problem wasn’t acquisition, but rather that we were flying blind on retention.<\/p>\n<p>Flywheel is the early warning system for SaaS churn. It predicts who will leave 7-14 days before it happens and automatically intervenes across email and Slack (sms and imessage coming soon).<\/p>\n<p>Most retention tools come in after a user\u2019s requested cancellation, which is always way too late. It\u2019s like waiting for your girlfriend to break up with you to actually treat her right hahaha makes no sense but that\u2019s how most founders run churn right now.<\/p>\n<p>To get started, head to flywheel.cx and sign up for free or book a demo!<\/p>\n<p>Let us know you came from Product Hunt and we\u2019ll give you a special bonus\ud83d\udc40<\/p>\n<p>If you have any questions, feel free to drop them below!<\/p>\n<p>We’re excited to share this with the Product Hunt community and can’t wait to see what you build. Thanks for checking us out!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product! Good luck guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Appreciate you!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019ve been getting help from Flywheel a lot!! Congrats <a href=\"https:\/\/www.producthunt.com\/@alexpenu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexpenu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexpenu<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@snowlee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@snowlee<\/a> You’re the best, thank you!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>pretty cool. Is it all drag and drop building done manually or can i describe what i want via a chat and AI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey<a href=\"https:\/\/www.producthunt.com\/@kirolus_ghattas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kirolus_ghattas<\/a>, appreciate you! It’s all manual drag and drop for now, but a chat interface is in the works! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@alexpenu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexpenu<\/a> and <a href=\"https:\/\/www.producthunt.com\/@jaen_carrodine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaen_carrodine<\/a>! <\/p>\n<p>The breakup analogy is spot on. I spent a few minutes on the homepage and like the focus on the 7-14 day window. However, I noticed a potential Intervention Friction point on the page. You\u2019re predicting the churn risk perfectly, but the Automated Action (like Slack invites) assumes the user wants more communication.<\/p>\n<p>In many churn cases, the user is quietly frustrated with a specific product roadblock. If the automation hits them with a social invite instead of a value-bridge fix, it can actually trigger the cancellation faster.<\/p>\n<p>I\u2019ve mapped out a specific logic reframe for your intervention flows that ensures the automation feels like a <strong>Save<\/strong> rather than a Nudge. Mind if I share the fix?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/A6BWNZ7TD6TNCH\" class=\"app-title\">Email API benchmarks<\/a><\/p>\n<div class=\"one-liner\">A real-time dashboard of email provider performance<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u6570\u5341\u4ebf\u6b21API\u8bf7\u6c42\u6570\u636e\u7684\u5b9e\u65f6\u4eea\u8868\u677f\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u9009\u62e9\u90ae\u4ef6\u670d\u52a1\u63d0\u4f9b\u5546\u65f6\uff0c\u6446\u8131\u8425\u9500\u5ba3\u4f20\uff0c\u4f9d\u636e\u771f\u5b9e\u7684\u54cd\u5e94\u65f6\u95f4\u548c\u9519\u8bef\u7387\u7b49\u6027\u80fd\u6570\u636e\u505a\u51fa\u51b3\u7b56\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eaf46bae-63bd-454f-8faa-aa5b6908436e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba1ad5c3-409d-43a3-ba6c-c060af5e8f04.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14eaed22-b58d-4c1a-b8e9-0cdcffd34267.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/f8548a2f-7144-446a-8b7c-4f803c33392f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=BJ4X390PQLE\"><source src=\"https:\/\/www.youtube.com\/watch?v=BJ4X390PQLE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Email Marketing<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u5b50\u90ae\u4ef6\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">API\u6027\u80fd\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u4eea\u8868\u677f<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f9b\u5e94\u5546\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u8be5\u4ea7\u54c1\u662f\u7ed9\u5f00\u53d1\u8005\u793e\u533a\u7684\u201c\u4e00\u4efd\u5927\u793c\u201d\uff0c\u89e3\u51b3\u4e86\u957f\u671f\u5b58\u5728\u7684\u4f9b\u5e94\u5546\u6bd4\u8f83\u96be\u9898\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u66f4\u591a\u6027\u80fd\u6307\u6807\u3001\u9884\u89c8\u529f\u80fd\u3001\u5e94\u5bf9\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u6027\u80fd\u8bf4\u660e\uff0c\u4ee5\u53ca\u96c6\u6210AI\u89e3\u91ca\u6570\u636e\u3002\u4e5f\u6709\u4eba\u6307\u51fa\u5176\u5bf9\u9ad8\u4ef7\u5b9a\u5236\u4eea\u8868\u677f\u670d\u52a1\u7684\u6f5c\u5728\u51b2\u51fb\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Email API Benchmarks \u770b\u4f3c\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u6570\u636e\u4eea\u8868\u677f\uff0c\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5c06\u7535\u5b50\u90ae\u4ef6\u670d\u52a1\u8fd9\u4e2a\u201c\u9ed1\u76d2\u201d\u5e02\u573a\u900f\u660e\u5316\u3002\u5b83\u4e0d\u751f\u4ea7\u6570\u636e\uff0c\u800c\u662f\u4f5c\u4e3a\u6570\u636e\u7684\u201c\u642c\u8fd0\u5de5\u201d\u548c\u201c\u89e3\u8bfb\u8005\u201d\uff0c\u5229\u7528\u81ea\u8eab\u4f5c\u4e3a\u4e2d\u95f4\u4ef6\u5e73\u53f0\u6240\u79ef\u7d2f\u7684\u6570\u5341\u4ebf\u6b21\u8bf7\u6c42\uff0c\u5c06\u4f9b\u5e94\u5546\u7684\u627f\u8bfa\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u7684\u6027\u80fd\u6307\u6807\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f**\u4ef7\u503c\u6760\u6746**\uff0c\u5c06\u81ea\u8eab\u57fa\u7840\u8bbe\u65bd\u7684\u526f\u4ea7\u54c1\uff08\u76d1\u63a7\u6570\u636e\uff09\u8f6c\u5316\u4e3a\u6781\u5177\u5438\u5f15\u529b\u7684\u72ec\u7acb\u4ea7\u54c1\uff0c\u4f4e\u6210\u672c\u9ad8\u4ef7\u503c\uff0c\u540c\u65f6\u4e3a\u6bcd\u54c1\u724cKnock\u5efa\u7acb\u4e86\u6280\u672f\u6743\u5a01\u548c\u4fe1\u4efb\u3002\u4e8c\u662f**\u7cbe\u51c6\u6253\u51fb**\uff0c\u5b83\u5207\u4e2d\u4e86\u4f01\u4e1a\u7ea7\u670d\u52a1\u91c7\u8d2d\u4e2d\u7684\u4e00\u4e2a\u6838\u5fc3\u75db\u70b9\u2014\u2014\u51b3\u7b56\u7f3a\u4e4f\u5ba2\u89c2\u7684\u6027\u80fd\u4f9d\u636e\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u673a\u6784\u6536\u53d6\u6bcf\u67084-5\u5343\u7f8e\u5143\u5236\u4f5c\u7c7b\u4f3c\u4eea\u8868\u677f\u201d\u6070\u6070\u8bc1\u660e\u4e86\u5e02\u573a\u5b58\u5728\u4fe1\u606f\u4e0d\u5bf9\u79f0\u7684\u66b4\u5229\u7a7a\u95f4\uff0c\u800c\u8be5\u4ea7\u54c1\u6b63\u8bd5\u56fe\u7528\u514d\u8d39\u3001\u516c\u5f00\u7684\u6570\u636e\u6253\u7834\u8fd9\u79cd\u4e0d\u5bf9\u79f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u5b58\u3002\u9996\u5148\uff0c\u6570\u636e\u7684**\u4e2d\u7acb\u6027**\u5b58\u7591\u3002\u6570\u636e\u5b8c\u5168\u6765\u6e90\u4e8eKnock\u81ea\u8eab\u7684\u6d41\u91cf\uff0c\u5176\u67b6\u6784\u3001\u7f51\u7edc\u73af\u5883\u3001\u4f7f\u7528\u6a21\u5f0f\u662f\u5426\u5177\u6709\u666e\u904d\u4ee3\u8868\u6027\uff1f\u8fd9\u53ef\u80fd\u5bfc\u81f4\u6570\u636e\u504f\u5dee\u3002\u5176\u6b21\uff0c\u6307\u6807\u7684**\u5355\u4e00\u6027**\u53ef\u80fd\u63a9\u76d6\u4e86\u5168\u8c8c\u3002\u7535\u5b50\u90ae\u4ef6\u670d\u52a1\u7684\u6210\u529f\u4e0d\u4ec5\u5173\u4e4eAPI\u54cd\u5e94\u901f\u5ea6\uff0c\u66f4\u6d89\u53ca\u9001\u8fbe\u7387\u3001\u6536\u4ef6\u7bb1\u8868\u73b0\u3001\u5408\u89c4\u652f\u6301\u3001\u5ba2\u670d\u8d28\u91cf\u7b49\u590d\u6742\u56e0\u7d20\uff0c\u4ec5\u51ed\u6280\u672f\u6027\u80fd\u6392\u540d\u53ef\u80fd\u5f15\u5bfc\u7528\u6237\u505a\u51fa\u7247\u9762\u51b3\u7b56\u3002\u6700\u540e\uff0c\u5b83\u53ef\u80fd\u6fc0\u5316\u4e0e\u4e0b\u6e38\u4f9b\u5e94\u5546\u7684\u5173\u7cfb\uff0c\u4ece\u5408\u4f5c\u4f19\u4f34\u53d8\u4e3a\u201c\u88c1\u5224\u5458\u201d\uff0c\u8fd9\u79cd\u89d2\u8272\u51b2\u7a81\u9700\u8981\u8c28\u614e\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u51fa\u8272\u7684\u4ea7\u54c1\u601d\u7ef4\u5b9e\u8df5\u3002\u5b83\u672a\u5fc5\u662f\u6700\u7ec8\u7b54\u6848\uff0c\u4f46\u5b83\u6210\u529f\u5730\u5411\u5e02\u573a\u629b\u51fa\u4e86\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u5728\u57fa\u7840\u8bbe\u65bd\u9009\u62e9\u4e0a\uff0c\u6211\u4eec\u662f\u5426\u5e94\u8be5\u4ece\u76f8\u4fe1\u8425\u9500\u8bdd\u672f\uff0c\u8f6c\u5411\u76f8\u4fe1\u53ef\u9a8c\u8bc1\u7684\u5b9e\u65f6\u6570\u636e\uff1f\u8fd9\u6216\u8bb8\u624d\u662f\u5176\u6700\u6df1\u8fdc\u7684\u884c\u4e1a\u5f71\u54cd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Email API benchmarks<\/span>\n <\/div>\n<div class=\"comment-content\">Today we’re releasing email API benchmarks, a real-time dashboard of email provider performance to help you compare and choose. The dashboard is powered by the billions of API requests Knock sends to downstream providers like SendGrid, Resend, Postmark, and more. We’ve aggregated this data to highlight important metrics (like response time and error rate) to help you compare email providers, not based on hype, but on their real-world performance data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">At Knock, we get asked “which email provider should I use?” all the time.<\/p>\n<p>Until now, comparing email provider performance has always been harder than it should be.<\/p>\n<p>So we turned to our own data. Every year, Knock sends billions of API requests to downstream email providers.<\/p>\n<p>With email API benchmarks, we’ve aggregated this data to highlight important metrics across different email providers to help you decide which service to use for your product.<\/p>\n<p>Check it out, and tell us what you think. What other metrics do you want to see?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great stuff. I know an agency, charging 4-5k\/m for building and maintaining these kind of dashboards. They won’t be happy to hear about your product \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Thanks for the kinds words! Glad we could get some <em>free<\/em> info out there for everyone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’re excited to get this product out into the community. Hopefully this data adds another dimension to how you’re evaluating your email tools. Let us know what other metrics you’d like to see included here in the next version! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>At this point we have a <strong>lot<\/strong> of data about how each email provider operates at a very high scale. We’re thrilled to make this available to all so folks can make informed choices about the provider they should pick. All powered by our Clickhouse cluster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to share our email API benchmarks with the Producthunt community! Great work <a href=\"https:\/\/www.producthunt.com\/@scottjstrand\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"scottjstrand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scottjstrand<\/a>, <a href=\"https:\/\/www.producthunt.com\/@jeff_everhart1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jeff_everhart1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeff_everhart1<\/a> , and <a href=\"https:\/\/www.producthunt.com\/@connor_lindsey\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"connor_lindsey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@connor_lindsey<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The API benchmarks are a massive gift to the dev community.<\/p>\n<p>I\u2019m interested in the AI Agent workflow on the homepage. It\u2019s a bold vision. However, I\u2019m curious about the transition from the Agent qualification to the Hard-Coded branching logic.<\/p>\n<p>It feels like there’s a huge opportunity to make that messaging logic as dynamic as the Agent itself. I\u2019ve mapped out a specific way to bridge that logic gap for Enterprise-tier users. Mind if I share that insight with you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks cool, but curious if it slows down with super complex workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love a way to preview messages exactly how users see them before sending. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This would have saved me so many headaches trying to sync product messages across teams. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, How does Knock handle really high volume messaging?<br \/>Seems super powerful. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will you add a chatbox so I can ask an AI how to read these benchmarks? Sometimes there is a key parameter that is not obvious that matters more than many others. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will try it out for our org!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhinavramesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinavramesh<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I also wanted to share some of the insights we pulled from this data set. It updates everyday, so will be different tomorrow, but here are some high level stats about the performance of these APIs:<\/p>\n<p>\u26a1<strong>API response time <\/strong><br \/>Most email APIs had a median response time of less than 500 ms.<\/p>\n<p>But the three fastest providers on average were: SendGrid at 22 ms<\/p>\n<p>Postmark at 33 ms<\/p>\n<p>Resend at 79 ms<\/p>\n<p>At p99, the long tail of requests, SendGrid still wins with an average of 157 ms.<\/p>\n<p>\u26a0\ufe0f <strong>Error rate<\/strong><\/p>\n<p>Most email APIs have an average daily error rate close to 0.00%.<\/p>\n<p>But peak daily error rates were grouped between 0.02% and 3.41%.<\/p>\n<p>AWS SES had the most days with error rates below 0.01%, covering the entire 90 day window.<\/p>\n<p>\ud83d\udc4f\ud83c\udffc <strong>Adoption<\/strong><\/p>\n<p>We looked at both sending volume on Knock and channel growth.<\/p>\n<p>Users sent over 500M+ messages with SendGrid over the last 90 days.<\/p>\n<p>But Resend had the most new channels created, continuing it\u2019s upward trend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EVXJJV2FQCIPGN\" class=\"app-title\">Clawcard<\/a><\/p>\n<div class=\"one-liner\">Give your agent a card, email and phone in one command<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clawcard\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u96c6\u6210\u7684\u4fe1\u7528\u5361\u3001\u90ae\u7bb1\u548c\u7535\u8bdd\u53f7\u7801\u51ed\u8bc1\u7cfb\u7edf\uff0c\u5728\u81ea\u52a8\u5316\u8425\u9500\u3001\u91c7\u8d2d\u7b49\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u4eba\u5de5\u9891\u7e41\u4ecb\u5165\u9a8c\u8bc1\u4e0e\u652f\u4ed8\u6d41\u7a0b\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u4e86\u7aef\u5230\u7aef\u7684\u81ea\u4e3b\u64cd\u4f5c\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19bf6793-8639-43f2-b144-19bafd59085e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44bc3dcc-b110-48c9-86c1-cc3609f0ddfc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/56da5f58-0c6c-4d8c-a299-e6d328e5e47b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87690ce9-e493-41b1-ba8e-99c5f21ebab0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0ef5d4d-3819-495d-927c-aa99837933fe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u4f53\u51ed\u8bc1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u7535\u8bdd\u53f7\u7801<\/span><br \/>\n <span class=\"tag\">AI\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u9884\u7b97\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Stripe\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u6d88\u8d39\u63a7\u5236\u7684\u5177\u4f53\u673a\u5236\uff08\u5982\u5355\u6b21\u9650\u989d\u3001\u5546\u6237\u9501\u5b9a\uff09\u3001\u591a\u7528\u6237\u573a\u666f\u4e0b\u7684\u5ba1\u6279\u6743\u9650\u8bbe\u8ba1\u3001\u9690\u79c1\u4e0e\u5408\u89c4\u8ffd\u6eaf\u80fd\u529b\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u7f51\u7edc\u7ea7\u786c\u9650\u989d\u3001\u5361\u7247\u7c7b\u578b\u3001\u8be6\u7ec6\u65e5\u5fd7\u4e0e\u8ffd\u6eaf\u529f\u80fd\uff0c\u5e76\u63d0\u53ca\u5c06\u96c6\u6210\u5f00\u6e90\u6cbb\u7406\u5de5\u5177\u4ee5\u5b9e\u73b0\u66f4\u7cbe\u7ec6\u7684\u7b56\u7565\u63a7\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Clawcard\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u6b63\u5728\u5f62\u6210\u7684\u75db\u70b9\uff1aAI\u667a\u80fd\u4f53\u5728\u6d89\u53ca\u771f\u5b9e\u4e16\u754c\u4ea4\u4e92\uff08\u5c24\u5176\u662f\u652f\u4ed8\u548c\u9a8c\u8bc1\uff09\u65f6\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u65ad\u88c2\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u5806\u780c\u201c\u5361\u3001\u90ae\u7bb1\u3001\u7535\u8bdd\u201d\u4e09\u5927\u4ef6\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u5b83\u4eec\u6784\u5efa\u6210\u4e00\u4e2a**\u6743\u9650\u4e0e\u5ba1\u8ba1\u95ed\u73af\u7684\u7cfb\u7edf**\u3002\u8fd9\u76f4\u6307\u667a\u80fd\u4f53\u5546\u4e1a\u5e94\u7528\u7684\u6838\u5fc3\u77db\u76fe\u2014\u2014\u8d4b\u4e88\u81ea\u4e3b\u6743\u7684\u540c\u65f6\uff0c\u5982\u4f55\u4e0d\u4e27\u5931\u63a7\u5236\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u601d\u8def\u503c\u5f97\u80af\u5b9a\uff0c\u5c24\u5176\u662f\u5c06\u6d88\u8d39\u9650\u989d\u63d0\u5347\u81f3\u5361\u7ec4\u7ec7\u7f51\u7edc\u5c42\u5f3a\u5236\u6267\u884c\uff0c\u8fd9\u6bd4\u5e94\u7528\u5c42\u63a7\u5236\u66f4\u4e3a\u53ef\u9760\u3002\u7136\u800c\uff0c\u5f53\u524d\u9636\u6bb5\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u53d7\u63a7\u7684\u6c99\u7bb1\u201d\uff0c\u800c\u975e\u201c\u667a\u80fd\u4f53\u7684\u91d1\u878d\u5927\u8111\u201d\u3002\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u6311\u6218\u624d\u662f\u5173\u952e\uff1a\u7b2c\u4e00\uff0c**\u6743\u8d23\u5f52\u5c5e\u6a21\u7cca**\u3002\u5f53\u667a\u80fd\u4f53\u57fa\u4e8e\u56e2\u961f\u591a\u6e20\u9053\u8f93\u5165\u505a\u51fa\u6d88\u8d39\u51b3\u7b56\u65f6\uff0c\u73b0\u6709\u201c\u8d26\u6237\u6301\u6709\u4eba\u5ba1\u6279\u201d\u6a21\u5f0f\u8fc7\u4e8e\u7c97\u7cd9\uff0c\u9700\u66f4\u7075\u6d3b\u7684\u9884\u7b97\u4e0e\u5ba1\u6279\u6d41\u4f53\u7cfb\u3002\u7b2c\u4e8c\uff0c**\u5408\u89c4\u5148\u4e8e\u81ea\u6cbb**\u3002\u5176\u8bbe\u8ba1\u903b\u8f91\u660e\u786e\u5c06\u5b8c\u5168\u53ef\u8ffd\u6eaf\u548c\u4eba\u7c7b\u7ec8\u88c1\u7f6e\u4e8e\u9996\u4f4d\uff0c\u8fd9\u867d\u7b26\u5408\u76d1\u7ba1\u5b89\u5168\uff0c\u4f46\u4e5f\u53ef\u80fd\u6210\u4e3a\u590d\u6742\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u7684\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cClawcard\u662f\u5f53\u524dAI\u4ee3\u7406\u80fd\u529b\u8fb9\u754c\u4e0b\u7684\u52a1\u5b9e\u65b9\u6848\u3002\u5b83\u901a\u8fc7\u727a\u7272\u90e8\u5206\u201c\u5168\u81ea\u52a8\u201d\u5e7b\u60f3\u6765\u6362\u53d6\u201c\u53ef\u5b89\u5168\u843d\u5730\u201d\uff0c\u4e3a\u667a\u80fd\u4f53\u4ece\u4fe1\u606f\u5904\u7406\u8fc8\u5411\u5b9e\u9645\u884c\u52a8\u63d0\u4f9b\u4e86\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u3002\u5176\u957f\u8fdc\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u63a7\u5236\u7c92\u5ea6\u4e0e\u81ea\u52a8\u5316\u6d41\u7545\u5ea6\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5e76\u6f14\u5316\u6210\u667a\u80fd\u4f53\u884c\u52a8\u5c42\u7684\u901a\u7528\u534f\u8bae\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u53e6\u4e00\u4e2a\u652f\u4ed8\u7ba1\u7406\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Clawcard<\/span>\n <\/div>\n<div class=\"comment-content\">Clawcard is the first unified credential system for agents – one key provisions and manages credit cards, email, and a phone number. No cobbling together multiple services. No babysitting your agent through verification steps. When your agent needs to make a purchase, then verify via email or SMS, then manage an account, it can handle the entire flow without you intervening.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Can you walk through how your spend controls work in practice for autonomous agents (per-transaction caps, total budgets, merchant locking, kill switch), and how you prevent common failure modes like runaway retries or unexpected recurring charges?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> For sure – with clawcard you allocate funds from your account balance to each agent key. The agent can only spend what you give it. When it creates a card, that card has a hard spend limit enforced at the Mastercard network level (not just in our code).<\/p>\n<\/p>\n<p>We also offer two card types for different jobs: <\/p>\n<ul>\n<li>\n<p>Single-use: auto-closes after one transaction. No retries, no surprise recurring charges.<\/p>\n<\/li>\n<li>\n<p>Merchant-locked: locks to the first merchant. Great for subscriptions, useless if the number leaks.<\/p>\n<p>We’re working on getting flexible cards added soon with Stripe!<\/p>\n<\/li>\n<\/ul>\n<p>For runaway prevention, each agent has daily limits, platform-wide daily\/monthly caps, all checked before a card is even created. If your agent loops, the card just declines. We’ve also got a kill switch – one toggle in the dashboard disables all card creation for a key. You can also pause or close individual cards instantly. Also when you delete a key and all its cards close automatically, unspent budget refunds to your balance.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Christian! I’m wondering how do you think about agents exposed to multiple users, even in a single team. My agents are connected to our slack and whatsapp. Agent can end up making purchasing decision based on input from my teammates, not me personally. I wonder what are your thougths on this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mateusz_jacniacki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mateusz_jacniacki<\/a> yea this is a big one – we have a basic implementation now where approvals are required by the Clawcard account holder – but what’s really needed are fine grained controls (ie anyone can spend anything within X budget, only account holder can approve, etc.) <\/p>\n<\/p>\n<p>what\/how would you want to be able to set it up?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! Christian here, maker of clawcard.sh.<\/p>\n<p>I built this because I was running autonomous agents for sales outreach and constantly hitting the same wall of needing to babysit them through payments, check email or phone for verification codes, etc. <\/p>\n<p>Manually handling these steps defeats the whole purpose of agent autonomy. So I created a system where one key generates all three things an agent needs: card + email + phone.<\/p>\n<p>The real magic is in how these work together as a unified system. Happy to answer any questions about our approach or hear about your agent automation challenges!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@christian_bryant2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_br<\/a>Congrats on the launch, Christian! Even with automation, I know managing user questions, demos, and edge-case issues can get overwhelming. How are you currently handling all the admin tasks that come up while running <a href=\"http:\/\/clawcard.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">clawcard.sh<\/a>? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Giving an agent a programmable card, inbox, and phone number all in one place makes a ton of sense and removes a lot of the messy orchestration.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>With regards to privacy, are these transactions traceable back to the actual human who created the agents? Going even further, what are your thoughts on handling regulatory compliance and auditability vs. the actual autonomy of the agents themselves?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_sellergren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_sellergren<\/a> thanks for the questions – Yes, everything traces back to the account holder. Every card transaction, email, text, and credential access is logged with the agent key, user id, and timestamp. You sign up with a real email, pay with a real card via Stripe, and your agents operate under your account. There’s no anonymity layer whatsoever – a regulator can always trace it back to you. <\/p>\n<p> On the compliance vs. autonomy tension I look at it like we should give the agent freedom to operate, but never freedom to hide. The agent can send emails, create cards, and make purchases autonomously. But the <\/p>\n<p>human always has full visibility (activity logs, transaction history), hard spending limits enforced at the card network level, and a kill switch to shut things down instantly. Again, you should always be able to prove exactly what it did and why.<\/p>\n<\/p>\n<p>You should actually take a look at <a href=\"https:\/\/runlatch.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/runlatch.sh<\/a> – it’s an open source governance and observability tool we’re baking into clawcard. It’ll let us\/you create policies on which actions auto-approve and which ones require human sign-off.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HS32X6ZDE4DHTQ\" class=\"app-title\">Outhop<\/a><\/p>\n<div class=\"one-liner\">The Vibe Selling Platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">110<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Outhop\u662f\u4e00\u4e2aAI\u9a71\u52a8\u7684\u9500\u552e\u7ebf\u7d22\u5e73\u53f0\uff0c\u901a\u8fc7\u5b9e\u65f6\u6293\u53d6\u7f51\u7edc\u4e0a\u7684\u8d2d\u4e70\u610f\u5411\u4fe1\u53f7\u5e76\u81ea\u52a8\u53d1\u9001\u4e2a\u6027\u5316\u90ae\u4ef6\uff0c\u5e2e\u52a9SaaS\u548c\u79d1\u6280\u516c\u53f8\u5feb\u901f\u83b7\u53d6\u9ad8\u610f\u5411\u5ba2\u6237\uff0c\u89e3\u51b3\u4e86\u4ea7\u54c1\u6613\u5efa\u4f46\u9500\u552e\u96be\u62d3\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce1b7833-b0ff-49cd-9ef0-91383fa26e95.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd6509e3-63bd-4c24-a687-32eeffdb0795.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6629ec7f-d0dd-4af3-aa57-d48e0b3f3419.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/422d04c9-cec9-4ab1-afac-8d1f873f2be0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/d1hzFAgt50I\"><source src=\"https:\/\/youtu.be\/d1hzFAgt50I\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u8d2d\u4e70\u610f\u5411\u4fe1\u53f7<\/span><br \/>\n <span class=\"tag\">B2B\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">\u83b7\u5ba2\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u62d3\u5c55<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u4fe1\u53f7\u6765\u6e90\u7684\u6709\u6548\u6027\u4e0e\u7cbe\u51c6\u5ea6\uff0c\u8be2\u95ee\u5982\u4f55\u907f\u514d\u9a9a\u6270\u4f4e\u610f\u5411\u5ba2\u6237\u53ca\u5904\u7406\u62d2\u7edd\u53cd\u9988\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u7ed3\u5408\u591a\u91cd\u4fe1\u53f7\u8fc7\u6ee4\u566a\u97f3\uff0c\u5e76\u63d0\u4f9b\u53ef\u7f16\u7a0b\u8ddf\u8fdb\u5e8f\u5217\u3002\u6709\u7528\u6237\u5df2\u8bd5\u7528\u5e76\u83b7\u5f97\u79ef\u6781\u65e9\u671f\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Outhop\u63d0\u51fa\u7684\u201cVibe Selling\u201d\u6982\u5ff5\uff0c\u672c\u8d28\u662f\u5c06\u9500\u552e\u5f00\u53d1\uff08SDR\uff09\u6d41\u7a0b\u8fdb\u884cAI\u9a71\u52a8\u7684\u4fe1\u53f7\u5316\u4e0e\u81ea\u52a8\u5316\u5305\u88c5\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5373\u65f6\u8d2d\u4e70\u610f\u5411\u201d\u8fd9\u4e00\u6a21\u7cca\u6982\u5ff5\u7684\u6fc0\u8fdb\u5b9a\u4e49\u4e0e\u6570\u636e\u6293\u53d6\u3002\u4ea7\u54c1\u5c06\u793e\u4ea4\u5a92\u4f53\u62b1\u6028\u3001\u62db\u8058\u4fe1\u606f\u7b49\u516c\u5f00\u6570\u636e\u91cd\u65b0\u5b9a\u4e49\u4e3a\u5f3a\u8d2d\u4e70\u4fe1\u53f7\uff0c\u8fd9\u662f\u4e00\u79cd\u806a\u660e\u7684\u5e02\u573a\u5b9a\u4f4d\uff0c\u4f46\u5b58\u5728\u4e24\u5927\u6f5c\u5728\u98ce\u9669\uff1a\u4e00\u662f\u4fe1\u53f7\u6709\u6548\u6027\u672a\u7ecf\u5927\u89c4\u6a21\u9a8c\u8bc1\uff0c\u5c06\u62db\u8058\u4fe1\u606f\u7b49\u540c\u4e8e\u91c7\u8d2d\u610f\u56fe\u53ef\u80fd\u4ea7\u751f\u5927\u91cf\u8bef\u5224\uff1b\u4e8c\u662f\u4f26\u7406\u8fb9\u754c\u6a21\u7cca\uff0c\u4ece\u516c\u5f00\u6e20\u9053\u6293\u53d6\u4e2a\u4eba\u4fe1\u606f\u8fdb\u884c\u81ea\u52a8\u5316\u8425\u9500\uff0c\u6781\u6613\u89e6\u78b0\u7528\u6237\u9690\u79c1\u7ea2\u7ebf\uff0c\u5f15\u53d1\u201c creepy \u201d\u7684\u8d1f\u9762\u611f\u77e5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u533a\u7684\u521b\u59cb\u4eba\u56de\u590d\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u7b56\u7565\u662f\u901a\u8fc7\u4fe1\u53f7\u53e0\u52a0\uff08\u5982\u62b1\u6028+\u793e\u4ea4\u52a8\u6001\uff09\u6765\u63d0\u5347\u7cbe\u51c6\u5ea6\uff0c\u4f46\u8fd9\u4f9d\u8d56\u4e8e\u7b97\u6cd5\u5bf9\u590d\u6742\u8bed\u5883\u7684\u7406\u89e3\u80fd\u529b\uff0c\u5f53\u524dAI\u80fd\u5426\u53ef\u9760\u5b9e\u73b0\u5b58\u7591\u3002\u4ea7\u54c1\u907f\u5f00\u7f51\u7ad9\u8bbf\u5ba2\u7b49\u201c\u5f31\u4fe1\u53f7\u201d\uff0c\u8f6c\u800c\u6316\u6398\u975e\u4f20\u7edf\u6570\u636e\u6e90\uff0c\u867d\u5f62\u6210\u4e86\u5dee\u5f02\u5316\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u8fdb\u5165\u4e86\u66f4\u96be\u4ee5\u91cf\u5316\u548c\u5f52\u56e0\u7684\u7070\u8272\u5730\u5e26\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728AI\u5927\u5e45\u964d\u4f4e\u4ea7\u54c1\u6784\u5efa\u95e8\u69db\u7684\u5f53\u4e0b\uff0cOuthop\u5207\u4e2d\u4e86\u201c\u9500\u552e\u6548\u7387\u201d\u8fd9\u4e00\u771f\u5b9e\u75db\u70b9\uff0c\u5e02\u573a\u5b9a\u4f4d\u6e05\u6670\u3002\u7136\u800c\uff0c\u5176\u957f\u671f\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u4fe1\u53f7\u6570\u91cf\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5efa\u7acb\u884c\u4e1a\u516c\u8ba4\u7684\u4fe1\u53f7\u6709\u6548\u6027\u6807\u51c6\uff0c\u5e76\u6784\u5efa\u5408\u6cd5\u5408\u89c4\u7684\u6570\u636e\u5904\u7406\u6d41\u7a0b\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e3a\u5e02\u573a\u589e\u52a0\u4e86\u4e00\u4e2a\u66f4\u667a\u80fd\u4f46\u4e5f\u66f4\u6fc0\u8fdb\u7684\u201c spam \u5de5\u5177\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u6e38\u620f\u89c4\u5219\u6539\u53d8\u8005\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Outhop<\/span>\n <\/div>\n<div class=\"comment-content\">Outhop finds you customers that want to buy your product RIGHT NOW, then sells your product to them. We gather signals from various online sources (social media, job boards, etc) to find customers who have IMMEDIATE INTENT TO BUY your product. Then we send them personalized emails to book you meetings.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Product Hunt Community!!!<\/p>\n<p>I\u2019m Zuri, Co-Founder @ Outhop!<\/p>\n<p>Today, we’re excited to launch Outhop, the AI Vibe Selling Platform that lets you sell your product with one prompt.<\/p>\n<p>Outhop finds you customers that want to buy your product RIGHT NOW. We use online buying signals including social media posts, job board postings, complaints about your competitors product, and more!<\/p>\n<p>After Outhop identifies these customers that have buying intent, Outhop sends personalized emails to them to book you meetings.<\/p>\n<p>We have been live for 1 week and have already onboarded multiple venture-backed startups onto our platform.<\/p>\n<p>Why did we build Outhop?<\/p>\n<p>My co-founder Elvin Atwine and I faced this problem in our previous ventures: building the product is so easy now – why can’t selling it be just as easy?<\/p>\n<p>Special Launch Offer \u2705<\/p>\n<p>As part of our Product Hunt launch, we give you the first month free! Use the discount code in this launch – it’s only valid until Saturday!<\/p>\n<p>Get started now: <a href=\"https:\/\/outhop.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/outhop.ai<\/a><\/p>\n<p>Book a Demo Call: <a href=\"https:\/\/cal.com\/zuriobozuwa\/outhop-30min?overlayCalendar=true\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cal.com\/zuriobozuwa\/outh…<\/a><\/p>\n<p>Let me know what you think in the comments – we\u2019d love your feedback!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zuri_obozuwa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zuri_obozuwa<\/a> What’s one key buying signal source you’ve seen drive the highest meeting booking rates so far, and how does Outhop prioritize\/filter signals to avoid spamming low-intent leads? Super excited about vibe selling; game-changer for bootstrapped founders scaling outreach. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi<a href=\"https:\/\/www.producthunt.com\/@zuri_obozuwa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zuri_obozuwa<\/a> and <a href=\"https:\/\/www.producthunt.com\/@elvniv\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"elvniv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elvniv<\/a> Loved the concept behind <strong>Outhop<\/strong> \u2014 Curious to know, how does Outhop ensure the AI trainer adapts its roleplay scenarios and feedback dynamically based on a learner\u2019s past performance or skill gaps, rather than following predefined training flows?<\/p>\n<\/p>\n<p>Priya here, CEO at Techflitter Solutions FZCO, a tech consulting company operating from Dubai and India with 10+ YOE helping <strong>startups build from scratch to release to maintenance and scale tech products globally.<\/strong><\/p>\n<p>Even just recently <strong>ElevenLabs <\/strong>accelerated their growth by partnering with a consulting firm. That proves a point taking an offshore tech partner is a strategic growth move.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@zuri_obozuwa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zuri_obozuwa<\/a> and <a href=\"https:\/\/www.producthunt.com\/@elvniv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elvniv<\/a> If scaling beyond launch is the focus? We\u2019re ready to support and align with your roadmap and growth goals. Let’s have a chat….<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi guys, congrats on the launch! <br \/>One stupid question: how do you handle cases when a responder ghosts you, or when they say they\u2019re not interested in buying?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mike_sykulski There is programmable sequences for follow ups after a few days.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Elvin and Zuri!<\/p>\n<\/p>\n<p>After trying the product out for a few days now I can already tell this is going to be something big. Has already helped me scout some great prospects (users and marketplace founders) for BIND! <\/p>\n<\/p>\n<p>Thanks for the early access. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brendan_normile\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brendan_normile<\/a> Let’s go! Thanks Brendan for being an early customer \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pederzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pederzh<\/a> Luigi thanks a lot bro!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The example with hiring signals as buying intent makes sense \u2014 a company staffing up a BDR team clearly wants to grow. But what about signals that are less obvious? Someone complaining about a competitor in a Reddit comment, for instance \u2014 how do you filter noise from real intent so the outreach does not come across as creepy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Hi Klara – less obvious signals can often be very strong signals of buying intent when combined with other signals.<\/p>\n<\/p>\n<p>For example, someone complains about a competitor in the reddit comments; and you combine that with a social media post from someone at that same company that supports their view – that can often mean that the company wants to buy something new, provided this new product provides so much more value that it’s worth whatever switching costs may be involved.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks promising. What signals do you have? Job posts, social media signals… What else? Website visitors? So it’s similar to trigify I guess? Anyway, good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Hi Davit – We have over 50 signals which include but are not limited to: regulation changes, job posts, social media posts, M&A activity, and many more.<\/p>\n<p>We don’t use ‘weak signals’ such as website visitors, since that is mostly smoke and mirrors. I did not like using sales products like Apollo and Zoominfo because their ‘intent’ signals were literally based on weak signals like website visitors, etc.<\/p>\n<p>Hope that helps! Feel free to reach out if any more questions \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I actually tried to vibe code a version of this myself… way more scope and complication than you’d expect. If you want to focus on building product and not sourcing leads, this is the way to go. Can’t wait to integrate this into our GTM process to capture leads across Reddit, Bluesky, Twitter\/X, and TruthSocial. We are more B2C but I’m curious to see how it works for us as we also have B2B deals we’d like to add pipeline for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josh_dong_temi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_dong_temi<\/a> Josh thank you for the kind words bro! Yes, looking forward to you guys using Outhop at Temi!<\/p>\n<p>Will be great to see you guys using it to instantly get more B2B pipeline \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>After building so many different products quickly using AI, the one thing I felt was missing was the ability to sell them just as quickly and easily. We created the vibe selling platform. <\/p>\n<\/p>\n<p>Outhop is the GTM platform for the AI era, and we’re super excited to keep working on this. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elvniv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elvniv<\/a> Agreed – we are going to change the way that software is sold! Exciting times ahead<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/X5MPQWZBFFMTRG\" class=\"app-title\">Airpoint<\/a><\/p>\n<div class=\"one-liner\">Touchless computing with hand tracking and AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">106<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Airpoint\u662f\u4e00\u6b3e\u901a\u8fc7\u666e\u901a\u6444\u50cf\u5934\u5b9e\u73b0\u624b\u52bf\u8ffd\u8e2a\u3001\u65e0\u9700\u989d\u5916\u786c\u4ef6\u5373\u53ef\u9694\u7a7a\u64cd\u63a7\u4efb\u4f55\u8ba1\u7b97\u673a\u7684\u8f6f\u4ef6\uff0c\u89e3\u51b3\u4e86\u624b\u90e8\u88ab\u5360\u7528\u6216\u8ffd\u6c42\u65e0\u63a5\u89e6\u4ea4\u4e92\u7684\u7528\u6237\uff08\u5982\u624b\u5de5\u521b\u4f5c\u8005\u3001\u73a9\u5bb6\u3001\u5f00\u53d1\u8005\uff09\u5728\u7279\u5b9a\u573a\u666f\u4e0b\u8fdb\u884c\u8ba1\u7b97\u673a\u64cd\u4f5c\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5337e344-b073-4dcd-be5a-73e8aeea83d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1190d850-f23a-4992-bb6a-a6d564860be8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a75a5a3-1a10-4aff-829b-6f16be4d116d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee4b3932-052c-4503-9e7a-6e141e488c54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a166bba-c6e6-4cfc-a65b-56c6ce3e5ff0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1c043a3-99b9-4d67-a5e2-9b25549fee07.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/e31e69d7-f818-40e0-91e9-da980ad1f5d6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/i-olIDc4WPY\"><source src=\"https:\/\/youtu.be\/i-olIDc4WPY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u624b\u52bf\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u65e0\u63a5\u89e6\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u8ba1\u7b97\u673a\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">VR\/AR\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">SDK<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u521b\u65b0\u8f93\u5165\u6cd5<\/span><br \/>\n <span class=\"tag\">\u514d\u786c\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u60ca\u53f9\u5176\u6982\u5ff5\u4e0e\u6f14\u793a\uff0c\u8ba4\u53ef\u5176\u6f5c\u529b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5b9e\u9645\u573a\u666f\u4e0b\u7684\u624b\u52bf\u8bc6\u522b\u51c6\u786e\u6027\uff08\u5982\u5f3a\u5149\u3001\u957f\u65f6\u95f4\u4f7f\u7528\u75b2\u52b3\uff09\u3001\u8bef\u89e6\u4e0e\u5149\u6807\u6f02\u79fb\u7684\u9632\u6b62\u3001\u591a\u663e\u793a\u5668\u53caAR\u96c6\u6210\u8def\u7ebf\u56fe\u3002\u5f00\u53d1\u8005\u56de\u5e94\u901a\u8fc7\u591a\u5c42\u610f\u56fe\u63a7\u5236\u3001\u7b97\u6cd5\u4f18\u5316\u53ca\u6301\u7eed\u6a21\u578b\u8bad\u7ec3\u6765\u5e73\u8861\u901f\u5ea6\u3001\u7a33\u5b9a\u6027\u4e0e\u8bef\u62a5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Airpoint\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u624b\u52bf\u8bc6\u522b\u73a9\u5177\uff0c\u800c\u65e8\u5728\u6210\u4e3a\u4e0b\u4e00\u4ee3\u666e\u9002\u6027\u4eba\u673a\u4ea4\u4e92\u7684\u5e95\u5c42\u8f93\u5165\u5c42\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4f53\u73b0\u5728\u4e24\u4e2a\u7ef4\u5ea6\uff1a\u4e00\u662f\u5c06\u201c\u9694\u7a7a\u64cd\u63a7\u201d\u4ece\u79d1\u5e7b\u548c\u9ad8\u7aef\u5934\u663e\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u964d\u7ef4\u81f3\u666e\u901a\u6444\u50cf\u5934\u5373\u53ef\u5b9e\u73b0\uff0c\u6781\u5927\u5730\u62d3\u5c55\u4e86\u5e94\u7528\u573a\u666f\u7684\u60f3\u8c61\u7a7a\u95f4\uff1b\u4e8c\u662f\u524d\u77bb\u6027\u5730\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201cAI\u667a\u80fd\u4f53\uff08\u5982OpenClaw\uff09\u7684\u7269\u7406\u4e4b\u624b\u201d\uff0c\u8fd9\u63ed\u793a\u4e86\u5176\u66f4\u6df1\u5c42\u7684\u6218\u7565\u610f\u56fe\u2014\u2014\u6210\u4e3aAI\u4ee3\u7406\u4e0e\u73b0\u5b9e\u6570\u5b57\u4e16\u754c\u4ea4\u4e92\u7684\u64cd\u4f5c\u901a\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u6838\u5fc3\u8d28\u7591\u53ef\u89c1\uff0c\u572830Hz\u6444\u50cf\u5934\u7684\u7269\u7406\u9650\u5236\u4e0b\uff0c\u5982\u4f55\u5728\u7cbe\u5ea6\u3001\u5ef6\u8fdf\u3001\u7a33\u5b9a\u6027\u4e0e\u6297\u5e72\u6270\u6027\u4e4b\u95f4\u53d6\u5f97\u5b8c\u7f8e\u5e73\u8861\uff0c\u662f\u51b3\u5b9a\u5176\u4ece\u201c\u70ab\u9177\u6f14\u793a\u201d\u8d70\u5411\u201c\u53ef\u9760\u5de5\u5177\u201d\u7684\u5173\u952e\u3002\u5f53\u524d\u65b9\u6848\u901a\u8fc7\u591a\u5c42\u610f\u56fe\u8bc6\u522b\u548c\u7b97\u6cd5\u5e73\u6ed1\u505a\u51fa\u7684\u59a5\u534f\uff0c\u662f\u5426\u80fd\u5728\u9ad8\u7cbe\u5ea6\u751f\u4ea7\u573a\u666f\u4e2d\u88ab\u63a5\u53d7\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\u6b64\u5916\uff0c\u6559\u80b2\u7528\u6237\u5efa\u7acb\u4e00\u5957\u65b0\u7684\u3001\u9ad8\u6548\u7684\u9694\u7a7a\u4ea4\u4e92\u5fc3\u667a\u6a21\u578b\u4e0e\u624b\u52bf\u4e60\u60ef\uff0c\u662f\u6bd4\u6280\u672f\u66f4\u8270\u5de8\u7684\u5e02\u573a\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cAirpoint\u662f\u4e00\u6b3e\u6781\u5177\u524d\u77bb\u6027\u7684\u4ea7\u54c1\uff0c\u5b83\u8d4c\u7684\u662f\u4ea4\u4e92\u8303\u5f0f\u4ece\u7269\u7406\u63a5\u89e6\u5411\u7a7a\u95f4\u611f\u77e5\u8fc1\u79fb\u7684\u672a\u6765\u3002\u5176\u6210\u8d25\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u81ea\u8eab\u7b97\u6cd5\u7684\u6301\u7eed\u8fed\u4ee3\uff0c\u66f4\u53d6\u51b3\u4e8e\u80fd\u5426\u5438\u5f15\u5f00\u53d1\u8005\u5229\u7528\u5176SDK\u6784\u5efa\u6740\u624b\u7ea7\u5e94\u7528\uff0c\u4ee5\u53ca\u80fd\u5426\u5728AI\u667a\u80fd\u4f53\u81ea\u4e3b\u64cd\u4f5c\u7535\u8111\u8fd9\u4e2a\u65b0\u5174\u8d5b\u9053\u4e2d\u786e\u7acb\u6807\u51c6\u3002\u5b83\u53ef\u80fd\u4e0d\u662f\u9f20\u6807\u7684\u5373\u523b\u66ff\u4ee3\u54c1\uff0c\u4f46\u65e0\u7591\u662f\u5411\u201c\u73af\u5883\u8ba1\u7b97\u201d\u65f6\u4ee3\u8fc8\u51fa\u7684\u91cd\u8981\u4e00\u6b65\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Airpoint<\/span>\n <\/div>\n<div class=\"comment-content\">Airpoint lets you control any computer with your hands without any extra hardware. Hand motion and gestures are translated in real time into cursor control, shortcuts, and app\/games interactions. Built for anyone whose hands are busy or unavailable: crafters, gamers, builders, devs and more. Take advantage of VR\/AR without headsets or extra hardware. The input layer also makes it possible for AI agents (OpenClaw) to autonomously control computers. SDK available to include in apps and games.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Have you seen movies and shows like Minority Report, Iron Man, Black Mirror? Have you ever wanted to control devices in a similar fashion to Apple Vision Pro?<\/p>\n<p>It is within our human nature to want to interact with computers naturally and touchlessly. Airpoint lets you control any computer with gestures without any extra hardware. Increase productivity by handling real world tasks while computing, or just have fun with gaming and entertainment.<\/p>\n<p>Try it for free at airpoint.app<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marioandf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marioandf<\/a> Love the Minority Report vibes; gesture control without hardware sounds game-changing. Just a simple q; how does Airpoint handle gesture accuracy in real world scenarios like bright lighting or finger fatigue during long sessions, and what’s your roadmap for multi-monitor or AR integration?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of touchless cursor tools fail because of unintended motion (cursor drift, accidental clicks\/drag). How does Airpoint decide when the user is \u201cin control mode\u201d vs. just moving naturally, and what tradeoffs did you make between speed, stability, and false positives?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question and exactly the main challenge of the project.<\/p>\n<ul>\n<li>\n<p>First or all we decided to go with index finger tracking for cursor to reduce the need to move the whole hand to move the cursor. Even a resting hand moving index finger is tracked and translated to the cursor.<\/p>\n<\/li>\n<li>\n<p>We decided to add many control layers to for user intent: Fingers pointing at the screen, Voice commands to Resume\/Pause\/Stop tracking and hand gestures or shortcuts to quickly toggle between them too.<\/p>\n<\/li>\n<li>\n<p>Exactly hitting the right balance between speed, stability and false positives was hard and required a lot of testing and training of AI models. Most webcams are fixed at 30Hz so we do need smoothening, stabilizing and prediction algorithms for a good user experience. Of course that meant sacrificing small portions of precision and responsiveness but the key was to keep the tradeoffs under the human perceptible thresholds to keep the advantages. We kept most of this algorithms accessible in settings though for different user preferences.<\/p>\n<\/li>\n<\/ul>\n<p>However we keep using the latest data and feedback for continuous training of the AI\/ML models in order to keep improving with each iteration.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>cc <a href=\"https:\/\/www.producthunt.com\/@kwindla\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kwindla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kwindla<\/a> who founded the company that Minority Report was based on! This is wild. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kwindla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kwindla<\/a> <a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> \ud83e\udd2f I had no idea! That is wild. Just researched <a href=\"https:\/\/www.producthunt.com\/@kwindla\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kwindla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kwindla<\/a> and he is a genius! For sure an inspiration on the project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I personally think this is insane and very promising. I’ve already started relying more on dictation, if I pair that with hand controls I don’t really think we need to be sitting close to screens anymore. <\/p>\n<p>Awesome job, Andrew! How did you get it so responsive? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> Thanks for the comments Gabe! It was a real challenge considering most computers have single decent camera at 30Hz. Took a LOT of iterations through different detection methods and testing for real world responsiveness, but I think we got there and can keep improving with more data and feedback \ud83d\ude0a.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is super sick! I think your UI for controls are super cool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hem_juvvaladinne1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hem_juvvaladinne1<\/a> Thanks! Took a lot of time to polish designing the gestures \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s been a long time since I was blown away by a demo on a website.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@philip_alm_at_incredible\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_alm_at_incredible<\/a> Really? Thanks a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is incredible! So so good. Love the idea of mapping the hand movements to not just the mouse but to also have shortcuts such as voice. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imbhargav5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imbhargav5<\/a> Thanks! That is the idea! Made them customizable to suit everyone\u00b4s needs!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Give your OpenClaw agents “hands” by connecting Airpoint to your OpenClaw setup \ud83e\udd9e and let your agents control your computer (not just the browser!) \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4DIZHFOTQFHPGX\" class=\"app-title\">Clayzo<\/a><\/p>\n<div class=\"one-liner\">Prototype, design, and collaborate on your existing products<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clayzo \u8ba9\u4ea7\u54c1\u548c\u8bbe\u8ba1\u56e2\u961f\u80fd\u5728\u73b0\u6709\u771f\u5b9e\u4ea7\u54c1\u4e0a\u5feb\u901f\u521b\u5efa\u6c99\u76d2\u73af\u5883\u3001\u76f4\u63a5\u5236\u4f5c\u539f\u578b\u3001\u5f55\u5236\u6f14\u793a\u5e76\u7559\u4e0b\u4e0e\u4ee3\u7801\u5e93\u5173\u8054\u7684\u53cd\u9988\uff0c\u89e3\u51b3\u4e86\u4ece\u521b\u610f\u5230\u5f00\u53d1\u4efb\u52a1\u6d41\u8f6c\u4e2d\u4f9d\u8d56\u90e8\u7f72\u3001\u6c9f\u901a\u5de5\u5177\u5206\u6563\u4e14\u53cd\u9988\u8131\u79bb\u4e0a\u4e0b\u6587\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51fcf4c8-4aa7-40d2-889a-59589926bd56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4f61639-fd78-45ed-b723-d412e7ddac8d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/203ee682-b748-475c-9929-e2809cac1c9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/627ca05c-5773-4bba-97dc-a955c737388e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc493fda-4f08-45d1-a4e2-1519429fef59.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d73c99a-4771-4cea-b129-6b5806337407.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bc3ebcde-5a94-4858-a7a6-c8f2cd6d6e68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9f06778-312e-4c1f-8dfd-ba13b374053b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21dcacaa-919c-44c6-88d7-0f78422da835.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7aa1a13e-d1ce-44e4-a071-dd5047e121ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/c2014f3a-9936-443f-b142-e556fd1d3a96.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/s64UFvFQDMY\"><source src=\"https:\/\/youtu.be\/s64UFvFQDMY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Prototyping<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6c99\u76d2<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u53cd\u9988\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5230\u5f00\u53d1\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5173\u8054\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5bf9\u201c\u5feb\u901f\u539f\u578b\u201d\u548c\u201c\u96c6\u6210\u73b0\u6709\u5de5\u4f5c\u6d41\u201d\u8868\u793a\u5174\u8da3\u4e0e\u8ba4\u53ef\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u80fd\u5426\u7acb\u5373\u4f7f\u7528\uff1b\u4e0e\u7ade\u54c1\u76f8\u6bd4\u7684\u96c6\u6210\u4f18\u52bf\uff1b\u4ee5\u53ca\u5e73\u53f0\u662f\u5426\u5177\u5907\u6839\u636e\u4efb\u52a1\u590d\u6742\u5ea6\uff08\u524d\u7aef\u5c0f\u6539 vs. \u540e\u7aef\u5927\u4efb\u52a1\uff09\u8fdb\u884c\u667a\u80fd\u5206\u7c7b\u6216\u8def\u7531\u7684\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Clayzo \u7784\u51c6\u7684\u662f\u4e00\u4e2a\u770b\u4f3c\u7ec6\u5206\u5374\u6781\u5176\u5173\u952e\u7684\u7f1d\u9699\uff1a\u8bbe\u8ba1\u53cd\u9988\u4e0e\u5de5\u7a0b\u5b9e\u65bd\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u8131\u8282\u95ee\u9898\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u518d\u9020\u4e00\u4e2aFigma\u6216Figma\u63d2\u4ef6\uff0c\u800c\u662f\u806a\u660e\u5730\u626e\u6f14\u4e86\u201c\u8fde\u63a5\u5c42\u201d\u548c\u201c\u7ffb\u8bd1\u5b98\u201d\u7684\u89d2\u8272\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u5728\u771f\u5b9e\u4ea7\u54c1\u4e0a\u6d82\u9e26\u201d\uff0c\u800c\u662f\u901a\u8fc7\u6c99\u76d2\u73af\u5883\u5c06\u8bbe\u8ba1\u610f\u56fe\u951a\u5b9a\u5728\u771f\u5b9e\u7684\u4ee3\u7801\u4e0a\u4e0b\u6587\uff0c\u8bd5\u56fe\u5c06\u6a21\u7cca\u3001\u611f\u6027\u7684\u201c\u8fd9\u91cc\u611f\u89c9\u4e0d\u5bf9\u201d\u8f6c\u5316\u4e3a\u6280\u672f\u6808\u4e2d\u53ef\u8ffd\u8e2a\u3001\u53ef\u6267\u884c\u7684\u4efb\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u53cd\u590d\u5f3a\u8c03\u201cactionable tasks\u201d\u548c\u201creal codebase\u201d\uff0c\u76f4\u6307\u4f20\u7edf\u5de5\u4f5c\u6d41\u4e2d\u6700\u5927\u7684\u635f\u8017\u70b9\uff1a\u8bbe\u8ba1\u5e08\u5728Figma\u6216\u622a\u56fe\u4e0a\u505a\u7684\u6807\u6ce8\uff0c\u5de5\u7a0b\u5e08\u9700\u8981\u5728\u5b8c\u5168\u4e0d\u540c\u7684\u754c\u9762\uff08IDE\u3001GitHub\uff09\u4e2d\u8d39\u529b\u89e3\u8bfb\u548c\u91cd\u73b0\u3002Clayzo\u8bd5\u56fe\u7528\u6280\u672f\u624b\u6bb5\u56fa\u5316\u8fd9\u4e00\u8f6c\u6362\u8fc7\u7a0b\uff0c\u5176\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3a\u8bbe\u8ba1\u610f\u56fe\u7684\u201c\u7f16\u8bd1\u5668\u201d\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6df1\u5ea6\u4e5f\u5728\u4e8e\u6b64\uff1a\u5b83\u80fd\u5426\u8db3\u591f\u667a\u80fd\u5730\u7406\u89e3\u53cd\u9988\u7684\u8bed\u4e49\uff1f\u8bc4\u8bba\u4e2d\u7528\u6237\u5173\u4e8e\u201cAI\u5982\u4f55\u533a\u5206\u4efb\u52a1\u7c7b\u578b\u201d\u7684\u63d0\u95ee\u6070\u6070\u70b9\u4e2d\u4e86\u547d\u95e8\u3002\u5982\u679c\u4ec5\u4ec5\u662f\u673a\u68b0\u5730\u5173\u8054\u4ee3\u7801\u884c\u6570\uff0c\u800c\u65e0\u6cd5\u5bf9\u4fee\u6539\u5efa\u8bae\u7684\u590d\u6742\u6027\u3001\u5173\u8054\u6027\u548c\u53ef\u884c\u6027\u8fdb\u884c\u521d\u6b65\u5224\u65ad\uff0c\u90a3\u4e48\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4ece\u4e00\u4e2a\u201c\u9759\u6001\u622a\u56fe\u53cd\u9988\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u4e00\u4e2a\u201c\u52a8\u6001\u622a\u56fe\u53cd\u9988\u5de5\u5177\u201d\uff0c\u5e76\u672a\u4ece\u6839\u672c\u4e0a\u964d\u4f4e\u6c9f\u901a\u7684\u8ba4\u77e5\u8d1f\u8377\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u4e3a\u6bcf\u6b21\u4f1a\u8bdd\u542f\u52a8\u5b8c\u6574\u73af\u5883\u201d\u7684\u505a\u6cd5\uff0c\u5728\u63d0\u4f9b\u9ad8\u5ea6\u4fdd\u771f\u4f53\u9a8c\u7684\u540c\u65f6\uff0c\u4e5f\u5e26\u6765\u4e86\u663e\u8457\u7684\u590d\u6742\u6027\u548c\u6210\u672c\u7591\u95ee\u3002\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u9762\u5411\u4e2d\u5927\u578b\u3001\u5de5\u7a0b\u6d41\u7a0b\u6210\u719f\u516c\u53f8\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u8f7b\u91cf\u7684\u65e9\u671f\u521d\u521b\u56e2\u961f\u53ef\u80fd\u7565\u663e\u7b28\u91cd\u3002\u603b\u4f53\u800c\u8a00\uff0cClayzo\u7684\u6784\u60f3\u5177\u6709\u524d\u77bb\u6027\uff0c\u5b83\u8bd5\u56fe\u5728AI\u7f16\u7801\u4ee3\u7406\u5d1b\u8d77\u7684\u524d\u591c\uff0c\u63d0\u524d\u5361\u4f4d\u201c\u4eba\u673a\u534f\u4f5c\u201d\u7684\u63a5\u53e3\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u6c99\u76d2\u6280\u672f\u672c\u8eab\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u201c\u7ffb\u8bd1\u201d\u7684\u7cbe\u51c6\u5ea6\u4e0e\u667a\u80fd\u5316\u6c34\u5e73\uff0c\u8fd9\u5c06\u662f\u5176\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u5de5\u4f5c\u6d41\u5fc5\u9700\u54c1\u201d\u7684\u5173\u952e\u5206\u6c34\u5cad\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Clayzo<\/span>\n <\/div>\n<div class=\"comment-content\">Clayzo lets product and design teams spin up their existing product, prototype directly on it, record walkthroughs, and leave contextual feedback tied to the real codebase. What used to live across screenshots, Looms, and Slack now becomes actionable tasks that engineers and coding agents can build from.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt!<\/p>\n<p>We found 2 things in common across product and design teams at Google, Amazon, and early-stage startups.<\/p>\n<p>Trying a simple idea on a product usually requires waiting on engineering to send a deployment link.<\/p>\n<p>And even after that, most tools only let you view the product, or give feedback on screenshots\/wireframes. Ideas usually end up being struck on Figma, docs, or long Loom videos.<\/p>\n<p>That’s why we built Clayzo!<\/p>\n<p>Here\u2019s how it works:<\/p>\n<p>\u26a1 Spin up instantly: launch a sandboxed version of your product from a branch, without waiting for deployment links or wrestling with local environments.<\/p>\n<p>\u270f\ufe0f Prototype on the product itself: test ideas directly on the real interface instead of static mocks.<\/p>\n<p>\ud83c\udfa5 Record walkthroughs: show flows, explain decisions, and share product context visually.<\/p>\n<p>\ud83d\udcac Leave feedback in context: tie comments to the actual product and codebase, not side conversations and disconnected artifacts.<\/p>\n<p>\ud83d\udee0\ufe0f Actionable handoff and integrate with existing stack: translate product and design feedback into technical, execution-ready context for engineers and coding agents. Push tasks to Linear, Jira, and Github Issues, with end-to-end task tracking on our platform.<\/p>\n<p>Would love to chat!<br \/>\n– Janani, Purav, & Armaan<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this, congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@lev_kerzhner thank you!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can I use this right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@polaritylabs yes!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m intrigued by the idea of building prototypes much faster! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@varadhjain\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@varadhjain<\/a> with the advent of AI and coding agents in particular, they are only going to become more embedded within traditional product and design workflows and delivering a faster and more powerful experience is indeed our end goal!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great. I\u2019ve used chatprd before for this but it felt disconnected to where I was working l, GitHub and Linear. Look forward to trying to this and seeing a demo next week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@bdougieyo thank you! excited to show you a demo \ud83d\ude01<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks sick, congrats on the launch team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@adishj thank you!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So cool that you have a full environment for every session. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to use Clayzo instead of taking a million screenshots & jumping in a bunch of flow-breaking huddles throughout the day. Being able to ship fixes fast without risking breaking prod is nice too \ud83d\ude05<\/p>\n<\/p>\n<p>Curious if Clayzo has different triage flows for small edits (e.g. copy or UI changes) vs. higher eng lift tasks (involving backend, database, APIs, etc.)? And does AI route the different proposed changes (e.g. “this needs human oversight”) or is it based on some preset rules?<\/p>\n<\/p>\n<p>Congrats & keep up the awesome work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ 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