{"id":284,"date":"2026-07-17T11:41:56","date_gmt":"2026-07-17T03:41:56","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/07\/17\/2026-07-16\/"},"modified":"2026-07-17T11:41:56","modified_gmt":"2026-07-17T03:41:56","slug":"2026-07-16","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/07\/17\/2026-07-16\/","title":{"rendered":"PH\u70ed\u699c | 2026-07-16"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-07-16<\/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 | 2026-07-16<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/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\/BASZVKO22HWWKN\" class=\"app-title\">Paradigm<\/a><\/p>\n<div class=\"one-liner\">Turn any goal into a personalized, adaptive learning path.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">528<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Paradigm \u662f\u4e00\u6b3e\u5c06\u4efb\u610f\u5b66\u4e60\u76ee\u6807\u8f6c\u5316\u4e3a\u4e2a\u6027\u5316\u3001\u81ea\u9002\u5e94\u5b66\u4e60\u8def\u5f84\u7684AI\u5bfc\u5e08\u5e73\u53f0\uff0c\u89e3\u51b3\u7528\u6237\u5728\u81ea\u5b66\u8fc7\u7a0b\u4e2d\u201c\u4e0d\u77e5\u9053\u4e0b\u4e00\u6b65\u8be5\u5b66\u4ec0\u4e48\u201d\u4ee5\u53ca\u201c\u5b66\u4e60\u5de5\u5177\u788e\u7247\u5316\uff08\u7b14\u8bb0\u3001\u7ec3\u4e60\u3001\u8f85\u5bfc\u5206\u79bb\uff09\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a77258f0-dc12-4465-b009-725138372fe3.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\/b871a7af-7744-4bc2-84b0-5a8f9a8aa7c8.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\/a843c181-f85c-4680-a490-44763365172a.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\/35de4eef-dca6-4602-a6f1-47648daf4483.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\/ccbeb06e-d4c5-4c39-98c0-d902177517fa.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\/32bf5c52-252a-4be2-a9f1-f7d3bce4ea64.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=dX8XWdirZUU\"><source src=\"https:\/\/www.youtube.com\/watch?v=dX8XWdirZUU\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Career<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5bfc\u5e08<\/span><br \/>\n <span class=\"tag\">\u81ea\u9002\u5e94\u5b66\u4e60\u8def\u5f84<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u76ee\u6807\u9a71\u52a8\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u8bc1\u660e<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u4ea4\u4e92\uff08\u6587\u672c\/\u4ee3\u7801\/\u684c\u9762\uff09<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f5c\u4e1a\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u8def\u5f84\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/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\u5173\u6ce8\u5b9a\u4ef7\uff081000\u514d\u8d39\u4ee4\u724c\u7528\u5b8c\u540e\u5982\u4f55\u6536\u8d39\uff09\u3001AI\u5bfc\u5e08\u51b3\u7b56\u903b\u8f91\uff08\u5982\u4f55\u6839\u636e\u8fdb\u5ea6\u5b9a\u4e0b\u4e00\u6b65\uff09\u3001\u662f\u5426\u652f\u6301iMessage\u5916\u4ea4\u4e92\u53ca\u8de8\u5e73\u53f0\u5b66\u4e60\u3002\u6b63\u9762\u53cd\u9988\uff1a\u56fa\u5b9a\u8ba1\u5212\u8fc7\u65f6\uff0c\u52a8\u6001\u8def\u5f84\u66f4\u5b9e\u7528\uff1b\u5efa\u8bae\u6539\u5584\u6ce8\u518c\u9875\u7684\u4e0a\u4e0b\u6587\u8854\u63a5\uff08\u7f51\u5740\u8f93\u5165\u76ee\u6807\u5728\u6ce8\u518c\u9875\u4e22\u5931\uff09\u3002\u6df1\u523b\u63d0\u95ee\uff1a\u5bfc\u5e08\u80fd\u5426\u8bc4\u4f30\u5e73\u53f0\u5916\u771f\u5b9e\u5de5\u4f5c\u4ea7\u51fa\uff08\u5982\u4e0a\u7ebf\u4ea7\u54c1\uff09\uff0c\u800c\u975e\u4ec5\u6b62\u4e8e\u5185\u90e8\u6d4b\u8bd5\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 Paradigm\u5728\u201cAI\u6559\u80b2\u201d\u8fd9\u6761\u62e5\u6324\u8d5b\u9053\u4e0a\uff0c\u62ff\u51fa\u7684\u4e0d\u662f\u53c8\u4e00\u4e2a\u5957\u58f3\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u662f\u4e00\u5957\u771f\u6b63\u6562\u4e8e\u627f\u8bfa\u201c\u52a8\u6001\u9002\u5e94\u201d\u7684\u7cfb\u7edf\u3002\u5b83\u7684\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\uff1a**\u8def\u5f84\u4e0d\u662f\u9884\u5148\u89c4\u5212\u7684\u8bfe\u7a0b\u8868\uff0c\u800c\u662f\u6839\u636e\u7528\u6237\u5b9e\u65f6\u8868\u73b0\u3001\u751a\u81f3\u5916\u90e8\u8f93\u5165\uff08\u5982\u8003\u8bd5\u8303\u56f4\u3001\u9879\u76ee\u8fdb\u5ea6\uff09\u6765\u81ea\u6211\u4fee\u6b63\u7684\u51b3\u7b56\u5f15\u64ce**\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u62b1\u6028\u201c\u56fa\u5b9a\u8ba1\u5212\u7b2c\u4e09\u5929\u5c31\u8fc7\u65f6\u201d\uff0c\u76f4\u51fb\u4e86\u4f20\u7edf\u5728\u7ebf\u6559\u80b2\u7684\u75db\u2014\u2014Paradigm\u7528\u201c\u6301\u7eed\u8bca\u65ad+\u5373\u65f6\u53cd\u9988\u201d\u56de\u5e94\u4e86\u8fd9\u4e00\u70b9\u3002\u66f4\u503c\u5f97\u5173\u6ce8\u7684\u91ce\u5fc3\u662f\u5b83\u627f\u8bfa\u7684\u201c\u8de8OS\u865a\u62df\u673a\u548ciMessage\u4ea4\u4e92\u201d\uff0c\u8fd9\u610f\u5473\u7740AI\u5bfc\u5e08\u4e0d\u6b62\u4e8e\u5bf9\u8bdd\uff0c\u8fd8\u80fd\u5e2e\u4f60\u6302\u8f7d\u771f\u5b9e\u73af\u5883\u3001\u6267\u884c\u4efb\u52a1\u3001\u751a\u81f3\u804a\u5929\u6846\u91cc\u89e3\u6784\u4e00\u5f20\u89e3\u5256\u56fe\u2014\u2014\u8fd9\u662f\u4ece\u201c\u77e5\u8bc6\u95ee\u7b54\u201d\u5411\u201c\u80fd\u529b\u6559\u7ec3\u201d\u7684\u8dc3\u8fc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u201c\u540d\u5b57\u4f60\u5b9a\u4ef7\u201d\u7684\u5b9a\u4ef7\u7b56\u7565\u867d\u6709\u8da3\uff0c\u5374\u50cf\u7528\u8da3\u5473\u6027\u63a9\u76d6\u6a21\u7cca\u7684\u5546\u4e1a\u6a21\u578b\uff1b\u8bc4\u8bba\u4e5f\u6307\u51fa\u6ce8\u518c\u6d41\u7a0b\u4e2d\u65ad\u5b66\u4e60\u72b6\u6001\u7684\u81f4\u547dBug\uff1a\u7528\u6237\u8f93\u5165\u201c\u5b66SEO\u201d\u540e\uff0c\u8fdb\u5165\u6ce8\u518c\u9875\u5c31\u4e22\u4e86\u4e0a\u4e0b\u6587\uff0c\u8fd9\u5728\u6f0f\u6597\u8bbe\u8ba1\u4e2d\u662f\u539f\u5219\u6027\u5931\u8bef\u3002\u6280\u672f\u4e0a\uff0c\u6700\u5927\u7684\u95ee\u53f7\u662f\uff1a**\u201c\u81ea\u9002\u5e94\u201d\u6df1\u5ea6\u80fd\u5426\u7a7f\u900f\u771f\u5b9e\u4e16\u754c**\u2014\u2014\u4e00\u4f4d\u7528\u6237\u5c16\u9510\u63d0\u95ee\uff1a\u6211\u9879\u76ee\u91cc\u4ea4\u4ed8\u7684\u4ea7\u54c1\uff0c\u5e73\u53f0\u80fd\u7406\u89e3\u5e76\u7eb3\u5165\u8def\u5f84\u5417\uff1f\u56e2\u961f\u7684\u56de\u7b54\u63d0\u53ca\u201c\u8de8OS VM\u201d\uff0c\u4f46\u672a\u89e3\u91ca\u5982\u4f55\u7ed3\u6784\u5316\u5916\u90e8\u7684\u3001\u975e\u6807\u51c6\u7684\u201c\u8bc1\u636e\u201d\u3002\u5982\u679c\u56de\u7b54\u59cb\u7ec8\u662f\u6587\u6863\u5185\u7684\u6d4b\u9a8c\u548c\u6c99\u76d2\u91cc\u7684\u7ec3\u4e60\uff0c\u5b83\u4f9d\u7136\u662f\u53e6\u4e00\u4e2a\u201c\u56f4\u5899\u91cc\u7684\u5b9e\u9a8c\u5ba4\u201d\uff0c\u800c\u975e\u521b\u59cb\u4eba\u627f\u8bfa\u7684\u201c\u5927\u5b66\u751f\u6d3b\u5916\u7684\u90a3\u6240\u5927\u5b66\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b80\u8a00\u4e4b\uff0cParadigm\u7684\u65b9\u5411\u6b63\u786e\u3001\u843d\u5730\u6f02\u4eae\uff0c\u4f46\u771f\u6b63\u4ece\u201c\u5de5\u5177\u201d\u6210\u4e3a\u201c\u6559\u80b2\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u9700\u8981\u7834\u7684\u662f\u201c\u56f4\u5899\u8fb9\u754c\u201d\u2014\u2014\u5bf9\u771f\u5b9e\u4e16\u754c\u4ea7\u51fa\u786e\u6743\u7684\u53ef\u884c\u6027\uff0c\u6bd4\u4efb\u4f55\u81ea\u9002\u5e94\u7b97\u6cd5\u90fd\u66f4\u96be\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\">Paradigm<\/span>\n <\/div>\n<div class=\"comment-content\">Paradigm reimagines education around the individual, taking any learning goal and turning it into a step-by-step path that evolves with your progress, helping you move steadily from curiosity to mastery without getting lost.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>It’s 11pm the night before your final,<\/strong> and your tutor texts you: it noticed your professor allows a cheat sheet, and it can build one around exactly the topics you’re weakest on. <em>Want it?<\/em><\/p>\n<\/p>\n<p>Hey Product Hunt \ud83d\udc4b I’m Scott, founder of Paradigm. That text is Clover, and moments like it are the whole product.<\/p>\n<\/p>\n<p>Another one: you say you want to ship your first app. Paradigm spins up a real cloud machine \u2014 terminal, Claude Code, the works \u2014 and walks you through it keystroke by keystroke until something is live.<\/p>\n<\/p>\n<p><strong>Not courseware with a chatbot stapled on<\/strong> \u2014 one tutor that builds whatever the moment calls for (a spoken conversation, a coding sandbox, a full desktop) and remembers everything you’ve ever done with it. On the canvas, in your texts, the night before the exam.<\/p>\n<\/p>\n<p>Every interaction is graded as it happens, so what you walk away with is <strong>proof of skill, not a transcript.<\/strong> Anyone can build a course here; ours currently run from “Speed-run ICS 31” (UCI’s intro programming, crammed) to “Let’s count to 10!” (pre-K).<\/p>\n<\/p>\n<p>I started building this as a college freshman in 2023 \u2014 some of you might know me from OpenClaw or ShellBench. Almost everything that actually mattered in my education happened outside a syllabus. So I’m building the university I wish existed.<\/p>\n<\/p>\n<p>(One team fact I can’t not share: the engineer behind our agent pipeline is also one of China’s most-streamed underground rappers \u2014 100M+ streams. <em>The album and the agent pipeline shipped the same year.<\/em>)<\/p>\n<\/p>\n<p>I’ll be here all day, reading every comment.<\/p>\n<\/p>\n<p>\ud83d\udc49 My ask: bring the weirdest thing you’ve ever wanted to learn \u2014 your grandmother’s recipes, a 40-page anatomy atlas, a niche cert \u2014 and tell me where the path it builds breaks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@scoootscooob\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scoootscooob<\/a> very good product<\/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\">@luca47 thx for supporting us!<\/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\/@scoootscooob\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scoootscooob<\/a> Congrats on the #1 spot \u2014 turning any goal into an adaptive learning path is a strong idea, and the “actually adapts” part is exactly what everyone else fakes. You’ve already got a launch video, so here’s something different: a free looping GIF of Paradigm built from your own screenshots \u2014 a click-free moving shot for your PH gallery, site hero or launch tweet, Giphy-tagged so it keeps getting found. White-label, yours to post anywhere: <a href=\"https:\/\/foxplug.com\/g\/542ec315c6c245d2829d\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com\/g\/542ec315c6c245d2829d<\/a><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=NY6uIkBXExc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=NY6uIkBXExc<\/a><\/p>\n<p>That came out of FoxPlug in ~30 seconds from just your URL. You keep building, and FoxPlug turns every commit, release and milestone into GIFs, videos, posts and a live changelog \u2014 automatically. Make your own free at <a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/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>How does the AI tutor decide what to teach next as I progress?<\/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\/@aslhangedi8oxh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aslhangedi8oxh<\/a> As you progress, the tutor keeps <strong>track of where you struggle and where you’re doing well<\/strong> \u2014 then uses that to decide what comes next: reinforce a weak spot, move on, or level up the difficulty. So the path is <strong>driven by your actual performance<\/strong>, not a fixed sequence.<\/p>\n<p>It also has<strong> rich context <\/strong>to work with \u2014 it can search the web and pull in whatever you give it (links, files, Google Drive, email, even your Canvas and more), so what it teaches stays grounded in <em>your<\/em> material and <em>your<\/em> progress. \ud83d\ude4c<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f1053ac-29e9-4c17-916d-7f7e4678bfb1.png?auto=compress,format&codec=mozjpeg&cs=strip\" 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>Juggling separate apps for notes, practice, and tutoring is exhausting. Does Paradigm bring these together?<\/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\/@hkristinabeoigp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hkristinabeoigp<\/a> Yes \u2014 that’s exactly the point of Paradigm. Notes, practice, and tutoring all live in one place, and <strong>they actually talk to each other.<\/strong><\/p>\n<p>Your notes feed the tutor, the tutor knows what you’ve practiced, and your practice adapts to where you’re struggling \u2014 so you’re not copy-pasting context between three apps that don’t know each other. One workspace, everything connected. \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My biggest problem with self-study is not knowing what to learn next. Does Paradigm solve that?<\/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\/@elabinboaqxmg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elabinboaqxmg<\/a> Yes \u2014 that’s exactly what it’s built for. Instead of you having to figure out the roadmap, Paradigm decides what to learn next for you: it tracks where you’re strong and where you’re struggling, then picks the next step \u2014 reinforce a weak spot, move on, or level up. You just show up and learn; it handles the “what next.” \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>Love that the path evolves with your progress instead of being fixed on day one.<\/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\/@elifsugrgeiqxf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elifsugrgeiqxf<\/a> That’s the part we cared about most \u2014 a plan fixed on day one is out of date by day three, because <em>you’ve<\/em> changed. Letting the path move with you is what keeps it actually useful. Thanks for the love!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 pricing work once the 1,000 free tokens run out?<\/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\/@songlsankxxlh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@songlsankxxlh<\/a> Great question! A couple of ways it works:<\/p>\n<p>First, join our <a href=\"https:\/\/discord.gg\/jM7HNysXgh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Discord<\/strong><\/a> \ud83d\udc40 \u2014 we’re constantly running activities and events where you can earn more tokens.<\/p>\n<p>And beyond that, we use an AI-based bidding system: as Scott mentioned in the maker comment, your price for the product comes down to how well you can persuade our AI agent. So it’s less a fixed price tag and more a fun conversation. \ud83d\ude04\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>Can I chat with the tutor over text\/iMessage, or only inside the app?<\/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\/@naciyenk4c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naciyenk4c<\/a> Yes! You’re not stuck inside the app \u2014 you can text the tutor over iMessage and it’ll respond right there, just like messaging a friend. You can send it photos, PDFs, links, ask questions, and it keeps up with your progress the same way it does in-app. Great for quick check-ins or studying on the go. Here’s a real example \ud83d\udc47<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54c99bc8-8cc0-40dc-89e3-3c095f33679b.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! \ud83d\ude80 That bit about everything that mattered happening outside a syllabus really got me. Honestly everything I use day to day I picked up by building stuff and breaking it, never from a course. Proof of skill over a transcript is way more useful anyway.<\/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\/@nelsonsilvadev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nelsonsilvadev<\/a> Thank you! And yeah \u2014 that’s the truth almost nobody puts on a syllabus: the stuff that sticks comes from building and breaking things, not sitting through a course. A transcript says you showed up; proof of skill says you can actually do the thing. That’s the part we care about measuring. Sounds like you’ve been living this already \u2014 appreciate you sharing 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>Congrats on the launch, #1 spot is well earned. I spent a good 15 minutes poking around the site before commenting.<\/p>\n<\/p>\n<p>The interactive widget on the landing page is a really smart touch. I typed “learn technical SEO for Next.js sites” and it started sketching out a path, which genuinely got me curious.<\/p>\n<\/p>\n<p>One honest piece of feedback from that session: every CTA on the site (Open in Paradigm, Start learning, even Name your price) lands on the exact same generic signup screen, and it never mentions the goal I just typed. All the momentum the widget builds dies right at the highest friction step. A single line like “sign up and we’ll finish your technical SEO path” would carry that motivation through. Also the typed goal only lives in sessionStorage, so anyone who opens their email verification link in a new tab will feel like their goal got lost.<\/p>\n<\/p>\n<p>Tiny one: the 404 page’s Return to Catalog button points to \/home\/catalog, which logged out visitors can’t open.<\/p>\n<\/p>\n<p>The name your price tuition idea is fun, curious how tough Clover is as a negotiator. Upvoted!<\/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\">@abdullah_javaid3 thanks for the through feedback! tagging @jingjing_w<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>An AI tutor that meets you across text, app, and chat feels way more natural than opening yet another dashboard.<\/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\/@serdarkara21102\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@serdarkara21102<\/a> Thanks so much! And Clover the raccon <a href=\"https:\/\/www.producthunt.com\/@contact_paradigm\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"contact_paradigm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@contact_paradigm<\/a> is so so cute \ud83e\udd9d\ud83d\udc97<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38f62ca8-1391-4c9c-9fb1-54498210670b.gif?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 hardest part of learning to code alone is getting stuck with no one to ask. Does the tutor help there?<\/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\">@cemreivaq yes! often times the problem is even not knowing what to ask. the agent will observe and interpret where you might be having trouble with and come up proactively before you even ask the question!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">congrats Scott bb<\/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\">@miltonheyan thx bb<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 genuinely looks like an exceptional product. I chose a reasonably technical (and probably not hugely mainstream) subject and it created a well structured course for me, with a blend of knowledge and practical walk throughs. As ever with Product Hunt, I am working through today’s launches… but this is firmly getting an upvote and I will be coming back. I normally have a comment or query, but everything makes sense so far (I even found how to change the voice, which was my only irritation!)<\/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\/@martin_tanner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@martin_tanner<\/a> This actually made my day, thank you so much! \ud83e\udd73 Throwing a technical, non-mainstream subject at it is honestly the best stress test there is (generic topics are easy to fake; niche ones aren’t), so it means a lot that the structure and the knowledge-plus-hands-on blend held up for you. And ha \u2014 glad you found the voice setting; noted that it took a bit of hunting. Thanks for the upvote and for planning to come back \u2014 that’s the part that really matters to us. See you again 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>This idea is simply brilliant. Having goals is not the hard part. It’s creating a path and then adapting the path when life happens.<\/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\/@amy_ingram\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amy_ingram<\/a> Exactly! Goals are easy, it’s the path (and re-drawing it every time life gets in the way) that trips everyone up. That’s the part we wanted to take off your plate. Thanks for the kind words! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Taking your “tell me where the path breaks” ask seriously: I hand-built exactly this for myself this month \u2014 a 12-week path where every week has to produce a real artifact for my actual job, with an LLM mentor that quizzes me against those outcomes \u2014 because topic-sequenced courses never stuck. Graded interactions cover what happens inside Paradigm; my paths always broke at the boundary, where the proof lives outside the platform (a dashboard shipped at work, not a quiz). Can the tutor take messy external artifacts as evidence and adapt the path around them, or does grading stop at its own sandbox?<\/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\">@mystoryland yes! It only matters when it\u2019s always up to date relevant. which is why we built this platform with cross os vm so that we give the agent ability to build the most relevant and up to date experience for 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>Interesting concept. As someone teaching myself new skills constantly while building a SaaS, the “getting lost” part is real.<\/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\/@ringo_td5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ringo_td5<\/a> That’s the exact scenario we built this for: less time figuring out <em>what<\/em> to learn next, more time actually learning it. Appreciate you checking it out! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 product is very cool, but during the course learning process, I really wish there was a “teacher” who could help explain confusing terms or other doubts at any time. I hope this feature can be supported in the future! <\/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 product is very cool, but during the course learning process, I really wish there was a “teacher” who could help explain confusing terms or other doubts at any time. I hope this feature can be supported in the future! I encountered a BUG: after creating a course, the course disappeared when I returned to the homepage.<\/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\">@1251912798 looking into that right now!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@1251912798 definitely a UX we should improve on. tagging @paradigm_geo 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>Amazing idea – exactly what is needed to help me cross the “valley of despair” when I am trying to understand that new thing.<\/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\/@justin_r_pearson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin_r_pearson<\/a>Getting you through that dip with a path that adapts instead of leaving you stranded is the whole point. Thanks for the support \u2014 let’s conquer the new things together! \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>Your product sounds really nice! Congratulation on launch! I`m learning serbian language at the moment, so testing Paradigm on creating course for learning serbian verbs. First impression is great, would check in more detailed way and share my experience.<\/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\/@julia_shtogren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_shtogren<\/a> Thank you! Learning Serbian sounds like a great way to try Paradigm \u2014 would love to hear how it goes as you explore 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>This feels like having a patient 1:1 tutor that actually adjusts to your pace.<\/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\">@cosgun_hak89117 exactly!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 coding sandbox built directly into the lessons is a really smart touch.<\/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 like that it covers academic exams and professional skills in the same place.<\/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\/@erdal224209\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erdal224209<\/a> That’s exactly the range we were after \u2014 and integrations make it seamless on both sides. It’s connected to <strong>Canvas<\/strong>, so you can pull in your actual courses <strong>without feeding the tutor any context yourself.<\/strong> And with <strong>email<\/strong> integration, if you get, say, interview details in your inbox, it can <strong>grab them and build<\/strong> prep around them. Same workspace, whichever chapter of life you’re in. \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>Congrats on the launch! Are you guys diagnosing weakness passively from what I’m working on or users basically sit an assessment first?<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> yes, we’ll track your learning journey and diagnose your weakness<\/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>most learning tools are just a fixed playlist with a progress bar. building the path around your actual goal is the part that makes this worth trying<\/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\/@alex_watson2110\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_watson2110<\/a> That’s right! Starting from <em>your<\/em> goal and shaping the path around it (instead of you bending to fit the playlist) is the whole difference. Thanks \u2014 hope you give it a try! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 import my own study materials or textbooks into a learning path?<\/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\/@kbra84zm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kbra84zm<\/a> Yes! You can upload both documents and links, or you can just trust the agent with its own decision \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Would this work for brushing up on math before starting a data science course?<\/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\/@kymetigeg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kymetigeg<\/a> Yes! Whatever you want, just prompt it to the agent, and it’ll create a course that adapts to your need. You may also tell it to adjust the course if you want to make changes halfway.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Does the coding sandbox support multiple languages like Python and JavaScript?<\/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\">@grkemellek1eu3 it supports any coding language that you may need and even coding agents like Claude code and codex<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 idea of going from curiosity to mastery without dead ends really resonates. Most courses lose you halfway.<\/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\/@sevcandokurel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sevcandokurel<\/a> That halfway drop-off is where almost everything loses people \u2014 the moment it stops matching where you actually are. Closing those dead ends, so curiosity has a clear road all the way to mastery, is exactly what we’re chasing. Really glad it resonated! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 great for lifelong learners who just want to explore a new subject.<\/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\/@umutpozg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umutpozg<\/a> Absolutely \u2014 that’s a perfect use case. Go give it a spin and type in your first prompt \u2014 see where it takes 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<\/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\/VLHFXUWJ6KN7JY\" class=\"app-title\">Zro<\/a><\/p>\n<div class=\"one-liner\">Private inference for coding agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">425<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Zro \u4e3a\u7f16\u7801\u667a\u80fd\u4f53\u63d0\u4f9b\u57fa\u4e8e\u5f00\u6e90\u6a21\u578b\u7684\u79c1\u6709\u63a8\u7406API\uff0c\u5728\u96f6\u6570\u636e\u7559\u5b58\u7684\u591a\u533a\u57df\u57fa\u7840\u8bbe\u65bd\u4e0a\u5b9e\u73b0\u9ad8\u901f\u8c03\u7528\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u4f7f\u7528\u95ed\u6e90API\u65f6\u9690\u79c1\u6cc4\u9732\u4e0e\u81ea\u6258\u7ba1\u6a21\u578b\u65f6\u8fd0\u7ef4\u7e41\u7410\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec47e843-0c1a-40e8-9783-43131055872b.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\/74bf3db9-515e-4151-b2b6-67cb7e7af505.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\/043056dc-c134-490f-91a0-29db39f0c5e6.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\/47db3777-12e3-4032-a71a-248cefe8c6fb.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\/eb8f8011-a563-4cb7-9b7c-198df28b9094.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\/058fb449-92d3-4151-8aec-4d9aa8885c21.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\/4474a0b0-cf0d-48b2-9bc6-914bbce0536d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Ob1EGEYts5A\"><source src=\"https:\/\/youtu.be\/Ob1EGEYts5A\" 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\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709API<\/span><br \/>\n <span class=\"tag\">\u7f16\u7801\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u96f6\u6570\u636e\u7559\u5b58<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u591a\u533a\u57df\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u5373\u670d\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\u8ba4\u53ef\u5176\u901f\u5ea6\u548c\u9690\u79c1\u627f\u8bfa\uff0c\u4f46\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u771f\u5b9eAgent\u5faa\u73af\u4e2d\u591a\u6b65\u8c03\u7528\u4e0b\u7684\u5ef6\u8fdf\u8868\u73b0\u3001\u5982\u4f55\u8bc1\u660e\u96f6\u6570\u636e\u7559\u5b58\u3001\u5f53\u524d\u4ec5\u652f\u6301EU\u533a\u57df\uff08\u6025\u9700US\u533a\u57df\uff09\u3001\u4ee5\u53ca\u5e0c\u671b\u589e\u52a0\u66f4\u591a\u7f16\u7801\u6a21\u578b\uff08\u5982Qwen\u7cfb\u5217\uff09\u3002\u56e2\u961f\u79ef\u6781\u56de\u5e94\uff0c\u627f\u8bfa\u4f18\u5316\u957f\u4e0a\u4e0b\u6587\u5de5\u4f5c\u8d1f\u8f7d\u5e76\u62d3\u5c55\u533a\u57df\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 Zro\u5207\u4e2d\u7684\u662fAI\u5f00\u53d1\u8005\u793e\u533a\u4e00\u4e2a\u65e5\u76ca\u5c16\u9510\u7684\u201c\u4e0d\u53ef\u80fd\u4e09\u89d2\u201d\uff1a\u6027\u80fd\u3001\u9690\u79c1\u4e0e\u8fd0\u7ef4\u6210\u672c\u3002\u5176\u6838\u5fc3\u5356\u70b9\u201c\u96f6\u6570\u636e\u7559\u5b58\u201d\u548c\u201c\u591a\u533a\u57df\u4f18\u5316\u63a8\u7406\u201d\u5e76\u975e\u6280\u672f\u9996\u521b\uff0c\u4f46\u7cbe\u51c6\u5b9a\u4f4d\u4e8e\u7f16\u7801\u667a\u80fd\u4f53\u8fd9\u4e00\u9ad8\u4ef7\u503c\u3001\u9ad8\u9690\u79c1\u654f\u611f\u573a\u666f\uff0c\u5c06\u5546\u4e1a\u53d9\u4e8b\u4ece\u7a7a\u6d1e\u7684\u201c\u9690\u79c1\u4fdd\u62a4\u201d\u843d\u5730\u4e3a\u201c\u4f60\u7684\u4ee3\u7801\u4e0d\u8be5\u6210\u4e3a\u4ed6\u4eba\u7684\u8bad\u7ec3\u6570\u636e\u201d\uff0c\u76f4\u51fb\u4f01\u4e1a\u6cd5\u52a1\u548cCTO\u7684\u5669\u68a6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u7528\u6237\u53cd\u9988\u770b\uff0c\u56e2\u961f\u7684\u6280\u672f\u5e95\u5b50\u4e0d\u5dee\uff08MoonMath\/Ingonyoma\u80cc\u666f\uff09\uff0c\u5ef6\u8fdf\u548c\u7a33\u5b9a\u6027\u83b7\u5f97\u4e86\u65e9\u671f\u91c7\u7528\u8005\u7684\u8ba4\u53ef\u3002\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a1. **\u8bc1\u660e\u201c\u96f6\u7559\u5b58\u201d\u4e0d\u662f\u5671\u5934**\uff1a\u8fd9\u9700\u8981\u516c\u5f00\u7684\u5ba1\u8ba1\u62a5\u544a\u6216\u53ef\u9a8c\u8bc1\u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u4ec5\u51ed\u53e3\u53f7\u65e0\u6cd5\u8d62\u5f97\u4e25\u8083\u7684\u4f01\u4e1a\u5ba2\u6237\u30022. **\u957f\u4e0a\u4e0b\u6587Agent\u63a8\u7406\u7684\u771f\u5b9e\u6027\u80fd**\uff1a\u7528\u6237\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u201c10\u6b21\u5de5\u5177\u8c03\u7528\u540e\u7684\u5ef6\u8fdf\u201d\u662f\u8bd5\u91d1\u77f3\uff0c\u8fd9\u4e0e\u5355\u6b21API\u8c03\u7528\u7684\u901f\u5ea6\u5929\u5dee\u5730\u522b\uff0c\u76ee\u524d\u56e2\u961f\u5c1a\u672a\u7ed9\u51fa\u4ee4\u4eba\u4fe1\u670d\u7684\u57fa\u51c6\u6d4b\u8bd5\u6570\u636e\u30023. **\u6a21\u578b\u751f\u6001\u7684\u5e7f\u5ea6**\uff1a\u4ec5\u652f\u6301GLM 5.2\u548cMinimax M3\uff0c\u9762\u5bf9Code Llama\u3001DeepSeek Coder\u7b49\u5f3a\u624b\uff0c\u6a21\u578b\u5e93\u663e\u5f97\u5355\u8584\u3002\u5f00\u53d1\u8005\u5207\u6362ISP\u7684\u610f\u613f\u6781\u4f4e\uff0c\u9664\u975eZro\u5728\u7279\u5b9a\u6a21\u578b\u4e0a\u5c55\u73b0\u51fa\u78be\u538b\u6027\u7684\u5ef6\u8fdf\u4f18\u52bf\u6216\u4ef7\u683c\u4f18\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b56\u7565\u4e0a\uff0cZro\u9700\u907f\u514d\u843d\u5165\u201c\u53c8\u4e00\u4e2aAPI\u58f3\u516c\u53f8\u201d\u7684\u5c34\u5c2c\u3002\u5176\u62a4\u57ce\u6cb3\u5e94\u8be5\u662f\uff1a\u901a\u8fc7\u81ea\u7814\u63a8\u7406\u5f15\u64ce\u5728\u957f\u5e8f\u5217\u3001Agent\u5faa\u73af\u573a\u666f\u4e2d\u5efa\u7acb\u53ef\u91cf\u5316\u7684\u6027\u80fd\u58c1\u5792\uff08\u4f8b\u5982\u516c\u5e03\u4e0evLLM\/TGI\u7684\u5bf9\u6bd4\u57fa\u51c6\uff09\uff0c\u800c\u975e\u5355\u7eaf\u4f9d\u8d56\u9690\u79c1\u53d9\u4e8b\u3002\u5426\u5219\uff0c\u5f53\u4e3b\u8981\u95ed\u6e90\u63d0\u4f9b\u5546\uff08OpenAI\u3001Anthropic\uff09\u4e5f\u63a8\u51fa\u201c\u4e0d\u8bad\u7ec3\u201d\u6761\u6b3e\u6216\u5f00\u6e90\u6a21\u578b\u81ea\u6258\u7ba1\u5de5\u5177\u94fe\u6210\u719f\u65f6\uff0cZro\u7684\u5dee\u5f02\u5316\u5c06\u8fc5\u901f\u74e6\u89e3\u3002\u6545\u6b65\u81ea\u5c01\u4e8e\u201c\u9690\u79c1\u4f18\u5148\u201d\u662f\u77ed\u89c6\u7684\uff0c\u5c3d\u5feb\u62e5\u62b1\u66f4\u591a\u6a21\u578b\u5e76\u6253\u78e8\u201c\u7f16\u7801Agent\u4e13\u7528\u4f18\u5316\u201d\u624d\u662f\u751f\u5b58\u4e4b\u9053\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\">Zro<\/span>\n <\/div>\n<div class=\"comment-content\">Fast and optimized open-model inference on multi-region infrastructure with zero request retention.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hi Product Hunt!<\/p>\n<p>We’re MoonMath, the team behind Zro.<\/p>\n<p>Over the last year, we’ve been obsessed with one problem: making AI inference faster and more efficient. As we worked with developers building AI products, we kept seeing the same tradeoff:<\/p>\n<p>Use closed-source AI APIs and give up privacy and control.<br \/>or <br \/>Run open-weight models yourself and spend time managing infrastructure.<\/p>\n<p>We built Zro so developers don’t have to choose.<\/p>\n<p>With Zro, you get a fast, OpenAI-compatible API for open-weight models with:<\/p>\n<p>\ud83c\udf0f Multi-region hosted inference<br \/>\ud83d\udd12 Zero data retention & zero training on your prompts<br \/>\ud83c\udfe2 Optional on-prem deployments<br \/>\u26a1 A serving stack optimized for coding agents and long-context workloads using MoonMath’s in-house inference technology.<br \/>\ud83d\udee0\ufe0f Built for <a href=\"https:\/\/zro.moonmath.ai\/integrations\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">easy setup<\/a> with the most popular AI coding agents<\/p>\n<p>We’re launching early because we want feedback from developers building real AI products. We’d love to know:<\/p>\n<p>Which models should we add next?<br \/>What features are missing from your current inference provider?<br \/>What would make you switch?<\/p>\n<p>\ud83c\udf81 Product Hunt launch offer<\/p>\n<p>Use code <strong>PRODUCTHUNT<\/strong> to get 1 month of Zro Pro free.<br \/><strong><br \/><\/strong>Limited to the first 100 users.<\/p>\n<p>We’ll be here throughout the day to answer every question. Thanks for checking out Zro, we’re excited to hear what you think! \ud83d\ude80<\/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><a href=\"https:\/\/www.producthunt.com\/@otsar_shalmoni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@otsar_shalmoni<\/a> Congrats on the launch \u2014 private inference for coding agents is timely; teams are getting nervous about their code leaving their own infrastructure, and you’re selling exactly that peace of mind. You’ve already got a video, so here’s a complement: a free looping GIF of Zro from your own screenshots, a moving shot for your gallery that plays without a click, Giphy-tagged to keep surfacing. White-label, no strings: <a href=\"https:\/\/foxplug.com\/g\/be1c208afc1f4c398605\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com\/g\/be1c208afc1f4c398605<\/a><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=NY6uIkBXExc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=NY6uIkBXExc<\/a><\/p>\n<p>It’s a 30-second taste of FoxPlug \u2014 you stay building, and it turns your releases and milestones into GIFs, videos, posts and a changelog on its own. Roll your own free at <a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/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\/@otsar_shalmoni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@otsar_shalmoni<\/a> This is a boxing most founders and teams have been waiting for, no need to change your whole agent orchestration at all this is amazing. Launching is just the start hope Zro develops even further.<\/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\/@otsar_shalmoni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@otsar_shalmoni<\/a> Congrats on the launch \ud83d\ude80<\/p>\n<\/p>\n<p>I like that you’re focusing on a problem many AI teams eventually run into: balancing performance, privacy, and operational simplicity. An OpenAI compatible API for open weight models with zero data retention and on prem deployment makes for a compelling combination.<\/p>\n<\/p>\n<p>I’m curious, after working with early users, what’s been the biggest reason they’ve switched from their previous inference provider? Was it latency, cost, privacy, or something you didn’t expect?<\/p>\n<\/p>\n<p>Wishing you and the team an amazing launch! \ud83c\udf89\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Congrats on launch @emirsoyturk I\u2019ve been using it for the past week, and I\u2019ve genuinely been impressed with the results. The speed improvements on GLM 5.2 are noticeable right away, and it\u2019s already become part of my workflow. Great product.<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Zro for about a month, it’s great! <br \/>Very fast and reliable<\/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\/@adi_milstein\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adi_milstein<\/a> Thank you! Is there anything we can do to make your experience even better?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Private inference is the box teams check last, usually right after their proprietary code turns up somewhere it should not. The part I would pressure-test is latency ten tool calls deep in a real agent loop, not on a single prompt. That is where most self-hosted setups fall over.<\/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\/@shivangit26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivangit26<\/a> Exactly, that is the reason we are optimizing our inference for long-context agentic workflows! <\/p>\n<p>Let us know if there is any model you would like to see.<\/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 am using GLM 5.2 through ZRO in my daily workflow for a while now. The speed and quality have been impressive so far. <\/p>\n<p>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>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\/@karasakalmt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karasakalmt<\/a> Amazing! Do you have any coding models that you would like to see on ZRO?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>honestly the no-retention thing is a really thoughtful call, most teams talk about speed but skip the privacy piece entirely. nice to see it baked in from day one<\/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\/@yiitellezf6fz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yiitellezf6fz<\/a> Thanks! Privacy has always been core to our ethos as a company<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>“Your code shouldn’t be someone else’s training data” is a strong line. Which open models are you running under the hood, and is EU hosting the default or a paid tier? 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><a href=\"https:\/\/www.producthunt.com\/@alex_tomilin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_tomilin<\/a> EU hosting is the default and we are working on adding new regions (e.g US). Right now GLM 5.2 and Minimax M3 are accesible via ZRO and we are testing\/optimizing new models. <\/p>\n<p>Do you have any models that you would like to see added?<\/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 API speed of response is really fast. Been used for a while and very satisfied by the quality of the API.<\/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\/@peter_chen21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peter_chen21<\/a> Thanks! We’re actively working on adding more models and faster responses. Do you have any features\/models that you’d like to see added?<\/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>Fastest API I have ever used so far.<\/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\/@yamancan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yamancan<\/a> Happy to hear that! More improvements are on the way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Additionaly, you can try <strong>PRODUCTHUNTMAX<\/strong> for 50% off the <strong>Max<\/strong> Plan<\/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>private + coding agents, finally. how much latency do you give up to keep it private?<\/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\/@doganakbulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@doganakbulut<\/a> You don\u2019t have to trade one for the other! ZRO is optimized for fast, long-context coding-agent workloads while keeping zero data retention. Which model would you like to see on ZRO next?<\/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 zero-retention, no-training-on-your-code angle is the whole pitch for me. most devs just assume their prompts end up as training data somewhere and live with it. if you can actually prove retention is zero, that’s a real reason to switch, not just a nice-to-have<\/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\/@alex_watson2110\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_watson2110<\/a> Thanks for the comment! Privacy is part of our core beliefs and has been at the heart of what we have built over the past years at MoonMath and Ingonyama. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 like the commitment to zero request retention, that’s a rare stance these days and shows the team actually thought through the privacy side instead of just slapping it on a landing page.<\/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\/@pnar1063684\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pnar1063684<\/a> Absolutely. Privacy has always been a core principle behind what we build at MoonMath and Ingonyama.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 tradeoff between closed APIs and self-hosting open models is very real. most small teams want more privacy and control, but not the operational burden of running inference infrastructure themselves.<\/p>\n<\/p>\n<p>The OpenAI-compatible API, zero retention, and optional on-prem path make Zro feel practical for teams that want to start simple and keep more control as they grow. Curious how you handle routing across regions for long-context coding workloads without hurting cache efficiency or latency consistency?<\/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\/@andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a> We are not routing your request across region and that’s how it wouldn’t hurt the cache at all. Before setting up your session with API key you will be able to select which region you want to use. <\/p>\n<p>Right now, all live machines are located in the EU, but US options will be available soon!<\/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>Latency felt noticeably snappier than what I usually get from other inference providers, and I love that nothing gets stored. Refreshing to see a team actually prioritize both speed and privacy at the same 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\/@selim321016\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@selim321016<\/a> Amazing! We are working hard to optimize models specifically for long-context agentic 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>“zero retention claims are cheap, anyone can audit 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\/@paige_lauren1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paige_lauren1<\/a> Fair point. Privacy has always been core to what we build at MoonMath and Ingonyama. We’re actively working toward stronger transparency around these guarantees.<\/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>which agents work 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@oliver_nathan2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oliver_nathan2<\/a> , I’m Jeremy one of the builders of Zro. Thanks for asking!<br \/>We have built in support for many popular harnesses like Claude Code, Codex, Pi, OpenCode, and are adding more. You can see all of the ones we officially support here <a href=\"https:\/\/zro.moonmath.ai\/integrations\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/zro.moonmath.ai\/integrations<\/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>Private inference is one of the most underrated problems in the agent space right now. I build in a compliance-heavy vertical, so “your code never leaves your control” is a real buying trigger, not a nice-to-have. <\/p>\n<p>How are you handling the latency tradeoff vs. hosted frontier models?<\/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\/@clemente_lopez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clemente_lopez1<\/a> 100% private inference is a need. In terms of latency, there is no need to trade it for privacy! We don’t trade any privacy for latency and our latency is top tier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>“on prem this early feels like a lot for a small team to support properly, are yall going setup manually right now or is there tooling for 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\/@aria_turner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aria_turner<\/a> Right now we work together with the team to customize their on prem deployment to their needs. We have been running Zro internally on prem for a while and have experience in deploying on prem, hybrid, and cloud based solutions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>“multi region’s great for latency but some of us need single region only for compliance stuff, is that even an option 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zoe_sullivan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zoe_sullivan<\/a> you will be able to select the region or regions you\u2019re comfortable using, and your API key will be restricted to those regions. <\/p>\n<p>Right now, all live machines are located in the EU, but US options will be available 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>“openai keeps cutting prices every few months, not sure privacy alone convinces people to switch providers”.<\/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\/@hannah_parker5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hannah_parker5<\/a> That\u2019s true. Privacy alone may not be enough for some users. The most important real-world metric is cost per completed task. Models are getting smarter, and using them is becoming easier and cheaper every day.<\/p>\n<p>Open-weight models are already competitive in both intelligence and cost, and they\u2019re improving quickly on both fronts.<\/p>\n<p>Speed is another important factor. The SGLang team and we at MoonMath are working hard to improve these models, especially for long-context agentic 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>@Emir Soyt\u00fcrk makes sense, TTFT and TPS are the two numbers that actually matter for an agent loop, not just raw throughput. curious if you’ve published any benchmarks against the big hosted providers or if that’s still coming<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Zero retention really matters once you’re touching more than one company’s data, I run a few different businesses through my own tool and the idea of any of that context leaking across clients or getting used for training is a non-starter for me. Curious how you think about audit logs on your end, if a customer asks “prove nothing was retained,” what do you actually show them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@stacywycof83995\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stacywycof83995<\/a> Exactly the right question. Privacy and verifiability have been part of our ethos since our Ingonyama days.<\/p>\n<p>ZRO doesn\u2019t retain prompt or completion content. We only keep limited operational metadata such as token counts, latency, model.<\/p>\n<p>We\u2019re currently looking into ways such as independent audits and TEE-based verification to better understand how we can make these guarantees more transparent and verifiable over time<\/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>\ud83d\udc4b Hey Product Hunt!<\/p>\n<p>Quick correction: our Product Hunt launch offer is no longer 100% off.<\/p>\n<p>We saw abuse from zero-dollar checkout flows, so we changed the Pro launch offer to first month for $1. It is still a major launch discount, but it requires a real payment and helps us keep the service healthy for legitimate users.<\/p>\n<p>The Max Plan promo code is unchanged: 50% off the first month.<\/p>\n<p>Thanks for understanding. We\u2019d rather be transparent and keep things stable for everyone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>zero retention is the right pitch for coding agents specifically, a lot of codebases can’t go through a provider that might log or train on the prompts. is the latency comparable to the big hosted providers, or is there a tradeoff for the privacy guarantee<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> There is no need to trade it for privacy! In coding agent latency is determined by two numbers. TTFT (Time To First Token) and TPS (Token per Second). We are optimizing them especially for long-context agentic workflow so you have the smallest latency. Let us know what you think about our inference speed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Do you also support Claude? Would be interested if you supported their models.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sai_xiong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_xiong<\/a> We are only serving open-weight models like GLM 5.2 and Minimax M3. Addition to that we have built-in support for Claude Code. <\/p>\n<p>check integration page out for more information: <a href=\"https:\/\/zro.moonmath.ai\/integrations\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/zro.moonmath.ai\/integrations<\/a><\/p>\n<p>you can also add ZRO as custom provider next to your existing claude models so you can easily switch between them<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Streaming support for token-by-token responses would be huge for chat use cases, even if it means slightly more work on the caching layer. Right now waiting for full completions before anything renders feels dated for an inference API in 2026.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@frat8d8j\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frat8d8j<\/a> Totally agree. ZRO already supports streaming through the OpenAI-compatible API.<\/p>\n<p>If you saw a buffered response, let us know which client or integration you used!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Keeping it OpenAI-compatible is a massive smart move. A lot of teams want to switch to open-weight models for privacy but dread rewriting their entire agent orchestration layer or dealing with completely different API schemas. How has the drop-in replacement experience been for early testers? Are there any specific edge cases with function calling or streaming where the compatibility layer behaves differently than native OpenAI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@franz_briones\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franz_briones<\/a> Thanks for your comment Franz. It’s really difficult problem and ZRO has built-in support for many popular harnesses like Claude Code, Codex, Pi, OpenCode. You can see all of the ones we officially support here: <a href=\"https:\/\/zro.moonmath.ai\/integrations\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/zro.moonmath.ai\/integrations<\/a>. We are also adding new harnesses like Kilo Code, Grok Build, Command Code. <\/p>\n<p>Which open-weight models would you like to see?<br \/>Is there any tool that you’re using and ZRO doesn’t list it as supported?<\/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 that there’s no request retention here, that’s a real differentiator for anyone dealing with sensitive data. One thing that would help me evaluate it faster though: a small public latency dashboard comparing Zro to other inference providers on common open models. Even just a simple weekly update with p50 and p95 numbers across regions would make it way easier to decide if it’s worth migrating workloads over.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@selinkutbag9gj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@selinkutbag9gj<\/a> Good idea, thanks for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>One of the builders here \ud83d\udc4b<\/p>\n<p>GLM 5.2 is honestly a beast. I have been using it daily since we first launched ZRO internally, including to improve ZRO itself.<\/p>\n<p>The speed and quality are really impressive. Give it a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/POR77IN2OM6IQT\" class=\"app-title\">Albato AI<\/a><\/p>\n<div class=\"one-liner\">Build AI-driven workflows across 1,000+ apps<\/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>Albato AI \u662f\u4e00\u4e2a\u65e0\u4ee3\u7801\u81ea\u52a8\u5316\u5e73\u53f0\uff0c\u901a\u8fc7AI\u5bf9\u8bdd\u52a9\u624b\u548c\u667a\u80fd\u4ee3\u7406\uff0c\u8ba9\u7528\u6237\u7528\u81ea\u7136\u8bed\u8a00\u5feb\u901f\u6784\u5efa\u8de81000+\u5e94\u7528\u7684\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4f20\u7edf\u81ea\u52a8\u5316\u8bbe\u7f6e\u590d\u6742\u3001\u8c03\u8bd5\u56f0\u96be\u3001\u534f\u4f5c\u6548\u7387\u4f4e\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7bbd363d-267f-47f5-9faf-67bbe2cec8a1.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\/244c7d1d-5b7b-46c6-9e43-85bd59fc2783.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\/64f24875-0ef9-4a6f-bdf6-c0673da952c5.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\/a6a67d94-77de-4749-8e06-35a11239cc2f.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\/bd8209ab-f9e8-4447-818e-21e2a87d0761.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\/67a8bcca-f974-4d2f-9d22-6ce66f4f1dc8.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\/289a4331-2cfd-4476-a52b-a4624c0d313a.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\/ba64ff04-0f6c-41bb-9804-47d0d31182fc.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\/36300d43-ca9f-4bda-9fe0-042b46b8c2ab.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/XTPymt1eFac\"><source src=\"https:\/\/youtu.be\/XTPymt1eFac\" 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\">Tech news<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u753b\u5e03\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u9519\u8bef\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5171\u4eab<\/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\u79f0\u8d5eAI\u5bf9\u8bdd\u6784\u5efa\u6d41\u7a0b\u7684\u4fbf\u6377\u6027\uff0c\u4f46\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728**AI\u51b3\u7b56\u7684\u53ef\u63a7\u6027**\uff1a\u6709\u7528\u6237\u8d28\u7591\u81ea\u7136\u8bed\u8a00\u5206\u652f\u903b\u8f91\u5728\u8fb9\u7f18\u60c5\u51b5\u4e0b\u7684\u8bef\u5224\u98ce\u9669\uff0c\u8981\u6c42\u9884\u89c8\u6216\u8bd5\u8fd0\u884c\u529f\u80fd\u3002\u540c\u65f6\uff0c\u7528\u6237\u5efa\u8bae\u589e\u52a0**\u7248\u672c\u5386\u53f2\u4e0e\u53ef\u89c6\u5316\u5dee\u5f02\u5bf9\u6bd4**\uff0c\u4ee5\u89e3\u51b3AI\u81ea\u52a8\u4fee\u6539\u540e\u96be\u4ee5\u56de\u6eda\u7684\u95ee\u9898\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 Albato AI \u7cbe\u51c6\u51fb\u4e2d\u4e86\u4f20\u7edf\u65e0\u4ee3\u7801\u81ea\u52a8\u5316\u5e73\u53f0\uff08\u5982Zapier\u3001Make\uff09\u7684\u201c\u4f2a\u6613\u7528\u6027\u201d\u8f6f\u808b\u2014\u2014\u90a3\u4e9b\u5c42\u5c42\u5d4c\u5957\u7684\u83dc\u5355\u548c\u6761\u4ef6\u903b\u8f91\uff0c\u672c\u8d28\u4e0a\u4ecd\u662f\u6280\u672f\u4eba\u5458\u7684\u73a9\u5177\uff0c\u800c\u975e\u771f\u6b63\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002\u901a\u8fc7\u201c\u804a\u5929\u5373\u6784\u5efa\u201d\u548c\u201cAI\u4ee3\u7406\u81ea\u4e3b\u6267\u884c\u201d\uff0cAlbato\u5c06\u4eba\u7c7b\u4ece\u7e41\u7410\u7684\u754c\u9762\u64cd\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8ba9\u81ea\u52a8\u5316\u56de\u5f52\u201c\u63cf\u8ff0\u9700\u6c42\u201d\u7684\u672c\u8d28\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u98ce\u9669\u4e5f\u6070\u6070\u5728\u4e8e\u6b64\uff1a**AI\u7684\u201c\u4e0d\u786e\u5b9a\u6027\u201d\u4e0e\u81ea\u52a8\u5316\u7684\u201c\u786e\u5b9a\u6027\u201d\u8981\u6c42\u4e4b\u95f4\u5b58\u5728\u6839\u672c\u77db\u76fe**\u3002\u591a\u6570\u7528\u6237\u7528\u4f8b\uff08\u5982CRM\u5230\u7535\u5b50\u8868\u683c\u540c\u6b65\uff09\u786e\u5b9e\u80fd\u901a\u8fc7\u8bad\u7ec3\u8fc7\u7684Coilot\u8f7b\u677e\u89e3\u51b3\uff0c\u4f46\u4e00\u65e6\u6d89\u53ca\u590d\u6742\u4e1a\u52a1\u903b\u8f91\uff08\u5982\u5ba1\u6279\u5206\u652f\u3001\u6570\u636e\u6821\u9a8c\uff09\uff0cAI\u5bf9\u610f\u56fe\u7684\u201c\u6a21\u7cca\u7406\u89e3\u201d\u53ef\u80fd\u917f\u6210\u707e\u96be\u3002\u5c3d\u7ba1\u5e73\u53f0\u63d0\u4f9b\u4e86\u5355\u6b65\u6d4b\u8bd5\u548c\u9519\u8bef\u5904\u7406\u914d\u7f6e\uff0c\u4f46\u7f3a\u4e4f\u7528\u6237\u5f3a\u70c8\u8981\u6c42\u7684**\u5168\u6d41\u7a0b\u53ef\u89c6\u5316\u9884\u89c8**\u548c**\u7248\u672c\u56de\u6eda**\uff0c\u8fd9\u610f\u5473\u7740\u5728\u5173\u952e\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u7528\u6237\u4ecd\u9700\u4e3aAI\u7684\u201c\u9ed1\u7bb1\u51b3\u7b56\u201d\u4e70\u5355\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u7b56\u7565\u770b\uff0cAlbato\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e**\u7528AI\u964d\u4f4e\u4f4e\u9891\u65b0\u624b\u7528\u6237\u7684\u4e0a\u624b\u95e8\u69db**\uff0c\u540c\u65f6\u901a\u8fc7\u753b\u5e03\u6a21\u5f0f\u3001\u9519\u8bef\u8def\u7531\u7b49\u5de5\u5177\u4fdd\u7559**\u4e13\u4e1a\u7528\u6237\u7684\u5b89\u5168\u7f51**\u3002\u4f46\u771f\u6b63\u7ade\u54c1\u58c1\u5792\u5e76\u975eAI\u672c\u8eab\uff08\u901a\u7528\u5927\u6a21\u578b\u6781\u6613\u590d\u5236\uff09\uff0c\u800c\u662f\u5176\u6784\u5efa\u7684**1000+\u5e94\u7528\u6df1\u5ea6\u5bf9\u63a5\u7684\u751f\u6001**\u4ee5\u53ca**\u5bf9\u4e1a\u52a1\u573a\u666f\u7684\u6307\u4ee4\u5fae\u8c03**\u3002\u5982\u679c\u540e\u7eed\u56e2\u961f\u80fd\u5feb\u901f\u8865\u4e0a\u7248\u672c\u63a7\u5236\u3001AI\u884c\u4e3a\u5ba1\u8ba1\u65e5\u5fd7\u7b49\u201c\u9632\u5446\u201d\u673a\u5236\uff0cAlbato\u6709\u671b\u6210\u4e3a\u4e0b\u4e00\u4e2a\u4f01\u4e1a\u7ea7\u81ea\u52a8\u5316\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5426\u5219\u5c06\u56f0\u5728\u201c\u6f14\u793a\u60ca\u8273\uff0c\u843d\u5730\u60ca\u5fc3\u201d\u7684\u5c34\u5c2c\u5883\u5730\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\">Albato AI<\/span>\n <\/div>\n<div class=\"comment-content\">Automate smarter with Albato: chat with Albato Copilot to build automations and let AI Agents execute tasks from natural language requests. Plus, visualize workflows with Canvas mode, test individual steps with real data, and share automations easily.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\ude80 Albato just got a major upgrade!<\/p>\n<\/p>\n<p>Hey everyone \ud83d\udc4b Wenddy here from the Albato team \u2014 and we\u2019re beyond excited to introduce a new chapter in no-code automation.<\/p>\n<p>We\u2019ve rebuilt the Albato experience to make automation smarter, faster, and more intuitive than ever.<\/p>\n<p>Here\u2019s what\u2019s new \ud83d\udc47<\/p>\n<\/p>\n<p>\ud83e\udd16 Albato Copilot \u2014 Describe what you want to automate in your own words (in any language!), and Copilot instantly builds your workflows for you. It\u2019s like having a personal automation expert at your side, available 24\/7.<\/p>\n<\/p>\n<p>\ud83e\udde0 AI Agents \u2014 Go beyond workflow creation. Simply describe a task, and AI Agents can understand your intent, choose the right actions, and execute multi-step automations across your connected apps with built-in guardrails.<\/p>\n<\/p>\n<p>\ud83e\udde9 Canvas Mode \u2014 See your workflows come to life in a flowchart-style editor that gives you complete clarity and control. Explore complex automations with ease in one clean visual space. (And yes, drag-and-drop functionality is coming soon \ud83d\udc40)<\/p>\n<p>\u2699\ufe0f Test Step \u2014 You can now test each step individually and instantly view real data samples in mapped fields. Validate and debug step by step, configure using real data, and save time while fine-tuning your workflows with precision.<\/p>\n<\/p>\n<p>\ud83d\udd17 Connection by Link \u2014 Connect client apps securely without sharing credentials. Generate a link, send it to your client, and the connection appears instantly in your account \u2014 perfect for freelancers and agencies managing automations safely and efficiently.<\/p>\n<p>\ud83d\udce4 Automation Sharing by Link \u2014 Share complete automations with a simple link. Collaborate faster, distribute proven workflows, and help others get started in seconds without rebuilding automations from scratch.<\/p>\n<\/p>\n<p>\ud83c\udf0d 1K+ Apps Integrated \u2014 We\u2019ve reached a major milestone with over a thousand connected apps and refreshed triggers and actions across our library.<\/p>\n<p>And we\u2019re not stopping here…<\/p>\n<\/p>\n<p>\ud83d\udd1c Coming soon:<\/p>\n<p>Teams functionality \u2014 create multiple workspaces, manage subaccounts, and assign roles effortlessly.<\/p>\n<p>This release is all about giving you more control, flexibility, and power to build automations that work exactly how you need them to.<\/p>\n<p>We\u2019d appreciate your support and are here to answer any questions!<\/p>\n<\/p>\n<p>Let\u2019s redefine no-code automation \u2014 together \u26a1<\/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\/@wenddy_dias1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wenddy_dias1<\/a> what’s the task on your plate right now that you keep putting off the longest?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@wenddy_dias1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wenddy_dias1<\/a> Congrats on the launch! From a product perspective, which capability has created the biggest “aha!” moment for users so far? Is it AI-generated workflows, the growing integration library, or embedded automation for SaaS products? Those adoption patterns often reveal where the strongest product-market fit is emerging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@wenddy_dias1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wenddy_dias1<\/a>,<\/p>\n<p>Congrats on building Albato! I really like how you’re combining AI with no-code automation to make workflow creation much simpler.<\/p>\n<p>As the platform continues to grow, if you ever need additional engineering support, my team specializes in React, Next.js, Node.js, AI integrations, API development, and scalable SaaS products. We’d be happy to help accelerate feature delivery.<\/p>\n<p>Happy to connect and explore if we can support your roadmap. Best of luck with Albato’s growth! \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>the natural-language branching logic part is the piece I’d want to stress test before trusting it on anything important. with a normal if\/then builder you can see exactly what will happen, with an AI agent interpreting the branch conditions there’s more room for it to misread intent on an edge case. is there a way to preview or dry-run a workflow before it goes live on real data<\/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\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> 1 We hope you’ll enjoy the feature. \ud83d\ude0a<\/p>\n<p>To help prevent unexpected behavior, you can configure guardrails for your AI Agents to clearly define how they should behave. You can also test the automation before putting it into production, allowing you to verify that the workflow before it runs on real data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>1000+ apps is a lot. curious what happens when one step in the chain breaks \u2014 does it retry or just die?<\/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>Thank you,<a href=\"https:\/\/www.producthunt.com\/@doganakbulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@doganakbulut<\/a> ! We’re constantly expanding our app library \ud83d\ude80<\/p>\n<\/p>\n<p>As for errors, we have built-in Error Handling that can be configured for each step of an automation, allowing you to define exactly what should happen if an error occurs:<\/p>\n<ul>\n<li>\n<p>Stop the automation \u2013 The automation stops immediately, and no subsequent steps are executed.<\/p>\n<\/li>\n<li>\n<p>Continue the automation \u2013 The automation ignores the error and proceeds to the next step.<\/p>\n<\/li>\n<li>\n<p>Proceed to a selected step \u2013 You can use the Error Handler as a router, sending the automation to any subsequent step you choose if an error occurs.<\/p>\n<\/li>\n<\/ul>\n<p>Once an automation is running, any failed requests are clearly shown in the execution log. From there, you can either manually resend failed requests or enable automatic error resending.<\/p>\n<\/p>\n<p>If an automation ends up containing only failed requests (with no successful executions), it will eventually be stopped automatically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 team, thats huge.!I have been trying to build such an automation system (text to automation) and failed utterly \ud83d\ude00 Great technical work. What percent is deterministic and what percent of workflows is still random? AI is flexible, but not really deterministic. How did you solve this problem?<\/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>Thank you so much,<a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> ! We really appreciate that \ud83d\ude0a <\/p>\n<p>Copilot is trained on Albato’s knowledge base and hundreds of real-world automation use cases, so in most cases it will correctly understand, suggest, and implement the workflow the user is trying to build. That gives us a much more predictable experience than relying on a general-purpose AI model alone, while still keeping the flexibility of natural language interactions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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!<\/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>Thank you very much,<a href=\"https:\/\/www.producthunt.com\/@alina_valyaeva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_valyaeva<\/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>This looks solid. Does the Copilot remember context across multiple automation requests in the same 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you, <a href=\"https:\/\/www.producthunt.com\/@dhiraj_patel5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhiraj_patel5<\/a> ! Yeah, Copilot does remember context within the same chat session. This allows users to build on previous requests, refine existing automations, and have more natural, multi-step conversations without having to repeat the context each 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>Really great and helpful 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_egorov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_egorov<\/a> Thanks 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\">\n<p>Love how chat-driven the automation builder feels now. One thing I’d love to see is a visual diff or version history for flows, so when Copilot regenerates a scenario I can quickly see what changed and roll back if needed. Would save a lot of trial and error.<\/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\/@mcahitdemi69gf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcahitdemi69gf<\/a> Really appreciate this! \ud83d\ude4c Glad the chat-driven builder feels good to you. And that’s a great suggestion, a visual diff and version history for flows would make Copilot changes much easier to review and roll back. I’ll pass it along to the team as feedback. Thanks for thinking it through with 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>Really like where you’re taking this. The AI side feels like a natural next step for Albato <\/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\/@alena_medvedevaa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alena_medvedevaa<\/a> Thank you! That’s exactly how we see it too, a natural next step. Glad it resonates. \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>Honestly surprised how fast I got a working flow going just by describing what I wanted to the Copilot. Made connecting my CRM to a spreadsheet way less painful than the usual zapier setup.<\/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\/@deryasarobkyp1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deryasarobkyp1<\/a> Love hearing that! \ud83d\ude4c Getting a working flow just by describing it is exactly what we were going for, and CRM to spreadsheet is such a common one to get stuck on. Really glad it felt smoother for you. Thanks for giving it a 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>Happy launch day! Wishing the whole team a strong run 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\/@annmast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@annmast<\/a> Thank you! The team really appreciates the kind words. \ud83d\udc99<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Been a fan for a while, great to see you all on PH today. Congrats! \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@refat_ametov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@refat_ametov<\/a> Thank you so much, really glad to have you here with us today! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 chat-to-automation approach just makes sense. Way less friction than clicking through menus. Nice work <\/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\/@artyom_zhuravlev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artyom_zhuravlev<\/a> Thanks so much! \ud83d\ude4c That was exactly the goal, way less friction. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Been following Albato for a while, always great to see the team shipping.<\/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\/@solodnev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solodnev<\/a> Thank you! \ud83d\ude4c Means a lot to have you following along. <\/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>The copilot chat for setting up workflows is actually pretty smooth, I described a Slack to Sheets thing and it built the steps for me without much fuss. Surprised how quickly it handled the branching logic 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\/@aylindurma83884\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aylindurma83884<\/a> Love hearing this! \ud83d\ude4c The Slack to Sheets flow is such a common one, glad the Copilot handled it smoothly, branching and all. That’s exactly the experience we were going for. Thanks for giving it a spin! \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>With Albato being described as an AI-powered no-code automation platform, I\u2019m curious how the AI part shows up in practice. Is it mostly helping users build workflows faster, suggesting automations, or handling steps like dictation\/agent-style actions? The categories mention AI Agents and AI Workflow Automation, so I\u2019d be interested in where you draw the line between classic no-code automation and more autonomous behavior.<\/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\/@crystalmei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@crystalmei<\/a> Great question! \ud83d\ude4c The AI shows up in two distinct ways.<\/p>\n<p>First, Albato Copilot is the build-faster side. It helps you create and configure automations through plain language, and can also update existing ones, so less time wiring up steps manually.<\/p>\n<p>Second, AI Agents are the more autonomous side. Instead of a fixed if-this-then-that path, an agent can interpret a request and decide which steps or actions to take to get it done.<\/p>\n<p>So the line is roughly: classic no-code automation runs the exact flow you define, while agents add reasoning and decision-making on top of it. Copilot helps you build, agents help execute. \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>The Test Step feature with real data feels like one of the most useful improvements here. building automations is usually easy until one mapped field is wrong and you have to debug the entire workflow, so being able to validate each step separately should save a lot of frustration \ud83d\ude42<\/p>\n<\/p>\n<p>The connection-by-link and automation sharing also make a lot of sense for freelancers and agencies. Curious how much Albato Copilot can modify an existing complex workflow. can I describe a change in plain language and have it safely update only the relevant steps without rebuilding everything?<\/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\/@andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a> <\/p>\n<p>Thank you, great points! \ud83d\ude4c The Test Step feature is exactly about that: catching one wrong mapped field before it breaks the whole flow, instead of debugging after.<\/p>\n<p>On Copilot:Yes! Albato Copilot can do both. It can create new automations and AI agents, but it can also update the settings and configs of existing ones you’ve already set up.<\/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\/@andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a> what’s the task on your plate right now that you keep putting off the longest?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! \ud83d\ude80 <\/p>\n<p>Canvas mode makes way more sense than staring at a list of steps. Nice work 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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konnov_den\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konnov_den<\/a> Thanks so much! \ud83d\ude4c Canvas mode was one of those things we wished we’d built sooner, so happy it clicks for you. Appreciate the support! \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>Been a Albato User for few years now and a proud multiple Albato ”LTD” holder \ud83d\ude0e, Great tool 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@istiakahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@istiakahmad<\/a> Thank you so much, that means a lot! \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@Wenddy Dias good to hear, the test-before-production step is really the part that matters most to me. guardrails are only as good as someone remembering to configure them, a dry run catches the stuff nobody thought to guard against<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 launch! Amazing 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a solid one. Excited to see how it evolves from here. Congrats 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team! What’s been the most popular use case for the AI agents so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vlad_lobchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlad_lobchenko<\/a> Thanks! \ud83d\ude4c So far the most popular one is handling incoming leads and messages: the agent reads the request, figures out what to do, and routes or logs it in the right place without a fixed rulebook. Data enrichment and summarizing updates into tools like Slack or Sheets are close behind. Curious to see what people build next! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! \ud83c\udf89 The Copilot is exactly the kind of thing that saves hours. Awesome work 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\/@alexx_lagutin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexx_lagutin<\/a> Thanks so much, really appreciate it! \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>Love to see it \ud83d\ude0d Huge respect to everyone at Albato, you keep raising the bar. Onwards \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@petr_antropov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petr_antropov1<\/a> Thank you so much! \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<\/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\/N2GRCRNINJWBZ7\" class=\"app-title\">Codex Micro<\/a><\/p>\n<div class=\"one-liner\">Tactile controls for your Codex agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">230<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Codex Micro\u662f\u4e00\u5957\u4e3aOpenAI Codex\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u7269\u7406\u63a7\u5236\u952e\u76d8\uff0c\u901a\u8fc7\u5b9e\u4f53\u6309\u952e\u3001\u65cb\u94ae\u548cRGB\u72b6\u6001\u706f\uff0c\u89e3\u51b3\u591a\u667a\u80fd\u4f53\u5e76\u884c\u8fd0\u884c\u65f6\u9700\u9891\u7e41\u5207\u6362\u7a97\u53e3\u67e5\u770b\u8fdb\u5ea6\u4e0e\u8c03\u6574\u53c2\u6570\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/48895bc6-f8dd-40ae-8176-e3314fa0fe0e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=m8uUUUsMD3Y\"><source src=\"https:\/\/www.youtube.com\/watch?v=m8uUUUsMD3Y\" 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 <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/5d47ba6d-4c50-4081-b79a-e40164b9b4c3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=3-2OH6ReiPM\"><source src=\"https:\/\/www.youtube.com\/watch?v=3-2OH6ReiPM\" 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\/0891c7b1-422a-489d-90f2-09f1525a12f9.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\/fd43c71a-23de-4220-b546-4b501f17781f.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\/9e0415a3-8216-40e9-a9bc-7c7fc85b3673.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\/6529b07a-cbf3-41af-9ebf-a9f1796ca0df.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\/30d5eb10-5716-48ef-bb13-9039f6cafb8a.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\/1b3bb1af-5a00-41ab-bdda-61c5169b38cc.webp?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\/1ab35a83-0392-4dc8-85a2-6d6b85ad2e28.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\/51f3e57a-c944-4e0b-ba4c-7ab49a6c2140.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\">Hardware<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u786c\u4ef6\u63a7\u5236\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u89e6\u89c9\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u7269\u7406\u65cb\u94ae<\/span><br \/>\n <span class=\"tag\">RGB\u72b6\u6001\u706f<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6548\u7387<\/span><br \/>\n <span class=\"tag\">OpenAI Codex<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\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\u80af\u5b9a\u7269\u7406\u65cb\u94ae\u8c03\u8282\u63a8\u7406\u5c42\u7ea7\u4e0e\u5b9e\u65f6\u72b6\u6001\u706f\u7684\u5b9e\u7528\u4ef7\u503c\uff1b\u5f3a\u70c8\u5efa\u8bae\u589e\u52a0\u5185\u7f6e\u5b9e\u65f6\u8d39\u7528\u4eea\u8868\u76d8\uff0c\u6309\u6a21\u578b\/\u9879\u76ee\u62c6\u5206\u6d88\u8017\u5e76\u8bbe\u7f6e\u9884\u7b97\u8b66\u62a5\uff1b\u591a\u4eba\u53cd\u9988\u8ffd\u8e2a\u591a\u667a\u80fd\u4f53\u72b6\u6001\u3001\u907f\u514d\u9891\u7e41\u5207\u7a97\u662f\u6838\u5fc3\u9700\u6c42\uff1b\u90e8\u5206\u7528\u6237\u5e0c\u671b\u6709\u7eaf\u8f6f\u4ef6\u7248\u7684\u72b6\u6001\u63d0\u793a\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 Codex Micro\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u52a1\u865a\u201d\u7684\u786c\u4ef6\uff0c\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u65b0\u589eAI\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u5c06\u8f6f\u4ef6\u4e2d\u7684\u62bd\u8c61\u64cd\u4f5c\uff08\u8c03\u6574\u63a8\u7406\u5c42\u7ea7\u3001\u67e5\u770b\u667a\u80fd\u4f53\u72b6\u6001\uff09\u8f6c\u5316\u4e3a\u7269\u7406\u89e6\u89c9\u53cd\u9988\u3002\u8fd9\u79cd\u201c\u4ece\u50cf\u7d20\u5230\u65cb\u94ae\u201d\u7684\u8fc1\u79fb\uff0c\u786e\u5b9e\u6355\u6349\u5230\u5f00\u53d1\u8005\u9891\u7e41\u5207\u7a97\u3001\u8ffd\u8e2a\u591a\u7ebf\u7a0b\u667a\u80fd\u4f53\u7684\u771f\u5b9e\u70e6\u8e81\u611f\u2014\u2014RGB\u72b6\u6001\u706f\u6bd4\u5f39\u7a97\u901a\u77e5\u66f4\u65e0\u611f\uff0c\u65cb\u94ae\u6bd4\u4e0b\u62c9\u83dc\u5355\u66f4\u76f4\u89c9\u3002\u4f46\u95ee\u9898\u5728\u4e8e\u5176\u5b9a\u4f4d\u975e\u5e38\u72ed\u7a84\uff1a230\u7f8e\u5143\u7684\u5b9a\u4ef7\uff0c\u9488\u5bf9\u7684\u662f\u540c\u65f6\u8fd0\u884c\u591a\u4e2aCodex Agent\u7684\u91cd\u5ea6\u7528\u6237\uff0c\u800c\u8fd9\u7c7b\u7528\u6237\u6570\u91cf\u8fdc\u4e0d\u53ca\u5927\u4f17\u5f00\u53d1\u8005\u3002\u8bc4\u8bba\u533a\u9ad8\u8d5e\u7684\u201c\u8d39\u7528\u4eea\u8868\u76d8\u201d\u9700\u6c42\u900f\u9732\u51fa\u66f4\u6df1\u7684\u75db\u70b9\u2014\u2014\u667a\u80fd\u4f53\u8c03\u7528\u662f\u70e7\u94b1\u7684\uff0c\u800c\u786c\u4ef6\u65e0\u6cd5\u89e3\u51b3token\u6d88\u8017\u7684\u900f\u660e\u5ea6\u95ee\u9898\u3002\u66f4\u81f4\u547d\u7684\u662f\uff0c\u4e00\u65e6OpenAI\u8c03\u6574API\u7b56\u7565\u6216\u63a8\u51fa\u66f4\u667a\u80fd\u7684\u72b6\u6001\u7ba1\u7406UI\uff0c\u8fd9\u5757\u7269\u7406\u952e\u76d8\u7684\u201c\u4fe1\u606f\u72ec\u5360\u6027\u201d\u5c31\u4f1a\u5927\u5e45\u8d2c\u503c\u3002\u4f5c\u4e3a\u4e00\u6b3e\u786c\u4ef6\u73a9\u5177\uff0c\u5b83\u6ee1\u8db3\u7684\u662f\u6781\u5ba2\u7684\u638c\u63a7\u6b32\u548c\u4eea\u5f0f\u611f\uff1b\u4f5c\u4e3a\u751f\u4ea7\u5de5\u5177\uff0c\u5b83\u7684\u5bff\u547d\u4e0eCodex\u751f\u6001\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u4e14\u7f3a\u4e4f\u4e0d\u53ef\u66ff\u4ee3\u6027\u3002Work Louder\u518d\u6b21\u8bc1\u660e\uff1a\u5e2eAI\u7528\u6237\u7701\u94b1\uff0c\u8fdc\u6bd4\u5e2e\u4ed6\u4eec\u82b1\u94b1\u5236\u9020\u201c\u7269\u7406\u5b58\u5728\u611f\u201d\u66f4\u6709\u957f\u671f\u4ef7\u503c\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\">Codex Micro<\/span>\n <\/div>\n<div class=\"comment-content\">Codex Micro is a compact keyboard built with Work Louder to control your Codex agents. It features physical keys for common skills, a dial to adjust reasoning levels, and live RGB status lights so you can track agent progress without switching windows.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">$230 so you turn your token spend up and down, like a faucet \ud83d\udeb0<\/p>\n<p>My *wallet* is feeling the AGI! \ud83d\ude05<\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> hahaha true<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 everyone!<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/openai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a> and <a href=\"https:\/\/worklouder.cc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Work Louder<\/a> built a little hardware control deck for Codex.<\/p>\n<p>Each Agent Key shows live status from Codex, so you can see which agents are thinking, running, waiting, or done without opening every chat.<\/p>\n<p>The joystick launches skills. The dial adjusts reasoning. The other keys can handle voice dictation, task switching, permissions, and follow-up work.<\/p>\n<p>Of course, you can do all of this with a mouse.<\/p>\n<p>But turning up the model\u2019s brainpower with a physical dial is much more fun \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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> I’m curious, what guidance would you give builders when deciding between Sol, Terra, and Luna? Beyond benchmarks, are there workflow patterns or product use cases where each model consistently shines?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Would love a built-in cost dashboard that breaks down spending per model and project in real time, basically a way to set budget alerts before the bill sneaks up on you. Would make planning so much easier.<\/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>Turning reasoning level into a physical dial is exactly the kind of unnecessary-but-perfect hardware idea I love :))<\/p>\n<\/p>\n<p>The live status keys are genuinely useful too. once you have multiple agents running, constantly opening chats just to see who is thinking, waiting, or finished gets annoying fast. This feels like a fun little control center for people who spend way too much time with Codex… which is probably most of us here \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a> <strong>Hey Andras! Exactly this! Managing multiple agents running simultaneously without getting lost in tabs is the real orchestration challenge for builders right now! \ud83c\udfaf\u26a1<\/strong><\/p>\n<p>That live status feature on the physical keys is such a brilliant way to track swarm activity. When you have an AI Swarm executing complex workflows, tactile visibility is everything.<\/p>\n<p>We actually faced this exact challenge while building our launch today: <strong>LegalRisk AI<\/strong>! \ud83e\udd16\ud83d\udc51 Right now, our live product runs an autonomous 3-Agent Swarm to audit cross-border contracts across 190+ jurisdictions in 60s.<\/p>\n<p><strong>But here is the exciting part we are currently finishing up:<\/strong> We are nearly done building a massive multi-agent orchestration dashboard where <strong>30+ enterprise applications and hundreds of autonomous agents<\/strong> work in parallel under one unified control plane! Keeping track of which agent is parsing, evaluating, or redlining across that many workflows makes tools like this Codex control deck an absolute dream for our upcoming ecosystem.<\/p>\n<p>Upvoted and cheering for @OpenAI and everyone pushing the boundaries of multi-agent architectures today! Let’s crush it! \ud83d\ude80\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 RGB status lights are the part I’d actually want, not for the fun factor but because “is this agent stuck or just thinking” is a real question when you’re running things in the background across more than one company, like I do. I’d take a software-only version of that ambient status idea in a heartbeat even without the hardware.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 tactile angle caught me off guard, in a good way. is it a physical thing or software controls?<\/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>a physical dial for reasoning level is such a fun idea. and the status lights so you’re not alt-tabbing every 30 seconds to check if the agent is still working, that’s the kind of small thing that actually changes how it feels to use<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>It would be great to see a built-in usage dashboard showing token costs and request breakdowns per project in real time. Right now pulling that data requires extra tooling and it makes budgeting for client work harder than it needs to be.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WFBFU7Z6BXDFIY\" class=\"app-title\">River<\/a><\/p>\n<div class=\"one-liner\">AI account executives that demo and close B2B deals<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">221<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>River\u901a\u8fc7AI\u9500\u552e\u4ee3\u8868\u5b9e\u65f6\u63a5\u5165\u901a\u8bdd\u3001\u6f14\u793a\u4ea7\u54c1\u5e76\u5904\u7406\u5f02\u8bae\uff0c\u5e2e\u52a9B2B\u4f01\u4e1a\u5c06\u83b7\u5ba2\u54cd\u5e94\u4ece5\u5929\u7b49\u5f85\u538b\u7f29\u4e3a\u5373\u65f6\u95ed\u73af\uff0c\u6838\u5fc3\u89e3\u51b3\u4e2d\u5c0f\u4f01\u4e1a\u9500\u552e\u56e2\u961f\u65e0\u6cd5\u5373\u65f6\u8ddf\u8fdb\u9ad8\u610f\u5411\u7ebf\u7d22\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7644494a-8cf0-4343-94d2-bc1346b0d045.gif?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\/5f8315ef-958d-421e-8b90-8dc93ec0cc25.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\/b0f1ff11-c6ac-4efe-8009-1db582e9cdea.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\/49adaeb8-d0fb-433c-890d-2fa244430454.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\/0bbd19df-2ba8-49bf-b18d-bc0519286383.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/I1SkW0iN_NM\"><source src=\"https:\/\/youtu.be\/I1SkW0iN_NM\" 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\">Audio<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u4ee3\u8868<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3AI<\/span><br \/>\n <span class=\"tag\">B2B\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u610f\u5411\u5ba2\u6237\u63a5\u5f85<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u8bed\u97f3\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u901a\u8bdd<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u8f6c\u5316<\/span><br \/>\n <span class=\"tag\">AI\u8c08\u5224<\/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\u5173\u6ce8AI\u5e94\u5bf9\u8fb9\u7f18\u5f02\u8bae\u548c\u8131\u7a3f\u63d0\u95ee\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u4f55\u65f6\u5e94\u8f6c\u63a5\u4eba\u7c7b\u3002\u4ea7\u54c1\u8bbe$25K\u4ea4\u6613\u989d\u9608\u503c\uff0c\u4f4e\u4e8e\u6b64AI\u5168\u6d41\u7a0b\u95ed\u73af\uff0c\u9ad8\u4e8e\u6b64\u5219\u6f14\u793a\u540e\u79fb\u4ea4\u3002\u6709\u7528\u6237\u53cd\u6620\u5bf9\u8bdd\u7406\u89e3\u6709\u8bef\uff0c\u56e2\u961f\u627f\u8bfa48\u5c0f\u65f6\u5185\u57fa\u4e8e\u9500\u552e\u5f55\u97f3\u5b9a\u5236\u3002\u591a\u4f4d\u7528\u6237\u8ba4\u53ef\u5373\u65f6\u54cd\u5e94\u4ef7\u503c\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 River\u7684\u4eae\u70b9\u4e0d\u5728\u201cAI\u80fd\u4ee3\u66ff\u9500\u552e\u201d\uff0c\u800c\u5728\u5b83\u5bf9\u9500\u552e\u6f0f\u6597\u7684\u7cbe\u51c6\u5207\u5272\u2014\u2014\u7528\u660e\u786e\u7684$25K\u9608\u503c\u66ff\u4ee3\u4e86\u591a\u6570AI\u5de5\u5177\u6a21\u7cca\u7684\u201c\u667a\u80fd\u5224\u65ad\u201d\u3002\u8fd9\u79cd\u8bbe\u8ba1\u65e2\u89c4\u907f\u4e86\u5927\u5ba2\u6237\u5173\u7cfb\u4e2dAI\u65e0\u6cd5\u66ff\u4ee3\u7684\u4fe1\u4efb\u535a\u5f08\uff0c\u4e5f\u5835\u6b7b\u4e86\u56e0\u6a21\u578b\u8bef\u5224\u800c\u4e22\u5931\u6f5c\u5728\u9ad8\u4ef7\u503c\u5ba2\u6237\u7684\u98ce\u9669\u3002\u5728\u4e2d\u5c0fB2B\u4f01\u4e1a\u7684\u91c7\u8d2d\u573a\u666f\u4e2d\uff0c80%\u7684\u5f02\u8bae\u672c\u5c31\u96c6\u4e2d\u5728\u4ea7\u54c1\u529f\u80fd\u548c\u5b9a\u4ef7\u4e0a\uff0cAI\u5b8c\u5168\u6709\u80fd\u529b\u5e94\u5bf9\uff0c\u800c\u9ad8\u7aef\u751f\u6001\u5708\u7684\u590d\u6742\u8c08\u5224\u672c\u5c31\u662f\u5e78\u5b58\u8005\u504f\u5dee\u7684\u5e7b\u89c9\u3002\u771f\u6b63\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u4ea7\u54c1\u5bf9\u201c\u5373\u65f6\u54cd\u5e94\u201d\u7684\u4f9d\u8d56\u662f\u53cc\u5203\u5251\uff1a\u4e00\u65e6AI\u5728\u901a\u8bdd\u4e2d\u51fa\u73b0\u4f4e\u7ea7\u7406\u89e3\u9519\u8bef\uff08\u7528\u6237\u53cd\u9988\u5df2\u8bc1\u5b9e\u5b58\u5728\uff09\uff0c\u516c\u53f8\u54c1\u724c\u5c06\u4e3a\u6b64\u627f\u62c5\u6bd4\u4eba\u5de5\u9519\u8bef\u66f4\u4e25\u91cd\u7684\u4fe1\u8a89\u6298\u635f\u2014\u2014\u5ba2\u6237\u4e0d\u4f1a\u63a5\u53d7\u201c\u673a\u5668\u4eba\u7b54\u975e\u6240\u95ee\u201d\u662f\u4eba\u4e4b\u5e38\u60c5\u3002\u6b64\u5916\uff0c\u201c\u5173\u95ed\u4ea4\u6613\u201d\u8fd9\u4e00\u627f\u8bfa\u88ab\u8fc7\u5ea6\u6cdb\u5316\uff1a\u7528\u6237\u76f4\u89c2\u4f1a\u8981\u6c42\u53d8\u66f4\u5408\u540c\u6761\u6b3e\u6216\u5b9a\u5236\u5b9a\u4ef7\uff0c\u800cAI\u65e0\u6cd5\u5728\u6743\u9650\u5916\u73b0\u573a\u6388\u6743\u3002River\u6700\u806a\u660e\u7684\u7b56\u7565\u662f\u5c06\u201c\u5173\u95ed\u201d\u5b9a\u4e49\u4e3a\u201c\u7528\u6301\u7eed\u6027\u8ddf\u8fdb\u6765\u7f29\u77ed\u51b3\u7b56\u7a97\u53e3\u201d\uff0c\u800c\u975e\u5373\u65f6\u7b7e\u7ea6\u3002\u5ba2\u89c2\u8bf4\uff0c\u8fd9\u5957\u65b9\u6848\u5bf9SaaS\u521d\u521b\u516c\u53f8\u7684\u9996\u8f6e\u7ebf\u7d22\u9a8c\u8bc1\u6781\u6709\u4ef7\u503c\uff0c\u4e5f\u89e3\u51b3\u4e86\u6700\u75db\u82e6\u7684\u201c\u5fd9\u4e0d\u8fc7\u6765\u201d\u95ee\u9898\u3002\u4f46\u957f\u671f\u770b\uff0cAI\u9500\u552e\u4ee3\u8868\u82e5\u65e0\u81ea\u4e3b\u5b66\u4e60\u673a\u5236\uff0c\u5c06\u6ca6\u4e3a\u8fdb\u9636\u7248\u804a\u5929\u673a\u5668\u4eba\u3002\u771f\u6b63\u68d8\u624b\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5f53AI\u66b4\u9732\u6846\u67b6\u5916\u6f0f\u6d1e\u65f6\uff0c\u4eba\u7c7b\u8865\u4f4d\u7684\u8fdf\u6ede\u6bd4\u4f20\u7edf\u9500\u552e\u7684\u201c5\u5929\u7b49\u5f85\u201d\u66f4\u81f4\u547d\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\">River<\/span>\n <\/div>\n<div class=\"comment-content\">River enables B2B companies to sell with VoiceAI. When a lead enquires, our AI account executive joins a live call instantly, runs the product demo, handles objections, and closes – so no lead ever waits for a rep’s calendar. Backed by founders of Ramp, Kalshi, and Lean.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b Tarek here, CEO of River, building with my brother Sam.<\/p>\n<p>I used to do the same sales demo 15 times a day. Small accounts, same questions, zero time left. So Sam cloned me. My clone sells full time now: it joins a live call the second a lead enquires, shares its screen, runs the demo, handles objections, and closes.<\/p>\n<p>River lets any B2B company do the same. Build your ideal account executive (voice, accent, persona, tuned to your buyers) and give every inbound lead an instant live demo instead of a form and a five-day wait.<\/p>\n<p>Talk to the ramp sales team right now: <a href=\"https:\/\/rivergtm.com\/demo\/ramp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">rivergtm.com\/demo\/ramp<\/a><\/p>\n<p>Will people buy from AI? We’re betting the company on it. Tell us what breaks. I’ll be in the comments all day, and so will Sam. And my clone.<\/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\/@tarekabi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarekabi<\/a> From the buyer side, what makes me tune out of a demo fast is a rep who can’t go off-script the moment I ask something specific about my stack. How does River handle a prospect who interrupts with an edge-case objection versus running its scripted path, and does it know when to hand off to a human instead of pushing to close?<\/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\/@tarekabi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarekabi<\/a> The “instant demo instead of a five-day wait” framing is the real insight here most people would’ve built a better scheduling tool instead of asking why there’s a wait at all.<\/p>\n<p>The part I’d actually worry about, watching this as a build: objection handling in a live call isn’t really a script problem, it’s a context problem. A good AE handles an objection well because they know something specific about that account mid-call, not because they have a great answer prepared in advance. What happens when a lead asks something that depends on information your clone doesn’t have yet a pricing exception, a contract detail, something only a human on your team would know? Does it stall, guess, or hand off live? That’s usually where these systems either earn trust in one call or lose it permanently.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@tarekabi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarekabi<\/a> Congrats on the launch! A sales rep with live demo is a win<\/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\ud83d\ude80 this is such a smart application of Voice AI to a real pain point in B2B sales! Instant lead response is often the difference between a closed deal and a cold lead, so automating that first touch is genuinely brilliant.<br \/>How do you ensure the AI’s tone and pitch stay aligned with a company’s brand voice, especially for businesses with more nuanced or consultative sales processes?<\/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\/@aymi_malik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aymi_malik<\/a> Thanks. Voice, accent, and persona are tuned per company, and she’s demoing your actual product rather than reciting a pitch, so the tone comes from your material.<\/p>\n<p>On consultative: that’s exactly where we don’t pretend. Above your deal-size threshold she demos and hands your AE a warm prospect with the full context. Under it, single decision-maker, she runs it end to end. Nuanced multi-stakeholder deals stay human on purpose.<\/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>letting AI actually close deals feels bold lol. is the demo part usable on its own if im not ready for the full thing?<\/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\/@doganakbulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@doganakbulut<\/a> yes exactly you could use the demo now without the closing. Happy to look into your use case and build for you<\/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><a href=\"https:\/\/www.producthunt.com\/@samabi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"samabi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samabi<\/a> love this, went through the live demo on your site and booked a session to chat more. I think this solves a great need for founders. <\/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\/@samabi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samabi<\/a>  <a href=\"https:\/\/www.producthunt.com\/@neal_mann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neal_mann<\/a> THank you it means a lot! Yes i was in this position and needed to amplify myself to be able to grow sales without headcount. Happy to see it relate with you \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\">This is good.. is it customisable for transactional sale only or complex sale too.. as in multiple gate keepers, influencers from a company joining that demo call.. and thanks for making it.<\/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>The $25K deal size cutoff is the most honest design choice here. Most AI sales tools claim they can close anything, which immediately raises red flags.<\/p>\n<p>Thanks for your honesty \ud83d\ude0a<\/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>You’re right <a href=\"https:\/\/www.producthunt.com\/@mohammed_messeguem\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mohammed_messeguem<\/a>  ! Glad you’ve realised<br \/>we know that there are some relationship based deals where humans need to be empowered and some where humans are a blocker which tend the smaller transactions and we’re focused on that<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>An AI that qualifies and demos consistently would save most teams real hours before it ever closes a thing. The closing claim is the ambitious part, because B2B decisions happen in rooms the AE is not in. Show me it nurturing a slow deal and I am paying attention.<\/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\/@shivangit26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivangit26<\/a> Fair skepticism, and the closing claim is deliberately scoped. Under ~$25K with a single decision-maker she goes end to end: proposal, follow-up, contract. Above that she demos and hands off. We’re not claiming she wins the room she’s not in.<\/p>\n<p>On nurturing a slow deal, that’s the part I’d actually show you. She follows up across email and WhatsApp for days when there’s no reply. Happy to walk you through a real one: rivergtm.com\/demo\/ramp<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">This is Amazing good luck guys \ud83d\udc4f<\/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\/@samirrashed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samirrashed<\/a> Thank you Samir!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 nice. How long does it take to train River to sound like a specific company’s actual sales style?<\/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\/@dhiraj_patel5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhiraj_patel5<\/a> Based on the sales transcripts that you have, but with good data we can spin up your agent within 48 hours!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 an excellent idea, and I\u2019m currently facing exactly this problem, especially with multilingual products. After my new product launched, I don\u2019t have enough customer service staff to introduce it to users. It would be a great experience if AI avatars could take over client communication and product demos. I believe this will bring tremendous help to both B2C and B2B businesses.<\/p>\n<p>I tried chatting with it just now, and I found it often fails to fully grasp what I\u2019m trying to say, and I\u2019m not sure if it\u2019s an issue with my expression. Besides, can it actually operate my product interface to conduct real demonstrations for users? How are real cases and practical data implemented 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@caryzz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caryzz<\/a> The misunderstanding is on us, not your expression. I was looking into your conversation transcript with her and that’s exactly the kind of thing I want to fix, thank you for your patience and for sharing!!<\/p>\n<p>On the interface: yes, she shares her screen and walks through the product live, not a canned video. Multilingual is already there (English, French, Arabic, more), which sounds relevant 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>Having an AI account executive instantly join a call, share its screen, run the demo, and handle objections is honestly wild \ud83d\ude42<\/p>\n<\/p>\n<p>As a founder, the idea of never losing an inbound lead just because nobody is available feels very compelling, especially for smaller teams where repeating the same demo can consume the entire day. The hardest part is probably knowing when the AI should keep selling and when a deal needs human judgment. Curious how River detects that moment, especially with unusual objections or larger accounts?<\/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\/@andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a> Great point. Honestly we did on that one. Rather than have the AI guess when a deal needs judgment, we made it a number you set. Under ~$25K, single decision-maker, she closes. Above it, she demos and books your team.<\/p>\n<p>Blunt, but it means the “should I keep selling” call isn’t left to a model on unusual objections. Where it’s still hard is the messy middle, and I’d love your read on where you’d draw the line.<\/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\">@tarekabi The speed to lead advantage here is massive, especially since waiting five days for a demo kills so many deals. Quick question though, how does the clone handle really unexpected or off-topic questions during a live screen share?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Honestly this is the kind of thing sales teams would try immediately if it saves even a few hours of back-and-forth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 demo and objection-handling part I can see working well, but “closes” is doing a lot of work in that sentence. does it actually have authority to agree on pricing or contract terms on the call, or does closing here mean it gets the prospect to a signed-ready state and a human still has to finalize the deal<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Love the direction. Of this. For solo founders could be a godsend. How will it handle hand offs?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Soon we’ll have agents selling to agent buyers. Seriously though, very cool<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rich_sun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rich_sun<\/a> hahah exactly we’re getting ready for that and will be well positioned to serve that!<br \/>Thanks Rich<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Really interesting approach. I\u2019d love to know how the AI handles complex technical questions and when it decides to hand the conversation over to a human AE. Congrats on the launch! \ud83d\udc4f<\/div>\n<div class=\"comment-actions\">\n<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\/@harithavijayakumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harithavijayakumar<\/a> Thank you Haritha! You can try it live on your website, i’m pretty sure you’d be impressed at how it’s handling 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>Congrats <a href=\"https:\/\/www.producthunt.com\/@tarekabi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tarekabi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarekabi<\/a> & <a href=\"https:\/\/www.producthunt.com\/@samabi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"samabi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samabi<\/a> on your launch! This is a great product that addresses one of the most difficult aspect of running a business. I am just wondering if your AI agents have options for African voices. Say a local product built in Africa for Africans wanted to use River, would that fit in naturally? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@patofthefuture hey Patrick thanks for the kind words. We do have some african languages and accents, which one did you have in mind to give you an accurate answer?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">interesting, what is the pricing on this?<\/div>\n<div class=\"comment-actions\">\n<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\/@ethan_lee8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethan_lee8<\/a> outcome based pricing:<br \/>– Demo agent: fee per demo completed<br \/>– Account executive: commission on deal closed<br \/>Let me know what’s your use case happy to build 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>the way you framed this around “no lead ever waits” is honestly such a sharp angle, most voice ai stuff feels gimmicky but the demo call flow sounds like it was actually thought through<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bnyamingegfgk2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bnyamingegfgk2<\/a> Thanks, that’s the part we sweated. I lived it: 15 demos a day, same questions, zero time left. Try her and tell me where it breaks: <a href=\"http:\/\/rivergtm.com\/start\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">rivergtm.com\/start<\/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<\/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\/EJGO5YGEWQK2VN\" class=\"app-title\">Nitrosend<\/a><\/p>\n<div class=\"one-liner\">Email for AI agents. They sign up, send and reply.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">161<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nitrosend\u662f\u4e13\u4e3aAI\u4ee3\u7406\u8bbe\u8ba1\u7684\u5168\u6808\u7535\u5b50\u90ae\u4ef6\u57fa\u7840\u8bbe\u65bd\uff0c\u8ba9\u4ee3\u7406\u80fd\u81ea\u4e3b\u5b8c\u6210\u6ce8\u518c\u3001\u57df\u540d\u914d\u7f6e\u3001\u90ae\u4ef6\u53d1\u9001\u4e0e\u56de\u590d\uff0c\u65e0\u9700\u4eba\u5de5\u5e72\u9884\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u90ae\u4ef6\u5de5\u5177\u4e0eAI\u5de5\u4f5c\u6d41\u8131\u8282\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4ab14db-8deb-4002-98ca-2455ccf6b93f.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\/73e28e72-0f20-401e-9f2b-7e506789c59a.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\/41eeda5b-fcd8-4b8a-b942-66378bc031ba.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\/4690ed7d-9593-4191-b4cf-d0c2b70fd4e5.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\/36f607fe-ffbd-4240-8cc6-a16269db2982.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/oFqgEPwb1WU\"><source src=\"https:\/\/youtu.be\/oFqgEPwb1WU\" 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\">Email Marketing<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">\u65e0\u4eea\u8868\u76d8\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u53d1\u4fe1<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u6ce8\u518c<\/span><br \/>\n <span class=\"tag\">\u57df\u540d\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">AI\u5ba2\u6237\u56de\u590d<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u6536\u4ef6\u7bb1<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u9001\u8fbe\u7387<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">MCP\u9a71\u52a8<\/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\u79f0\u8d5e\u81ea\u4e3b\u6ce8\u518c\u548c3\u5206\u949f\u53d1\u4fe1\u7684\u901f\u5ea6\u3002\u6838\u5fc3\u62c5\u5fe7\u96c6\u4e2d\u5728\uff1aAI\u4ee3\u7406\u5982\u4f55\u9632\u6b62\u57df\u540d\u4fe1\u8a89\u53d7\u635f\uff1f\u662f\u5426\u652f\u6301\u6b27\u76df\u5408\u89c4\u4e0e\u9000\u8ba2\uff1f\u56de\u590d\u662f\u5426\u4f1a\u88ab\u6807\u8bb0\u4e3aAI\uff1f\u4ee5\u53ca\u8bef\u56de\u590d\u540e\u8d23\u4efb\u5f52\u5c5e\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 Nitrosend\u7684\u91ce\u5fc3\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u201c\u90ae\u4ef6\u5373\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u8fb9\u754c\u2014\u2014\u5b83\u4e0d\u518d\u662f\u4e00\u4e2a\u9700\u8981\u4eba\u7c7b\u767b\u5f55\u64cd\u4f5c\u7684\u4eea\u8868\u76d8\uff0c\u800c\u662fAI\u4ee3\u7406\u7684\u201c\u539f\u751f\u901a\u8baf\u5668\u5b98\u201d\u3002\u521b\u59cb\u4eba\u4e54\u6cbb\u7684\u4e09\u6b21\u521b\u4e1a\u7ecf\u9a8c\uff08SmartrMail\u88ab\u6536\u8d2d\u3001Sendicate\u53d1\u900160\u4ebf\u5c01\u90ae\u4ef6\uff09\u8ba9\u8fd9\u6b3e\u4ea7\u54c1\u5728\u770b\u4f3c\u7b80\u5355\u7684\u201c\u8ba9\u4ee3\u7406\u53d1\u90ae\u4ef6\u201d\u80cc\u540e\uff0c\u7b51\u8d77\u4e86\u4e09\u91cd\u62a4\u57ce\u6cb3\uff1a\n <\/p>\n<p class=\"ai-content\">\n **1. \u4ee3\u7406\u81ea\u6d3d\u6027**\uff1aSKILL.md\u6587\u4ef6\u662f\u8fd9\u4e2a\u4ea7\u54c1\u7684\u795e\u6765\u4e4b\u7b14\u3002\u5b83\u8ba9\u4ee3\u7406\u5728\u65e0\u4eba\u770b\u5b88\u7684\u60c5\u51b5\u4e0b\u81ea\u884c\u5b8c\u6210\u6ce8\u518c\u3001DNS\u9a8c\u8bc1\u3001\u8ba1\u8d39\u7ed1\u5b9a\u548c\u9996\u6b21\u53d1\u4fe1\u3002\u8fd9\u4e0d\u662f\u529f\u80fd\uff0c\u800c\u662f\u8bbe\u8ba1\u54f2\u5b66\u2014\u2014\u5b83\u5047\u8bbe\u672a\u6765\u7684\u5de5\u4f5c\u6d41\u4e2d\uff0c\u4eba\u7c7b\u53ea\u626e\u6f14\u201c\u5ba1\u6279\u8005\u201d\u800c\u975e\u201c\u64cd\u4f5c\u5458\u201d\u3002Obooko\uff08840,000\u8bfb\u8005\uff09\u7684\u5b9e\u6218\u7ecf\u9a8c\u8bc1\u660e\uff0c\u8fd9\u79cd\u6a21\u5f0f\u5728\u5185\u5bb9\u5206\u53d1\u548c\u5ba2\u670d\u89e6\u53d1\u7c7b\u573a\u666f\u4e2d\u786e\u5b9e\u53ef\u884c\u3002\n <\/p>\n<p class=\"ai-content\">\n **2. \u53cd\u76f4\u89c9\u7684\u4fe1\u4efb\u673a\u5236**\uff1a\u7528\u6237\u6700\u5c16\u9510\u7684\u63d0\u95ee\u5168\u90e8\u6307\u5411\u201cAI\u4ee3\u7406\u5982\u4f55\u4e0d\u53d8\u6210\u5783\u573e\u90ae\u4ef6\u5236\u9020\u673a\u201d\u3002Nitrosend\u7684\u56de\u7b54\u662f\u628a\u4eba\u7c7b\u6700\u597d\u7684\u53d1\u4fe1\u7eaa\u5f8b\u2014\u2014SPF\/DKIM\/DMARC\u9a8c\u8bc1\u3001\u51b7\u542f\u52a8\u914d\u989d\u3001\u9000\u4fe1\u548c\u6295\u8bc9\u76d1\u63a7\u2014\u2014\u786c\u7f16\u7801\u8fdb\u4ee3\u7406\u7684\u884c\u4e3a\u903b\u8f91\u3002\u5b83\u751a\u81f3\u63d0\u4f9b\u4e86\u201c\u4ec5\u8349\u7a3f\u6a21\u5f0f\u201d\uff08\u4eba\u5de5\u786e\u8ba4\u540e\u624d\u53d1\u9001\uff09\uff0c\u8fd9\u76f8\u5f53\u4e8e\u7ed9\u4ee3\u7406\u6234\u4e0a\u4e86\u4e00\u526f\u201c\u884c\u4e3a\u77eb\u6b63\u5668\u201d\u3002\u5728AI\u4e71\u53d1\u90ae\u4ef6\u7684\u6050\u614c\u4e2d\uff0c\u8fd9\u79cd\u5f3a\u7ea6\u675f\u53cd\u800c\u6210\u4e86\u4fe1\u4efb\u52a0\u901f\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n **3. \u9690\u542b\u7684\u884c\u4e1a\u683c\u5c40\u6539\u5199**\uff1aGmail\u6b63\u4e3b\u52a8\u6253\u51fbAI\u4ee3\u53d1\u7684\u90ae\u4ef6\uff0c\u800cNitrosend\u7684\u201c\u4ee3\u7406\u6536\u4ef6\u7bb1\u201d\u5b8c\u5168\u6258\u7ba1\u5728\u7528\u6237\u81ea\u6709\u57df\u540d\u4e0b\uff0c\u8ba9\u8fd4\u56de\u8def\u5f84\u548c\u53d1\u4ef6\u4eba\u8eab\u4efd\u65e0\u6cd5\u88ab\u7b80\u5355\u5b9a\u4e49\u4e3a\u201c\u722c\u866b\u201d\u3002\u5f53\u5927\u591a\u6570\u90ae\u4ef6\u670d\u52a1\u5546\u8fd8\u5728\u8bd5\u56fe\u7528API\u517c\u5bb9AI\u65f6\uff0cNitrosend\u76f4\u63a5\u63d0\u4f9b\u4e86AI\u7684\u201c\u539f\u751f\u5c45\u4f4f\u5730\u201d\u3002\u957f\u671f\u770b\uff0c\u5982\u679cMCP\uff08Model Context Protocol\uff09\u9a71\u52a8\u7684\u6536\u4ef6\u7bb1\u7ba1\u7406\u6210\u4e3a\u6807\u914d\uff0c\u73b0\u5728\u7684\u201c\u4eba\u5de5\u6bcf\u65e5\u5ba1\u6279\u201d\u5c06\u8fdb\u5316\u4e3a\u201c\u6309\u610f\u56fe\u6388\u6743\u201d\u2014\u2014\u4ef7\u503c\u4ece\u64cd\u4f5c\u6548\u7387\u8f6c\u79fb\u5230\u51b3\u7b56\u7cbe\u51c6\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u6e05\u6670\uff1a\u4ee3\u7406\u7684\u201c1-1\u5ba2\u6237\u56de\u590d\u201d\u4e2d\uff0c\u4e00\u65e6\u8bef\u5224\u201c\u4f55\u65f6\u8be5\u5347\u7ea7\u5230\u4eba\u7c7b\u201d\uff0c\u53ef\u80fd\u5bfc\u81f4\u707e\u96be\u6027\u516c\u5173\u3002\u800c\u201c\u7cbe\u51c6\u8425\u9500\u201d\u6240\u9700\u7684\u9690\u79c1\u5408\u89c4\uff08\u5982GDPR\u4e0b\u7684\u6570\u636e\u9694\u79bb\uff09\u548c\u8d26\u6237\u5b89\u5168\uff08\u5982\u4f55\u9632\u6b62\u6076\u610f\u4ee3\u7406\u7a81\u7834\u914d\u989d\uff09\u4ecd\u662f\u60ac\u800c\u672a\u51b3\u7684\u96f7\u533a\u3002\u5728Agentic AI\u5546\u4e1a\u5316\u7684\u9ece\u660e\u671f\uff0cNitrosend\u505a\u5bf9\u4e86\u4e00\u4ef6\u4e8b\uff1a\u5b83\u4e0d\u8bd5\u56fe\u8ba9AI\u53d6\u4ee3\u4eba\u7c7b\u53d1\u4fe1\uff0c\u800c\u662f\u8ba9\u4eba\u7c7b\u5728\u66f4\u9ad8\u7ef4\u5ea6\u4e0a\u201c\u7b7e\u540d\u6388\u6743\u201d\u2014\u2014\u8fd9\u624d\u662f\u90ae\u4ef6\u81ea\u52a8\u5316\u771f\u6b63\u7684\u7ec8\u5c40\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\">Nitrosend<\/span>\n <\/div>\n<div class=\"comment-content\">Nitrosend is full-stack email built for AI agents. Point any agent at nitrosend.com\/SKILL.md and it signs itself up, onboards, connects your domain and sends. Live today: marketing and transactional email, real inboxes for agents on your own domain (beta, by request), and 1-1 customer replies with human escalation. Coming soon: personalised outreach run by your agent. In development: goal-based agentic marketing. Humans approve. Agents operate.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, George here \ud83d\udc4b\ud83c\udffb<\/p>\n<\/p>\n<p>Nitrosend came out of running Obooko (producthunt.com\/products\/obooko, #2 Product of the Day here in February). Running a free ebook platform with 840,000 readers on its list, entirely through an AI agent, convinced me the dashboard era of email is done. It’s also my third email company: <a href=\"https:\/\/www.producthunt.com\/products\/smartrmail\/launches\/smartrmail\" target=\"_blank\" rel=\"noopener\">SmartrMail<\/a> (acquired 2022) and Sendicate before it, with six billion emails sent between them.<\/p>\n<\/p>\n<p>Six weeks ago we launched Nitrosend as headless email you run from Claude or Codex instead of a UI. Today it goes further: the agent gets an inbox, and get send for itself. Point any agent at nitrosend.com\/SKILL.md and it signs up, connects your domain, sorts billing and sends its first email. no human required.<\/p>\n<\/p>\n<p>The bit I’m proudest of is Agent Inboxes (beta): real addresses for your agents on the domain you own, created BY your agent, like <a href=\"mailto:ernest@yourcompany.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">ernest@yourcompany.com<\/a>, <a href=\"mailto:sylvia@yourcompany.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">sylvia@yourcompany.com<\/a>. They send, receive and hold 1-1 conversations with your customers, and escalate to a human when it matters. Gmail actively fights this. we built the place where it’s native. Because very soon this will be table stakes for your agent, so we’re shipping it now. <\/p>\n<\/p>\n<p>Coming real soon: Agentic Outreach, where your agent researches prospects, writes personally and works the replies. Get a look alike audience from your current customer list, zoom in on your ICP, give them personalised messaging. No start up founder I know likes doing spray and pray outbound, but some still do it as the tools aren’t good enough to really make it relevant. We’re solving that. <\/p>\n<p>In development: set a goal for your brand’s email and Nitrosend does the rest.<\/p>\n<\/p>\n<p>Agentic signup and onboarding are shipped, headless full stack newsletters, flows, transactional email all live sending and delighting our first users (including me on Obooko!). Agent Inboxes are beta by request (ask in app and we can turn it on for you), Outreach is coming soon, goal-based is in dev.<\/p>\n<\/p>\n<p>Super excited to ship this, ask any question in the comments! <\/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\/@gthartley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gthartley<\/a> Congrats on the launch \u2014 giving AI agents their own email to sign up, send and reply is a genuinely novel primitive; a lot of agentic workflows quietly break at exactly that step. You’ve already got a video, so here’s a complement: a free looping GIF of Nitrosend from your own screenshots, a moving shot for your gallery that plays without a click, Giphy-tagged to keep surfacing. White-label, post it anywhere: <a href=\"https:\/\/foxplug.com\/g\/43d5f5515ed247c99a15\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com\/g\/43d5f5515ed247c99a15<\/a><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=NY6uIkBXExc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=NY6uIkBXExc<\/a><\/p>\n<p>That’s a 30-second sample of FoxPlug \u2014 you keep building, and it turns what you ship into GIFs, videos, posts and a changelog automatically. Free at <a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/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\/@gthartley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gthartley<\/a> Congrats on the launch! From a product perspective, what surprised you most during early testing? Did users value the dashboard-free workflow more than AI-generated email content, or was there another feature that consistently drove adoption? Those insights often reveal where the strongest product-market fit is emerging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “agent points at SKILL.md, signs itself up and connects the domain” onboarding is slick, but the thing I’d test first is deliverability once an agent is the one hitting send. When an agent ramps a fresh domain, does Nitrosend enforce its own warmup and rate limits (plus SPF\/DKIM\/DMARC verification) before it’ll send at volume, or can an agent torch a new domain’s reputation on day one? That guardrail is what would make me comfortable letting an agent operate unattended.<\/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\/@hazy0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hazy0<\/a> right question to ask, deliverability is the bit we’re most paranoid about (third email company, we’ve been burned before). Nothing sends until SPF, DKIM and DMARC verify on the domain, sending is quota’d so a fresh domain can’t blast at volume on day one, and bounce and complaint monitoring runs on every send. The agent gets the same guardrails a good human sender would, it just actually follows them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 idea – i) Is it visible on the receiving end that its agentic? ii) i it EU compliant i.e. opt out options per default ? <\/p>\n<p><\/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>@nikolaos_chr i) Nope, nothing on the receiving end flags it as agentic. It’s a standard email sent from whatever address you set up on your own domain, same as if you’d written it in Gmail. ii) Yep, GDPR compliant, and unsubscribe and opt-out is on by default.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Giving agents their own inbox sounds narrow until you realize half an automated workflow is waiting on a reply nobody is watching. Deliverability and sender reputation for bots is the hard, unglamorous problem underneath this. That is also the moat if you get it right.<\/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\/@shivangit26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivangit26<\/a> yeah exactly. And long term, an inbox that is completely MCP driven means you don’t have to do the daily manual inbox “triage grind”. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Finally a sane way to let agents handle email without me babysitting every send. Pointed one at the SKILL.md file and it had my domain sending in minutes, which honestly surprised me.<\/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\/@cemreb6dj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cemreb6dj<\/a> amazing, love to hear that!! thanks for the early 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>Tried it out and sent an email from Claude in about 3 minutes. Pretty useful, I’m not a fan of logging into a clunky dashboard just to send an email when everything else is via API\/MCP.<\/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\/@jgdeutsch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jgdeutsch<\/a> love that Jeff. 3 mins though, we gotta improve those numbers hahah. And yeah, who needs dusty UIs these days?!<\/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 self-signup part is the piece that gives me pause – an agent that can sign itself up and start sending on my domain without me in the loop for each step. what’s stopping that from tanking domain reputation if the agent gets a little too enthusiastic with the marketing send? is there a rate limit or review gate before it actually hits real inboxes<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! I’m wondering if companies would actually use AI agents to send mails because for me it’s not about the technology but more around trust that there should be a human verifying. Have you seen customers with similar perspectives ?<\/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>This is really smart. Will definitely try it out for our startup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>kinda wild concept. whats stopping this from turning inboxes into agent spam 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seriouslyyyy impressive 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The beta inboxes on your own domain worry me. A wrong 1-1 customer reply now comes from the company’s real domain, so the blast radius lands on the sender, not Nitrosend<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@oleksandr_knyga\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_knyga<\/a> yes guardrails are important, and you decide how much autonomy you give to your agents on email out, if you’re worried you can set it to draft only (human approve). many of our current users are running outbound email already on other tools (a lot using their own domains), but want it better targeted and more personalised. that’s what we’re aiming at with this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>agent inboxes that escalate ‘when it matters’ is the real product. deciding when to hand off is the hard part. what signal makes it escalate vs reply itself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 <a href=\"https:\/\/www.producthunt.com\/@gthartley\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gthartley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gthartley<\/a> for the launch \ud83d\ude4c love the target audience lookalike concept for outbound, qq how do you handle privacy and security for AI-managed conversations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> Thanks Priya! On privacy: the agent only sees what you scope it to. Access is per-brand via MCP or API keys, your contact data never trains anything, and sends have approval gates by default so nothing goes out to a list without a human saying so. we’ve even shipped an optional safe mode if people don’t want their agent to be able to do any bulk sends (requires a human clicking final send button)<\/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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JTH3NFGJ7Y4PIX\" class=\"app-title\">The Eureka Database<\/a><\/p>\n<div class=\"one-liner\">Turn a Reddit complaint into your next company<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">147<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>The Eureka Database \u662f\u4e00\u6b3e\u4ece Reddit \u7b49\u5e73\u53f0\u7528\u6237\u771f\u5b9e\u62b1\u6028\u4e2d\u6316\u6398\u53ef\u5546\u4e1a\u5316\u521b\u4e1a\u70b9\u5b50\u7684\u5de5\u5177\uff0c\u901a\u8fc7 MCP \u534f\u8bae\u5c06\u5df2\u9a8c\u8bc1\u9700\u6c42\u7684\u5b8c\u6574\u6784\u5efa\u89c4\u683c\uff08\u5305\u62ec\u4ee3\u7801\u3001\u67b6\u6784\u3001\u8bbe\u8ba1\uff09\u76f4\u63a5\u4ea4\u4ed8\u7ed9 AI Agent\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u8df3\u8fc7\u201c\u81ea\u55e8\u5f0f\u9020\u8f6e\u5b50\u201d\u73af\u8282\uff0c\u76f4\u63a5\u89e3\u51b3\u6709\u4eba\u613f\u610f\u4ed8\u8d39\u7684\u771f\u5b9e\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/477c8c60-387d-4564-af89-fd9f6853e716.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\/5133270f-b5ef-43c1-ba34-cdeeacb114bb.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\/76a20236-90d2-48c8-b992-aa2f02d02932.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\/5ec46eee-6f84-49dc-a6fd-714dd8ac58da.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\/627ec272-591e-477b-b519-8b5ac0ff54fc.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\/19903b16-4ad9-4974-a066-837fa874f85a.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\/a9fd72be-44f4-4e63-bb5f-031227f7361d.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\">Productivity<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521b\u4e1a\u70b9\u5b50\u6316\u6398<\/span><br \/>\n <span class=\"tag\">Reddit \u62b1\u6028\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u9700\u6c42\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">AI \u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">MCP \u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u75db\u70b9\u5e93<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u5316\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u521b\u610f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/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\u76f2\u76ee\u5f00\u53d1\u201d\u7684\u75db\u70b9\uff0c\u4f46\u4e5f\u63d0\u51fa\u591a\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u5982\u4f55\u533a\u5206\u201c\u62b1\u6028\u201d\u4e0e\u201c\u4ed8\u8d39\u610f\u613f\u201d\uff08\u5df2\u83b7\u8be6\u7ec6\u89e3\u7b54\uff09\u3001\u5982\u4f55\u907f\u514d\u591a\u4eba\u201c\u649e\u8f66\u201d\u540c\u4e00\u521b\u610f\uff08\u5df2\u786e\u8ba4\u6392\u91cd\u673a\u5236\uff09\u3001\u5982\u4f55\u8ffd\u8e2a\u521b\u610f\u70ed\u5ea6\u8d8b\u52bf\uff08\u5df2\u7eb3\u5165\u66f4\u65b0\u8ba1\u5212\uff09\u3001\u5efa\u8bae\u52a0\u5165 Quora \u7b49\u66f4\u591a\u6570\u636e\u6e90\u3001\u4ee5\u53ca\u5e0c\u671b\u6536\u636e\u6570\u636e\u4fdd\u6301\u5b9e\u65f6\u66f4\u65b0\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 The Eureka Database \u7684\u5b9a\u4f4d\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u5f53\u524d AI \u521b\u4e1a\u5de5\u5177\u7684\u4ea7\u4e1a\u7f1d\u9699\u2014\u2014\u5b83\u6ca1\u6709\u505c\u7559\u5728\u201c\u751f\u62101001\u4e2a\u70b9\u5b50\u7684\u5e9f\u8bdd\u5faa\u73af\u201d\uff0c\u800c\u662f\u628a\u201c\u9700\u6c42\u9a8c\u8bc1\u201d\u8fd9\u4e2a\u6700\u8d39\u529b\u4e14\u6700\u503c\u94b1\u7684\u73af\u8282\u4ea7\u54c1\u5316\u4e86\u3002\u521b\u59cb\u4eba Jeremy \u628a Reddit \u89c6\u4e3a\u201c\u4e16\u754c\u4e0a\u6700\u5927\u7684\u672a\u88ab\u6316\u6398\u7684\u6309\u9700\u62b1\u6028\u6c60\u201d\uff0c\u5e76\u7528\u4e00\u5957\u76f8\u5bf9\u590d\u6742\u7684\u8fc7\u6ee4\u5f15\u64ce\uff08\u8bed\u8a00\u4fe1\u53f7\u3001\u9891\u7387\u5206\u5e03\u3001\u4ed8\u8d39\u610f\u613f\u7ebf\u7d22\u800c\u975e\u5355\u7eaf\u70b9\u8d5e\uff09\u6765\u84b8\u998f\u51fa\u771f\u6b63\u6709\u5546\u4e1a\u6f5c\u529b\u7684\u8bc9\u6c42\uff0c\u8fd9\u6bd4\u5e02\u9762\u4e0a\u90a3\u4e9b\u4ec5\u9760\u5173\u952e\u8bcd\u6216\u70ed\u5ea6\u6392\u5e8f\u7684\u5de5\u5177\u9ad8\u660e\u4e86\u4e00\u4e2a\u91cf\u7ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u70b9\u5b50\u591a\u201d\uff0c\u800c\u5728\u4e8e\u201c\u8bc1\u636e\u94fe\u201d\uff1a\u6bcf\u6761\u62b1\u6028\u9644\u5e26\u4e86\u539f\u59cb\u5e16\u5b50\u3001\u73b0\u6709\u8d62\u5229\u8005\u3001\u5e02\u573a\u4f30\u503c\u548c\u53ef\u8fd0\u884c Demo\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u5957\u201c\u9006\u5411\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\u201d\u65b9\u6cd5\u8bba\u2014\u2014\u4e0d\u662f\u5148\u9020\u8f6e\u5b50\u518d\u627e\u5ba2\u6237\uff0c\u800c\u662f\u627e\u5230\u5ba2\u6237\u7684\u8f6e\u5b50\u9700\u6c42\u540e\uff0c\u76f4\u63a5\u7528 MCP \u534f\u8bae\u628a\u6784\u5efa\u6240\u9700\u7684\u6240\u6709\u89c4\u683c\uff08\u6280\u672f\u6808\u3001\u6570\u636e\u5e93 schema\u3001\u8bbe\u8ba1\u98ce\u683c\uff09\u201c\u5582\u201d\u7ed9\u4ee3\u7801 Agent\u3002\u8fd9\u79cd\u505a\u6cd5\u5927\u5e45\u964d\u4f4e\u4e86\u4ece\u201c\u77e5\u6653\u9700\u6c42\u201d\u5230\u201c\u4ea4\u4ed8\u4ea7\u54c1\u201d\u4e4b\u95f4\u7684\u8ba4\u77e5\u642c\u8fd0\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u8b66\u60d5\u7684\u98ce\u9669\u5728\u4e8e\uff1a\u5f53\u6570\u767e\u4e2a\u7528\u6237\u76ef\u7740\u540c\u6837\u7684\u201c\u9ad8\u5206\u62b1\u6028\u201d\u65f6\uff0c\u4ea7\u54c1\u540c\u8d28\u5316\u662f\u5927\u6982\u7387\u4e8b\u4ef6\u3002\u867d\u7136\u56e2\u961f\u7528\u4e86\u201c\u8fd1\u4e00\u5e74\u6570\u636e+\u6700\u65b0\u62b1\u6028\u4f18\u5148\u201d\u7684\u673a\u5236\u6765\u7f13\u89e3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f46\u771f\u6b63\u7684\u5dee\u5f02\u5316\u58c1\u5792\u4e0d\u5e94\u8be5\u5efa\u7acb\u5728\u4fe1\u606f\u7a00\u7f3a\u6027\u4e0a\uff08\u56e0\u4e3a\u4fe1\u606f\u6700\u7ec8\u4f1a\u6269\u6563\uff09\uff0c\u800c\u5e94\u8be5\u5efa\u7acb\u5728\u6267\u884c\u901f\u5ea6\u548c\u8d28\u91cf\u4e0a\u2014\u2014\u4f60\u80fd\u5426\u6bd4\u7ade\u4e89\u5bf9\u624b\u65e9\u4e00\u5468\u4ea4\u4ed8\u5e76\u4e14\u505a\u5f97\u66f4\u597d\uff1f\u6b64\u5916\uff0c\u533a\u5206\u201c\u62b1\u6028\u201d\u548c\u201c\u4ed8\u8d39\u610f\u613f\u201d\u7684\u6a21\u578b\u518d\u7cbe\u7ec6\uff0c\u4e5f\u65e0\u6cd5\u66ff\u4ee3\u521b\u59cb\u4eba\u4eb2\u81ea\u8bbf\u8c08\u7528\u6237\u7684\u80fd\u529b\u3002\u5de5\u5177\u53ef\u4ee5\u7ed9\u51fa\u201c\u505a\u4ec0\u4e48\u201d\u7684\u6b63\u786e\u7b54\u6848\uff0c\u4f46\u6c38\u8fdc\u65e0\u6cd5\u66ff\u521b\u59cb\u4eba\u56de\u7b54\u201c\u600e\u4e48\u505a\u201d\u4ee5\u53ca\u201c\u548c\u8c01\u4e00\u8d77\u505a\u201d\u7684\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u4f18\u79c0\u7684\u521b\u4e1a\u52a0\u901f\u5668\uff0c\u4f46\u4e0d\u662f\u521b\u4e1a\u907f\u98ce\u6e2f\u3002\u5b83\u6700\u9002\u5408\u90a3\u4e9b\u5177\u5907\u6267\u884c\u529b\u3001\u4f46\u82e6\u4e8e\u88ab\u201c\u5047\u75db\u70b9\u201d\u6d6a\u8d39\u65f6\u95f4\u7684\u7406\u6027\u521b\u59cb\u4eba\u3002\u800c\u5bf9\u4e8e\u90a3\u4e9b\u5e7b\u60f3\u9760\u4e00\u4e2a\u70b9\u5b50\u4e00\u591c\u66b4\u5bcc\u7684\u4eba\u6765\u8bf4\uff0c\u5b83\u53ea\u4f1a\u8ba9\u5931\u8d25\u6765\u5f97\u66f4\u5feb\u66f4\u6e05\u6670\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\">The Eureka Database<\/span>\n <\/div>\n<div class=\"comment-content\">AI will happily generate a thousand startup ideas. It can’t tell you which one people will actually pay for. The Eureka Database is a library of ideas mined from real complaints on Reddit, reviews, and forums. Every idea comes with the receipts: who wants it, who’s already profitable, and a working demo. Connect over MCP and your AI agent pulls the full build spec for any saved idea: the problem, the stack, the schema, even the design taste, no prompt engineering needed.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! Jeremy here, founder of The Eureka Database.<\/p>\n<p>Over a billion people visit Reddit every month, across 100,000+ active communities. A huge share of what they post is people describing problems they’d pay to fix, asking for tools that don’t exist, and sharing the workarounds they’ve hacked together. It’s the biggest pile of unfiltered demand on the internet, and almost nobody mines it.<\/p>\n<p>For years my process for picking what to build was embarrassing. A shower thought, a hit of excitement, a weekend of building, then a launch to nobody. I was good at building and bad at knowing whether anyone actually wanted the thing. AI only made it worse. I could ship a polished product in a weekend, which mostly meant I could waste weekends faster.<\/p>\n<p>So I built The Eureka Database.<\/p>\n<p>It reads through that Reddit firehose, pulls the complaints that keep repeating, and researches each one into a real idea, with the original threads, competitors already making money, a market estimate, and a working demo.<\/p>\n<p>Then it hands the whole thing to Claude Code through our MCP server. The idea, the spec, and design references from repos like Magic UI load straight into your editor, and a shared workspace keeps the build from scattering across ten tabs. It does the prompt engineering for you.<\/p>\n<p>There’s co-founder matching if you don’t want to build alone, and an investor list for later.<\/p>\n<p>Lifetime access is one payment, so please use code “PH50” for 50% off for the launch! Expires July 19th, 11:59pm EDT.<\/p>\n<p>Happy to answer anything in the comments, and I’d love to hear where it misses.<\/p>\n<p>\u2014 Jeremy, The Eureka Database<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jeremy_galang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeremy_galang<\/a> This is actually something that I was looking for recently. Are you considering Quora as well? There are a lot of threads there where people directly ask for ideas or describe a gap. This might be a good additional source.<\/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>would love to see a freshness score on each idea so we know how recently the underlying complaints popped up, since some pain points fizzle out fast and others keep showing up year after year<\/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\/@ceyda299740\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ceyda299740<\/a> Great idea, Ceyda! Right now we only pull threads from the last year and surface the most recent ones first, so everything in there is at least reasonably fresh. But a visible freshness score is better, it’d let you tell a pain point that’s been building for years apart from one that just spiked last week. Adding it to the list. 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>I have shipped over 30 projects and my problem was never building, it was picking ideas nobody asked for, so this speaks to me. One thing I keep wondering though. If hundreds of members see the same top idea with the same build spec, do we all end up shipping the same product? Any way to see how many people already pulled a spec?<\/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\/@abdullah_javaid3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdullah_javaid3<\/a>  You’re 100% right, Abdullah. Under the hood we already only pull from the last year and rank the newest complaints first, so nothing’s coming from a five year old thread. A trend signal on the idea itself is the better version, whether the complaint is picking up or fading, and whether the profitable players are actually growing. Puts it right in front of you instead of asking you to trust it. On the list \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>The idea of pulling real build specs directly through MCP is genuinely useful, saves so much guesswork. One thing that would make this a no-brainer for me is a freshness or trend signal on each idea, something like how often the underlying complaint is being mentioned recently or whether the existing profitable players are gaining traction. Right now an idea could be mined from a five year old thread and feel current when it’s actually fading.<\/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\/@durankumsaidzi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@durankumsaidzi<\/a> Hi! Just wanted to say I checked out what you’re building\u2014it looks interesting. Founders don’t usually get enough appreciation for the work behind the scenes. Wishing you the best 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>“I could waste weekends faster” hit a nerve, I’m on the other side of that right now, built the product first and I’m doing the demand-validation work in reverse. One thing I’d push on: a repeated complaint proves the pain is real, but people complain about plenty of things they’d never pay to fix. Does the database distinguish “loud problem” from “monetizable problem” beyond listing competitors who charge? That gap is where most idea-mining tools miss.<\/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\/@cannetjam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cannetjam<\/a> Thanks Kenneth! Good question, and it’s the thing we spend the most time on.<\/p>\n<\/p>\n<p>We don’t really weigh how loud a thread is. What moves the needle is whether someone’s already spending time or money on a workaround, so “I wish this existed” barely registers, but “I’ve tried three tools and I’m still stuck in a spreadsheet” scores high. Whether competitors already charge is a smaller signal on top, it doesn’t decide much on its own.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Half of the good indie products started as someone’s Reddit complaint anyway, you just made the pipeline official. How do you filter complaints that are loud from complaints people would actually pay to fix? 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\/@alex_tomilin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_tomilin<\/a> Hi! Just wanted to say I checked out what you’re building\u2014it looks interesting. Founders don’t usually get enough appreciation for the work behind the scenes. Wishing you the best with it!<\/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\/@alex_tomilin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_tomilin<\/a> Hey Alex! Couple things that actually do the work here:<\/p>\n<\/p>\n<p>A single loud thread is almost a red flag for us. The way the math works, upvotes get put on a log scale, so going from 50 to 5,000 upvotes barely moves the score, one viral rant is usually just one bad week for a product. Frequency is its own separate input though, so the same complaint quietly recurring across different subreddits over months counts for way more than one big thread. <\/p>\n<\/p>\n<p>Before any of that, there’s a filter that reads the actual language of the post. It’s looking for phrases that signal a real job-to-be-done, things like “alternatives to X,” “what do you all use for,” “still doing this in a spreadsheet,” and it throws out pure venting and “someone should fix Facebook” posts before they ever become an idea.<\/p>\n<p>Then whether people would pay is its own score, blended from a few things, how severe the pain is, how often it recurs, and willingness-to-pay signals, each weighted separately so upvotes can’t fake it. Recency plays in too, we only pull from the last year so a pain that fizzled out won’t surface.<\/p>\n<\/p>\n<p>Thanks for the kind words on the launch \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>finally a tool that skips the brainstorming step and gets straight to building. i pulled a saved idea over mcp and it dropped the schema into my agent without me touching a prompt<\/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\/@recep763495\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@recep763495<\/a> Glad you like the tool, Recep! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 receipts angle is what sells me here, actual evidence of who wants it beats another AI-generated idea list any day. how often do you refresh the “who’s already profitable” data, that seems like the part that would go stale fastest since competitors and pricing shift constantly<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>I’d definitely talk to users before building anything but the database sounds useful. I’m curious if multiple founders use Eureka do they all end up chasing the same opportunities ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “receipts” angle is the part most idea lists miss \u2014 knowing someone’s already profitable off a complaint is way more useful than another AI-generated wishlist. How do you keep it from surfacing the same over-mined ideas everyone’s already chasing? Curious how fresh you keep the Reddit data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>This solves a real pain \u2014 I built my SaaS because a friend complained about her workflow for 6 months, not because AI suggested 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Funny timing, I spent this morning digging through Reddit threads about client content chaos for exactly this reason. Though my product came from pain I lived myself, not a database. How do you tell a loud complaint from one people would pay to kill? Volume alone seems like it’d surface a lot of venting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GX6CHM5NE22OMP\" class=\"app-title\">Nuvio<\/a><\/p>\n<div class=\"one-liner\">Connect your X bio to your MRR and GA4 for auto updates<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">145<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nuvio \u662f\u4e00\u6b3e\u81ea\u52a8\u66f4\u65b0 X\uff08Twitter\uff09\u4e2a\u4eba\u8d44\u6599\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u8fde\u63a5 Stripe\u3001Google Analytics \u548c Search Console\uff0c\u8ba9\u521b\u59cb\u4eba\u5b9e\u65f6\u5c55\u793a\u771f\u5b9e\u7684\u8425\u6536\u3001\u6d41\u91cf\u548c SEO \u6570\u636e\uff0c\u7701\u53bb\u624b\u52a8\u66f4\u65b0\u7684\u9ebb\u70e6\uff0c\u589e\u5f3a\u793e\u4ea4\u4fe1\u4efb\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b65f093d-a55d-454a-bbb9-d3f36cdeecc2.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\/f1b414ad-75ae-4b0d-b4af-28f729fbad53.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\/5f2e47ad-c49e-45fb-a8ac-63b058e6d565.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\/df452a89-9382-4546-b579-dacc3ac60d65.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\/c1be6b06-b251-4da6-8573-63c9c470d391.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\/9c77c7b3-145c-403c-94fb-f8196abc6e32.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/_PHU_Kpu3Kc\"><source src=\"https:\/\/youtu.be\/_PHU_Kpu3Kc\" 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\">Twitter<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Social media marketing<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u8bc1\u660e<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u66f4\u65b0<\/span><br \/>\n <span class=\"tag\">X\u4e2a\u4eba\u8d44\u6599<\/span><br \/>\n <span class=\"tag\">Stripe\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">MRR\u5c55\u793a<\/span><br \/>\n <span class=\"tag\">GA4\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">SaaS\u4ea7\u54c1<\/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\u5b9e\u65f6\u793e\u4ea4\u8bc1\u660e\u201d\u7684\u521b\u610f\uff0c\u5efa\u8bae\u589e\u52a0\u6307\u6807\u9009\u62e9\uff08\u5982MRR vs \u6d41\u91cf\uff09\u3001\u6570\u636e\u51bb\u7ed3\u671f\uff08\u9632\u5468\u672b\u4f4e\u8c37\uff09\u548c\u66f4\u65b0\u9891\u7387\u8c03\u5ea6\u3002\u6709\u7528\u6237\u5e0c\u671b\u63a5\u5165RevenueCat\/App Store\u6570\u636e\uff0c\u8bc4\u8bba\u533a\u4e5f\u53cd\u9988\u4e86\u201c\u865a\u8363\u5730\u677f\u201d\u529f\u80fd\u9700\u6c42\uff0c\u521b\u59cb\u4eba\u79ef\u6781\u56de\u5e94\u5c06\u6dfb\u52a0\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 Nuvio \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u201c\u5c0f\u800c\u7f8e\u201d\u4f46\u5e38\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u521b\u59cb\u4eba\u624b\u52a8\u66f4\u65b0 X \u8d44\u6599\u7684\u5c34\u5c2c\u4e0e\u4e0d\u53ef\u4fe1\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u793e\u4ea4\u8bc1\u660e\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f\u6570\u636e\u81ea\u52a8\u5316\uff0c\u800c\u662f\u5c06\u201c\u53ef\u4fe1\u5ea6\u201d\u4ece\u9759\u6001\u622a\u56fe\u53d8\u4e3a\u52a8\u6001\u8d44\u6e90\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff0c\u4f46\u5c40\u9650\u4e5f\u5f88\u660e\u663e\u3002\u76ee\u524d\u4ec5\u652f\u6301 Stripe\u3001GA4 \u548c Search Console\uff0c\u800c\u5bf9\u5927\u91cf\u79fb\u52a8\u7aef\u5f00\u53d1\u8005\uff08\u901a\u8fc7 RevenueCat\u3001App Store \u83b7\u5229\uff09\u6216\u975e SaaS \u521b\u4e1a\u8005\u6765\u8bf4\uff0c\u8fd9\u51e0\u4e4e\u662f\u7a7a\u767d\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u8ffd\u95ee\u201cApp Store \u6570\u636e\u652f\u6301\u201d\u4fbf\u662f\u660e\u8bc1\u3002\u521b\u59cb\u4eba\u867d\u627f\u8bfa\u201c\u5728\u89c4\u5212\u201d\uff0c\u4f46\u82e5\u8fdf\u8fdf\u4e0d\u8986\u76d6\uff0c\u4ea7\u54c1\u6781\u6613\u6ca6\u4e3a SaaS \u521b\u59cb\u4eba\u7684\u5c0f\u4f17\u5de5\u5177\uff0c\u9519\u5931\u66f4\u5e7f\u5927\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u5e02\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u529f\u80fd\u5c42\u9762\uff0c\u7528\u6237\u63d0\u51fa\u7684\u201c\u6307\u6807\u9009\u62e9\u201d\uff08bio vs banner\uff09\u548c\u201c\u66f4\u65b0\u8c03\u5ea6\/\u51bb\u7ed3\u201d\u662f\u521a\u9700\u3002\u5f53\u524d\u201c\u5b9e\u65f6\u66f4\u65b0\u201d\u770b\u4f3c\u9177\uff0c\u5b9e\u5219\u53ef\u80fd\u56e0\u5468\u672b\u6216\u4f4e\u70b9\u66b4\u9732\u4e1a\u52a1\u8106\u5f31\u6027\uff0c\u53cd\u635f\u4fe1\u4efb\u3002\u8bc4\u8bba\u533a\u591a\u6b21\u63d0\u53ca\u201c\u865a\u8363\u5730\u677f\u201d\u548c\u201c\u8c03\u5ea6\u5237\u65b0\u201d\uff0c\u521b\u59cb\u4eba\u5e94\u53ca\u65f6\u5728 MVP \u540e\u5feb\u901f\u8fed\u4ee3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u6a21\u5f0f\u4e0a\uff0c\u521b\u59cb\u4eba\u5766\u8a00\u201cX API \u6210\u672c\u201d\u662f\u8ba2\u9605\u5236\u7684\u7406\u7531\uff0c\u4f46\u53ef\u4ee5\u63a2\u7d22\u201c\u81ea\u5e26 API \u5bc6\u94a5\u201d\u964d\u4f4e\u95e8\u69db\uff0c\u6216\u63a8\u51fa\u514d\u8d39\u7248\uff08\u9650\u5236\u5c55\u793a\u4e00\u4e2a\u6307\u6807\uff09\u6765\u6269\u5927\u7528\u6237\u57fa\u6570\u3002\u5426\u5219\uff0c\u5b9a\u4ef7\u5c06\u76f4\u63a5\u51b3\u5b9a\u4ea7\u54c1\u662f\u201c\u589e\u957f\u6760\u6746\u201d\u8fd8\u662f\u201c\u6210\u672c\u4e2d\u5fc3\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cNuvio \u65b9\u5411\u6b63\u786e\uff0c\u6267\u884c\u5c1a\u53ef\uff0c\u4f46\u82e5\u505c\u7559\u5728\u201cStripe+GA4 \u81ea\u52a8\u5316\u201d\u7684\u8212\u9002\u533a\uff0c\u800c\u4e0d\u6269\u5c55\u6570\u636e\u6e90\u3001\u589e\u5f3a\u7528\u6237\u63a7\u5236\u529b\uff0c\u5f88\u53ef\u80fd\u53ea\u662f\u201c\u5c0f\u800c\u7f8e\u201d\uff0c\u96be\u4ee5\u771f\u6b63\u89c4\u6a21\u5316\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\">Nuvio<\/span>\n <\/div>\n<div class=\"comment-content\">Tired of outdated or hand-typed metrics in your X profile? Nuvio connects to Stripe, Google Analytics, and Search Console to auto-update your bio and banner with real, verified revenue and traffic stats. Built for founders and indie makers aiming to grow trust and stand out with live social proof. No manual edits\u2014just authentic numbers that prove your progress.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>As a founder, I used to spend way too much time updating my X bio whenever my metrics changed\u2014always worrying about whether my numbers were actually credible. It felt like anyone could claim $50k MRR, but showing real, verified stats was another story.<\/p>\n<p>So I built Nuvio to solve this for myself and other builders. It connects directly to Stripe, GA4, and Search Console to keep your X profile updated with live, authentic numbers\u2014no manual edits or copy-paste needed. Now your followers, potential users, and investors know your stats are real.<\/p>\n<p>\u2022 Connect once, automate forever<br \/>\n\u2022 Live revenue, traffic, and SEO proof<br \/>\n\u2022 Built for founders, indie makers, SaaS builders<\/p>\n<p>If you’re actively growing on X and want your bio to work for you, Nuvio is designed to help.<\/p>\n<p>We have a free trial for Product Hunt folks\u2014just sign up and give it a spin. \ud83d\ude4f<\/p>\n<p>I’m curious: How do you currently show proof or credibility on your profile? What stats would you want to highlight?<\/p>\n<p>Would love your feedback!<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@therayess\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@therayess<\/a> Congrats on the launch \u2014 “comun\u00edcate sin l\u00edmites” is a clean promise, and a communication product that actually delivers frictionless reach is always worth a look. You’ve already got a video, so here’s a complement: a free looping GIF of Nuvio from your own screenshots, a click-free moving shot for your gallery, Giphy-tagged to keep surfacing. White-label, yours to keep: <a href=\"https:\/\/foxplug.com\/g\/7726ce9fc18f45438d29\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com\/g\/7726ce9fc18f45438d29<\/a><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=NY6uIkBXExc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=NY6uIkBXExc<\/a><\/p>\n<p>A 30-second taste of FoxPlug \u2014 you keep building, and it turns every release and milestone into GIFs, videos, posts and a live changelog. Start free at <a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/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\/@therayess\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@therayess<\/a> Hi,<\/p>\n<p>Congratulations on launching Product.<\/p>\n<p>I review newly launched SaaS products as part of my work, and yours stood out. While exploring it, I found a few areas where the onboarding flow, UI, and performance could be refined.<\/p>\n<p>I recorded a short review with actionable suggestions tailored to your product. No strings attached\u2014just thought it might be useful while you’re iterating after launch.<\/p>\n<p>Happy to send it over if you’re interested.<\/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\/@therayess\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@therayess<\/a> Congrats on the launch! From a product perspective, what has been the biggest “aha!” moment for early users? Is it asking financial questions in natural language, the cash flow forecasting, or something unexpected that ended up driving retention? Those insights are always fascinating because they often reveal where true product-market fit emerges.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Live MRR in the bio is a bold level of building in public. Does it update down too on a bad month, or is there a vanity floor? Respect either way, 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\/@alex_tomilin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_tomilin<\/a> Hi Alex, thanks for your feedback, hey that’s a cool idea about the vanity floor, right now no it’s not doing it, but now i’m gonna add it based on your input, cheers Alex \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 Ammar! All the best 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the banner auto-update from google analytics actually works without me touching anything, kind of mind blowing how it just pulls live numbers into the profile. wish more tools did this instead of making me copy paste screenshots every 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea of live social proof in bios. One thing that would make it even better is letting users pick which specific metric goes in the bio versus the banner, since real estate is tight and founders might want MRR in the bio but traffic growth shown on the banner.<\/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>The trust mechanic is really good! Is there a public proof layer, a badge or a link back to the source? Or the credibility leans on people already knowing you built it straight?<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Heya, thanks for the feedback! yes you can insert a ‘verified by Nuvio’ badge, currently it’s optional since it takes from the bio character space, so i leave it in the hands of users to decide if they wanna add it or not.<\/p>\n<p>but, the X banner that we also generate automatically has that badge built into 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Hey,<\/p>\n<p>Launching a startup is hard, so congratulations on getting out there.<\/p>\n<p>I work with early-stage SaaS products, and while exploring yours I spotted a few quick improvements around UX, speed, and conversions.<\/p>\n<p>No sales pitch\u2014I just enjoy helping founders build better products.<\/p>\n<p>Want me to send the notes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 idea of auto-updating metrics, would save so much hassle. One thing that would make it even better is letting users schedule metric freezes for specific date ranges, like pausing auto-updates during a slow weekend so the bio doesn’t reflect a temporary dip. That small layer of control would really help with how the stats represent the business.<\/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\/@larocakl47618\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@larocakl47618<\/a> Appreciate you taking the time to check out Nuvio and letting me know your feedback!<\/p>\n<p>Yes this seem to be a very important <a href=\"https:\/\/www.producthunt.com\/@alex_tomilin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alex_tomilin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_tomilin<\/a> also mentioned the same thing, a vanity floor basically, which would work regardless of weekend or not i guess, on 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>honestly this is pretty cool, been waiting for something like this. one thing though, would be awesome if you could add a scheduling feature so the stats update at specific times instead of constantly, like maybe only refresh daily or weekly. some founders probably don’t want their numbers flickering all the time<\/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\">@hasandonermds0 thanks for the positive feedback, yeah thats a great idea, added it to the todos \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><a href=\"https:\/\/www.producthunt.com\/@therayess\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"therayess\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@therayess<\/a> – great idea, and once my products start earning definitely something I may try out. Best of luck with today’s launch. Post Hog integration would be useful and also a discounted annual plan, and possibly a life plan. I tired of more and more subscriptions.<\/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\/@codeandsea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codeandsea<\/a> Hi Brent, thank you for your valuable support and feedback!<\/p>\n<p>We couldn’t do without subscriptions unfortunately because X apis cost us money, but perhaps we can do an option where you BYOK? will definitely be looking into that based on your input, thanks again!<\/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>@Ammar Rayess thanks, good to know it’s flexible on the window. 30 days is probably what I’d default to for a bio stat, all-time can look impressive but it stops meaning much once the number is huge<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Stripe + GA4 combo is smart, but a ton of indie makers ship mobile apps where revenue runs through the App Store \/ RevenueCat instead of Stripe. Any plans to pull those in? I’d happily put live IAP revenue in my bio lol.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lennoxbeflying\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lennoxbeflying<\/a> Hi Ziang, thanks for your feedback, yep, adding an RC integration is in the pipeline, we wanna open it up for app devs for sure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>honestly the “authentic numbers” pitch lands, half the MRR screenshots floating around are stale or cherry-picked the one good month. connecting straight to Stripe and GA4 means it can’t really be gamed the same way. does it let you pick a rolling window (last 30 days vs all-time) or is it locked to one metric format<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Thanks for your feedback Omri, yep you can do 30 days vs all time and there are alot of options really.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/VROEAEJHEWF5ND\" class=\"app-title\">Manta AI<\/a><\/p>\n<div class=\"one-liner\">Your AI agent for autonomous web app testing<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>*<br \/>\nManta AI \u662f\u4e00\u6b3e\u80fd\u81ea\u4e3b\u63a2\u7d22\u7f51\u9875\u3001\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5373\u53ef\u751f\u6210\u6d4b\u8bd5\u7528\u4f8b\u5e76\u81ea\u6108\u7684\u667a\u80fd\u6d4b\u8bd5\u4ee3\u7406\uff0c\u89e3\u51b3UI\u9891\u7e41\u53d8\u52a8\u5bfc\u81f4\u81ea\u52a8\u5316\u6d4b\u8bd5\u811a\u672c\u7ef4\u62a4\u6210\u672c\u9ad8\u3001\u56e2\u961f\u6700\u7ec8\u653e\u5f03E2E\u6d4b\u8bd5\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d201163-acec-46a1-b082-28c88e287fd9.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\/99d7e1ff-5dcc-47b0-836c-e66fa5c4894e.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\/e748a6ab-6604-43d7-8678-07d97ad351d0.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\/fc2c44d8-395a-4239-b251-71dadd34a3fe.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\/792bfade-960a-4327-aca8-a4290d76d3b2.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\/b8f0a4cd-29a9-4fe0-99e8-0dca846705b8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/J829sy8XsLw\"><source src=\"https:\/\/youtu.be\/J829sy8XsLw\" 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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">*<br \/>\nAI\u6d4b\u8bd5\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u811a\u672c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u6108\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">Web\u7aef\u5230\u7aef\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u7f51\u7edc\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">CI\/CD\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u56de\u5f52\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">UI\u56de\u5f52\u68c0\u6d4b<\/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>*<br \/>\n\u7528\u6237\u5173\u6ce8\u81ea\u6108\u6d4b\u8bd5\u80fd\u5426\u533a\u5206\u201cUI\u4f18\u5316\u201d\u4e0e\u201c\u771f\u5b9e\u56de\u5f52\u7f3a\u9677\u201d\uff0c\u62c5\u5fc3\u53ef\u80fd\u63a9\u76d6bug\u3002\u672c\u5730\u8fd0\u884c\u3001\u5904\u7406\u767b\u5f55\/\u591a\u56e0\u7d20\u8ba4\u8bc1\uff08SSO\/MFA\u53d7\u9650\uff09\u88ab\u80af\u5b9a\u3002\u7528\u6237\u5e0c\u671b\u63a7\u5236\u8bef\u62a5\u7387\uff0c\u5e76\u786e\u4fdd\u6d4b\u8bd5\u53ef\u91cd\u590d\u6027\u3002\u90e8\u5206\u7528\u6237\u5f53\u524d\u91c7\u7528\u5176\u4ed6AI\u65b9\u6848\uff0c\u5bf9\u6bd4\u4ef7\u503c\u5f85\u9a8c\u8bc1\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 *\n <\/p>\n<p class=\"ai-content\">\n Manta AI\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff1aUI\u81ea\u52a8\u5316\u6d4b\u8bd5\u7684\u201c\u8106\u6027\u201d\u4e0e\u7ef4\u62a4\u6210\u672c\u3002\u521b\u59cb\u4eba\u80cc\u666f\u8ba9\u4ea7\u54c1\u75db\u70b9\u6293\u5f97\u5f88\u51c6\u2014\u2014\u56e2\u961f\u5728\u538b\u529b\u4e0b\u653e\u5f03\u811a\u672c\u7ef4\u62a4\uff0c\u6700\u7ec8\u4e3a\u56de\u5f52\u7f3a\u9677\u4e70\u5355\u3002\u5176\u6838\u5fc3\u201c\u81ea\u6108\u201d\u80fd\u529b\u5e76\u975e\u7b80\u5355\u91cd\u8bd5\uff0c\u800c\u662f\u901a\u8fc7\u201c\u89c2\u5bdf\u5e76\u63a8\u7406UI\u201d\u6765\u9002\u5e94\u53d8\u5316\uff0c\u8fd9\u786e\u5b9e\u6bd4\u4f20\u7edf\u7684\u590d\u6742\u9009\u62e9\u5668\u7b56\u7565\u66f4\u4f18\u96c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u4efd\u4f18\u96c5\u80cc\u540e\u85cf\u7740\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a**\u201c\u81ea\u6108\u201d\u4e0e\u201c\u53d1\u73b0\u56de\u5f52\u7f3a\u9677\u201d\u5728\u5b9e\u8d28\u4e0a\u662f\u5bf9\u7acb\u7684**\u3002\u5f53UI\u56e0bug\u800c\u9519\u4f4d\u65f6\uff0c\u5982\u679c\u6d4b\u8bd5\u56e0\u201c\u81ea\u6108\u201d\u800c\u901a\u8fc7\uff0c\u5b83\u53cd\u800c\u6210\u4e3a\u4e86\u7f3a\u9677\u7684\u5e87\u62a4\u6240\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u6b64\u7684\u8d28\u7591\u975e\u5e38\u5c16\u9510\uff0c\u521b\u59cb\u4eba\u7ed9\u51fa\u7684\u56de\u5e94\uff08\u201c\u5b8c\u5168\u6539\u53d8\u5bfc\u81f4\u6d4b\u8bd5\u5931\u8d25\uff0c\u968f\u540e\u53ef\u4eba\u5de5\u68c0\u67e5\u201d\uff09\u4e0d\u591f\u6709\u529b\u2014\u2014\u8fd9\u610f\u5473\u7740\u4ea7\u54c1\u9700\u8981\u66f4\u7cbe\u7ec6\u7684\u201c\u53ef\u89e3\u91ca\u6027\u201d\u4e0e\u201c\u544a\u8b66\u673a\u5236\u201d\uff0c\u8ba9\u7528\u6237\u660e\u786e\u77e5\u9053\u201c\u54ea\u91cc\u88ab\u81ea\u6108\u4e86\u201d\uff0c\u800c\u975e\u53ea\u662f\u201c\u6d4b\u8bd5\u901a\u8fc7\u4e86\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u5c40\u9650\u540c\u6837\u660e\u663e\uff1a\u5bf9\u7b2c\u4e09\u65b9SSO\u767b\u5f55\u7684\u89c4\u907f\uff08\u62c5\u5fc3\u6cd5\u5f8b\u98ce\u9669\uff09\u76f4\u63a5\u524a\u5f31\u4e86\u5176\u5728\u4f01\u4e1a\u7ea7\u590d\u6742\u8ba4\u8bc1\u573a\u666f\u4e0b\u7684\u53ef\u7528\u6027\u3002\u5c3d\u7ba1\u6709\u672c\u5730\u8fd0\u884c\u3001\u9632\u706b\u5899\u7a7f\u8d8a\u3001MCP\u63a5\u53e3\u7b49\u52a0\u5206\u9879\uff0c\u4f46\u82e5\u6838\u5fc3\u7684\u201c\u65e0\u811a\u672c\u63a2\u7d22\u201d\u4e0e\u201c\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u201d\u4e0d\u80fd\u4ece\u201cdemo\u7ea7\u201d\u8fdb\u5316\u4e3a\u201c\u751f\u4ea7\u7ea7\u7a33\u5b9a\u201d\uff0c\u5b83\u5f88\u5feb\u4f1a\u6210\u4e3a\u4e0b\u4e00\u4e2a\u88ab\u201c\u6084\u6084\u653e\u5f03\u201d\u7684\u5de5\u5177\u3002Manta\u7684\u4ef7\u503c\u4e0d\u53d6\u51b3\u4e8e\u5b83\u80fd\u6d4b\u8bd5\u591a\u5c11\u9875\u9762\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728**\u201c\u6d4b\u8bd5\u901a\u8fc7\u7387\u9ad8\u201d**\u548c**\u201c\u4e0d\u653e\u8fc7\u771f\u6b63\u7f3a\u9677\u201d**\u4e4b\u95f4\u627e\u5230\u8ba9\u56e2\u961f\u4fe1\u4efb\u7684\u5e73\u8861\u70b9\u3002\u5728\u8fd9\u4e00\u70b9\u4e0a\uff0c\u5b83\u9700\u8981\u66f4\u591a\u6570\u636e\u6765\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f\u53e6\u4e00\u4e2a\u82b1\u54e8\u7684\u201c\u6d4b\u8bd5\u811a\u672c\u751f\u6210\u5668\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u771f\u6b63\u7684**\u201c\u6d4b\u8bd5\u8d28\u91cf\u5b88\u62a4\u8005\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\">Manta AI<\/span>\n <\/div>\n<div class=\"comment-content\">Manta AI is an autonomous testing agent for web applications. Give it a URL and it explores your app the way a real user would \u2014 mapping flows, finding bugs, and generating self-healing test cases. Describe a flow in plain English and Manta tests it for you, no script required. When your UI changes, the tests adapt on their own. Run the agent locally on any machine or server \u2014 test apps behind a firewall, on a private network, or even on localhost. Free tier open. No card required.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>QA never gets love so nice to see this. does it flag flaky tests or just fail them?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@doganakbulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@doganakbulut<\/a> Thanks for your comment. On flaky tests; Manta sees and reasons about the UI the way a real person would, so it just deals with whatever is there. No hardcoded anything. Flakiness goes away when you remove the brittleness that causes 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>Hi Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m AbdelRahman, founder of Manta AI. I’m always here \u2014 ask me anything.<\/p>\n<\/p>\n<p>The honest version of why I built this: I spent years managing software development teams across telecom, fintech, e-commerce, and real estate. Testing was always the part that broke under pressure. Scripts failed every time the UI changed. QA teams burned hours maintaining automation instead of actually testing. And at some point, the team quietly gave up on automated UI testing altogether \u2014 not officially, just practically.<\/p>\n<\/p>\n<p>That decision always came back to hurt us.<\/p>\n<\/p>\n<p>When AI coding tools arrived and made development even faster, I knew the testing gap was going to become a real crisis for a lot of teams. So I built Manta AI.<\/p>\n<\/p>\n<p>Manta explores your web app autonomously \u2014 without being told where to look. It finds bugs in real user flows, not just unit-level failures. You can also describe a specific flow in plain English and Manta will test it for you, no script required. When your UI changes, the tests self-heal. No selector updates. No maintenance.<\/p>\n<\/p>\n<p>The runner can be deployed locally on any machine or server \u2014 so you can test apps behind a firewall, on a private network, or on localhost without exposing anything to the public internet. Or run it from the cloud if you prefer.<\/p>\n<\/p>\n<p>Free trial is live now. No card required.<\/p>\n<\/p>\n<p>If you try it, I’d love to hear your experience \u2014 what worked, what surprised you, and what you’d do differently. That’s more useful to me right now than anything else.<\/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\/@aelsergani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aelsergani<\/a> Congrats on the launch \u2014 an agent that tests your web app autonomously hits a real nerve; E2E testing is the chore everyone means to automate and never finishes. You’ve already got a launch video, so here’s a different asset: a free looping GIF of Manta from your own screenshots \u2014 a click-free moving shot for your gallery or launch tweet, Giphy-tagged so it keeps getting found. White-label, no strings: <a href=\"https:\/\/foxplug.com\/g\/00b2f7e832514623a591\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com\/g\/00b2f7e832514623a591<\/a><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=NY6uIkBXExc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=NY6uIkBXExc<\/a><\/p>\n<p>Came out of FoxPlug in ~30 seconds from your URL. You stay heads-down building, and it turns your commits, releases and milestones into GIFs, videos, posts and a changelog. Make yours free at <a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/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>Cool idea. Right now I’m using codex with browser or claude code with browser use to do such testing. How do you see Manta giving more value?<\/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\/@margharitha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@margharitha<\/a> Thank you for your comment and great to see how developers are handling such use cases. In your specific use case, Manta will be able to build test plans easily as it knows how your application works. It will be able to run regression tests for previous tests on your local environment, without you having to prompt each test plan again from the beginning. <\/p>\n<\/p>\n<p>Manta also holds all the tests on the cloud, so basically you and the team have access to all the tests, results, understanding from the cloud. Manta can run in CI\/CD pipelines, can be managed by the QA team rather than the developers.<\/p>\n<\/p>\n<p>Let me know more about your workflow\/size of the team and I will be able to provide more context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 ship MVPs fast and testing is always the thing I skip when I am tired, then I pay for it later. Curious how it handles login flows, that is where most of my bugs hide. 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\/@abdullah_javaid3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdullah_javaid3<\/a> Thanks Abdullah for your comment. Manta is able to perform login\/ registration through email\/password, email\/pin, magic links, mobile number\/pin, fill forms, wizards, etc. Let me know if you have specific examples. Happy to discuss further.<\/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><a href=\"https:\/\/www.producthunt.com\/@aelsergani\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aelsergani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aelsergani<\/a> the local and firewall-network angle is interesting, most testing agents assume a public URL. However I’m curious how it handles authenticated flows, like SSO or MFA prompts?<\/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\/@clement_avq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clement_avq<\/a> Thanks for your comment. Really appreciate your feedback there.<\/p>\n<\/p>\n<p>There are many forms of MFA so as to generalize an answer. Today, Manta already supports mobile\/email MFA. TOTP is supported if you provide the secret in the login\/registration instructions.<\/p>\n<\/p>\n<p>SSO like login with Google or such is detected. However, Manta will not proceed with such login requirements as this involves third parties that could impose a legal responsibility upon Manta. Google, Github, LinkedIn, etc. will all have policies restricting AI\/bot login that could endanger both Manta and our customers. We are looking into how to make it right. The safe option now is to have a login mechanism aside from SSO in your application, that Manta can use.<\/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>Coverage is easy to demo, trust is what makes a testing tool stick. If it cannot tell a real regression from a timing flake, teams stop reading the reports within a week. I would lead with how you hold the false-positive rate down.<\/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\/@shivangit26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivangit26<\/a> Thanks for your comment. I agree with your point of view. Manta doesn’t just execute a script. It sees and analyzes the page while executing a test so that it actually reasons about the right step to do if a change occurs in the website. If you have a specific use case or target website to try Manta on, I would be pleased to assist.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Local runs against localhost:3000 are the right bet here – most agent testers die before they can reach a staging app<\/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\/@oleksandr_knyga\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_knyga<\/a> Thanks for your comment. This was actually one of the main pillars that shaped Manta. Test websites are usually deployed on private networks. We also want developers to be able to use Manta while still working on their local machines, before pushing to git. Look out for our MCP interface soon, that would enable Manta to work directly from within any IDE. Developers will not longer need to test their code 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>self-healing test cases is the part i actually care about. writing the tests was never the hard bit, keeping them from breaking every time the UI moves is. if manta handles that reliably it solves the real problem<\/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\/@alex_watson2110\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_watson2110<\/a> Thanks for your comment. I really appreciate your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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-healing tests actually adapted when I tweaked a button label, which caught me off guard in a good way. Local execution is a nice touch for our staging environments behind a VPN.<\/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\/@recep755n\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@recep755n<\/a> Thank you for your comment. Stay tuned as Manta re-shapes software testing for years to come.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Pointed it at a staging app and it picked up a broken checkout flow on its own without any setup. The self-healing part feels pretty solid too when I shuffled the UI around.<\/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\/@evvalkayga5vdo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evvalkayga5vdo<\/a> Thank you for trying out Manta! Excited to see how Manta can further enhance your software testing process.<\/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>Really like the framing here, AbdelRahman \u2014 the honest “the team quietly gave up on automated UI testing” is such a real failure mode, and going after it with autonomous exploration instead of brittle selectors feels right.<\/p>\n<\/p>\n<p>One thing I’d genuinely love to understand: when the UI changes and a test self-heals, how does Manta tell “the UI legitimately moved” from “the UI broke”? A redesign should heal, but a regression that shifts the same element is exactly the bug you’d want it to catch \u2014 curious where that line gets drawn.<\/p>\n<\/p>\n<p>And on the autonomous exploration: since the agent picks its own path, how repeatable is a run? If it surfaces a bug today, will the same flow reliably reproduce it tomorrow, or does the path drift between runs?<\/p>\n<\/p>\n<p>Excited to try it on a flow behind a firewall \ud83d\ude4f <a href=\"https:\/\/www.producthunt.com\/@aelsergani\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aelsergani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aelsergani<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akbar_b\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akbar_b<\/a> Thank you for your feedback. Manta is able to know when a UI change happens but doesn’t break the test plan. A change in button color, location, etc. can be picked up easily. However, a complete change that breaks the test will fail the test. That is when you can easily check the test run and see what exactly broke. We can add a feature to notify the user when a test had to self-heal to be successful. Then the user can check visually how the test was healed and decide.<\/p>\n<\/p>\n<p>Stay tuned as Manta re-shapes and progresses with more and more use cases.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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-healing part makes me a little nervous rather than reassured, if a UI change is actually a bug (a button moved because of a broken layout, not an intentional redesign) does the agent know the difference, or would it just quietly adapt the test to match the broken state and mask the regression<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/AKIKIVHB7CHKQD\" class=\"app-title\">In Parallel MCP<\/a><\/p>\n<div class=\"one-liner\">Your context, available to every agent.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">125<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>In Parallel MCP\u662f\u4e00\u6b3e\u901a\u8fc7MCP\u534f\u8bae\u4e3aAI\u4ee3\u7406\u63d0\u4f9b\u7edf\u4e00\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u5c42\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u4e0d\u540cAI\u5de5\u5177\u95f4\u91cd\u590d\u8f93\u5165\u516c\u53f8\u80cc\u666f\u3001\u4f1a\u8bae\u51b3\u7b56\u548c\u9879\u76ee\u4fe1\u606f\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4018a530-5e37-4575-b179-52150853a427.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\/7fdbb488-f260-4514-aa45-b4596ac8fc2d.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\/69b6ec3b-a5bb-4bb1-a7a3-fbb095019220.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\/4a07fef8-699a-46f1-b347-9d55020fa3e1.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\/92f80648-e62f-4591-b73d-64e5c9228594.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/7tqnpph-CgQ\"><source src=\"https:\/\/youtu.be\/7tqnpph-CgQ\" 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\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bb0\u5fc6\u5c42<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u6f02\u79fb<\/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\u75db\u70b9\u96c6\u4e2d\u5728\u4e0a\u4e0b\u6587\u6f02\u79fb\u3001\u51b3\u7b56\u4e22\u5931\u548c\u624b\u52a8\u7ef4\u62a4\u6210\u672c\u9ad8\u3002\u6838\u5fc3\u95ee\u9898\uff1a\u5982\u4f55\u81ea\u52a8\u6355\u83b7\u5fae\u66f4\u65b0\u800c\u975e\u624b\u52a8\u7f16\u8f91\uff1f\u662f\u5426\u652f\u6301\u5355\u4eba\u4f7f\u7528\uff1f\u80fd\u5426\u9650\u5236\u654f\u611f\u6587\u4ef6\u5939\u6743\u9650\uff1f\u662f\u5426\u5b58\u5728\u79fb\u52a8\u7aef\uff1f\u8fd8\u6709\u7528\u6237\u62c5\u5fe7\u5171\u4eab\u4e0a\u4e0b\u6587\u53d8\u810f\u540e\u66f4\u5371\u9669\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 In Parallel MCP\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u6781\u5176\u771f\u5b9e\u4e14\u6602\u8d35\u7684\u75db\u70b9\uff1aAI\u65f6\u4ee3\u7684\u201c\u4e0a\u4e0b\u6587\u7a0e\u201d\u3002\u5f53ChatGPT\u3001Claude\u3001Copilot\u5404\u81ea\u4e3a\u653f\uff0c\u6bcf\u6b21\u5bf9\u8bdd\u90fd\u8981\u91cd\u65b0\u6295\u5582\u516c\u53f8\u80cc\u666f\u3001\u9879\u76ee\u51b3\u7b56\uff0c\u8fd9\u4e0d\u4ec5\u662f2\u5206\u949f\u4e0d\u8010\u70e6\u7684\u5fc3\u7406\u6298\u78e8\uff0c\u66f4\u662f\u56e2\u961f\u534f\u4f5c\u4e2d\u9690\u6027\u4f46\u5de8\u5927\u7684\u6548\u7387\u9ed1\u6d1e\u3002\u4ea7\u54c1\u5de7\u5999\u5730\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u4f4d\u4e8e\u6240\u6709AI\u4ee3\u7406\u5e95\u5c42\u7684\u6807\u51c6\u5c42\u201d\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u9700\u8981\u4eba\u7c7b\u8dea\u7740\u5582\u517b\u7684\u5de5\u5177\uff0c\u8fd9\u4e2a\u601d\u8def\u5f88\u7cbe\u51c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u7528\u6237\u8bc4\u8bba\u770b\uff0c\u793e\u533a\u663e\u7136\u88ab\u201c\u51b3\u7b56\u4e22\u5931\u201d\u548c\u201c\u4e0a\u4e0b\u6587\u6f02\u79fb\u201d\u6233\u4e2d\u4e86\u810a\u6881\u9aa8\u3002\u4f46\u4ea7\u54c1\u7684\u771f\u6b63\u8003\u9a8c\u4e0d\u5728\u4e8e\u201c\u80fd\u4e0d\u80fd\u8bb0\u4f4f\u201d\uff0c\u800c\u5728\u4e8e\u201c\u80fd\u4e0d\u80fd\u6d3b\u5f97\u540c\u6b65\u201d\u3002SOC 2 Type II\u548cISO 42001\u8ba4\u8bc1\u662fB\u7aef\u5e02\u573a\u7684\u6572\u95e8\u7816\uff0c\u4f46\u66f4\u6838\u5fc3\u7684\u6311\u6218\u5728\u6280\u672f\u5c42\u9762\uff1a\u5982\u4f55\u4f18\u96c5\u89e3\u51b3\u201c\u4e24\u4e2a\u4ee3\u7406\u540c\u65f6\u62c9\u53d6\u4e0a\u4e0b\u6587\u540e\u4e00\u4e2a\u66f4\u65b0\u4e86\u201d\u7684\u51b2\u7a81\uff1f\u56e2\u961f\u63d0\u51fa\u7684\u201c\u4e8b\u4ef6\u5173\u7cfb\u56fe\u201d\u65b9\u6848\u542c\u8d77\u6765\u6bd4\u201c\u6700\u540e\u5199\u5165\u80dc\u51fa\u201d\u806a\u660e\uff0c\u4f46\u590d\u6742\u6027\u4e0d\u53ef\u5c0f\u89d1\u3002\u53e6\u5916\uff0c\u4ea7\u54c1\u76ee\u524d\u4f9d\u8d56\u88ab\u52a8\u76d1\u542c\u548c\u81ea\u52a8\u63d0\u53d6\uff0c\u82e5\u7406\u89e3\u504f\u5dee\u5bfc\u81f4\u4e0a\u4e0b\u6587\u6c61\u67d3\uff0c\u7ed3\u679c\u4f1a\u6bd4\u6ca1\u6709\u8bb0\u5fc6\u66f4\u81f4\u547d\u2014\u2014\u6b63\u5982\u4e00\u4f4d\u7528\u6237\u6240\u8a00\uff0c\u4fe1\u4efb\u4e00\u4e2a\u8fc7\u65f6\u7684\u5171\u4eab\u6e90\u6bd4\u6ca1\u6709\u66f4\u7cdf\u7cd5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u7248\u672c\u660e\u663e\u66f4\u504f\u5411\u4f01\u4e1a\u56e2\u961f\uff0c\u5355\u4eba\u7528\u6237\u7684\u573a\u666f\u867d\u7136\u88ab\u63d0\u53ca\uff0c\u4f46\u529f\u80fd\u8fb9\u754c\u5c1a\u672a\u6e05\u6670\u3002\u79fb\u52a8\u7aef\u548c\u81ea\u6258\u7ba1VPC\u7684\u7f3a\u5931\uff0c\u4e5f\u9650\u5236\u4e86\u5b83\u5728\u9ad8\u9891\u79bb\u7ebf\u573a\u666f\u548c\u5bf9\u6570\u636e\u4e3b\u6743\u6781\u5ea6\u654f\u611f\u7684\u4f01\u4e1a\u4e2d\u7684\u63a8\u5e7f\u3002\u6574\u4f53\u800c\u8a00\uff0cIn Parallel MCP\u8d70\u51fa\u4e86\u89e3\u51b3AI\u788e\u7247\u5316\u8bb0\u5fc6\u7684\u6b63\u786e\u7b2c\u4e00\u6b65\uff0c\u4f46\u60f3\u8981\u6210\u4e3a\u201c\u6267\u884c\u5c42\u7684\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u5b83\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u80fd\u201c\u8bb0\u4f4f\u201d\uff0c\u66f4\u80fd\u201c\u51c6\u786e\u9057\u5fd8\u201d\u548c\u201c\u806a\u660e\u51b2\u7a81\u201d\u3002\u8fd9\u662f\u4ece\u6709\u8da3\u5de5\u5177\u5230\u57fa\u7840\u8bbe\u65bd\u7684\u81f4\u547d\u4e00\u8dc3\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\">In Parallel MCP<\/span>\n <\/div>\n<div class=\"comment-content\">You’ve explained your company to ChatGPT. Then to Claude. Then to Copilot. Every time you open a new chat, you start from scratch. Paste the notes. Upload the document. Copy in the email thread. Summarize what your team decided two weeks ago \u2014 to a tool that could’ve just known it all along. In Parallel’s MCP server ends that. Connect it once, and whichever AI you open already knows your meetings, decisions, and context. Just ask the question. Less prose. More truth.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Okay, as promised, I’ll go first \ud83d\ude05<\/p>\n<p>Mine was a weekly “alignment sync” that survived three reorgs. The project it was created for shipped in 2023. Nobody remembered why it existed, but nobody wanted to be the one to kill it \u2014 so every Monday, eight people spent 30 minutes confirming there was nothing to align on.<\/p>\n<p>It finally died when someone noticed the original organizer had left the company a year earlier.<\/p>\n<p>That meeting is basically why In Parallel exists. If the decisions and status lived somewhere that updated itself, the meeting would have had nothing left to do.<\/p>\n<p>Your turn \u2014 what’s yours? \ud83d\udc47<\/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\/@kristian_luoma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristian_luoma<\/a> Congrats on the launch \u2014 calling it “the operating system for execution” is a bold frame, and there’s a real gap between planning tools and things that actually drive the work forward. You launched without a video, so I made you a free launch kit: a looping, branded GIF of In Parallel from your own screenshots, Giphy-tagged so it keeps getting found. White-label, post it anywhere: <a href=\"https:\/\/foxplug.com\/g\/b6082416a3664f618c67\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com\/g\/b6082416a3664f618c67<\/a><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=NY6uIkBXExc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=NY6uIkBXExc<\/a><\/p>\n<p>That came out of FoxPlug in ~30 seconds from just your URL. You keep building, and FoxPlug turns every commit, release and milestone into GIFs, videos, posts and a live changelog \u2014 automatically. Make your own free at <a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/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\/@kristian_luoma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristian_luoma<\/a> Hi! Hope you’re having a good day. I enjoy connecting with people building interesting products, so I thought I’d reach out and say hello. Always nice meeting fellow builders.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 a CPO this hits a nerve \ud83d\ude05 The gap between “what we decided in the room” and “what’s actually on the roadmap” is where half my week disappears. Every tool captures something \u2014 notes, tickets, docs \u2014 but the decision itself always seems to fall through the cracks. Love that In Parallel sits underneath instead of adding yet another surface to babysit. Pricing per workspace instead of per seat is the right call too. Congrats on the launch, upvoted \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=\"comment-item\">\n<div class=\"comment-content\">\n<p>SOC 2 Type II for an MCP context layer is exactly the boring enterprise signal I’d look for<\/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\/@oleksandr_knyga\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_knyga<\/a> 100%. Not only that, we got also ISO 42001. While not as hot yet, I’d say it’ll be the future. If interested, here’s some more boring stuff: <a href=\"https:\/\/podcasts.apple.com\/cz\/podcast\/episode-1-pioneers-of-the-new-ai-standard-iso-42001\/id1790620457?i=1000684062280&l=cs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/podcasts.apple.com\/cz\/podcast\/episode-1-pioneers-of-the-new-ai-standard-iso-42001\/id1790620457?i=1000684062280&l=cs<\/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>Every comment here is about big teams so let me ask from the other side. I am a one person company and I still lose context between Claude Code sessions every single day. Is this built only for organizations or does it make sense for a solo builder 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\/@abdullah_javaid3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdullah_javaid3<\/a> I feel your pain. By default, you are managing your own context in the product. By extension, we let you share it with the team (or agents, 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>Congrats on the launch, Kristian! The concept of standardizing the shared context layer over MCP is brilliant. A major pain point with centralized team hubs is ‘context drift’\u2014a decision is made in Slack, the execution changes in GitHub, but the overarching context file stays static. How does In Parallel natively capture those micro-updates without forcing team members to manually edit the shared state every single day? Is it passively listening to integrations?<\/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\/@franz_briones\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franz_briones<\/a> Yes, indeed. Passively listening, and analysing, de-duping, and collecting “observations” is the key. We’ve been inspired greatly by the works of John Boyd (an American fighter-pilot from Korean War who came up with the theory behind “Situational Awareness”). Context drift is such a great term. We use Coordination Tax, but I’m tempted to steal “Context drift”. Did you coin 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>The portability problem is the real one: context trapped in each tool means every agent is a stranger. Building on MCP is the right bet because it standardizes that layer instead of locking it to one app. The test will be keeping context fresh, stale shared context is worse than none.<\/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\/@shivangit26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivangit26<\/a> Amen. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Solving the context problem for organizations with information moving faster than ever is a big deal! Heck, just figuring out how to manage my own personal context as a solo builder to make the most out of AI has it’s challenges.<\/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\/@derrek_pearson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@derrek_pearson<\/a> It’s true!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 bit me two weeks ago, a rule I set at planning stage silently disappeared before the generation step and the output invented a fact. Took a day to find where the context died. So, real question: two agents pull the same context, one updates it mid-task, what happens? Last write wins or something smarter?<\/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\/@vladimir_iudin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vladimir_iudin<\/a> yeah, I hate when that happens. Well, we’re building and maintaining decisions-based context that is <em>the artefact <\/em>e.g. something that can work for between people, not just between sessions. But to pull that off it is something smarter: so we save the “graph” of events and relationships, and use 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>Really interesting approach to the LLM memory bottleneck standard custom instructions are too static, and vector databases get too noisy. Does your self-hosted VPC setup allow us to restrict sensitive context folders so only specific teams (like HR or Finance) can query 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> Thanks so much, couldn’t agree more. We do not at the moment offer VPC setup, but are working on that option; what is important is that we offer no-training on your data (ISO 42001 certified, and SOC2 compliant). <\/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>One thing that would make this a no-brainer for me is a mobile companion app. Most of my context-switching happens away from my desk, and being able to quickly check on goals, risks, or ownership changes from my phone would keep me aligned even when I’m not at my laptop. A simple read-only view with the ability to flag updates would be enough.<\/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\/@eyll09641878946\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eyll09641878946<\/a> .. did you just read our roadmap? Working on 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>every “single source of truth for the org” tool I’ve seen eventually turns into the thing everyone stops updating, then it’s worse than no source at all because people trust a stale answer. how does In Parallel keep goals\/ownership actually current without someone manually maintaining it, is it pulling straight from where the work happens (tickets, docs, calendars) or does it still rely on people logging updates<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “explain your company once and every agent already knows it” pitch nails the actual daily tax of re-pasting context into each new chat. Where does that shared context actually live: a hosted store on your side, or something I control and can host in my own environment? And how does it stay current: does it auto-derive decisions and ownership from the connected tools, or does someone have to curate what goes in? With permission-scoped MCP access, is scoping per-user so an agent only sees what that person could see, or is it one org-wide context every connected tool can read?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/CCGAE7NRY47KYI\" class=\"app-title\">Graft AI<\/a><\/p>\n<div class=\"one-liner\">Turn company operations into a living map for agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">118<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Graft AI \u901a\u8fc7\u5c06\u4f01\u4e1a\u9057\u7559\u7cfb\u7edf\u3001\u5185\u90e8\u5de5\u5177\u548c\u64cd\u4f5c\u6d41\u7a0b\u8f6c\u5316\u4e3a\u4e00\u4e2a\u201c\u6d3b\u7684\u8fd0\u8425\u5730\u56fe\u201d\uff0c\u4e3aAI\u4ee3\u7406\u63d0\u4f9b\u7a33\u5b9a\u3001\u53ef\u5ba1\u8ba1\u7684\u5de5\u5177\u63a5\u53e3\uff0c\u89e3\u51b3\u4ee3\u7406\u5728\u771f\u5b9e\u4e1a\u52a1\u4e2d\u56e0\u5e95\u5c42UI\u53d8\u5316\u6216\u7f3a\u4e4fAPI\u800c\u65e0\u6cd5\u53ef\u9760\u6267\u884c\u4efb\u52a1\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9383194f-1de1-4afe-914c-98fce6d1eb41.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\/55d0c78e-1536-422a-8be5-cb91d428712e.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\/aa642981-3113-4725-ade5-a9168be67984.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\/5686ddd1-6410-4172-8260-241b013fd34d.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\/080d0bda-6c59-4a99-8738-bae75264fad1.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\/8d3dad26-dc1e-49a6-a68b-03c9b14646ee.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\/d25e535c-8801-4418-b89e-f2509e4b7641.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\/b082eb93-faf7-4a0d-af29-457031a64783.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u9057\u7559\u7cfb\u7edf\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u64cd\u4f5c\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">UI\u6f02\u79fb\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">RPA\u66ff\u4ee3<\/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\u8ba4\u53ef\u5176\u89e3\u51b3\u4f01\u4e1a\u771f\u5b9e\u75db\u70b9\uff0c\u4f46\u5173\u5fc3\u5730\u56fe\u7ef4\u62a4\u7684\u5b9e\u65f6\u6027\u3001\u8bed\u4e49\u6f02\u79fb\u65f6\u662f\u5426\u4f1a\u9759\u9ed8\u51fa\u9519\u3002\u6838\u5fc3\u95ee\u9898\u5305\u62ec\uff1a\u5982\u4f55\u65e0\u9700\u4eba\u5de5\u76d1\u63a7\u4fdd\u6301\u66f4\u65b0\u3001\u5982\u4f55\u5904\u7406\u9700\u8981\u4eba\u7c7b\u5224\u65ad\u7684\u8282\u70b9\u3001\u4ee5\u53ca\u4fee\u590d\u6ede\u540e\u65f6\u95f4\u662f\u5206\u949f\u7ea7\u8fd8\u662f\u9700\u4eba\u5de5\u786e\u8ba4\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 Graft AI\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u5f53\u524dAI Agent\u843d\u5730\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u73b0\u5b9e\u56f0\u5883\u2014\u2014\u7edd\u5927\u591a\u6570\u4f01\u4e1a\u5e76\u975e\u8fd0\u884c\u5728API\u53cb\u597d\u7684\u4e91\u539f\u751f\u73af\u5883\u4e2d\uff0c\u800c\u662f\u7531\u4e00\u5806\u201c\u6709\u5c4f\u5e55\u4f46\u6ca1\u63a5\u53e3\u201d\u7684\u9057\u7559\u8f6f\u4ef6\u3001Excel\u548c\u5185\u90e8\u7cfb\u7edf\u6784\u6210\u3002\u5176\u63d0\u51fa\u7684\u201c\u6d3b\u7684\u8fd0\u8425\u5730\u56fe\u201d\u66ff\u4ee3\u201c\u9759\u6001\u6587\u6863\u201d\u7684\u601d\u8def\u9887\u5177\u98a0\u8986\u6027\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u4f01\u4e1a\u9886\u57df\u77e5\u8bc6\u4ece\u4eba\u8111\u8f6c\u79fb\u5230\u53ef\u7248\u672c\u5316\u3001\u53ef\u9a8c\u8bc1\u7684\u673a\u5668\u5c42\uff0c\u4e3aAgent\u63d0\u4f9b\u4e86\u4e00\u5957\u201c\u6570\u5b57\u795e\u7ecf\u7cfb\u7edf\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u6765\u770b\uff0c\u4ea7\u54c1\u63cf\u8ff0\u4e2d\u201c\u81ea\u6211\u4fee\u590d\u201d\u201c\u81ea\u52a8\u68c0\u6d4b\u6f02\u79fb\u201d\u7b49\u627f\u8bfa\u6781\u5177\u5de5\u7a0b\u6311\u6218\u3002UI\u6f02\u79fb\u68c0\u6d4b\u7684\u8bef\u62a5\u7387\u3001\u4fee\u590d\u5bf9\u4e1a\u52a1\u903b\u8f91\u7684\u65e0\u635f\u6027\u3001\u4ee5\u53ca\u6df7\u5408\u9a8c\u8bc1\u5668\u5728\u201c\u8bed\u4e49\u6b63\u786e\u201d\u4e0e\u201c\u6267\u884c\u6b63\u786e\u201d\u4e4b\u95f4\u7684\u5224\u65ad\uff0c\u90fd\u662f\u6781\u96be\u89c4\u6a21\u5316\u843d\u5730\u7684\u6280\u672f\u503a\u3002\u76ee\u524d\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u4eba\u7c7b\u5224\u65ad\u8282\u70b9\u201d\u201c\u53ef\u89c6\u56de\u6eaf\u65f6\u95f4\u7ebf\u201d\u7684\u8ffd\u95ee\uff0c\u6070\u6070\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u590d\u6742\u4e1a\u52a1\u6d41\u4e2d\u4ecd\u5b58\u5728\u201c\u9ed1\u7bb1\u201d\u548c\u201c\u4eba\u529b\u515c\u5e95\u201d\u7684\u4f9d\u8d56\u3002\u4e0e\u5176\u8bf4\u662fAgent\u57fa\u7840\u8bbe\u65bd\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u4e2a\u9ad8\u5ea6\u667a\u80fd\u5316\u7684RPA\u5347\u7ea7\u7248\uff0c\u5176\u4ef7\u503c\u951a\u70b9\u4ecd\u5728\u4e8e\u4f01\u4e1a\u6cbb\u7406\uff08\u5ba1\u6279\u3001\u5ba1\u8ba1\u3001\u6743\u9650\uff09\uff0c\u800c\u975e\u771f\u6b63\u7684\u81ea\u4e3b\u667a\u80fd\u3002\u80fd\u5426\u8ba9\u201c\u8fd0\u8425\u5730\u56fe\u201d\u50cfGit\u4ed3\u5e93\u4e00\u6837\u53ef\u9760\uff0c\u800c\u975e\u53e6\u4e00\u4e2a\u9700\u8981\u4e13\u4eba\u5582\u517b\u7684\u201c\u6570\u5b57\u6587\u6863\u201d\uff0c\u5c06\u662fGraft\u4ece\u5671\u5934\u8d70\u5411\u751f\u4ea7\u529b\u7684\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\">Graft AI<\/span>\n <\/div>\n<div class=\"comment-content\">Most agent tools assume clean APIs. Graft starts where companies actually work: legacy apps, internal tools, and workflows trapped behind screens. It learns how the work gets done, turns it into a living operational map, and gives agents stable tools with permissions, approvals, audit trails, and verification built in. When the underlying UI changes, Graft detects the drift and repairs the workflow without breaking the agent interface.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b<\/p>\n<p>I started Graft after realizing that the hardest part of deploying agents at work is not the model. It is the software around it.<\/p>\n<p>Real companies run on ERPs, desktop apps, internal portals, spreadsheets, and years of operational knowledge that agents cannot reliably understand or use.<\/p>\n<p>Graft began as a way to turn those interfaces into stable tools for agents. While building it, the idea grew into something bigger: a living map of how a company actually works. Graft learns the workflow, decisions, permissions, exceptions, and success conditions, then gives agents a safe way to do the work with approvals, audit trails, and verification built in.<\/p>\n<p>When the underlying software changes, the agent-facing tool stays stable.<\/p>\n<p>We are launching early because we want to learn from the people actually building and operating agents.<\/p>\n<p>What is one system or workflow your agent still cannot reliably use today?<\/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\/@ychampion\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ychampion<\/a> I like that you’re solving a real enterprise problem instead of assuming every company has modern APIs. Learning workflows directly from legacy systems, providing agents with stable interfaces, and automatically repairing workflows when the UI changes is a clever approach. The built-in permissions, approvals, audit trails, and verification also make it feel much more practical for businesses that need reliability and governance. Best of luck with 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\/@ychampion\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ychampion<\/a> Hi,<\/p>\n<p>Congratulations on launching <\/p>\n<p>I review newly launched SaaS products as part of my work, and yours stood out. While exploring it, I found a few areas where the onboarding flow, UI, and performance could be refined.<\/p>\n<p>I recorded a short review with actionable suggestions tailored to your product. No strings attached\u2014just thought it might be useful while you’re iterating after launch.<\/p>\n<p>Happy to send it over if you’re interested.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>docs go stale in a week so i like the living map idea. how does it stay updated without me babysitting it?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@doganakbulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@doganakbulut<\/a> hello, good question. You shouldn\u2019t have to babysit it. Graft watches real workflow executions and compares decisions, exceptions, and outcomes against the current map; when something changes, it proposes a clear diff, tests it in shadow mode, and only asks for review when the change is risky or uncertain. Normal work keeps the map current, while people step in only for meaningful exceptions. We’re working on sandboxed environments and many cool features, it self-updates it self. This is not an agent, its an infra running to understand how your company operates, connects to software your company uses, extracts the domain knowledge from people to create a operating knowledge map (with our advanced memory systems) usable by agents consistently. For example it understands how refunds work, so this won’t save it as a doc, it’ll see how it functions in your company and map it out, next time something changes it’ll update itself. It is deeply integrated to your system and connected to the tools you use and is like an evolving brain<\/p>\n<p>Ask any questions if you have! if you’re interested and want to talk, you can sign up for the waitlist at graft.axcelner.com<\/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>One thing that would help us adopt this faster is a visual timeline view inside the operational map, so we can scrub through past workflow executions and see exactly where drift or failures happened. Right now troubleshooting at scale feels like guesswork.<\/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\/@alpergrbzobpev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alpergrbzobpev<\/a> Yes, that is exactly where Graft is headed: every run becomes a replayable visual timeline, so teams can scrub through decisions, handoffs, failures, and drift instead of debugging from scattered logs. Your company owns the resulting operational knowledge base, and every employee correction makes it smarter, much like a team continuously improves a shared codebase for agents. If you’re interested and want to talk, The waitlist is live at <a href=\"http:\/\/graft.axcelner.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>graft.axcelner.com<\/strong><\/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>the framing that the model was never the hard part is honestly accurate for most companies, the real question is whether the “living map” stays correct as workflows quietly drift over months, not just when the UI visibly changes.<\/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><a href=\"https:\/\/www.producthunt.com\/@evan_cooper1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evan_cooper1<\/a> yes, Graft continuously compares real decisions, exceptions, and outcomes against the certified workgraph, so quiet semantic drift is detected and reviewed before it becomes production behavior. We are also building a workflow machine that can replay any historical case under today\u2019s rules and show exactly where the company\u2019s operating logic changed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@evan_cooper1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evan_cooper1<\/a> Hi! Just wanted to say I checked out what you’re building\u2014it looks interesting. Founders don’t usually get enough appreciation for the work behind the scenes. Wishing you the best 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>spend months trying to get an agent to reliably click though our old internal ticketing system before giving up, this is the exact problem.<\/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\/@kyle_bennett6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kyle_bennett6<\/a> Exactly. The problem is not getting an agent through the UI once, it is making the 500th run as reliable as the first. Graft learns the workflow, turns it into a stable tool like create_ticket or update_case, and verifies the result in the source system so the agent never has to rediscover that interface again.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>nothing in the pitch about workflows that need a human judgement call partway through, is that out of scope for now?<\/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\/@leah_josephine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leah_josephine<\/a> No. Human judgment is a first-class step in Graft workflows. Agents run autonomously until they hit a policy boundary or a genuinely ambiguous exception, then route a concise, evidence-backed decision to the right person and pause only that step. Once decided, the workflow resumes from the same state, so humans handle exceptions rather than babysitting every run.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>feels adjacent to Browser Use in spirit, just aimed at ERPs and desktop apps instead of the open web.<\/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\/@ian_maxwell2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ian_maxwell2<\/a> No actually, this is really different. We’re not teaching agents how to interact, we’re building an operational knowledge map of the company, how operations really work and today it is stuck in people’s head as domain knowledge, we saw a shift where now anybody can contribute to a company’s codebase but imagine now employees knowledge and how work is done in the company is operatable by agents consistently, this still breaks at scale today and we’re solving that. <\/p>\n<p>Browser Use helps an agent operate a UI, while Graft turns recurring enterprise work into versioned, policy-bound, independently verified tools that agents can call reliably without rediscovering the interface every time.<\/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>building stable tools instead of chasing every API makes sense, but that shifts a lot of ongoing maintenance onto graft’s side to keep those maps accurate as companies change.<\/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\/@dustin_warren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dustin_warren<\/a> Exactly, which is why maintenance is part of the product: Graft continuously detects UI and business-logic drift, fails closed when a workflow no longer matches its certified behavior, and re-verifies every update before agents can use it again.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dustin_warren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dustin_warren<\/a> Hi! Just wanted to say I checked out what you’re building\u2014it looks interesting. Founders don’t usually get enough appreciation for the work behind the scenes. Wishing you the best 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>if the underlying business logic changes and not just the screen, does the agent, facing tool silently start doing the wrong thing instead of breaking?<\/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\/@derek_julian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@derek_julian<\/a> nope, Graft treats a business-rule change as semantic drift, not a UI repair. Every tool is bound to explicit policies, expected effects, and independent verification; if the source system no longer behaves as certified, the tool fails closed and is quarantined until a new version is reviewed and re-certified. I previously worked on enterprise infra where data was messy and agents needed it in real time, this was the exact problem I faced and I’ve spent my time solving this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>approvals + audit trails baked in from day one is the part that’ll actually get this past an IT review, not the AI framing.<\/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\/@hailey_brianna1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hailey_brianna1<\/a> True. The AI gets attention, but approvals, least-privilege access, independent verification, and complete audit trails are what make Graft deployable inside a real enterprise. We’re making it <em>actually<\/em> work in prod<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Graft turns real company operations into a shared, continuously updated layer for agents. We’ve seen companies transform to the AI native era but fail in operations because of institutional knowledge, and graft solves 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the self-healing part for legacy UI drift is the piece nobody else seems to be tackling well, most RPA-style tools just break silently when a button moves. what’s the actual gap between the UI changing and Graft detecting + repairing it, are we talking minutes or does it need a human to confirm the fix before it goes back into production<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>hello everyone, just a quick update. I’ve updated graft’s social media, the old one was the wrong one. 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Graft will be helping f500’s transform their legacy applications into operational knowledge basis for agents to use. Agents can interact with their legacy software and help them transition into agent native software, this is a shift we’re seeing but companies fail because the data is in people’s head as domain knowledge so we’re building the infra to make it operational by agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Building a receipt-scanning feature right now and even at my tiny scale, the “verification” part is the hard bit \u2014 I ended up schema-validating every LLM response and failing closed on anything unparseable, because silently-wrong output is worse than an error. Curious how you handle the case where the workflow <em>succeeds<\/em> mechanically but the result is semantically wrong \u2014 is verification rule-based per workflow, or learned?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cannetjam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cannetjam<\/a> That is exactly the failure mode we care about. Graft uses a hybrid verifier: explicit schemas, business invariants, and source-of-truth checks define what \u201ccorrect\u201d means, while learned models detect semantic mismatches and novel edge cases. Learned signals can quarantine a run or propose a new rule, but they never silently change the contract; ambiguous results fail closed or go to a human.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Operations as a map agents can walk is close to what I do per-client, structured facts an AI can’t step outside of. Mine is one brand, yours is a whole company, and I suspect the hard part scales badly. How do you keep the map current when the operations change weekly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vladimir_iudin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vladimir_iudin<\/a> That is the hard part, so we treat the operational map like a versioned codebase, not a static knowledge graph. Every execution, exception, and employee correction is compared against the current map; changes are proposed as reviewable updates, tested in shadow mode, and only promoted after they pass verification. The map stays current because the company continuously contributes to it through normal work, instead of relying on a quarterly process-document rewrite. We’re building knowledge graphs, real time data flow mechanisms, more info soon.<\/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\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LY3LQ5RV2PFQTT\" class=\"app-title\">Cito<\/a><\/p>\n<div class=\"one-liner\">Hybrid academic search over 236M papers, built for agents<\/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>Cito\u662f\u4e00\u4e2a\u4e13\u4e3aAI\u4ee3\u7406\u8bbe\u8ba1\u7684\u6df7\u5408\u5b66\u672f\u641c\u7d22\u5f15\u64ce\uff0c\u8986\u76d62.36\u4ebf\u7bc7\u8bba\u6587\uff0c\u63d0\u4f9b\u65e0\u901f\u7387\u9650\u5236\u7684API\u548c\u539f\u751fMCP\u63a5\u53e3\uff0c\u89e3\u51b3\u4e86\u4ee3\u7406\u5728\u8fdb\u884c\u6df1\u5ea6\u6587\u732e\u68c0\u7d22\u65f6\u88ab\u4e0a\u6e38API\u9650\u6d41\u5361\u6b7b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/645bc226-8f13-4baa-8a83-4e38baca1e9e.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\/6295b79a-73d1-47f8-9a48-8f3d23277be6.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\/cf1a8f17-7d05-40b2-809e-610398cb1e69.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\/b8fe06ad-38c9-48de-8eec-8259f02fa345.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\/f8e74061-7462-462c-b5a0-0544e00478ac.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Search<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b66\u672f\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">API\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u8bba\u6587\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u6316\u6398<\/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\u6ee1\u610f\u5176\u901f\u5ea6\u5feb\u3001MCP\u96c6\u6210\u5f00\u7bb1\u5373\u7528\uff0c\u89e3\u51b3\u4ee3\u7406\u88ab\u9650\u6d41\u95ee\u9898\u3002\u5efa\u8bae\u5305\u62ec\uff1a\u63d0\u4f9b\u6d41\u5f0f\u7aef\u70b9\u6216\u8f6e\u8be2\u673a\u5236\uff08\u76ee\u524d\u6279\u91cf\u63a5\u53e3\u5df2\u8986\u76d6\uff09\u3001\u67e5\u8be2\u4e0a\u9650\u80fd\u5426\u652f\u6301\u6df1\u5ea6\u68c0\u7d22\uff08\u4f5c\u8005\u56de\u5e94\u53ef\u4e0a\u8c03\uff09\u3002\u8d1f\u9762\u53cd\u9988\u6781\u5c11\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 Cito\u7684\u5b9a\u4f4d\u7cbe\u51c6\u800c\u514b\u5236\u2014\u2014\u5b83\u4e0d\u8bd5\u56fe\u505a\u4e00\u4e2a\u201c\u667a\u80fd\u95ee\u7b54\u673a\u5668\u4eba\u201d\uff0c\u800c\u662f\u56de\u5f52\u641c\u7d22\u5f15\u64ce\u7684\u672c\u804c\uff1a\u5feb\u901f\u3001\u5168\u9762\u3001\u65e0\u75db\u5730\u53ec\u56de\u8bba\u6587\u3002\u8fd9\u6070\u6070\u662f\u5f53\u4e0b\u5b66\u672f\u754cAI\u5de5\u5177\u94fe\u4e2d\u6700\u7a00\u7f3a\u7684\u4e00\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6280\u672f\u4e0a\u770b\uff0cBM25+SPECTER2\u6df7\u5408\u68c0\u7d22+\u4ea4\u53c9\u7f16\u7801\u5668\u91cd\u6392\u5e8f\u7684\u7ba1\u7ebf\u5e76\u4e0d\u65b0\u5947\uff0c\u4f46\u96be\u80fd\u53ef\u8d35\u7684\u662f\uff0c\u4f5c\u8005\u4e3a\u4e86\u7ed5\u8fc7\u4e0a\u6e38API\u7684\u201c1\u8bf7\u6c42\/\u79d2\u201d\u9b54\u5492\uff0c\u9009\u62e9\u4e86\u81ea\u5efa\u7d22\u5f15\u5e76\u63d0\u4f9b\u66f4\u5bbd\u677e\u7684100\u8bf7\u6c42\/\u5206\u949f\u514d\u8d39\u989d\u5ea6\uff0c\u4e14\u660e\u786e\u613f\u610f\u4e3a\u5408\u7406\u9700\u6c42\u5355\u72ec\u63d0\u989d\u3002\u8fd9\u79cd\u201c\u4ece\u81ea\u8eab\u75db\u70b9\u51fa\u53d1\u3001\u4e3a\u540c\u7c7b\u5f00\u53d1\u8005\u89e3\u56f0\u201d\u7684\u52a1\u5b9e\u59ff\u6001\uff0c\u6bd4\u5806\u780cAI\u5671\u5934\u66f4\u80fd\u8d62\u5f97\u53e3\u7891\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u6301\u7eed\u8fd0\u8425\u6210\u672c\u548c\u6570\u636e\u65b0\u9c9c\u5ea6\u2014\u2014Semantic Scholar\u8bed\u6599\u662f\u9759\u6001\u5feb\u7167\u8fd8\u662f\u5b9e\u65f6\u66f4\u65b0\uff1f\u5982\u679c\u7d22\u5f15\u6ede\u540e\uff0c\u7814\u7a76\u8005\u627e\u6700\u65b0\u9884\u5370\u672c\u4ecd\u4f1a\u7ed5\u56deGoogle Scholar\u3002\u53e6\u5916\uff0c\u7eafJSON API\u548cMCP\u63a5\u53e3\u610f\u5473\u7740Cito\u662f\u7ba1\u9053\u800c\u975e\u7ec8\u70b9\uff0c\u7528\u6237\u9700\u81ea\u884c\u642d\u5efa\u63a8\u7406\u5c42\uff0c\u5bf9\u975e\u6280\u672f\u7528\u6237\u95e8\u69db\u8f83\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u8bc4\u4ef7\uff1aCito\u89e3\u51b3\u4e86\u5b66\u672fAPI\u4ee3\u7406\u5316\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5b83\u5728\u89c4\u6a21\u548c\u65f6\u6548\u4e0a\u7684\u957f\u671f\u6295\u5165\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\">Cito<\/span>\n <\/div>\n<div class=\"comment-content\">Cito is a hybrid search engine over the Semantic Scholar corpus: 236M papers in the keyword index, 146M with SPECTER2 dense vectors, fused with RRF and reranked by a cross-encoder. Free web search with no signup, a plain JSON API, and a native MCP endpoint so agents like Claude Code can run deep literature research without upstream rate limits. Built because every academic API throttled my agents to death.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! I built Cito because I kept hitting rate limits while doing literature research with AI agents. Google Scholar has no API at all, and Semantic Scholar’s defaults to 1 request per second. Fine for a human, but an agent doing a deep-research run fires dozens of queries and just stalls.<\/p>\n<p>So I indexed the corpus myself: 236M papers, hybrid BM25 + SPECTER2 dense retrieval fused with RRF, reranked by a cross-encoder, served from a single CPU box in under half a second.<\/p>\n<p>What makes it different:<br \/>\n– Web search works with no signup<br \/>\n– Plain JSON API with honest, generous limits (free keys: 100 req\/min, vs 1 req\/sec upstream)<br \/>\n– Native MCP endpoint: one command and Claude Code \/ Cursor can search the literature directly<\/p>\n<p>It is deliberately a retrieval engine, not a chatbot. It returns ranked papers with abstracts, citation counts, open-access PDF links and DOIs; the reasoning layer is your agent’s job.<\/p>\n<p>Would love feedback, especially from anyone building research agents. If a rate limit ever blocks legitimate work, tell me and I will raise it.<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tao_hpu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tao_hpu<\/a> I like that you’re tackling a real pain point for researchers and AI agents. Combining keyword search with semantic retrieval and reranking over such a large academic corpus should make it much easier to find relevant papers instead of relying on exact keywords. The plain JSON API, native MCP support, and lack of restrictive rate limits are especially appealing for developers building research workflows. Best of luck with 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\">\n<p>The sheer speed of this is impressive! I am not directly involved in academic research currently, but (like most people I guess) I have topics that I am curious to explore further. I spent a good while exploring the topics via this platform and was hugely impressed by the results, the UI and the speed with which they were returned. It was easy to access original content (where applicable) and I would certainly recommend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@martin_tanner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@martin_tanner<\/a> Thank you, this made my day. “Not a researcher but curious about topics” is honestly a use case I care about a lot, since most academic search assumes you already know the jargon. If you ever run into a topic where the results feel off or the path to the actual paper feels clunky, I would genuinely like to hear about 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>Really glad someone finally built a search engine that doesn’t choke an agent after three requests. If you could expose a streaming endpoint or webhook for long queries, agents could kick off a deep search and poll instead of holding a connection open the whole time. That would make it way easier to chain searches across Claude Code sessions without timing out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elifnurs7bw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elifnurs7bw<\/a> <\/p>\n<p>Thanks! Good news is you mostly don’t need it: a normal query returns in well under a second even cold, so there’s no long connection to hold. The slow path is really when an agent wants 50 things, and for that we just shipped batch endpoints (\/search\/batch and \/paper\/batch, plus direct DOI\/arXiv lookup) so you can do one round trip instead of fifty. If we ever add something genuinely long-running, for example LLM query expansion over large result sets, an async job plus poll pattern is how I would approach it. What’s your use case where a single query runs long enough to time out? I would love a concrete example.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>finally a search tool that doesn’t choke when my agents hammer it. the MCP integration just worked out of the box with claude code, which is more than i can say for most academic apis.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hafizeldgy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hafizeldgy<\/a> Glad it just worked, that was the whole point of building it. Upstream APIs rate-limiting agents into the ground is exactly why this project exists. If your agents are doing bulk work, check out the new batch endpoints (\/search\/batch and \/paper\/batch, plus direct DOI and arXiv lookup). They landed this week and significantly reduce round trips.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 MCP endpoint is what sold me. I keep hitting the Semantic Scholar 1 req\/sec wall when Claude runs a deep lit-research pass and it just stalls. Does the free 100\/min hold up for a full run, or does it throttle once an agent goes wide?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hung_tran_from_notebook_os\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hung_tran_from_notebook_os<\/a> <\/p>\n<\/p>\n<p><strong>Short answer:<\/strong> it holds, and going wide is specifically the case it’s built for.<\/p>\n<p>The 100\/min is a fixed-window counter per API key, not a pacer. There’s nothing forcing a gap between calls the way S2’s 1 rps does, so you can fire all 100 inside the first second and none of them stall. The window just resets.<\/p>\n<p>Two things worth knowing when an agent fans out:<\/p>\n<ol>\n<li>\n<p>The limit is per key, not per connection. Ten parallel workers on one key share the same 100; they don’t get 100 each.<\/p>\n<\/li>\n<li>\n<p>Search is the metered part. Paper lookups aren’t: \/paper\/batch takes up to 1000 IDs in a single call. In a real literature research pass, most of your volume is resolving and hydrating references, not issuing new queries, so the 100 tends to go a lot further than the raw number suggests. There’s also \/search\/batch (50 queries per request), which cuts round trips, though each query still counts against the 100.<\/p>\n<\/li>\n<\/ol>\n<p>If you do have a run that genuinely needs more, ping me. The limit is a per-key value, so it can be raised for your key.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/53OBBBUBLD5KML\" class=\"app-title\">Weave<\/a><\/p>\n<div class=\"one-liner\">Think out loud and watch it become a living map.<\/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>Weave \u5c06\u5373\u5174\u53e3\u8bed\u8f6c\u5316\u4e3a\u5b9e\u65f6\u6f14\u5316\u7684\u601d\u7ef4\u5730\u56fe\uff0c\u89e3\u51b3\u201c\u8bf4\u8bdd\u5bb9\u6613\u6574\u7406\u96be\u201d\u7684\u75db\u70b9\uff0c\u8ba9\u4f1a\u8bae\u3001\u5934\u8111\u98ce\u66b4\u7b49\u573a\u666f\u4e2d\u7684\u788e\u7247\u5316\u60f3\u6cd5\u81ea\u52a8\u7ed3\u6784\u5316\uff0c\u65e0\u9700\u624b\u52a8\u8bb0\u5f55\u6216\u6574\u7406\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65f7d88b-6d62-4e71-aa90-2b34e3cdfedc.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\/88cbe832-1cc6-4cfa-9a99-a3c8ae1cdf36.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\/ddec4ead-5bcc-415c-9188-f71ac229db69.gif?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\/d4419277-91b2-441e-b5ee-e2e7b4b3ab6e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/83cAy6Skzh0\"><source src=\"https:\/\/youtu.be\/83cAy6Skzh0\" 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\">Notes<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u601d\u7ef4\u5bfc\u56fe<\/span><br \/>\n <span class=\"tag\">AI\u4f1a\u8bae\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u53e3\u8bed\u8f6c\u7ed3\u6784<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u63d0\u95ee<\/span><br \/>\n <span class=\"tag\">\u534f\u4f5c\u590d\u76d8<\/span><br \/>\n <span class=\"tag\">\u624b\u7ed8\u81ea\u7531<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5bfc\u51fa<\/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\u79f0\u8d5e\u5b9e\u65f6\u5730\u56fe\u6bd4\u7eaf\u8f6c\u5f55\u66f4\u5b9e\u7528\uff0c\u4fdd\u7559\u601d\u8003\u7ed3\u6784\u800c\u975e\u6587\u5b57\u672c\u8eab\u3002\u6838\u5fc3\u7591\u95ee\uff1a\u5982\u4f55\u5e73\u8861\u53e3\u8bed\u6742\u4e71\u4e0e\u5361\u7247\u6e05\u6670\uff1f\u6682\u505c\u63d0\u95ee\u673a\u5236\u662f\u5426\u4f1a\u6253\u65ad\u601d\u8def\uff1fMarkdown\u5bfc\u51fa\u662f\u5426\u4fdd\u7559\u94fe\u63a5\u5173\u7cfb\u3002\u5f00\u53d1\u8005\u56de\u5e94\uff1a\u4e71\u8bed\u89c6\u4e3a\u4fe1\u53f7\uff0c\u4fdd\u7559\u5386\u53f2\u56de\u653e\uff1b\u63d0\u95ee\u4ec5\u5728\u5177\u4f53\u65f6\u89e6\u53d1\uff1b\u5bfc\u51fa\u4fdd\u7559\u5d4c\u5957\u5927\u7eb2\u4e0e\u8fde\u63a5\u6807\u7b7e\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 Weave \u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\u201c\u4ee5\u6682\u505c\u4e3a\u9a71\u52a8\u201d\u2014\u2014\u5b83\u6ca1\u6709\u8d70\u591a\u6570AI\u5de5\u5177\u201c\u7406\u89e3\u7136\u540e\u603b\u7ed3\u201d\u7684\u8def\u7ebf\uff0c\u800c\u662f\u628a\u505c\u987f\u5f53\u4f5c\u63d0\u95ee\u4e0e\u68b3\u7406\u7684\u89e6\u53d1\u5668\uff0c\u8ba9\u8f93\u51fa\u59cb\u7ec8\u5904\u4e8e\u201c\u534a\u5b8c\u6210\u6001\u201d\u3002\u8fd9\u8ba9\u5b83\u907f\u514d\u4e86\u4e24\u4e2a\u81f4\u547d\u9677\u9631\uff1a\u4e00\u662f\u8f6c\u5f55\u5373\u6b7b\uff0c\u4e8c\u662f\u4f17\u5305\u5f0f\u8111\u66b4\u56fe\u3002\u524d\u8005\u8ba9\u8bed\u97f3\u5185\u5bb9\u6ca6\u4e3a\u6587\u672c\u5783\u573e\uff0c\u540e\u8005\u8ba9\u7528\u6237\u82b1\u65f6\u95f4\u5728\u4fee\u56fe\u800c\u975e\u601d\u8003\u3002 \u4f46\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u201c\u66f4\u597d\u7528\u7684\u601d\u7ef4\u5bfc\u56fe\u201d\uff0c\u800c\u662f\u201c\u8ba4\u77e5\u7684\u81ea\u6211\u89c2\u5bdf\u5668\u201d\u3002\u901a\u8fc7\u5bf9\u8bf4\u8bdd\u8fc7\u7a0b\u7684\u7ed3\u6784\u5316\u56de\u653e\uff0c\u7528\u6237\u80fd\u53cd\u89c2\u81ea\u5df1\u601d\u8def\u7684\u65ad\u88c2\u3001\u8df3\u8dc3\u4e0e\u56de\u907f\u2014\u2014\u8fd9\u8fdc\u6bd4\u4e00\u5f20\u6f02\u4eae\u7684\u56fe\u66f4\u6709\u8ba4\u77e5\u6536\u76ca\u3002 \u7f3a\u9677\u4e5f\u660e\u663e\uff1a15\u5206\u949f\u514d\u8d39\u989d\u5ea6\u8fc7\u4e8e\u541d\u556c\uff0c\u5b9e\u9645\u4e0a\u53ea\u8981\u4e00\u6b21\u6df1\u5ea6\u4f1a\u8bae\u6216\u7a0d\u957f\u7684\u5934\u8111\u98ce\u66b4\u5c31\u4f1a\u7528\u5c3d\u3002\u800c\u201c\u5e72\u51c0\u5361\u7247\u201d\u80cc\u540e\u7684\u8bed\u8a00\u6a21\u578b\u6709\u65f6\u4f1a\u62b9\u53bb\u53e3\u8bef\u4e2d\u7684\u6d1e\u5bdf\uff08\u5f00\u53d1\u8005\u627f\u8ba4\u672a\u4fdd\u7559\u9010\u5b57\u7a3f\uff09\uff0c\u8fd9\u5bf9\u521b\u4f5c\u7c7b\u7528\u6237\u53ef\u80fd\u662f\u51cf\u5206\u9879\u3002 \u4ea7\u54c1\u672c\u8d28\u662f\u201c\u914d\u5408\u601d\u7ef4\u7684\u8bed\u97f3\u811a\u624b\u67b6\u201d\uff0c\u800c\u975e\u201c\u5b8c\u7f8e\u6574\u7406\u5de5\u5177\u201d\u3002\u5bf9\u9ad8\u9891\u8111\u66b4\u8005\u3001\u5355\u53e3\u590d\u76d8\u8005\u6765\u8bf4\u662f\u5229\u5668\uff0c\u5bf9\u8ffd\u6c42\u6587\u6863\u6210\u54c1\u6216\u4e25\u683c\u4f1a\u8bae\u8bb0\u5f55\u7684\u4eba\u5219\u8106\u5f31\u3002\u5b9a\u4ef7\u4e5f\u4e0d\u5982\u505a\u6210\u4e00\u6b21\u6027\u4e70\u65ad\u6216\u56e2\u961f\u8ba2\u9605\u4ee5\u5339\u914d\u4f7f\u7528\u573a\u666f\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\">Weave<\/span>\n <\/div>\n<div class=\"comment-content\">Talk through an idea and watch it become a live map that reshapes as you change your mind and asks the questions you haven’t thought to ask. Capture meetings, replay how a thought unfolded, share a link, export anywhere. Free to start, no card.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built Weave because my best thinking happens out loud \u2014 pacing around, half-sentences, changing my mind mid-thought. Every tool I tried made me stop thinking to do the writing: transcripts I never reread, mind-mapping apps where I spent more time dragging boxes than deciding anything.<\/p>\n<p>So Weave doesn’t transcribe. It maps. Hold Space (or go hands-free) and talk:<\/p>\n<p>\ud83e\udde0 Your words become linked cards in seconds \u2014 decisions, facts, questions, risks \u2014 each one atomic, each one connected. Say “maybe” and the card appears dashed; it stays provisional and keeps reshaping until you settle it.<\/p>\n<p>\u2728 Pause, and Weave thinks with you. A pause is the trigger \u2014 it tidies the board and floats in glance-length questions you haven’t thought to ask (“What about health insurance?”). Answer by voice, keep it, or wave it away. Any card breaks open into its options and risks with one tap.<\/p>\n<p>\ud83c\udf99\ufe0f New this week: meeting capture. Share a Meet\/Teams tab and Weave maps the whole conversation \u2014 with speaker labels, so you can see who committed to what, and where two people actually disagree.<\/p>\n<p>\ud83d\udcbe Nothing evaporates. Every board is saved and replayable \u2014 scrub back through how a decision actually unfolded. Share a read-only link, or export Markdown \/ PNG \/ SVG.<\/p>\n<p>A few things I sweated that you might notice:<\/p>\n<p>It’s genuinely live \u2014 cards appear while you’re mid-sentence, not after you stop.<br \/>\nManual edits always win. Drag, rewire, rewrite anything; the AI works around you, never over you.<\/p>\n<p>The questions only show up when they’re specific. If Weave has nothing sharp to ask, it stays silent.<\/p>\n<p>Pricing: free tier with 15 voice minutes\/month, no card. Pro is \u00a34.99\/$4.99 a month for 100 minutes.<\/p>\n<p>I’d love to hear how you think out loud \u2014 and what Weave gets wrong when you do. I’ll be here all day. \ud83d\ude4f<\/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=\"comment-item\">\n<div class=\"comment-content\">Another great feature is the ability to export your graph as an MD file, which you can integrate into your Obsidian or straight into Claude<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hi <a href=\"https:\/\/www.producthunt.com\/@emmanueladesola\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"emmanueladesola\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emmanueladesola<\/a> , I always think more clearly out loud than on a blank page, so watching my rambling turn into something I can actually look at later sounds really nice. Replaying how an idea took shape is a lovely bonus.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@emmanuel_costa5 Exactly, a blank page asks you to already know the structure, but talking doesn\u2019t. You just start, and the map catches up with you.<\/p>\n<p>Would love to hear how your first board goes. (It usually maps better than people expect \u2014 the mess is where the structure hides.)<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on Weave. The live map feels more useful than a plain transcript because it keeps the structure of the thinking, not just the words. The pause-triggered questions are a nice touch too. Curious how you handle messy spoken thoughts: do you preserve the original phrasing anywhere, or only the cleaned-up cards and connections?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@simon_dao Thanks and glad the structure-over-words point landed, that\u2019s exactly the bet.<\/p>\n<p>On messy thoughts: the mess is treated as signal, not noise. While you talk, your raw words stream into a transcript feed beside the canvas, and the cards deliberately keep your tense and stance \u2014 \u201cI think we should\u2026\u201d doesn\u2019t get flattened into \u201cTeam should\u2026\u201d. Half-finished thoughts land immediately as visibly provisional cards the model is free to reshape as you keep going, so circling back or contradicting yourself re-forms the map instead of breaking it. The word-for-word transcript isn\u2019t stored with the board today, but every board keeps its full history \u2014 you can replay it building itself and watch how the thinking actually evolved.<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The pause-triggers-questions part is the bit I’d actually use. Half my thinking stalls because I never notice the question I’m avoiding. How does it decide which questions to float without derailing the train of thought? And does the Markdown export keep the card links or flatten it to a plain outline?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@hung_tran_from_notebook_os Glad that\u2019s the bit that landed. When you go quiet, it looks at what you just said plus the map, and it\u2019s only allowed to ask something tied to a specific card. If it has nothing specific, it stays silent \u2014 no padding, no repeats. Questions are a few words long, float beside the relevant card, and never touch your map unless you keep one; talk past them and they slide into a side tray.<\/p>\n<p>Export doesn\u2019t flatten \u2014 nested outline plus a \u201cConnections\u201d section for every link (with labels) and an \u201cOpen questions\u201d section.<\/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<\/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\/3WVIWESRWFNXZV\" class=\"app-title\">Verse<\/a><\/p>\n<div class=\"one-liner\">Build and hire autonomous AI employees from a single prompt<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Verse\u901a\u8fc7\u4e00\u53e5\u63d0\u793a\u5373\u53ef\u521b\u5efa\u5e76\u96c7\u4f63\u81ea\u5e26\u7535\u8111\u3001\u90ae\u7bb1\u3001\u624b\u673a\u3001\u94b1\u5305\u7b49\u5168\u6808\u8d44\u6e90\u7684\u81ea\u4e3bAI\u5458\u5de5\uff0c\u5b9e\u73b07×24\u5c0f\u65f6\u7684\u72ec\u7acb\u4efb\u52a1\u6267\u884c\u4e0e\u56e2\u961f\u534f\u4f5c\uff0c\u89e3\u51b3\u7528\u6237\u96c7\u4f63\u548c\u7ba1\u7406\u4eba\u529b\u8d44\u6e90\u7684\u7e41\u7410\u4e0e\u6210\u672c\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/411d9411-9dbb-41ed-9b49-e7b05a785f7f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=mbQJLdA0MRs\"><source src=\"https:\/\/www.youtube.com\/watch?v=mbQJLdA0MRs\" 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\/8a208564-7947-4a5b-8c70-17612453d353.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\/70e74116-c02a-4b96-bb5c-ddf61dd387c5.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\/c2ab882b-0078-400f-b684-215a376936d2.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\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5458\u5de5<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u96c7\u4f63\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AIAgent<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/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\u62c5\u5fe7AI\u5931\u63a7\u53ca\u8d23\u4efb\u5f52\u5c5e\uff0c\u8d28\u7591\u5176\u81ea\u6258\u7ba1\u7684\u94b1\u5305\u3001\u90ae\u7bb1\u7b49\u6743\u9650\u8d8a\u754c\u98ce\u9669\u3002\u5177\u4f53\u95ee\u9898\u5305\u62ec\uff1a\u80fd\u5426\u7cbe\u51c6\u9650\u5236\u884c\u4e3a\u3001\u8de8\u4ee3\u7406\u4e0a\u4e0b\u6587\u80fd\u5426\u6709\u6548\u4f20\u9012\u3001\u5b9a\u4ef7\u4e0e\u5f00\u652f\u9650\u989d\u4e0d\u900f\u660e\u3002\u5efa\u8bae\u5f15\u5165AI\u201c\u81ea\u4fe1\u5ea6\u8bc4\u5206\u201d\u673a\u5236\u6765\u589e\u5f3a\u4fe1\u4efb\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 Verse\u7684\u5305\u88c5\u786e\u5b9e\u8bf1\u4eba\u2014\u2014\u628aAI\u4ee3\u7406\u5305\u88c5\u6210\u201c\u5458\u5de5\u201d\uff0c\u8d4b\u4e88\u5b83\u4eec\u5b8c\u6574\u7684\u6570\u5b57\u8eab\u4efd\u8d44\u4ea7\uff08\u90ae\u7bb1\u3001\u94b1\u5305\u3001Slack\u7b49\uff09\uff0c\u8bd5\u56fe\u89e3\u51b3AI\u5de5\u5177\u201c\u63a5\u53e3\u788e\u7247\u5316\u201d\u4e0e\u201c\u5b64\u5c9b\u5316\u201d\u7684\u75db\u70b9\u3002\u8fd9\u79cd\u201c\u4e00\u7ad9\u5f0f\u81ea\u4e3b\u4ee3\u7406\u201d\u7684\u53d9\u4e8b\u5728Product Hunt\u4e0a\u603b\u80fd\u6536\u5272\u4e00\u6ce2\u597d\u5947\u7968\uff0c\u4f46\u6295\u7968\u6570108\u5b9e\u5728\u66b4\u9732\u4e86\u5e02\u573a\u771f\u5b9e\u7591\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u6838\u5fc3\u77db\u76fe\u5728\u4e8e\u201c\u81ea\u4e3b\u6743\u201d\u4e0e\u201c\u5931\u63a7\u98ce\u9669\u201d\u7684\u5e73\u8861\u827a\u672f\u3002\u7528\u6237\u95ee\u201c\u8c01\u5bf9\u53d1\u9519\u7684\u90ae\u4ef6\u8d1f\u8d23\uff1f\u201d\u2014\u2014\u8fd9\u5176\u5b9e\u662f\u6240\u6709AI\u4ee3\u7406\u4eba\u4ea7\u54c1\u7684\u6b7b\u5211\u62f7\u95ee\u3002Verse\u76ee\u524d\u770b\u8d77\u6765\u66f4\u50cf\u4e00\u4e2a\u5305\u88f9\u7740\u6f02\u4eae\u754c\u9762\u7684\u201c\u81ea\u52a8\u5316\u811a\u672c\u8c03\u5ea6\u5668\u201d\uff0c\u4e14\u591a\u4e2a\u4ee3\u7406\u4e92\u76f8\u59d4\u6258\u7684\u8bbe\u8ba1\uff0c\u672c\u8d28\u4e0a\u662f\u628a\u5355\u70b9\u9519\u8bef\u6269\u6563\u6210\u94fe\u5f0f\u707e\u96be\u3002\u771f\u6b63\u6709\u4ef7\u503c\u7684\u662f\u90a3\u4e2a\u7528\u6237\u63d0\u51fa\u7684\u201c\u81ea\u4fe1\u5ea6\u8bc4\u5206\u201d\u2014\u2014\u8ba9AI\u5728\u884c\u52a8\u524d\u6807\u8bb0\u81ea\u5df1\u7684\u786e\u5b9a\u6027\u7b49\u7ea7\uff0c\u800c\u975e\u4e8b\u540e\u8bf8\u845b\u4eae\u3002\n <\/p>\n<p class=\"ai-content\">\n Verse\u76ee\u524d\u6700\u5927\u7684\u4ef7\u503c\u4e0d\u662f\u53d6\u4ee3\u5458\u5de5\uff0c\u800c\u662f\u5e2e\u6781\u5ba2\u548c\u6781\u65e9\u671f\u7528\u6237\u4f4e\u6210\u672c\u8bd5\u9519\u81ea\u52a8\u5316\u6d41\u7a0b\u3002\u5b83\u79bb\u201c\u96c7\u4f63\u201d\u8fd8\u5f88\u8fdc\uff0c\u66f4\u50cf\u4e00\u4e2a\u9ad8\u7ea7\u7684Zapier+\u6a21\u62df\u73af\u5883\u6c99\u76d2\u3002\u5982\u679c\u6ca1\u6709\u5bf9AI\u884c\u4e3a\u8fb9\u754c\u3001\u8d26\u52a1\u5ba1\u8ba1\u3001\u9519\u8bef\u56de\u6eaf\u7684\u786c\u7ea6\u675f\u673a\u5236\uff0c\u8fd9\u4e2a\u201c\u5458\u5de5\u201d\u8fdf\u65e9\u4f1a\u8ba9\u4f60\u4e3a\u5b83\u7684\u201c\u81ea\u7531\u201d\u4e70\u5355\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\">Verse<\/span>\n <\/div>\n<div class=\"comment-content\">Verse allows anyone to build and hire autonomous AI employees from a single prompt. Every employee comes with its own computer, email inbox, phone number, browser, wallet, crypto wallet, Slack account, identity, memory, and persistent intelligence, allowing it to work independently on your behalf 24\/7. Chat with them, call them, assign them tasks, or place them in shared Spaces where teams of AI employees collaborate, delegate work, and solve complex problems together.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Who’s ready to hire their first employee!? \ud83e\udd16<\/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>what happens if it sends the wrong email or books the wrong thing tho , who’s on the hook for that.<\/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>Gave it a quick spin and was honestly surprised how natural it felt to just text an “employee” to handle a task. The idea of them having their own inbox and memory makes it feel less like a chatbot and more like an actual hire.<\/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>same energy as Thomas’s comment lol, though I wanna see one finish a full task start to finish before I call it an “employee”.<\/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>gonna try hiring one just for lead follow ups first, feels like the safest way to test it before trusting it with money.<\/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>no pricing past “free options” and nothing on limits for what the wallet can actually spend.<\/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>is this for solo founders who want an assistant or teams trying to cut headcount, kinda reads like both.<\/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>agents delegating to other agents sounds hard to get right without stuff going sideways. how’s that actually working so far.<\/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<ul>\n<li>\n<p>cool until it does something dumb with no human checking first. how much can you actually rein it in.<\/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>an AI with its own wallet and phone number? bold move \ud83d\ude05<\/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>wait, they get crypto wallets?<\/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>There have been many products which claimed this before, but how do you ensure that while transferring from one agent to another, the context is maintained effectively? <\/p>\n<p>This is where I felt other products in the market have not done as well as they had communicated. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>“How much can you actually rein it in” is the question I’d want answered before hiring one of these. I don’t run autonomous employees, but I run a monitoring tool across three businesses, and the thing that earned trust wasn’t making the AI more capable, it was making its confidence visible: it grades every call it makes (Verified, Very Likely, Needs Review, Monitor Only) instead of acting the same way on everything. If an AI employee could show which of its own actions it’s least sure about before it does them, not just after something goes wrong, that would make the “who’s on the hook” question a lot less scary. Congrats on the launch, curious whether that kind of self-reported confidence is on your roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FEJIW6V6VFUUZS\" class=\"app-title\">dot.<\/a><\/p>\n<div class=\"one-liner\">The feedback layer for anything you build with AI.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">100<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>dot. \u8ba9AI\u6784\u5efa\u7684\u4ea7\u54c1\u80fd\u901a\u8fc7\u70b9\u51fb\u9875\u9762\u4efb\u610f\u4f4d\u7f6e\u76f4\u63a5\u9489\u4f4f\u8bc4\u8bba\uff0c\u65e0\u9700\u622a\u56fe\u3001\u65e0\u9700\u767b\u5f55\uff0c\u5f7b\u5e95\u7ec8\u7ed3\u4e86\u5728Slack\u91cc\u53d1\u622a\u56fe\u201c\u6253\u54d1\u8c1c\u201d\u7684\u4f4e\u6548\u53cd\u9988\u5faa\u73af\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36192d89-fe89-4180-aa96-fd63a210f410.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\/bc33326f-7d92-4d1c-b429-9f3e6b5daaa3.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\/973c88f7-44c2-4175-adf3-71101c9b199f.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\/352e97d1-773a-4173-9207-a602fb1080ca.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\/f478e993-1b84-47fb-9501-a2e0d7b3a028.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\/bd340946-19bf-4b73-97b6-91507161b8df.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\/c8652082-b48f-48ee-a226-befb9e2f2bb9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Jubj3v4uUaY\"><source src=\"https:\/\/youtu.be\/Jubj3v4uUaY\" 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\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u9875\u9762\u8bc4\u8bba<\/span><br \/>\n <span class=\"tag\">\u65e0\u767b\u5f55\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">Claude\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u8bc4\u5ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8fed\u4ee3<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u951a\u70b9\u6279\u6ce8<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">Product Hunt\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\u53ef\u201c\u70b9\u51fb\u5373\u8bc4\u8bba\u201d\u7684\u6d41\u7545\u4f53\u9a8c\uff0c\u5c24\u5176\u8d5e\u8d4f\u65e0\u9700\u6ce8\u518c\u7684\u8bc4\u5ba1\u6d41\u7a0b\u3002\u6838\u5fc3\u9700\u6c42\u96c6\u4e2d\u5728\u951a\u70b9\u53ef\u9760\u6027\uff08DOM\u53d8\u5316\u65f6\u8bc4\u8bba\u662f\u5426\u6f02\u79fb\uff09\u3001\u53cd\u9988\u7ba1\u7406\uff08\u6807\u8bb0\u5df2\u89e3\u51b3\u3001\u5bfc\u51fa\u6e05\u5355\uff09\u4ee5\u53ca\u7248\u672c\u6eaf\u6e90\uff08\u660e\u786e\u8bc4\u8bba\u5bf9\u5e94\u7684\u8fed\u4ee3\u7248\u672c\uff09\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5df2\u901a\u8fc7\u6df7\u5408\u951a\u70b9\u5b9a\u4f4d\u548c\u7248\u672c\u63a7\u5236\u89e3\u51b3\u90e8\u5206\u95ee\u9898\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 \u5728AI\u6784\u5efa\u5de5\u5177\uff08Claude\u3001Cursor\u7b49\uff09\u628a\u201c\u539f\u578b\u4ea7\u51fa\u901f\u5ea6\u201d\u62c9\u7206\u76842026\u5e74\uff0cdot. \u7cbe\u51c6\u5730\u8e29\u4e2d\u4e86\u4e00\u4e2a\u88ab\u4e25\u91cd\u4f4e\u4f30\u7684\u65ad\u5c42\uff1a\u53cd\u9988\u901f\u5ea6\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u591a\u6df1\uff0c\u800c\u5728\u4e8e\u628a\u201c\u53d1\u622a\u56fe\u3001\u7b49\u56de\u590d\u201d\u8fd9\u79cd20\u4e16\u7eaa\u7684\u5f02\u6b65\u534f\u540c\uff0c\u786c\u751f\u751f\u62fd\u56de\u5230\u201c\u6307\u5411\u5373\u53cd\u9988\u201d\u7684\u5b9e\u65f6\u4ea4\u4e92\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6838\u5fc3\u6740\u62db\u662f\u201c\u96f6\u6469\u64e6\u201d\u3002\u8bc4\u5ba1\u8005\u65e0\u9700\u6ce8\u518c\u3001\u65e0\u9700\u63d2\u4ef6\u3001\u65e0\u9700\u5207\u5e94\u7528\u2014\u2014\u8fd9\u76f4\u63a5\u6495\u6389\u4e86\u539f\u672c\u53cd\u9988\u94fe\u6761\u4e2d\u6700\u5927\u7684\u5fc3\u7406\u963b\u529b\u3002\u5f53\u53cd\u9988\u6210\u672c\u8d8b\u8fd1\u4e8e\u96f6\uff0c\u8d28\u91cf\u53cd\u800c\u53ef\u80fd\u4e0a\u5347\uff0c\u56e0\u4e3a\u7528\u6237\u80fd\u81ea\u7136\u5730\u5728\u770b\u5230\u95ee\u9898\u7684\u7b2c\u4e00\u79d2\u5c31\u7559\u4e0b\u6279\u6ce8\uff0c\u800c\u4e0d\u662f\u201c\u5148\u622a\u4e2a\u56fe\uff0c\u56de\u5934\u518d\u8bf4\u201d\uff0c\u540e\u800599%\u90fd\u6210\u4e86\u6c89\u9ed8\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u8b66\u60d5\u7684\u662f\uff1a\u8fd9\u4e2a\u4ea7\u54c1\u7684\u524d\u63d0\u662f\u201cAI\u6784\u5efa\u7684\u4ea7\u7269\u201d\u3002\u5982\u679c\u4f60\u662f\u6b63\u7ecf\u7684\u590d\u6742\u7f51\u9875\u5e94\u7528\uff0cDOM\u7ed3\u6784\u53d8\u52a8\u3001\u52a8\u6001\u6e32\u67d3\u3001\u5fae\u524d\u7aef\u7b49\u573a\u666f\uff0c\u73b0\u6709\u7684\u201c\u6df7\u5408\u951a\u70b9\u201d\u65b9\u6848\u662f\u5426\u4f1a\u7ffb\u8f66\uff1f\u8bc4\u8bba\u4e2d\u5df2\u6709\u7528\u6237\u5bf9React\/SPA\u573a\u666f\u7684\u951a\u70b9\u53ef\u9760\u6027\u63d0\u51fa\u4e86\u8d28\u7591\uff0c\u521b\u59cb\u4eba\u867d\u7136\u56de\u7b54\u4e86iframe\u89e3\u8026\uff0c\u4f46\u5b9e\u9645\u4f53\u9a8c\u4e2d\uff0c\u9ad8\u52a8\u6001\u9875\u9762\uff08\u5982\u65e0\u9650\u6eda\u52a8\u3001\u6761\u4ef6\u6e32\u67d3\uff09\u4e0b\u7684\u6279\u6ce8\u6f02\u79fb\u51e0\u4e4e\u662f\u7269\u7406\u5b9a\u5f8b\uff0cdot. \u662f\u5426\u505a\u4e86\u7248\u672c\u5dee\u5f02\u6807\u8bb0\uff1f\u662f\u5426\u652f\u6301\u56de\u6eda\u5230\u7279\u5b9a\u7248\u672c\u7684\u53cd\u9988\u89c6\u56fe\uff1f\u76ee\u524d\u53ea\u770b\u5230\u6a21\u7cca\u7684\u201c\u7248\u672c\u63a7\u5236\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u5546\u4e1a\u6a21\u578b\u503c\u5f97\u73a9\u5473\u2014\u2014\u201c\u8bc4\u5ba1\u8005\u6c38\u8fdc\u514d\u8d39\uff0c\u521b\u5efa\u8005\u4ed8\u8d39\u201d\u3002\u8fd9\u770b\u4f3c\u806a\u660e\uff0c\u5b9e\u5219\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5982\u679c\u514d\u8d39\u4fa7\u7684\u7528\u6237\u4f53\u9a8c\u6c38\u8fdc\u4e0d\u591f\u597d\uff08\u6bd4\u5982\u65e0\u5bfc\u51fa\u3001\u65e0\u9ad8\u7ea7\u7ba1\u7406\uff09\uff0c\u90a3\u4ed8\u8d39\u7684\u4ef7\u503c\u5c31\u53ea\u4f53\u73b0\u5728\u201c\u9879\u76ee\u7ba1\u7406\u201d\u4e0a\u3002\u800cAI\u539f\u751f\u7684\u6784\u5efa\u8005\u5f80\u5f80\u53ea\u9700\u8981\u201c\u53cd\u9988\u95ed\u73af\u201d\uff0c\u800c\u975e\u201c\u9879\u76ee\u7ba1\u7406\u201d\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u4ed8\u8d39\u8f6c\u5316\u7387\u504f\u4f4e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1adot. \u662fAI\u65f6\u4ee3\u7684\u201c\u4fbf\u7b7e\u7eb8\u201d\uff0c\u6495\u6389\u4e86\u53cd\u9988\u7684\u6807\u7b7e\uff0c\u5374\u8fd8\u6ca1\u627e\u5230\u628a\u53cd\u9988\u53d8\u6210\u201c\u77e5\u8bc6\u8d44\u4ea7\u201d\u7684\u65b9\u6cd5\u3002\u5b83\u89e3\u51b3\u4e86\u201c\u66f4\u5feb\u5730\u5f97\u5230\u53cd\u9988\u201d\uff0c\u4f46\u4e0b\u4e00\u4e2a\u96be\u9898\u2014\u2014\u201c\u5982\u4f55\u7ba1\u7406\u6570\u767e\u6761\u65e0\u7ed3\u6784\u5316\u7684\u951a\u70b9\u8bc4\u8bba\u201d\u2014\u2014\u624d\u662f\u51b3\u5b9a\u5b83\u80fd\u5426\u4ece\u201c\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u5e73\u53f0\u201d\u7684\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\">dot.<\/span>\n <\/div>\n<div class=\"comment-content\">dot. is the fastest way to get feedback on anything you build. Paste any URL, or ask Claude to create a review link, then share it. Anyone clicks anywhere on the live page to pin a comment. No signup, no extension, no screenshots in Slack. Reviewers are always free.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Muni, founder of dot.<\/p>\n<p>The feedback loop for most builders in 2026: build something, screenshot it, paste in Slack, type “thoughts?”, get “looks good \ud83d\udc4d”, ship it, find out three things were broken. Every week.<\/p>\n<p>Now everyone’s building faster than ever with Claude, Lovable, Cursor, v0, but the feedback loop hasn’t caught up. You still bundle files, deploy somewhere, paste screenshots, and lose all the context.<\/p>\n<p>dot. fixes that. Create a project for any URL or Claude artifact, anyone can click anywhere on the live page and pin feedback. No signup, no extension, nothing to install. Built something in Claude? Say “add dot. feedback to my artifact” and dot. turns it into a shareable page, nothing to deploy. Iterate your artifact and the review link stays the same; feedback stays attached to the version it was left on.<\/p>\n<p>The part I’m most excited about: dot. is in the <strong>official Claude connectors directory, trending #8 today on it<\/strong>, and since going live <strong>two weeks ago, 1,200+ people have connected it<\/strong>. Inside Claude, you say five words and get a shareable project with feedback. Build \u2192 get feedback \u2192 iterate, all in one place.<\/p>\n<p>Reviewers are always free and never need an account, you only pay for the people creating and managing projects (solo or a shared team workspace).<\/p>\n<p><strong>For Product Hunt:<\/strong> use code PRODUCTHUNT for 1 month free on the Individual plan.<\/p>\n<p>I’ll be here all day, would genuinely love your feedback \ud83d\ude42. What’s the most broken part of <em>your<\/em> feedback process right now?<\/p>\n<p>\u2014 Muni<\/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>the click-to-pin mechanic on the live page is such a clean alternative to screenshot chaos. love how it removes the friction without making the reviewer install anything.<\/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\/@sema1024768\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sema1024768<\/a> “Screenshot chaos” is painfully accurate. The whole bet was that if you make giving feedback as easy as clicking, people actually do it. Thanks for checking it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Honestly, the click-to-pin thing on a live page is way smoother than I expected, basically feels like leaving a sticky note on the actual site. No extension or signup hurdle is genuinely the move.<\/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\/@soneryzbf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soneryzbf<\/a> “Leaving a sticky note on the actual site”, that’s one of the best descriptions anyone’s given! Might put that on the landing page \ud83d\udcad Thanks for trying it out Soner!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 click-to-pin approach is really clever, it removes that awkward “what tab do i screenshot” back-and-forth that always kills momentum on async reviews. loving how frictionless this 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oktaydthl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oktaydthl<\/a> That “what tab do I screenshot” moment is exactly what made me build this. The context loss between seeing the problem and communicating it is where all useful feedback dies. Thanks for trying it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 no-signup reviewer flow feels right for AI-built prototypes. One thing I\u2019d want as a builder is a tiny feedback receipt after a review: what page\/state the comment was pinned on, what changed since that link was created, and whether the reviewer saw the latest version or an older artifact.<\/p>\n<\/p>\n<p>That would make comments easier to trust when Claude\/v0 iterations are moving fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@grace_lee26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grace_lee26<\/a> Really smart suggestion. We actually just shipped versioning for artifacts, feedback stays attached to the version it was left on, so you can see exactly what the reviewer saw even after you’ve iterated. The full “receipt” idea (what changed since, which version they reviewed) is a natural extension of that. Adding it to the roadmap. Thanks Grace!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “no signup, reviewers just click anywhere to pin a comment” flow is exactly what kills the screenshot-in-Slack loop for me. Day-one question: when I paste a Claude artifact or URL and then ship a change to the underlying page, do the existing pinned comments stay anchored to the right element, or do they drift\/detach once the DOM moves? And can I mark comments resolved or export them into a clean punch-list, or does all the feedback just live in the 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo404\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo404<\/a> Great questions Leopold. On anchoring: pins use a hybrid of percentage-based coordinates and DOM element anchoring, so they hold position well through most changes. For Claude artifacts specifically, we just shipped versioning, iterate your artifact and the review link stays the same, but feedback stays attached to the version it was left on. So you get a clean history per iteration rather than old pins drifting on new layouts.<\/p>\n<p>On managing feedback: yes, you can mark comments resolved directly in the dashboard (and reply to them). Resolved vs active are separate tabs so it works like a punch list out of the box. Export isn’t live yet but it’s on the roadmap, appreciate the push on that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 this with a landing page I’m building in Claude, said “add dot. feedback” and got a shareable link in seconds. Sent it to a friend, they pinned 3 comments directly on the page without creating an account. This is how feedback should work. The fact that reviewers don’t need to sign up is a huge deal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tahiyat_hassan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tahiyat_hassan<\/a> That’s exactly the workflow we optimized for, build in Claude or any prototyping tool, add feedback, share, done. No deploy step in between. Glad the no-signup part landed for your friend too. Thanks for trying it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Giving feedback on screenshots for a website feels like we’re still living in caves. This tool is \ud83d\udd25.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joe_alim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_alim<\/a> We’ve been sending screenshots in Slack since 2014 and somehow collectively decided that was fine. It was not fine. Thanks for joining us in the modern era \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! Love the “no signup, pin anywhere” model \u2014 feels like the same instinct behind CancelKit (capture the reason right at the moment\/place it happens, not a follow-up form later). Curious how you handle pin anchoring on pages that re-render client-side (React\/SPA) \u2014 do you snapshot a DOM selector at pin time, or something more robust to layout shifts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cancelkithq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cancelkithq<\/a> Thanks Yakup! Pins use a hybrid of percentage-based coordinates and DOM element anchoring, so they hold up well across re-renders and layout shifts. The overlay runs on top of the page via iframe, so it’s fully decoupled from the app’s own DOM. Appreciate you checking it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 click-anywhere-on-the-page commenting is genuinely clever, turns passive feedback into something way more natural than screenshot chains<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@h_cemil92282\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@h_cemil92282<\/a> Thank you Cemil, that’s exactly the shift we’re going for. Screenshots strip out all the spatial context. When you can point at the exact thing you mean, the quality of feedback changes completely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QIOJIZ4Q7A3DPF\" class=\"app-title\">Amami<\/a><\/p>\n<div class=\"one-liner\">Analytics that lives inside your AI assistant <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Amami\u662f\u4e00\u4e2a\u9690\u79c1\u4f18\u5148\u3001\u652f\u6301MCP\u534f\u8bae\u7684\u65e0\u57cb\u70b9\u5206\u6790\u5de5\u5177\uff0c\u8ba9\u5f00\u53d1\u8005\u5728Cursor\u6216Claude\u7b49AI\u7f16\u8f91\u5668\u4e2d\u76f4\u63a5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u7f51\u7ad9\u6d41\u91cf\u5e76\u83b7\u5f97\u4f18\u5316\u5efa\u8bae\uff0c\u7ec8\u7ed3\u4e86\u53cd\u590d\u5207\u6362\u6d4f\u89c8\u5668\u67e5\u770b\u6570\u636e\u7684\u4f4e\u6548\u573a\u666f\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44ffab83-a98c-4a6c-b118-671d0df7460e.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\/6a74f3b7-ee22-4e9c-b845-d6c17143cfa2.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\/0dd056f5-eaab-4097-9ece-5773b1fbb4d4.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\/4865cb82-bb56-4965-b324-ed4c0f4e023a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=CYAjccDzA18\"><source src=\"https:\/\/www.youtube.com\/watch?v=CYAjccDzA18\" 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\">Analytics<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9a71\u52a8\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u57cb\u70b9<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6d41\u91cf<\/span><br \/>\n <span class=\"tag\">\u7f16\u8f91\u5668\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5316\u811a\u672c<\/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\u53efMCP\u96c6\u6210\u5e26\u6765\u7684\u6548\u7387\u63d0\u5347\uff0c\u4f46\u63d0\u51fa\u4e24\u4e2a\u5173\u952e\u8bc9\u6c42\uff1a1\uff09\u5982\u4f55\u901a\u8fc7AI\u53d1\u73b0\u6570\u636e\u4e2d\u672a\u66fe\u9884\u6599\u7684\u5f02\u5e38\u5cf0\u503c\uff08\u5373\u88ab\u52a8\u5f0f\u544a\u8b66\uff09\uff1b2\uff09\u9700\u8981\u652f\u6301\u5468\/\u6708\u6d41\u91cf\u5bf9\u6bd4\u67e5\u8be2\u53caSearch Console\u5173\u952e\u8bcd\u6570\u636e\u3002\u5b98\u65b9\u56de\u5e94\u5c06\u63a8\u51fa\u81ea\u52a8\u5de1\u68c0AI\u4ee3\u7406\u5b9e\u73b0\u4e3b\u52a8\u6d1e\u5bdf\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 Amami\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u67e5\u8be2\u5206\u6790\u201d\u2014\u2014\u8fd9\u4e0d\u8fc7\u662f\u7ed9\u6570\u636e\u5e93\u5957\u4e86\u4e2aChatGPT UI\u3002\u5176\u6838\u5fc3\u7a81\u7834\u5728\u4e8e\u5c06\u5206\u6790\u80fd\u529b\u4ece\u201c\u88ab\u52a8\u67e5\u6570\u201d\u5347\u7ea7\u4e3a\u201c\u4e3b\u52a8\u8bca\u65ad+\u884c\u52a8\u5efa\u8bae\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5e76\u975e\u7f3a\u4e4f\u83b7\u53d6\u6570\u636e\u7684\u80fd\u529b\uff0c\u800c\u662f\u56f0\u4e8e\u201c\u77e5\u9053\u6709\u95ee\u9898\u4f46\u4e0d\u77e5\u9053\u95ee\u9898\u5728\u54ea\u201d\u7684\u8ba4\u77e5\u76f2\u533a\u3002\u90a3\u4e2a\u5173\u4e8e\u201cdashboard\u80fd\u663e\u793a\u610f\u5916\u5cf0\u503c\u4f46\u67e5\u8be2\u4e0d\u80fd\u201d\u7684\u7075\u9b42\u62f7\u95ee\uff0c\u6070\u597d\u6233\u4e2d\u4e86\u5f53\u524dAI\u5206\u6790\u5de5\u5177\u7684\u901a\u75c5\uff1a\u5b83\u4eec\u64c5\u957f\u56de\u7b54\u7cbe\u786e\u95ee\u9898\uff0c\u4f46\u65e0\u6cd5\u8bc6\u522b\u7528\u6237\u672c\u5e94\u5173\u6ce8\u5374\u672a\u5173\u6ce8\u7684\u4fe1\u606f\u3002\n <\/p>\n<p class=\"ai-content\">\n Amami\u7684\u5e94\u7b54\u4e2d\u63d0\u5230\u4e86\u201cAI Inspection\u201d\u81ea\u52a8\u5de1\u68c0\u673a\u5236\uff0c\u8fd9\u624d\u662f\u4ea7\u54c1\u7684\u6740\u624b\u950f\u2014\u2014\u8ba9AI\u6210\u4e3a\u4e00\u4f4d\u6570\u636e\u54e8\u5175\uff0c\u5b9a\u671f\u626b\u63cf\u6240\u6709\u6307\u6807\u53d8\u5316\uff0c\u4e3b\u52a8\u63a8\u9001\u201c\u4f60\u7684\u8f6c\u5316\u7387\u5f02\u5e38\u4e0b\u964d\u4e86\u201d\u800c\u975e\u7b49\u5f85\u63d0\u95ee\u3002\u8fd9\u79cd\u6a21\u5f0f\u624d\u771f\u6b63\u91ca\u653e\u4e86MCP\u7684\u4ef7\u503c\uff1a\u4ece\u201c\u4eba\u627e\u6570\u636e\u201d\u53d8\u4e3a\u201c\u6570\u636e\u627e\u4eba\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u5fc5\u987b\u8b66\u60d5\u7684\u662f\uff0c\u5982\u679c\u8fd9\u79cd\u4e3b\u52a8\u6d1e\u5bdf\u6700\u7ec8\u6ca6\u4e3a\u201c\u628a\u6240\u6709\u6307\u6807\u6ce2\u52a8\u90fd\u901a\u77e5\u4e00\u904d\u201d\u7684\u566a\u97f3\u5236\u9020\u5668\uff0c\u90a3\u5c31\u53ea\u662f\u6362\u4e86\u76ae\u7684\u4eea\u8868\u76d8\u544a\u8b66\u7cfb\u7edf\u3002\u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8eAI\u80fd\u5426\u533a\u5206\u7edf\u8ba1\u566a\u58f0\u548c\u4e1a\u52a1\u4fe1\u53f7\uff0c\u7ed9\u51fa\u53ef\u6267\u884c\u7684\u8bca\u65ad\u800c\u975e\u6570\u636e\u7f57\u5217\u2014\u2014\u6bd4\u5982\u201c\u4f60\u7684\u5b9a\u4ef7\u9875\u8df3\u51fa\u7387\u4e0a\u534712%\uff0c\u53ef\u80fd\u662f\u56e0\u4e3a\u65b0\u6807\u9898\u4e0e\u540e\u7aef\u6d41\u91cf\u4e0d\u5339\u914d\u201d\u8fd9\u6837\u7684\u5177\u4f53\u5f52\u56e0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u9690\u79c1\u4f18\u5148\u867d\u7136\u662f\u4e2a\u597d\u53d9\u4e8b\uff0c\u4f46\u72ec\u7acb\u7ad9\u5206\u6790\u4ea7\u54c1\u60f3\u64ac\u52a8\u5b58\u91cf\u5e02\u573a\uff0c\u5fc5\u7136\u8981\u9762\u4e34\u4e0eGoogle Analytics\u7b49\u8001\u724c\u5de5\u5177\u5728\u6570\u636e\u4e30\u5bcc\u5ea6\u548c\u751f\u6001\u6210\u719f\u5ea6\u4e0a\u7684\u786c\u4ed7\u3002\u5bf9\u4e8eMVP\u9636\u6bb5\u7684Amami\uff0c\u96c6\u4e2d\u706b\u529b\u505a\u597dAI\u6d1e\u5bdf\u8fd9\u4e2a\u7ef4\u5ea6\uff0c\u6bd4\u8bd5\u56fe\u63d0\u4f9b\u201c\u5b8c\u6574\u5206\u6790\u5e73\u53f0\u201d\u66f4\u660e\u667a\u2014\u2014\u6bd5\u7adf\u5f00\u53d1\u8005\u8981\u7684\u4ece\u6765\u4e0d\u662f\u53e6\u4e00\u4e2a\u5206\u6790\u540e\u53f0\uff0c\u800c\u662f\u628a\u5206\u6790\u80fd\u529b\u878d\u5316\u5728\u4ed6\u4eec\u7684\u5de5\u4f5c\u6d41\u91cc\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\">Amami<\/span>\n <\/div>\n<div class=\"comment-content\">I built Amami because I was tired of tab-switching between Cursor and a browser tab just to check how many people visited my site. Amami is privacy-first analytics with native MCP support \u2014 you literally ask Codex\/Claude “how’s my traffic?” and get answers + recommendations without leaving your editor. No cookies, no consent banners, <2KB script. Start to use it now !<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Shoutout to everyone checking out <a href=\"http:\/\/amami.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">amami.dev<\/a> on Product Hunt!<\/p>\n<p>We\u2019ve prepared an exclusive gift just for PH community members: <strong>3 full months of Pro membership, 100% free<\/strong> \u2014 no hidden fees, no strings attached.<\/p>\n<p>Grab your free trial right away!<\/p>\n<p>Hit me up in the comments or shoot an email to <a href=\"mailto:watson_zang@foxmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">watson_zang@foxmail.com<\/a> if you\u2019ve got any questions.<\/p>\n<p>Exclusive PH promo code:<\/p>\n<p>AMAMI-97F1E-70C61-C30E5-B87E8-1C048-171E1<\/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>Hey hunters! \ud83d\udc4b<\/p>\n<p>We built Amami because we kept asking ourselves: “Why do I need to open a browser to check analytics when I spend 90% of my day in Cursor?”<\/p>\n<p>The MCP integration means your AI assistant becomes your data analyst. Not just “here’s your pageview count” \u2014 but “your pricing page got 3,240 visits last week, HN visitors stay 42% longer, and I recommend doubling down on your HN launch strategy.”<\/p>\n<p>Happy to answer any questions about MCP, privacy-first analytics, or our tech stack!<\/p>\n<p>P.S. \u2014 Try the one-prompt setup. It genuinely feels like magic the first time your AI says “I’ve added analytics to your project.”<\/p>\n<\/p>\n<p>out Software: <a href=\"http:\/\/dashboard.amami.dev\/login\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>dashboard.amami.dev\/login<\/strong><\/a><\/p>\n<p>software Docs: <a href=\"https:\/\/docs.amami.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>docs.amami.dev<\/strong><\/a><\/p>\n<\/p>\n<p>Shoutout to everyone checking out <a href=\"http:\/\/amami.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">amami.dev<\/a> on Product Hunt!<\/p>\n<p>We\u2019ve prepared an exclusive gift just for PH community members: <strong>3 full months of Pro membership, 100% free<\/strong> \u2014 no hidden fees, no strings attached.<\/p>\n<p>Grab your free trial right away!<\/p>\n<p>Hit me up in the comments or shoot an email to <a href=\"mailto:watson_zang@foxmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">watson_zang@foxmail.com<\/a> if you\u2019ve got any questions.<\/p>\n<p>Exclusive PH promo code:<\/p>\n<p>AMAMI-97F1E-70C61-C30E5-B87E8-1C048-171E1<\/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>From my experience: a dashboard sometimes shows something you weren’t looking for – a spike you didn’t think would happen. With a query-first setup, how do you surface the thing you didn’t know to ask? <\/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\">@alieksia Great question \u2014 and honestly, this is exactly why we didn’t go “dashboard-only” or “query-only.”<\/p>\n<p>**We have a full dashboard.** Clean, fast, all your data visualized. You can browse around, spot spikes you didn’t expect, drill down. It’s there when you want it.<\/p>\n<p>But here’s the thing: we think the *default* should be AI-first, not dashboard-first.<\/p>\n<p>**What’s coming: AI Inspection**<br \/>\nWe’re launching an AI agent that automatically inspects your data on a regular basis. You connect via MCP and ask:<\/p>\n<p>> “What do you see in my data? Anything I should optimize for traffic or conversions?”<\/p>\n<p>And the AI actually answers based on your real data:<\/p>\n<p>> “I see three things:<br \/>\n> 1. Your \/pricing page bounce rate jumped 12% since last week \u2014 might be the new headline<br \/>\n> 2. HN referral traffic is up 3x but conversion is flat \u2014 your landing page might not match their expectations<br \/>\n> 3. Mobile visitors drop off hard on your signup form \u2014 consider shortening it”<\/p>\n<p>It’s not “query instead of dashboard” \u2014 it’s **having a data analyst who actually looks at your numbers and tells you what matters,** without you needing to know what to look for.<\/p>\n<p>The dashboard is for exploration. The AI is for insight. Both exist. We just think most people shouldn’t have to stare at charts to know what to fix.<\/p>\n<p>Curious \u2014 what would you want an AI analyst to flag for you automatically?<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alieksia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alieksia<\/a> Yeah with UI elements, such as dashboard, it feels pretty natural to interact with anlaytics. Also you have control plane with which you can change filter for say, site or time range which<\/p>\n<p>I think it would be good use case if User was just only interested in numbers directly crunched on their terminal or IDE. But from my lens, I do see that dashboard and UI brings authentic value when you are purely looking basic stuff like visits, sessions, demographics, page visit breakdown or recent traffic.<\/p>\n<p>Anyways congrats.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 do SEO for my own product and the first 20 minutes of every morning go to checking analytics and Search Console in separate tabs. Asking Claude for the numbers inside my editor would give me that time back. Does it only track visits on my own site or can I also see which pages are winning in search so I plan content from the same place?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abdullah_javaid3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdullah_javaid3<\/a> Great question \u2014 and yes, we totally get that 20-minute morning ritual of jumping between Analytics, Search Console, and whatever else just to get your bearings. That’s exactly the kind of friction MCP is meant to eliminate.<\/p>\n<p><strong>You can see both in one place.<\/strong> Our MCP integration connects to your site’s <strong>visit data<\/strong> (pageviews, sources, real-time visitors) <strong>and<\/strong> pulls in your <strong>search performance<\/strong> \u2014 which pages are ranking, for what keywords, their click-through rates, and how positions are trending. So when you ask Claude in your editor, you get the full picture without switching tabs.<\/p>\n<p>Here’s where it gets really powerful: <strong>you can literally ask “How’d yesterday go?” and get an instant day-over-day comparison<\/strong> \u2014 which pages spiked, where the growth came from, what’s trending up or down. No more digging through separate dashboards. And unlike Google Search Console, where data can lag 24\u201348 hours, <strong>our feed is significantly more real-time<\/strong>, so you’re always looking at fresh numbers, not yesterday’s stale report.<\/p>\n<p>Even better \u2014 <strong>this connects directly into your AI Agent workflow.<\/strong> Your agent can call this MCP to pull your site’s growth data, compare yesterday vs. today, and <strong>automatically act on it<\/strong>: restructure underperforming pages, suggest content updates, double down on what’s winning \u2014 all without you manually copying numbers into a prompt. That’s the <strong>AI-native feedback loop<\/strong>: data \u2192 insight \u2192 action, fully automated and fully inside your workflow.<\/p>\n<p>That means your morning ritual becomes:<\/p>\n<ul>\n<li>\n<p><em>“How did my site perform yesterday?”<\/em> \u2192 instant day-over-day breakdown<\/p>\n<\/li>\n<li>\n<p><em>“Which pages had new growth?”<\/em> \u2192 SEO winners surfaced automatically<\/p>\n<\/li>\n<li>\n<p><em>“Optimize my site structure based on what worked”<\/em> \u2192 your Agent executes it<\/p>\n<\/li>\n<\/ul>\n<p>Everything \u2014 analytics + search performance + content optimization \u2014 inside the same conversation. No more tab-hopping. Those 20 minutes are yours again. \u2615<\/p>\n<p>If you have more questions, feel free to shoot me an email directly \u2014 happy to walk through anything: <a href=\"mailto:watson_zang@foxmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>watson_zang@foxmail.com<\/strong><\/a><\/p>\n<p>Give it a try and let us know how it feels!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Staying inside your work while checking how things are actually doing, with no jump into yet another dashboard, is the kind of small relief that quietly adds 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The pain is real, dashboards get built and abandoned constantly. This only works if answers are auditable, otherwise it is a confident guess I cannot defend in a meeting. Traceability is what separates this from a chatbot bolted onto a database.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 mcp setup was way easier than i expected, like two minutes and i was asking claude about my traffic from the editor. really nice not jumping back and forth to a browser tab anymore.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Love the MCP integration idea, this is exactly the kind of thing that makes analytics actually useful inside my workflow. One thing that would seal it for me is real-time visitor counts streaming live, so I can literally watch the impact of a post I just published without refreshing anything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kaderj50m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaderj50m<\/a> Thanks so much for the kind words \u2014 we’re thrilled the MCP integration resonates with your workflow! \ud83d\ude4c<\/p>\n<p>Great news: you get <strong>both<\/strong> daily visitor stats <strong>and<\/strong> a live view of who’s currently on your site in real time \u2014 no refresh needed. The dashboard streams active visitor counts the moment a post goes live, so you can literally watch the spike happen as your content hits.<\/p>\n<p>And yes, all tracking is <strong>fully anonymized by design<\/strong> \u2014 no cookies, no personal identifiers, no cross-site tracking. This means you’re compliant out of the box with GDPR, CCPA, and other privacy regulations worldwide. We know how costly privacy missteps can be (those \u20ac20,000+ fines are no joke), so we built privacy-first from day one.<\/p>\n<p>Would love to hear how the live stream works for your next launch! Feel free to ping us with any other ideas \u2014 feedback like yours directly shapes what we ship next. \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>The MCP integration is genuinely clever, that part hooked me. One thing though, I’d love a way to compare traffic windows right from my editor prompt, like asking how this week stacks up against last week without opening a dashboard. That would make the AI-driven angle even more useful day to 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\">@emirdemirbwv23 Thanks for sharing that \u2014 it’s exactly the kind of workflow we had in mind.<\/p>\n<p>And here’s the thing: **this already works.** You can ask those exact questions right now in Claude Code or Cursor:<\/p>\n<p>> “How does this week compare to last week?”<br \/>\n> “Which pages dropped this month?”<br \/>\n> “Why did our paid conversion rate change?”<\/p>\n<p>Amami will pull the data, compare the periods, and give you both the breakdown and the takeaway \u2014 what changed and what to do about it. No dashboard needed.<\/p>\n<p>Go ahead and try it out. Happy analyzing!<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally something that fixes the annoying back-and-forth between my editor and the browser tab just to check stats. the MCP integration works smoothly, asked claude about yesterday’s traffic and got a clear breakdown with actual suggestions on what to 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">Thanks @enes5ltx ! This is exactly why we built it \u2014 that constant context-switching between editor and browser just kills flow.<\/p>\n<p>Really glad the MCP setup was smooth and Claude gave you actionable suggestions. That’s the part we’re most excited about: not just “here are your numbers” but “here’s what to do about them.”<\/p>\n<p>If anything felt missing or clunky during setup, my DMs are open \u2014 we ship fast.<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, analytics I can actually query from my editor instead of alt-tabbing like it’s 2009. The MCP angle feels genuinely useful for quick “is this page getting traction” checks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@tuana1257158 Appreciate that \u2014 the alt-tab fatigue is real.<\/p>\n<p>Here’s the fastest way to try it: tell your AI assistant:<\/p>\n<p>> “Add analytics to my website.”<\/p>\n<p>That’s it. The agent handles setup, opens your browser for auth, injects the tracking script, and confirms when it’s live. Takes about 60 seconds. Then you can ask “is my landing page getting traction?” and get an actual answer.<\/p>\n<p>Give it a shot: <a href=\"https:\/\/dashboard.amami.dev\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dashboard.amami.dev\/<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MUW472HADMLOCG\" class=\"app-title\">FlightGlitch<\/a><\/p>\n<div class=\"one-liner\">Catch mistake fares before airlines fix them<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FlightGlitch \u901a\u8fc77×24\u5c0f\u65f6\u76d1\u63a7\u822a\u7a7a\u516c\u53f8\u5b9a\u4ef7\u9519\u8bef\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4ece\u9009\u5b9a\u673a\u573a\u51fa\u53d1\u7684\u8d85\u4f4e\u4ef7\u673a\u7968\u5373\u65f6\u9884\u8b66\uff0c\u5e76\u5229\u7528AI\u5206\u6790\u7968\u4ef7\u98ce\u9669\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u4ef7\u683c\u88ab\u4fee\u6b63\u524d\u5feb\u901f\u51b3\u7b56\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a6615a8-6732-4652-b2f2-97c087b086f8.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\/37d3bde4-88f9-4418-825c-92250f27bc75.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\/7f0ad95a-7ab3-4480-a58f-b2ec6bf5d61c.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\/abb01659-94c0-4359-b71d-73cca3ebdf4c.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\/b53dd2b3-5ccc-41f5-998e-006dce4dab7f.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\">Global Nomad<\/span><br \/>\n <span class=\"tag\">Travel<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u673a\u7968\u6bd4\u4ef7<\/span><br \/>\n <span class=\"tag\">\u9519\u8bef\u7968\u4ef7<\/span><br \/>\n <span class=\"tag\">\u822a\u73ed\u9884\u8b66<\/span><br \/>\n <span class=\"tag\">AI\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u51fa\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u7701\u94b1<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u63d0\u793a<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">Product Hunt<\/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\u5173\u6ce8\u8b66\u62a5\u901f\u5ea6\u548c\u9519\u8bef\u7968\u4ef7\u88ab\u53d6\u6d88\u7684\u98ce\u9669\u3002\u591a\u4eba\u8d5e\u8d4fAI\u5bf9\u7968\u4ef7\u98ce\u9669\u7684\u5206\u6790\uff08\u5982\u822a\u7a7a\u516c\u53f8\u7684\u5386\u53f2\u884c\u4e3a\uff09\uff0c\u4f46\u5efa\u8bae\u589e\u52a0\u514d\u8d39\u8bd5\u7528\u4ee5\u964d\u4f4e\u4ed8\u8d39\u95e8\u69db\u3002\u6709\u7528\u6237\u53cd\u6620\u90e8\u5206\u56fd\u5bb6\/\u5730\u533a\u6682\u4e0d\u652f\u6301\uff0c\u5e0c\u671b\u6269\u5927\u8986\u76d6\u8303\u56f4\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 FlightGlitch\u7cbe\u51c6\u5207\u5165\u4e86\u201c\u673a\u7968\u4ef7\u683c\u6f0f\u6d1e\u201d\u8fd9\u4e00\u5c0f\u4f17\u4f46\u9ad8\u4ef7\u503c\u7684\u573a\u666f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u627e\u5230\u4fbf\u5b9c\u7968\u201d\uff0c\u800c\u5728\u4e8e\u7528AI\u89e3\u51b3\u4e86\u7528\u6237\u5bf9\u201c\u9519\u8bef\u7968\u4ef7\u201d\u662f\u5426\u4f1a\u88ab\u822a\u53f8\u53d6\u6d88\u7684\u540e\u987e\u4e4b\u5fe7\u2014\u2014\u8fd9\u662f\u4f20\u7edf\u6bd4\u4ef7\u5de5\u5177\u4ece\u672a\u59a5\u5584\u5904\u7406\u7684\u75db\u70b9\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u53cd\u590d\u63d0\u53ca\u201c\u8ba2\u4e86\u7968\u540e\u4e0d\u6562\u8ba2\u9152\u5e97\u201d\uff0c\u6070\u6070\u8bc1\u660e\u4e86\u8fd9\u4e00\u9700\u6c42\u771f\u5b9e\u4e14\u8feb\u5207\u3002\u4ea7\u54c1\u901a\u8fc7\u76d1\u63a7\u822a\u53f8\u5b9a\u4ef7\u9519\u8bef\u3001\u7ed3\u5408\u5386\u53f2\u884c\u4e3a\u4e0e\u4ef7\u683c\u504f\u5dee\u6765\u8bc4\u4f30\u98ce\u9669\uff0c\u5e76\u5c06\u7ed3\u679c\u76f4\u63a5\u5448\u73b0\u5728\u201cWatch out for\u201d\u533a\u57df\uff0c\u903b\u8f91\u6e05\u6670\uff0c\u5207\u4e2d\u8981\u5bb3\u3002\u7136\u800c\uff0c\u98ce\u9669\u63d0\u793a\u518d\u51c6\u786e\uff0c\u4e5f\u65e0\u6cd5\u6d88\u9664\u672c\u8d28\u4e0a\u7684\u4e0d\u786e\u5b9a\u6027\u3002\u7528\u6237\u6700\u7ec8\u9700\u8981\u7684\u662f\u201c\u786e\u5b9a\u6027\u201d\uff0c\u800c\u975e\u201c\u9ad8\u6982\u7387\u7684\u5efa\u8bae\u201d\u3002\u6b64\u5916\uff0c\u5f53\u524d\u4ec5\u8986\u76d6\u90e8\u5206\u533a\u57df\uff0c\u4e14\u8ba2\u9605\u6a21\u5f0f\u7f3a\u5c11\u514d\u8d39\u8bd5\u7528\uff0c\u62e6\u4f4f\u4e86\u5927\u91cf\u89c2\u671b\u7528\u6237\u3002\u5728\u6570\u636e\u6e90\u83b7\u53d6\u4e0a\uff0c\u521b\u59cb\u4eba\u5766\u8a00\u9762\u4e34GDS API\u548c\u6210\u672c\u5929\u82b1\u677f\u2014\u2014\u8fd9\u51b3\u5b9a\u4e86FlightGlitch\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u4e0e\u822a\u53f8\u53cd\u5e94\u901f\u5ea6\u7684\u8d5b\u8dd1\uff0c\u800c\u975e\u6280\u672f\u58c1\u5792\u7684\u957f\u671f\u62a4\u57ce\u6cb3\u3002\u77ed\u671f\u770b\uff0c\u5b83\u80fd\u501f\u52a9\u201c\u6361\u6f0f\u201d\u7684\u5174\u594b\u611f\u548cAI\u5206\u6790\u7684\u4e13\u4e1a\u5ea6\u5b9e\u73b0\u75c5\u6bd2\u4f20\u64ad\uff1b\u957f\u671f\u770b\uff0c\u8981\u4e48\u8d70\u5411\u66f4\u9ad8\u9891\u7684\u673a\u7968\u6bd4\u4ef7\u5de5\u5177\uff0c\u62d3\u5bbd\u7528\u6237\u4ea4\u6613\u573a\u666f\uff0c\u8981\u4e48\u6210\u4e3aOTA\u7684\u7cbe\u51c6\u6d41\u91cf\u5bfc\u8d2d\uff0c\u5426\u5219\u96be\u4ee5\u6446\u8131\u201c\u62fc\u624b\u901f+\u62fc\u8fd0\u6c14\u201d\u7684\u8fb9\u7f18\u5de5\u5177\u5370\u8c61\u3002\u771f\u6b63\u7684\u7a81\u7834\u53e3\uff0c\u6216\u8bb8\u5728\u4e8e\u5c06\u201c\u9519\u8bef\u7968\u4ef7\u201d\u7684\u98ce\u9669\u5bf9\u51b2\u6210\u4ed8\u8d39\u670d\u52a1\u2014\u2014\u6bd4\u5982\u4fdd\u5355\u6216\u53d6\u6d88\u4fdd\u969c\u2014\u2014\u4f46\u90a3\u662f\u53e6\u4e00\u4e2a\u8003\u9a8c\u98ce\u63a7\u4e0e\u8d44\u672c\u7684\u6545\u4e8b\u4e86\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\">FlightGlitch<\/span>\n <\/div>\n<div class=\"comment-content\">FlightGlitch finds $900 flights for $140 by monitoring airline pricing errors 24\/7. Get instant cheap flight alerts today.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Shahvaiz, the founder of FlightGlitch.<\/p>\n<p>I built FlightGlitch because the best flight deals usually have two problems: they disappear quickly, and most of the alerts you receive are not even relevant to your departure airport.<\/p>\n<p>FlightGlitch lets you choose your home airports and receive alerts when we find unusually cheap flights or possible airline pricing errors. Each deal also includes an AI-powered breakdown of the price, route, pros, cons, and anything you should know before booking.<\/p>\n<p>The goal is not just to show you a cheap price. It is to help you quickly understand whether the deal is actually worth booking before it disappears.<\/p>\n<p>FlightGlitch currently includes:<\/p>\n<p>\u2708\ufe0f Personalized deals from your selected airports<br \/>\n\u26a1 Fast mistake fare and cheap flight alerts<br \/>\n\ud83e\udd16 AI-powered deal analysis<br \/>\n\ud83d\udcac An AI concierge for questions about each trip<br \/>\n\ud83d\udd17 Direct links to available booking options<\/p>\n<p>I have been working on this for a while, and I\u2019m excited to finally launch it publicly.<\/p>\n<p>I would love your honest feedback, especially on the deal pages and whether they give you enough information to confidently book a flight.<\/p>\n<p>Thanks for checking out FlightGlitch!<\/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\/@shahvyy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shahvyy<\/a> This is such a great idea!! This will make it so convenient to book flights while knowing you\u2019re getting the best deals! So excited for FlightGlitch!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 are you determining the risk that an airline will void an error fare? Is the AI looking at historical behavior from that specific airline or more at the characteristics of the fare itself? Really interesting feature either way.<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shahvyy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shahvyy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shahvyy<\/a> Wait, the AI actually looks at the likelihood of a mistake fare being honored?? That\u2019s such an obvious thing to add once you hear it, but I\u2019ve never seen a flight deal service do it. Very cool.<\/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\/@abhiranjan_mehta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhiranjan_mehta<\/a> Yes!! This was one of the biggest things I wanted to solve with FlightGlitch. Finding a crazy fare is great, but knowing what you\u2019re actually getting yourself into before you start planning an entire trip around it is just as important. Glad you caught that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 like that each deal comes with an AI breakdown of the route, pros\/cons and the \u201cthings to know before booking\u201d \u2014 with mistake fares the price is only half the decision. One thing I\u2019d love to know: does that breakdown also flag how risky the fare is, i.e. the chance the airline voids the booking as an error, so I know when to hold off on booking hotels around it? 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\/@andrei_rebrov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrei_rebrov1<\/a> Yes, the AI breakdown explicitly flags risk of cancellation\/voiding as its own signal. We look at a few things: how far the price deviates from typical fares on that route, the airline\u2019s historical behavior with mistake fares (some carriers honor, others nuke bookings within hours), whether it\u2019s a third-party OTA vs. direct airline, and how old the fare is. That gets surfaced in the \u201cWatch out for\u201d section \u2014 if you see a red flag like \u201cLikely error fare – airline has voided similar fares in the past\u201d or \u201cBook fast, but wait 24-48h before non refundable hotels,\u201d that\u2019s the risk signal.<\/p>\n<\/p>\n<p>For hotels specifically, our rule of thumb is: book the flight first, then wait ~24\u201348 hours for the airline to confirm or void before locking in non refundable hotels. We actually nudge users toward refundable\/cancelable hotel rates during that window. If the deal is tagged \u201cerror fare\u201d or shows a high void risk, we\u2019ll say so upfront.<\/p>\n<\/p>\n<p>Appreciate the congrats \u2014 and glad the breakdown is landing the way we intended. \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>mistake fares are basically a race against the airline noticing, so speed is everything here. how fast is the alert actually landing after the fare goes live, and once someone books on it have you seen airlines honor it consistently or is there a real risk of a “sorry, we’re cancelling this ticket” email a week later<\/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>The is this fare actually going to ticket? angle is the killer feature for me. Finding a $180 flight to Europe is great. Finding out the airline canceled it AFTER you booked a nonrefundable hotel is not<\/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>Going user here \ud83d\udc4b I don\u2019t necessarily think I\u2019d cancel it immediately, but the AI analysis on error fares is genuinely interesting. I\u2019ve always been nervous about booking hotels right after grabbing a suspiciously cheap flight. Going to test FlightGlitch alongside it and see how they compare.<\/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>Cool idea team. <\/p>\n<\/p>\n<p>I want to sign up and see it, but honestly not quite willing to drop my credit card yet. My recommendation – a short free trial so I can see a few alerts would probably have convinced me. <\/p>\n<\/p>\n<p>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>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>Scored a $138 roundtrip to Lisbon last week that would’ve been $900 on the airline site, alerts hit my inbox within minutes of the mistake going live. Game changer for spontaneous trips.<\/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>Hey man! I’ve actually tried to build something similar before (though I gave up on it), so it’s cool to see someone push it live. I kept hitting walls with the GDS APIs like Amadeus and Sabre, and even Duffel, and at any real scale the flight data pulling plus cron scheduling got iffy fast, both on cost and rate limits.<\/p>\n<\/p>\n<p>How did you end up solving that side? Are you polling routes on a fixed schedule or reacting to some cheaper signal, and did you stick with a GDS or find another source for the fare data? Really curious how you keep it fresh without the bill exploding. Congrats on shipping 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks useful. Are there any limits on how many airports can be tracked at once, and how quickly are alerts typically sent after a deal is spotted? Congratulations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@henry_habib\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_habib<\/a> There are no limits on how many airports can be tracked, we send out alerts instantly via email & will be rolling out SMS alerts within the month as well. Thanks for checking it out! \u2708\ufe0f\u2600\ufe0f <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">It is thats great your app, but the thing its no working for my country. I hope in the future can cover extend more zonesIt is thats great your app, but its no working for my country. I hope in the future can cover extend more zones.<\/div>\n<div class=\"comment-actions\">\n<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\/@piview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piview<\/a> Totally hear you. \u201cMore zones\u201d is the most requested thing in our inbox right now, & we\u2019re building the data pipeline so new regions can be added without each one being a custom project. If you\u2019re open to it, drop your country in a reply or DM and I\u2019ll make sure you\u2019re on the early access list when we flip the switch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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, are you plannign to launch thsi fro EMEA fligths as well ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nikolaos_chr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikolaos_chr<\/a> We already have some EU\/UK routes in the pipeline, and EMEA expansion is the next priority on our roadmap after we lock down the depth of our current coverage. Think more origin cities across Europe, Middle East hubs, and Africa routes over the coming weeks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EW4PHFQ6NBELPK\" class=\"app-title\">ClipMatch<\/a><\/p>\n<div class=\"one-liner\">Turn your camera roll into social content with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ClipMatch \u662f\u4e00\u6b3eAI\u89c6\u9891\u7f16\u8f91\u5668\uff0c\u80fd\u5c06\u7528\u6237\u624b\u673a\u76f8\u518c\u91cc\u7684\u96f6\u6563\u7d20\u6750\u667a\u80fd\u5339\u914d\u811a\u672c\uff0c\u4e00\u952e\u5bfc\u51fa\u9002\u5408\u5404\u5e73\u53f0\u7684\u77ed\u89c6\u9891\uff0c\u7701\u53bb\u7e41\u7410\u7684\u65f6\u95f4\u7ebf\u526a\u8f91\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/e604fea4-d543-44da-86f2-c393f5fb5700.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wX375EmvuVU\"><source src=\"https:\/\/youtu.be\/wX375EmvuVU\" 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\/b244f96f-9d1d-459e-9e08-b0ac477568c8.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\/d56b68e4-398a-4a38-aa01-0a40de886433.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\">Marketing<\/span><br \/>\n <span class=\"tag\">Influencer marketing<\/span><br \/>\n <span class=\"tag\">Video<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u77ed\u5267\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7d20\u6750\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u811a\u672c\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u76f8\u518c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">\u65e0\u65f6\u95f4\u7ebf\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\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\u5173\u6ce8AI\u80fd\u5426\u81ea\u52a8\u6784\u601d\u5185\u5bb9\u3001\u5904\u7406\u6742\u4e71\u76f8\u518c\uff1b\u6838\u5fc3\u8bc9\u6c42\u662f\u652f\u6301\u5355\u7247\u6bb5\u624b\u52a8\u66ff\u6362\u3001\u9501\u5b9a\u5df2\u5339\u914d\u7684\u955c\u5934\u3001\u4fdd\u6301\u8d26\u53f7\u72ec\u6709\u8bed\u6c14\uff1b\u591a\u6570\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u61d2\u5f97\u526a\u201d\u7684\u75db\u70b9\uff0c\u8ba4\u4e3a\u80fd\u8282\u7701\u5927\u91cf\u65f6\u95f4\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 ClipMatch\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4f46\u65e9\u5df2\u88ab\u62e5\u6324\u7684\u8d5b\u9053\u2014\u2014\u7528AI\u5e2e\u61d2\u4eba\u526a\u89c6\u9891\u3002\u5b83\u7684\u6838\u5fc3\u5356\u70b9\u201c\u65e0\u65f6\u95f4\u7ebf\u7f16\u8f91\u201d\u786e\u5b9e\u964d\u4f4e\u4e86\u53d1\u5e03\u95e8\u69db\uff0c\u5c24\u5176\u5bf9\u90a3\u4e9b\u76f8\u518c\u91cc\u8eba\u7740\u51e0\u767e\u4e2a\u5e9f\u7247\u7684\u7528\u6237\u6781\u5177\u8bf1\u60d1\u3002\u4f46\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u80fd\u5426\u9501\u5b9a\u955c\u5934\u201d\u201c\u80fd\u5426\u5355\u72ec\u66ff\u6362\u4e00\u6bb5\u201d\u7b49\u7591\u95ee\uff0c\u63ed\u793a\u4e86\u4ea7\u54c1\u7684\u81f4\u547d\u8f6f\u808b\uff1aAI\u7684\u201c\u81ea\u52a8\u5339\u914d\u201d\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u5927\u6982\u7387\u4f1a\u6ca6\u4e3a\u624b\u52a8\u7ea0\u9519\u7684\u4f53\u529b\u6d3b\u3002\u4e00\u65e6\u9891\u7e41\u9700\u8981\u4eba\u4e3a\u4ecb\u5165\u8c03\u6574\uff0c\u5b83\u5c31\u4f1a\u4ece\u6548\u7387\u5de5\u5177\u9000\u5316\u4e3a\u53e6\u4e00\u6b3e\u9700\u8981\u8010\u5fc3\u9a6f\u670d\u7684\u4e2d\u7ea7\u8f6f\u4ef6\uff0c\u8fdd\u80cc\u4e86\u201c\u5c0a\u91cd\u61d2\u60f0\u201d\u7684\u521d\u8877\u3002\u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u4ea7\u54c1\u5f3a\u8c03\u201cAI\u8f85\u52a9\u800c\u975e\u66ff\u4ee3\u4eba\u201d\uff0c\u8fd9\u542c\u8d77\u6765\u653f\u6cbb\u6b63\u786e\uff0c\u5b9e\u9645\u4e0a\u53ef\u80fd\u4e24\u5934\u4e0d\u8ba8\u597d\u2014\u2014\u91cd\u5ea6\u521b\u4f5c\u8005\u4f1a\u89c9\u5f97\u529f\u80fd\u592a\u6d45\uff0c\u5708\u5916\u5c0f\u767d\u53c8\u4f1a\u88ab\u5e95\u5c42\u903b\u8f91\u7684\u4e0d\u53ef\u63a7\u6027\u529d\u9000\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u76ee\u524d\u4f3c\u4e4e\u7f3a\u4e4f\u5bf9\u7528\u6237\u4e2a\u4eba\u98ce\u683c\u7684\u6301\u7eed\u5b66\u4e60\u80fd\u529b\uff0c\u5982\u679c\u6bcf\u6b21\u751f\u6210\u7684\u6587\u6848\u548c\u8bed\u6c14\u90fd\u5343\u7bc7\u4e00\u5f8b\uff0c\u90a3\u4e48\u5b83\u8f93\u51fa\u7684\u5185\u5bb9\u5c06\u5f88\u96be\u5728\u5dee\u5f02\u5316\u7ade\u4e89\u7684\u793e\u5a92\u4e2d\u5b58\u6d3b\u3002ClipMatch\u9700\u8981\u89e3\u51b3\u7684\u4e0d\u53ea\u662f\u201c\u8ba9\u526a\u8f91\u53d8\u5feb\u201d\uff0c\u800c\u662f\u201c\u8ba9AI\u751f\u6210\u7684\u526a\u8f91\u771f\u6b63\u80fd\u7528\u3001\u597d\u7528\u201d\uff0c\u5426\u5219\u5b83\u53ea\u4f1a\u6210\u4e3a\u53c8\u4e00\u4e2a\u76f8\u518c\u6570\u5b57\u575f\u573a\u7684\u5893\u7891\u96d5\u523b\u5e08\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\">ClipMatch<\/span>\n <\/div>\n<div class=\"comment-content\">The AI video editor that turns camera roll footage into short-form videos. Get help with script writing, let clip matching pair each line with the right shot, and export social content for Instagram, TikTok, YouTube Shorts, or LinkedIn \u2014 no timeline editing.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">So stoked to share this with everyone. In an era filled with AI slop, we wanted to use AI to empower the human side of creation and make it easier to tell stories based on your existing camera roll content. <\/p>\n<p>Let us know if you have 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you give it access to content from a camera roll can it come up with its own ideas for content?<\/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>The thing is that camera rolls are usually messy. I have some duplicate takes, blurry clips, and random videos. How well does the AI filter through all of that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “no timeline editing, just match each script line to a shot from your roll” flow is the part that would actually get me to finish a video instead of abandoning it half-edited. Day-one question: when the auto clip-matching picks the wrong shot for a line, can I swap that single clip without redoing the whole edit, or does it regenerate the sequence? And does export give me a clean file I own (no watermark) plus the individual matched clips, or just the stitched render?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Abigail, the part of posting videos I dread most is the fiddly editing, and my camera roll is a graveyard of clips I never do anything with. This feels like it respects my time and my laziness in equal measure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 launching ClipMatch. I like the focus on turning existing camera roll footage into usable short-form videos instead of starting from a blank timeline. The script-to-clip matching feels especially useful for creators who already have lots of raw footage. Curious: when the script changes after clips are matched, do you preserve locked shots or re-run matching from scratch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Everyone’s sitting on months of unused footage, so the source makes sense. What I couldn’t tell from the page: does it pick up how the account actually talks over time, or is the caption style the same for every user? Asking because voice is the thing I fight daily building for ghostwriters.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Took a stack of random clips from a weekend trip and ClipMatch actually paired them with my rough script better than I expected. The auto-export for different platforms saved me a solid hour.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>would love a way to lock in specific clips so the AI doesn’t swap them out when regenerating. sometimes the match is already perfect and I just want to tweak the script without losing that shot<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VVRTPUCBMLOEGM\" class=\"app-title\">SonOf<\/a><\/p>\n<div class=\"one-liner\">Empty your backlog. Pay only when it ships<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SonOf \u662f\u4e00\u6b3e\u5c06\u5f00\u53d1\u5916\u5305\u98ce\u9669\u5b8c\u5168\u53cd\u8f6c\u7684AI\u9a71\u52a8\u5f00\u53d1\u670d\u52a1\uff0c\u901a\u8fc7\u8fde\u63a5\u4ee3\u7801\u4ed3\u5e93\u548c\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff0c\u81ea\u52a8\u5ba1\u8ba1\u3001\u62c6\u89e3\u4efb\u52a1\u5e76\u63d0\u4f9b\u56fa\u5b9a\u62a5\u4ef7\uff0c\u4ec5\u5728\u4ee3\u7801\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u540e\u6536\u8d39\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u521b\u59cb\u4eba\u65e0\u6cd5\u8bc4\u4f30\u5de5\u7a0b\u5e08\u3001\u9884\u7b97\u548c\u98ce\u9669\uff0c\u4ee5\u53ca\u5927\u91cf\u672a\u5b8c\u6210\u5de5\u4f5c\u6d6a\u8d39\u8d44\u91d1\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa00a06a-4b94-4d22-8bf3-a9e09db5cfde.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\/2de3ac91-88c0-45bb-9aa2-d55a01af5410.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\/70d1b064-0e3c-4793-8c01-8bac7b613941.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\/437ce6c2-b6aa-41c1-9735-a48400928807.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\/7399e843-90f9-4081-ae60-bd6e11b0910b.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5f00\u53d1\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6309\u7ed3\u679c\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5f00\u53d1\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5916\u5305\u98ce\u9669\u53cd\u8f6c<\/span><br \/>\n <span class=\"tag\">\u56fa\u5b9a\u4ef7\u683c\u62a5\u4ef7<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u503a\u52a1\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u975e\u6280\u672f\u521b\u4e1a\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u5f00\u53d1\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u73af\u5883\u4ea4\u4ed8<\/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\u4e09\u65b9\u9762\uff1a1\uff09\u975e\u6280\u672f\u5ba2\u6237\u5982\u4f55\u9a8c\u8bc1\u4f30\u7b97\u548c\u4ee3\u7801\u8d28\u91cf\uff1b2\uff09\u6309\u7ed3\u679c\u4ed8\u8d39\u6a21\u5f0f\u4e0b\uff0c\u5982\u4f55\u5b9a\u4e49\u201c\u5df2\u4ea4\u4ed8\u201d\u4ee5\u53ca\u4e89\u8bae\u4ef2\u88c1\u673a\u5236\uff1b3\uff09\u5b9e\u9645\u4ea4\u4ed8\u9879\u76ee\u7684\u6210\u672c\u5bf9\u6bd4\u6570\u636e\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u56de\u5e94\u4e86\u901a\u8fc7\u56fa\u5b9a\u4ef7\u683c\u3001\u9884\u5ba1\u8ba1\u5212\u3001\u8f6c\u5ac1\u98ce\u9669\u7684\u5546\u4e1a\u6a21\u5f0f\u89e3\u51b3\u9a8c\u8bc1\u96be\u9898\uff0c\u5e76\u7ed9\u51fa\u4e86\u6e05\u6670\u7684\u4ef2\u88c1\u89c4\u5219\u548c\u6210\u672c\u5bf9\u6bd4\u6848\u4f8b\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 SonOf\u672c\u8d28\u4e0a\u4e0d\u662f\u53c8\u4e00\u4e2aAI\u7f16\u7801\u5de5\u5177\uff0c\u800c\u662f\u5bf9\u4f20\u7edf\u8f6f\u4ef6\u5916\u5305\u5546\u4e1a\u6a21\u5f0f\u7684\u5f7b\u5e95\u91cd\u6784\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u201cAI\u5199\u4ee3\u7801\u201d\uff0c\u800c\u5728\u4e8e\u628a\u201c\u52a3\u8d28\u4ea4\u4ed8\u201d\u7684\u6210\u672c\u4ece\u5ba2\u6237\u8f6c\u79fb\u5230\u4e86\u81ea\u5df1\u8eab\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f20\u7edf\u5916\u5305\u7684\u6838\u5fc3\u75db\u70b9\u662f\u4fe1\u606f\u4e0d\u5bf9\u79f0\uff1a\u5ba2\u6237\u4ed8\u94b1\u4e70\u5de5\u65f6\uff0c\u4f46\u65e0\u6cd5\u8861\u91cf\u5de5\u65f6\u8d28\u91cf\uff0c\u98ce\u9669\u5b8c\u5168\u7531\u5ba2\u6237\u627f\u62c5\u3002SonOf\u901a\u8fc7\u201c\u56fa\u5b9a\u4ef7\u683c+\u4ec5\u6309\u751f\u4ea7\u4ea4\u4ed8\u6536\u8d39\u201d\u7684\u673a\u5236\uff0c\u5c06\u98ce\u9669\u53cd\u8f6c\u3002\u8fd9\u610f\u5473\u7740\u5b83\u5fc5\u987b\u8ba9AI\u7cfb\u7edf\u8db3\u591f\u7cbe\u51c6\u624d\u80fd\u76c8\u5229\uff0c\u5426\u5219\u5c31\u4f1a\u4e8f\u635f\u3002\u8fd9\u79cd\u673a\u5236\u8feb\u4f7f\u4ea7\u54c1\u5fc5\u987b\u5185\u751f\u6027\u5730\u89e3\u51b3\u4f30\u7b97\u4e0d\u51c6\u3001\u9700\u6c42\u6a21\u7cca\u3001\u6c9f\u901a\u4e0d\u7545\u7b49\u5916\u5305\u884c\u4e1a\u987d\u75be\uff0c\u800c\u4e0d\u662f\u9760\u5ba2\u6237\u8fc1\u5c31\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u4e2a\u6a21\u5f0f\u4e5f\u5b58\u5728\u660e\u663e\u8106\u5f31\u6027\u3002\u9996\u5148\uff0c\u957f\u671f\u7ef4\u62a4\u548c\u590d\u6742\u7cfb\u7edf\u8026\u5408\u5e26\u6765\u7684\u9690\u6027\u6280\u672f\u503a\u5982\u4f55\u8ba1\u4ef7\uff1f\u5982\u679c\u53ea\u6309story point\u8ba1\u4ef7\uff0c\u516c\u53f8\u53ef\u80fd\u4f1a\u503e\u5411\u4e8e\u9891\u7e41\u91cd\u6784\u800c\u975e\u4fee\u8865\uff0c\u5bfc\u81f4\u4ee3\u7801\u8d28\u91cf\u957f\u671f\u53d7\u635f\u3002\u5176\u6b21\uff0cAI\u80fd\u5904\u7406\u5fae\u670d\u52a1\u6216\u72ec\u7acb\u529f\u80fd\u6a21\u5757\uff0c\u4f46\u9762\u5bf9\u5f3a\u8026\u5408\u3001\u65e0\u6587\u6863\u7684\u9057\u7559\u7cfb\u7edf\uff0c\u5176\u201c\u5ba1\u8ba1\u201d\u5f88\u53ef\u80fd\u6d41\u4e8e\u8868\u9762\u3002\u6700\u6838\u5fc3\u7684\u98ce\u9669\u662f\uff0c\u4e00\u65e6\u5ba2\u6237\u5bf9\u201c\u6b63\u786e\u6027\u201d\u7684\u7406\u89e3\u4e0eAI\u7684\u4ea7\u51fa\u53d1\u751f\u91cd\u5927\u5206\u6b67\uff08\u4f8b\u5982\u201c\u6b63\u786e\u4f46\u4e0d\u7b26\u5408\u8bed\u5883\u9700\u6c42\u201d\uff09\uff0c\u76ee\u524d\u7684\u201c\u91cd\u505a\u514d\u8d39\u201d\u673a\u5236\u80fd\u5426\u652f\u6491\u5176\u6bdb\u5229\u6a21\u578b\uff1f\u8fd9\u9700\u8981\u6781\u9ad8\u7684\u4e0a\u4e0b\u6587\u89e3\u6790\u80fd\u529b\u548c\u6781\u4f4e\u7684\u5bb9\u9519\u7387\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aSonOf\u7528\u8d44\u672c\u6760\u6746\uff08\u81ea\u5df1\u62bc\u6ce8\uff09\u6362\u53d6\u4e86\u5ba2\u6237\u4fe1\u4efb\uff0c\u4f46\u5982\u679cAI\u7684\u201c\u751f\u4ea7\u201d\u80fd\u529b\u65e0\u6cd5\u5339\u914d\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u627f\u8bfa\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u7528\u4e00\u4e2a\u6602\u8d35\u7684\u8d4c\u6ce8\u53d6\u4ee3\u4e86\u53e6\u4e00\u4e2a\u6602\u8d35\u7684\u8d4c\u6ce8\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u662f\u90a3\u4e2a\u201c\u51c6\u5c06\u627f\u8bfa\u201d\u800c\u975eAI\u672c\u8eab\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\">SonOf<\/span>\n <\/div>\n<div class=\"comment-content\">Connect your repo and PM tools. SonOf audits the codebase, writes and estimates the tickets, and ships the ones you approve. A senior engineer signs every plan and reviews every PR. Billed only when code hits production. Rejected work costs $0.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b Oleksii here, one of three makers.<\/p>\n<p>For 8 years we’ve run Fulcrum, a dev studio \u2014 100+ products shipped. Every client conversation started with the same two questions: how much will it cost, and when will it be done?<\/p>\n<p>And for years, my honest answer was: it depends.<\/p>\n<p>It depends on a pile of risks. A pile of nuances. Work everything out properly upfront \u2014 that’s waterfall, and it takes forever. Go with an open check \u2014 the risk shifts to the client: they might pay more than they planned. Either way, one thing was constant: clients pay for hours.<\/p>\n<p>Lately there’s a third option. Founders try to build with AI themselves. They burn weeks and tokens \u2014 and rarely reach real production. Limitations show up. Slop shows up. The money is already spent.<\/p>\n<p>Here’s the uncomfortable accounting truth behind all three paths: <strong>unfinished work is money that never capitalizes.<\/strong> Half-built features, slipping roadmaps, abandoned prototypes \u2014 pure spend, zero asset. Only code in production converts money into value.<\/p>\n<p>And a second problem I kept seeing with non-technical founders: they can’t evaluate whether an engineer is good, can’t predict budgets, can’t see risks. The outsourcing model quietly transfers all of that responsibility onto the person least equipped to carry it.<\/p>\n<p>That’s why we built SonOf \u2014 for ourselves first. It started as an internal engine to push Fulcrum client work through faster. After ~10 engagements ran on it, we realized we’d built the product. (Yes, it’s named after Son of Anton \u2014 Gilfoyle’s AI in Silicon Valley. We’re that kind of team.)<\/p>\n<p>SonOf reads your entire product \u2014 repo, tickets, docs \u2014 as one context, and does the discovery work that used to take weeks. What you get is something the old model could never give:<\/p>\n<p>\u2192 <strong>Full visibility over scope, before you spend anything.<\/strong> Every piece of work becomes a ticket with a fixed price on it \u2014 $500 per story point.<\/p>\n<p>\u2192 <strong>The timeline in your hands.<\/strong> You approve tickets one by one \u2014 what to build, in what order, at what pace.<\/p>\n<p>\u2192 <strong>Payment lands where value lands.<\/strong> You’re billed only when code reaches production \u2014 the moment spend becomes an asset. A senior engineer signs every plan and reviews every PR before merge. Rejected work costs $0.<\/p>\n<p>See what that does to the two problems above? You don’t need to judge engineers, budgets, or risks anymore.<\/p>\n<p>So after all these years, my answer finally changed \u2014 not because we work differently now, but because the client finally sees what we see.<\/p>\n<p>How much? It’s on the ticket, before you say yes.<\/p>\n<p>When? You set the pace \u2014 approve, and the engine works around the clock.<\/p>\n<p>Not “it depends.”<\/p>\n<p>The audit of your product is free: connect a repo, see your whole map. I’ll be in the comments all day.<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the name! \ud83d\ude01<br \/>What do you see as the main use cases for the product? I’d love to understand where you think it provides the most value.<\/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\/@yuliia_pron\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuliia_pron<\/a> Good question. We see three situations where it earns its keep:<\/p>\n<ol>\n<li>\n<p><strong>You inherited a codebase you can’t read.<\/strong> Solo founder, v1 built by a freelancer, an agency, or vibe-coded with Lovable\/Bolt \u2014 the original developer is gone, the product runs, and nobody knows what’s inside. The free audit alone solves half the problem: you finally get a map of what you own.<\/p>\n<\/li>\n<li>\n<p><strong>Your backlog grows faster than your team ships.<\/strong> Founder-led startup, a few in-house devs, and a backlog that’s mostly going to die there. SonOf takes the tickets your team will never get to \u2014 you approve, it ships, your devs stay on the core.<\/p>\n<\/li>\n<li>\n<p><strong>You can’t hire fast enough.<\/strong> Eng teams where the roadmap slips quarter after quarter because every hire takes months. Extra shipping capacity without headcount, and without the agency markup.<\/p>\n<\/li>\n<\/ol>\n<p>The common thread: the value isn’t “AI writes code” \u2014 it’s that unfinished work finally becomes shipped work, and you pay only when it lands in production.<\/p>\n<\/p>\n<p>Honestly, the fastest way to see where it helps <em>you<\/em> is the audit \u2014 it’s free and it tells you what’s broken and what’s ready to build before you spend anything.<\/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! But how can a non-technical client verify that the estimates are adequate<strong> <\/strong>and the code quality is high?<\/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\/@svitlana_filipova1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svitlana_filipova1<\/a> <\/p>\n<p>Honest answer: they can’t \u2014 and that’s exactly the problem we built the model around.<\/p>\n<p>A non-technical founder can’t verify estimates or code quality at any agency, freelancer, or in-house hire either. The traditional model just hides it: you find out the estimate was wrong when the invoice grows, and that the code was bad a year later.<\/p>\n<p>So instead of asking clients to verify, we removed the need to:<\/p>\n<ol>\n<li>\n<p><strong>Estimates:<\/strong> every ticket has a fixed price before you say yes. If our estimate is wrong, that’s our loss, not yours \u2014 the price doesn’t move after approval.<\/p>\n<\/li>\n<li>\n<p><strong>Quality:<\/strong> you judge results, not code. Review the working feature on staging \u2014 if it’s not right, we redo it free. Still not right \u2014 money back. Rejected work costs $0.<\/p>\n<\/li>\n<li>\n<p><strong>And the exit is honest:<\/strong> cancel anytime and keep the audit, the knowledge base, and every shipped PR.<\/p>\n<\/li>\n<\/ol>\n<p>We only get paid when code reaches production, so shipping bad code or inflating estimates costs us directly. Incentives do the verifying.<\/p>\n<p>Plus the audit is free \u2014 you see how we read your codebase before spending a dollar. That’s the quality sample.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Genuinely impressed that the billing only triggers on code that ships to production. The senior engineer review on every PR gave me confidence to let it touch real tickets instead of just test repos.<\/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\/@masal1468301\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masal1468301<\/a> Thank you!<\/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>Charging on outcome instead of effort is rare, and customers notice, most tools bill you for trying and failing. The operational risk is disputes: what counts as shipped, who arbitrates, what happens on a half-done feature. Get that airtight and this is genuinely differentiated.<\/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\/@shivangit26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivangit26<\/a> Thank you \u2014 and you’re right, disputes are where outcome-based pricing usually dies. Here’s how we’ve made it airtight:<\/p>\n<\/p>\n<p><strong>What counts as shipped:<\/strong> code in production. Not “done,” not “in review” \u2014 deployed. That’s the billing trigger, so there’s no gray zone to argue about.<\/p>\n<p><strong>Who arbitrates:<\/strong> the client, before the money moves. You review the feature on staging \u2014 if it’s good enough, you approve and it ships. If not, we redo it free. Still not right \u2014 money back. Rejected work costs $0.<\/p>\n<p><strong>Half-done features:<\/strong> they don’t get billed, period. A ticket either reaches production or it costs nothing.<\/p>\n<p>And the part that keeps disputes from happening at all: before we take a ticket, we review the input \u2014 PRD detail, designs, whatever context exists (we parse Slack, Notion, Jira). If it’s thin, we write out our assumptions and limitations, and the client signs off on those <em>before<\/em> we build. Most disputes are really scope disagreements in disguise; we surface them at ticket time, not at invoice time.<\/p>\n<\/p>\n<p>The bet underneath: models keep getting better at working with context, so this burden shrinks every quarter. But we didn’t price on that hope \u2014 the guarantee works today.<\/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>Congrats on launch! What are the numbers of how it impacted the projects you’d already delivered? <\/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\/@kateryna_khalimonchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kateryna_khalimonchuk<\/a>  thanks!<\/p>\n<p>We ran ~10 client engagements through the engine before opening it up, and two of them converted to ongoing paying customers. The cleanest number we have is cost per identical deliverable: work that quotes at $4\u201316K with freelancers or $10\u201330K at an agency lands at $1\u20135K through SonOf. Same scope, same production bar \u2014 a senior engineer still signs every PR.<\/p>\n<p>If you want a number about <em>your<\/em> project instead \u2014 the audit is free, and it tells you exactly what’s sitting in your backlog and what it would cost to ship.<\/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>Oleksii, the honest bit here is that work only counting once it truly ships really lands with me. So many things claim progress long before anything reaches real people, and that framing feels refreshingly grounded.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>pay-only-when-it-ships puts the risk on you, not me. that’s the rare part. does the senior engineer sign the plan up front, or only review the final pr?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey <a href=\"https:\/\/www.producthunt.com\/@andrewzakonov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewzakonov<\/a> \u2014 both, actually:<\/p>\n<ol>\n<li>\n<p>Up front: the engineer reviews the plan and the estimates the system produced, tweaks if needed, and signs off before anything gets built.<\/p>\n<\/li>\n<li>\n<p>Before staging: same engineer reviews and tests the PR.<\/p>\n<\/li>\n<li>\n<p>You review on staging \u2014 happy with the result, it goes to prod.<\/p>\n<\/li>\n<\/ol>\n<p>And yes, the risk sits with us by design. It’s what forces the plan-signing to be real rather than a rubber stamp \u2014 if we ship nothing, we earn nothing.<\/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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CFGVSGRTCK5HTY\" class=\"app-title\">Breadcromb<\/a><\/p>\n<div class=\"one-liner\">A browser that remembers everything and can act on anything<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Breadcromb\uff08\u539f\u540d Trace\uff09\u662f\u4e00\u6b3e\u5185\u7f6e AI \u957f\u671f\u8bb0\u5fc6\u7684\u6d4f\u89c8\u5668\uff0c\u5b83\u80fd\u8bb0\u4f4f\u7528\u6237\u6d4f\u89c8\u8fc7\u7684\u6240\u6709\u5185\u5bb9\uff0c\u5e76\u57fa\u4e8e\u4e0a\u4e0b\u6587\u8f85\u52a9\u7814\u7a76\u3001\u5199\u4f5c\u548c\u81ea\u52a8\u5316\u4efb\u52a1\uff0c\u89e3\u51b3 AI \u6bcf\u6b21\u5bf9\u8bdd\u90fd\u201c\u5931\u5fc6\u201d\u3001\u9700\u8981\u91cd\u590d\u63d0\u4f9b\u80cc\u666f\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03c3d183-242b-4442-859c-5fe7b84491a2.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\/dfd08e8d-65c6-42ac-a3fd-6ced5f3b5ba2.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\/7f318636-2bf5-4a20-a628-c6bbd3e7dd60.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\/2c5680ea-7fac-4cb3-8f77-5dd763c1d436.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\/13b4333a-9c26-49ed-b9b2-b15b8d964d2c.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\/30d5850c-71f0-4eeb-bd37-542ef8b47b99.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6d4f\u89c8\u5668<\/span><br \/>\n <span class=\"tag\">\u957f\u671f\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u652f\u6301<\/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\u5173\u6ce8 AI \u5728\u90ae\u7bb1\u3001\u94f6\u884c\u7b49\u654f\u611f\u573a\u666f\u7684\u81ea\u6cbb\u8fb9\u754c\uff0c\u8981\u6c42\u884c\u52a8\u524d\u9700\u660e\u786e\u786e\u8ba4\u3002\u5efa\u8bae\u589e\u52a0\u624b\u52a8\u6807\u8bb0\u9ad8\u4eae\u7247\u6bb5\u7684\u529f\u80fd\uff0c\u4ee5\u63d0\u5347\u8bb0\u5fc6\u7cbe\u51c6\u5ea6\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u6e10\u8fdb\u4fe1\u4efb\u3001\u900f\u660e\u5b58\u50a8\u548c\u7528\u6237\u63a7\u5236\uff0c\u8bb0\u5fc6\u4ec5\u670d\u52a1\u4e8e\u5de5\u4f5c\uff0c\u4e0d\u8ffd\u8e2a\u5168\u90e8\u884c\u4e3a\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 Breadcromb \u7684\u91ce\u5fc3\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u6d4f\u89c8\u5668\u2014\u2014\u4ece\u201c\u4fe1\u606f\u5bb9\u5668\u201d\u8fdb\u5316\u4e3a\u201c\u4e2a\u4ebaAI\u52a9\u7406\u7684\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\u201c\u6301\u4e45\u8bb0\u5fc6\u201d\u4e0e\u201c\u7528\u6237\u63a7\u5236\u201d\u7684\u5e73\u8861\uff0c\u8fd9\u5207\u4e2d\u4e86\u5f53\u524dAI\u5de5\u5177\u7684\u4e24\u5927\u6b7b\u7a74\uff1a\u4e0a\u4e0b\u6587\u65ad\u88c2\u5bfc\u81f4\u91cd\u590d\u52b3\u52a8\uff0c\u4ee5\u53ca\u9690\u79c1\u9634\u5f71\u4e0b\u7684\u4fe1\u4efb\u5371\u673a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u771f\u6b63\u7684\u6311\u6218\u4e0d\u5728\u4e8e\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u5728\u4e8e\u4ea7\u54c1\u54f2\u5b66\u7684\u6267\u884c\u3002\u8bc4\u8bba\u4e2d\u201c’Act on anything’ is a much bigger trust jump\u201d\u4e00\u9488\u89c1\u8840\uff1a\u5f53AI\u80fd\u64cd\u4f5c\u94f6\u884c\u548c\u90ae\u7bb1\uff0c\u4efb\u4f55\u4e00\u70b9\u201c\u6388\u6743\u8fb9\u754c\u7684\u6a21\u7cca\u201d\u90fd\u662f\u707e\u96be\u3002\u521b\u59cb\u4eba\u7684\u56de\u5e94\uff08\u201c\u5efa\u8bae\u3001\u7528\u6237\u786e\u8ba4\u3001\u6e10\u8fdb\u6388\u6743\u201d\uff09\u662f\u6807\u51c6\u7b54\u6848\uff0c\u4f46\u73b0\u5b9e\u662f\u7528\u6237\u5f80\u5f80\u5728\u4fbf\u5229\u6027\u9762\u524d\u677e\u61c8\u8b66\u60d5\uff0c\u800c\u4e00\u65e6\u53d1\u751f\u8bef\u64cd\u4f5c\uff0c\u8d23\u4efb\u5f52\u5c5e\u5c06\u6781\u5176\u590d\u6742\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u52a1\u5b9e\u7684\u4ea7\u54c1\u4ef7\u503c\u53ef\u80fd\u5728\u4e8e\u201c\u8bb0\u5fc6+\u5efa\u8bae\u201d\u800c\u975e\u201c\u8bb0\u5fc6+\u81ea\u52a8\u6267\u884c\u201d\u3002\u624b\u52a8\u6807\u7b7e\u3001\u9ad8\u4eae\u7b49\u7528\u6237\u4e3b\u52a8\u53c2\u4e0e\u7684\u673a\u5236\uff08\u5df2\u6709\u7528\u6237\u63d0\u51fa\uff09\u6bd4\u88ab\u52a8\u5168\u91cf\u8bb0\u5f55\u66f4\u6709\u5b9e\u9645\u610f\u4e49\u2014\u2014\u5b83\u8ba9AI\u6210\u4e3a\u201c\u53ef\u68c0\u7d22\u7684\u8d85\u7ea7\u7b14\u8bb0\u672c\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u5185\u5fc3\u620f\u5f88\u591a\u7684\u7ba1\u5bb6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u5ba3\u79f0\u201c\u6a21\u578b\u65e0\u5173\u3001\u6570\u636e\u81ea\u7531\u201d\u662f\u806a\u660e\u7684\u6218\u7565\u59ff\u6001\uff0c\u4f46\u5b9e\u73b0\u96be\u5ea6\u5927\uff1a\u4e0d\u540c\u6a21\u578b\u5bf9\u4e0a\u4e0b\u6587\u683c\u5f0f\u3001\u8bb0\u5fc6\u8c03\u7528\u65b9\u5f0f\u7684\u652f\u6301\u5dee\u5f02\u6781\u5927\u3002\u82e5\u60f3\u771f\u6b63\u505a\u5230\u4e0d\u9501\u5b9a\u7528\u6237\uff0cBreadcromb \u9700\u8981\u6784\u5efa\u4e00\u4e2a\u6807\u51c6\u5316\u7684\u8bb0\u5fc6\u6570\u636e\u5c42\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e0d\u5c0f\u7684\u5de5\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cBreadcromb \u65b9\u5411\u6b63\u786e\uff0c\u4f46\u9700\u8b66\u60d5\u8fc7\u5ea6\u627f\u8bfa\u201c\u884c\u52a8\u80fd\u529b\u201d\u3002\u5728\u201c\u4fe1\u4efb\u6f0f\u6597\u201d\u7684\u5e95\u90e8\uff0c\u5148\u628a\u201c\u8bb0\u4f4f\u4e00\u5207\u201d\u505a\u6210\u4e0d\u53ef\u66ff\u4ee3\u7684\u4f53\u9a8c\uff0c\u6bd4\u6025\u7740\u201c\u4ee3\u52b3\u4e00\u5207\u201d\u66f4\u7a33\u59a5\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\">Breadcromb<\/span>\n <\/div>\n<div class=\"comment-content\">Your AI shouldn’t start from scratch every time. Trace is the browser that remembers everything you’ve read, understands your work, and gives AI the context to help you research, write, and automate tasks without sacrificing privacy.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>‘Act on anything’ is super interesting! A browser already logged into my email and bank taking actions on its own is a much bigger trust jump than remembering what I read. QQ – where do you guys draw the boundary on what it can touch before a user hands it that much rope?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Great question and I completely agree that there\u2019s a big difference between an AI that remembers context and an AI that can take actions on your behalf.<\/p>\n<p>For us, memory is the foundation, but action requires a much higher level of trust. The boundary we\u2019re aiming for is that the AI should help users understand, prepare, and suggest actions before it ever executes anything sensitive.<\/p>\n<p>For example:<\/p>\n<ul>\n<li>\n<p>Summarizing, organizing, extracting information, and helping you make decisions<\/p>\n<\/li>\n<li>\n<p>Taking actions with clear user confirmation<\/p>\n<\/li>\n<li>\n<p>Handling sensitive areas like email, banking, purchases, or private accounts only with explicit permission and strong safeguards<\/p>\n<\/li>\n<\/ul>\n<p>The principle is that the user should always remain in control the AI should be an assistant, not an autonomous actor with unlimited access.<\/p>\n<p>This is one of the reasons we\u2019re building Trace around transparency and user-controlled memory first. We believe trust has to be earned progressively before giving AI more agency.<\/p>\n<p>Really appreciate the question it\u2019s exactly the kind of conversation we want to have around the future of AI browsers. \ud83d\ude4c<\/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>Curious to see how you draw the line between remembering useful context and keeping the user in control.<\/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\/@crystalmei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@crystalmei<\/a> Thank you so much for the upvote! <\/p>\n<\/p>\n<p>That question gets right to the heart of what we’re building.<\/p>\n<p>We believe the line is <strong>user control<\/strong>. Memory should feel like a personal notebook, not a black box. Users can always see what has been remembered, edit or delete it, and decide what deserves to become long-term knowledge.<\/p>\n<p>Our goal is to remember only the context that genuinely helps you in future work not to keep a record of everything you do. By keeping memory transparent and user-controlled (with local-first storage by default), we hope people can benefit from persistent context without giving up their privacy.<\/p>\n<\/p>\n<p>We’d love to hear your thoughts when you end up trying it! \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">\ud83d\udc4b Hi Product Hunt! I’m Christophe, the founder of Trace.<\/p>\n<p>The idea for Trace came from a frustration I experienced every day.<\/p>\n<p>I spend hours reading articles, PDFs, documentation, emails, and research papers. AI tools could answer questions about what I was looking at right now, but they had no memory of everything I had already learned. Every conversation started from scratch.<\/p>\n<p>At the same time, I became increasingly concerned about privacy. As more companies adopt AI, they want the productivity benefits without sending all of their knowledge to third-party services or becoming locked into a single AI provider.<\/p>\n<p>That’s why I built Trace.<\/p>\n<p>Trace is an AI browser that gives AI long-term memory. It remembers what you’ve read across the web, understands your work over time, and provides personalized context to help you research, write, and complete tasks more effectively\u2014all while keeping you in control of your data and letting you choose the AI models you use.<\/p>\n<p>This is still the beginning of the journey, and I’m launching today to learn from real users.<\/p>\n<p>I’d love your feedback:<\/p>\n<p>Would an AI browser fit into your daily workflow?<br \/>\nWhat feature would make you switch from your current browser?<br \/>\nWhat’s the biggest frustration you have with AI tools today?<\/p>\n<p>I’ll be here all day answering questions and discussing ideas. Thanks for checking out Trace! \ud83d\ude80<\/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\/@christophe_cheuleu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christophe_cheuleu<\/a> I like the idea of giving AI long-term memory instead of making it start from scratch with every prompt. A browser that understands what you’ve already read and uses that context to help with research, writing, and automation could make AI feel much more like a real assistant. The focus on keeping everything private is an important differentiator as more people become concerned about where their data goes. Best of luck with 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\">\n<p>Christophe, I live across an absurd number of tabs and forget half of what I read, so the idea of something that quietly holds onto all that for me is genuinely appealing.<\/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\/@matthieu_poitrimolt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matthieu_poitrimolt<\/a> Thank you, that really means a lot to hear! \ud83d\ude0a<\/p>\n<p>That’s exactly the kind of problem we built Trace to solve. So many of us spend our days jumping between dozens of tabs, articles, PDFs, and docs, only to lose track of where we found something.<\/p>\n<p>If you get a chance to try it, I’d love to hear your honest feedback. <\/p>\n<\/p>\n<p>The app is completely free, and your thoughts would be incredibly valuable as we continue improving 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>Most AI tools feel like talking to someone with amnesia \u2014 you explain your project every single time. The “remembers everything you’ve read” angle could actually fix that. Does it work across different AI tools or is it tied to Trace’s own interface?<\/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\/@ringo_td5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ringo_td5<\/a> That’s exactly the problem we’re trying to solve. \ud83d\ude0a<\/p>\n<p>Today, Trace’s persistent memory is built directly into the browser experience, so it works seamlessly across everything you browse. Our goal is to make this memory model-agnostic, so users are not locked into a single AI provider.<\/p>\n<p>Long term, we want your personal knowledge to remain yours and be usable with different AI models, whether that’s GPT, Claude, Gemini, or future models. The idea is that your memory should belong to you, not to a specific AI interface.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>one thing i’d love is a way to manually tag or highlight snippets within pages so the AI can pull from those specifically instead of just the whole browsing history<\/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\/@glerobcu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@glerobcu<\/a> Thanks for sharing this. I really like this idea!<\/p>\n<\/p>\n<p>You\u2019re right that there\u2019s a difference between remembering everything you read and intentionally marking the pieces of information that matter most. A way to manually highlight\/tag specific snippets and let the AI prioritize those when answering would make the memory much more precise and user-controlled.<\/p>\n<\/p>\n<p>This is actually very aligned with where we want to take Trace: giving users an active role in shaping their personal knowledge base, rather than just passively collecting browsing history.<\/p>\n<\/p>\n<p>I\u2019ll definitely keep this in mind as we continue improving the product. 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