Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-27<\/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 | 2026-04-27<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZAMTQWNV2NKJIN\" class=\"app-title\">Orange Slice<\/a><\/p>\n<div class=\"one-liner\">Automate any sales task with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">398<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Orange Slice\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684GTM\uff08\u5e02\u573a\u8fdb\u5165\uff09\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u5e2e\u52a9\u9500\u552e\u56e2\u961f\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u76ee\u6807\u5ba2\u6237\uff0c\u81ea\u52a8\u5b8c\u6210\u7ebf\u7d22\u6316\u6398\u3001\u6570\u636e\u4e30\u5bcc\u3001\u7b5b\u9009\u548c\u6d41\u7a0b\u6267\u884c\uff0c\u89e3\u51b3\u4f20\u7edf\u624b\u52a8\u62fc\u63a5\u591a\u5de5\u5177\u3001\u4f4e\u6548\u5bfb\u627e\u201c\u5728\u5e02\u573a\u4e2d\u201d\u5ba2\u6237\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb35d8bc-342a-45d2-8533-8da2ec7b0e1e.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\/9e7e2342-a918-499b-92b3-1639ed4a4558.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\/e6558421-f4d1-4a01-a632-42ddbb28b19e.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\/1e6ea633-78c7-4528-844b-80198e3e3655.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\/7a5d6a39-2a9b-4c6c-a2f8-de1039368096.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\/6514e96f-70f0-444b-8053-75bc543d8d3e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/IM3XMo-SuGo\"><source src=\"https:\/\/youtu.be\/IM3XMo-SuGo\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">Growth Hacking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u8fdb\u5165<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u610f\u56fe\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u753b\u50cf<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">B2B\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\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\u8ba4\u53ef\u5176\u5bf9\u201c\u5728\u5e02\u573a\u4e2d\u201d\u5ba2\u6237\u7684\u5b9a\u4e49\u80fd\u529b\u548c\u975e\u5916\u62d3\u573a\u666f\u7684\u7075\u6d3b\u6027\u3002\u4f46\u5b58\u5728\u6279\u8bc4\uff1a\u9996\u6b21\u4f7f\u7528\u754c\u9762\u5f15\u5bfc\u4e0d\u6e05\u6670\uff08\u201c\u65e0\u6cd5\u6dfb\u52a0\u201d\u88ab\u8bef\u89e3\u4e3a\u529f\u80fd\u9650\u5236\uff09\uff1b\u5b9a\u4ef7\u6a21\u5f0f\uff08\u79ef\u5206\u5236\uff09\u548c\u6570\u636e\u51c6\u786e\u6027\uff08\u5c24\u5176\u662f\u610f\u56fe\u4fe1\u53f7\uff09\u5b58\u7591\uff1b\u7528\u6237\u5e0c\u671b\u770b\u5230\u5de5\u4f5c\u6d41\u524d\u540e\u5bf9\u6bd4\u6848\u4f8b\uff0c\u5e76\u660e\u786e\u54ea\u4e9b\u4efb\u52a1\u4ecd\u9700\u4eba\u5de5\u4ecb\u5165\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 Orange Slice\u7684\u201c\u91ce\u5fc3\u201d\u4e0d\u6b62\u4e8e\u53c8\u4e00\u4e2a\u9500\u552e\u6570\u636e\u5de5\u5177\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06GTM\u6d41\u7a0b\u4ece\u201c\u624b\u52a8\u7b5b\u9009\u9759\u6001\u6570\u636e\u5e93\u201d\u8fc1\u79fb\u5230\u201c\u52a8\u6001\u8bed\u4e49\u641c\u7d22+\u5b9e\u65f6\u610f\u56fe\u63a8\u7406\u201d\u3002\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7406\u60f3\u5ba2\u6237\uff0c\u800c\u975e\u5806\u780c\u5e03\u5c14\u6761\u4ef6\uff0c\u8fd9\u786e\u5b9e\u51fb\u4e2d\u4e86\u9500\u552e\u56e2\u961f\u5728\u6570\u636e\u6e05\u6d17\u548c\u5de5\u5177\u62fc\u51d1\u4e0a\u7684\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u7280\u5229\u7684\u89c2\u5bdf\u662f\uff1a\u5b83\u672c\u8d28\u4e0a\u662f\u201cAI\u5305\u88c5\u7248\u7684SCV\/Clay\u201d\u2014\u2014\u7528\u5927\u6a21\u578b\u5c06\u5206\u6563\u7684\u5b9e\u65f6\u4fe1\u53f7\uff08\u8bba\u575b\u3001\u62db\u8058\u3001\u793e\u4ea4\uff09\u4e0e\u7ed3\u6784\u5316\u6570\u636e\uff08Crunchbase\uff09\u6574\u5408\u3002\u5176\u58c1\u5792\u5e76\u975e\u6280\u672f\u72ec\u521b\uff0c\u800c\u662f\u5bf9\u201c\u975e\u6807\u51c6\u5316\u9500\u552e\u6d41\u7a0b\u201d\u7684\u7075\u6d3b\u9002\u914d\u80fd\u529b\u3002\u521b\u59cb\u4eba\u627f\u8ba4\u201c\u91cd\u5efa\u591a\u6b21\u201d\u548c\u201c\u8bb0\u5fc6\u529f\u80fd\u5dee\u70b9\u641e\u57ae\u6211\u4eec\u201d\uff0c\u8bf4\u660e\u5728\u5c06\u6a21\u7cca\u7684\u201c\u5728\u5e02\u573a\u4e2d\u201d\u6982\u5ff5\u4ea7\u54c1\u5316\u65f6\uff0c\u53ec\u56de\u7387\u4e0e\u51c6\u786e\u7387\u5e73\u8861\u4ecd\u662f\u5de8\u5927\u6311\u6218\u3002\u7528\u6237\u5bf9\u5b9a\u4ef7\u548c\u610f\u56fe\u4fe1\u53f7\u51c6\u786e\u6027\u7684\u8ffd\u95ee\u76f4\u6307\u8f6f\u808b\uff1a\u79ef\u5206\u5236\u53ef\u80fd\u56e0\u590d\u6742\u67e5\u8be2\u6210\u672c\u6fc0\u589e\uff0c\u800c\u5b9e\u65f6\u722c\u53d6\u6570\u636e\u7684\u566a\u58f0\uff08\u5982YC demo\u4e2d\u63d0\u5230\u7684\u201c\u624b\u6307\u6570\u91cf\u201d\u6897\uff09\u4f1a\u7a00\u91ca\u4fe1\u4efb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5f53\u9500\u552e\u56e2\u961f\u7528\u5b83\u8dd1\u5b8c\u9996\u6279\u7ebf\u7d22\u540e\uff0c\u662f\u5426\u771f\u80fd\u611f\u77e5\u5230\u201c\u65f6\u673a>\u52aa\u529b\u201d\u7684\u8f6c\u5316\u7387\u63d0\u5347\uff1f\u8fd8\u662f\u50cf\u5176\u4ed6AI\u5de5\u5177\u4e00\u6837\uff0c\u6ca6\u4e3a\u201c\u770b\u8d77\u6765\u5f88\u9177\u4f46\u6700\u7ec8\u4ecd\u9700\u4eba\u8089\u6821\u9a8c\u201d\u7684\u6f14\u793a\u54c1\uff1f\u76ee\u524d\u8bc4\u8bba\u4e2d\u201c\u79d8\u5bc6\u6b66\u5668\u201d\u7684\u7c89\u4e1d\u4e0e\u201c\u754c\u9762\u8bef\u5bfc\u5c31\u529d\u9000\u201d\u7684\u7528\u6237\u5e76\u5b58\uff0c\u8868\u660e\u5b83\u9002\u5408\u6709\u6280\u672f\u7d20\u517b\u7684\u65e9\u671f\u91c7\u7528\u8005\uff0c\u4f46\u8ddd\u79bb\u4e3b\u6d41\u9500\u552e\u56e2\u961f\u201c\u66ff\u6362Excel\u201d\u8fd8\u6709\u4ea7\u54c1\u5316\u9e3f\u6c9f\u3002\u5982\u679c\u521b\u59cb\u56e2\u961f\u80fd\u6301\u7eed\u6253\u78e8\u610f\u56fe\u4fe1\u53f7\u7684\u9897\u7c92\u5ea6\uff0c\u5e76\u516c\u5f00\u5b9a\u4ef7\u7684\u53ef\u9884\u6d4b\u6027\uff0c\u5b83\u6709\u671b\u5728\u201cAI\u539f\u751fGTM\u201d\u7ec6\u5206\u8d5b\u9053\u5efa\u7acb\u7acb\u8db3\u70b9\uff1b\u53cd\u4e4b\uff0c\u53ef\u80fd\u88abSalesforce\u6216HubSpot\u5feb\u901f\u590d\u523b\u7684Copilot\u529f\u80fd\u6df9\u6ca1\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\">Orange Slice<\/span>\n <\/div>\n<div class=\"comment-content\">Build go-to-market workflows with AI. Prospect, enrich, qualify, and automate GTM execution in Orange Slice.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, Vihaar here, one of the founders of orange slice<\/p>\n<p>really appreciate you checking us out today<\/p>\n<p>we didn\u2019t start this company because we wanted to build \u201canother sales tool\u201d<\/p>\n<p>we started it because we kept running into the same problem over and over again<\/p>\n<p>every go-to-market motion we tried (whether it was outbound, partnerships, hiring, events) always broke at the same place<\/p>\n<p>finding the <em>right<\/em> people at the <em>right<\/em> time<\/p>\n<p>not a big list<br \/>not more data<\/p>\n<p>just\u2026 actual in-market companies<\/p>\n<p>and the frustrating part was the workflow<\/p>\n<p>copy pasting people into spreadsheets<br \/>running the same enrichments over and over<br \/>stitching together 10+ tools<br \/>hoping something sticks<\/p>\n<p>it just felt\u2026 dumb<\/p>\n<p>so we started building what we actually wanted:<\/p>\n<p>a system where you can just describe who you\u2019re looking for<\/p>\n<p>and it finds them for you<br \/>researches them<br \/>enriches them<br \/>filters them<br \/>updates continuously<\/p>\n<p>all in one place<\/p>\n<p>over the last few months we\u2019ve:<\/p>\n<ul>\n<li>\n<p>rebuilt the product multiple times<\/p>\n<\/li>\n<li>\n<p>shipped a self-serve version after doing a lot of agency work<\/p>\n<\/li>\n<li>\n<p>broken things (a lot\u2026 memory in chat almost killed us last week lol)<\/p>\n<\/li>\n<li>\n<p>and most importantly, started seeing people use this in ways we didn\u2019t even expect<\/p>\n<\/li>\n<\/ul>\n<p>some are using it for outbound<br \/>some for market research<br \/>some for partnerships<br \/>some for completely random workflows<\/p>\n<p>that\u2019s been the coolest part<\/p>\n<p>we\u2019re still super early<\/p>\n<p>but if you\u2019ve ever felt like go-to-market is way more manual than it should be<br \/>or that timing matters way more than effort<\/p>\n<p>i think you\u2019ll get what we\u2019re trying to do here<\/p>\n<p>would genuinely love feedback – good or bad<\/p>\n<p>and if you want, comment your companies website<\/p>\n<p>and i\u2019ll reply with a custom GTM play <br \/>that will help you get more customers!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>38<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>its so lonely here \ud83d\ude41<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@vihaar_nandigala not anymore<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It is a good sighn that users are applying it beyond outbound. That usually means the system has some flexibility built into it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shania_jennings\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shania_jennings<\/a> rebuiding multiple times tells a lot \ud83d\ude42 it usually means you are learning directly from real usage instead of assumptions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shania_jennings\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shania_jennings<\/a> if the system can consistently surface the right opportunities at the right moment, that alone can change how teams approach growth \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@shania_jennings\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shania_jennings<\/a> the shift from manual prospecting to describing your ideal target is interesting. It removes a lot of repetitive work that usually slows teams 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Anyone NOT seeing this? First step of onboarding I’m told they cannot do this right now – on launch day…? <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8193f080-4f53-4675-9751-5e2bb3f040f4.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<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\/@osakasaul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> , the “I can’t add this right now” is actually a button that you can press if you do not want to add it (we should make this more clear for sure). Once you click one of the choices (Personal, Organization, or agency) then add your company domain, the continue button will light up so you can continue<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@vihaar_nandigala\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vihaar_nandigala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vihaar_nandigala<\/a> I believe the timing angle is underrated in GTM – most tools optimize for volume, not relevance.<\/p>\n<p>How are you defining \u201cin-market\u201d? Is it behavioral signals, firmographic triggers, or something else?<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thanks Kate \ud83d\ude4f<\/p>\n<p>The core idea behind Orange Slice is that <em>\u201cin-market\u201d isn\u2019t one-size-fits-all<\/em> \u2014 especially in GTM.<\/p>\n<p>We let you define what that actually means for your business.<\/p>\n<p>That said, here\u2019s how we think about it internally:<\/p>\n<p><strong>1. Behavioral intent signals<\/strong><br \/>Things that show someone is actively evaluating: hiring for roles tied to your use case, competitor comparisons, stack changes, launch posts, complaint\/replacement language, etc.<\/p>\n<p><strong>2. Firmographic guardrails<\/strong><br \/>ICP filters (size, industry, geo, tech stack, motion maturity) so you don\u2019t chase noisy but irrelevant signals.<\/p>\n<p><strong>3. Recency + velocity<\/strong><br \/>When the signal happened + whether multiple signals cluster together<br \/>(timing > static fit)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vihaar_nandigala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vihaar_nandigala<\/a> <a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> A clear comparison would help here. Showing the workflow before and after using this could make the value easier to understand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@vihaar_nandigala\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vihaar_nandigala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vihaar_nandigala<\/a> ! <\/p>\n<\/p>\n<p>When you say “automate any sales task,” what’s the most repetitive sales workflow your beta customers have fully offloaded to the agent? <\/p>\n<\/p>\n<p>And on the flipside, what’s the sales task that still needs a human in the loop today?<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Here are some examples of both!!!<\/p>\n<p><strong>Most fully offloaded workflow:<\/strong> building and refreshing outbound target lists end-to-end (researching ICP-fit accounts, enriching contacts, writing personalized first-touch drafts, and pushing everything into the team\u2019s CRM\/sheet automatically).<\/p>\n<p><strong>Still human-in-the-loop:<\/strong> final strategy and judgment calls \u2014 especially messaging for high-value accounts, objection handling, and negotiations.\u201d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how this handles the research layer when you’re running outbound across multiple e-com brands at once.<\/p>\n<p>Do you pull brand-level signals recent ad spend patterns, new growth\/CX hires, post-funding activity or is it mostly contact-level enrichment? Because when you’re managing 10-15 stores the prioritization layer matters as much as the messaging itself.<\/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\/@romain_delgado\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@romain_delgado<\/a> For prioritization, it is actually what you decide or what you want to build. If there’s a certain signal or data source you want the system to go through first, you can actually customize it and create it how you want it. <\/p>\n<p>That’s one of the core philosophies we believe at Orange Slice: that there’s no right way to do sales, and every sales motion is going to look a little bit different. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@romain_delgado\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@romain_delgado<\/a> – the research layer you can customize yourself! If you want to pull recent growth\/CX hires or know of any post-funding activity, you can directly ask our agent to create the enrichment columns. <\/p>\n<\/p>\n<p>Also I agree, the prioritization layer for choosing when to contact a company is just as important as what is said in the messaging!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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, a few questions –<br \/>1. How does the pricing work? If it’s credits-based\/usage-based, then how do you define that exactly?<br \/>2. How accurate is the data + how recent? What sort of data providers do you use? Especially intent signals are notoriously inaccurate for “things like people with 4 fingers as you say in YC demo” haha<br \/>3. How does it handle vague\/intent based queries instead of traditional filter style queries? If I say something non-filter style like “find me users who are on the lookout for Instagram marketing automation tools”<\/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\/@kshitij11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij11<\/a> I love these questions keep them coming. I can tell you actually looked at the product and thought about them thank you so much!!!!!! <3<\/p>\n<p><strong>1. Pricing (credits-based)<\/strong><br \/>Credits map directly to <em>data usage<\/em>.<\/p>\n<p>For example:<br \/>\u2022 enriching a company = small credit cost<br \/>\u2022 running deeper research (scraping, AI analysis) = higher cost<\/p>\n<p>Before you run anything, we show the estimated cost \u2014 so it\u2019s predictable, not a black box <br \/>We also show pricing for individual actions (e.g. tech stack lookup, custom scrape) directly in the UI.<\/p>\n<p><strong>2. Data accuracy + recency<\/strong><br \/>Two parts here:<\/p>\n<p>\u2022 <strong>Structured data<\/strong> \u2192 comes from providers like Crunchbase, BuiltWith, etc.<br \/>\u2022 <strong>Unstructured \/ intent data<\/strong> \u2192 pulled live (web, social, etc.) at query time<\/p>\n<p>So instead of relying only on static databases, we\u2019re constantly refreshing data based on what\u2019s happening <em>right now<\/em>.<\/p>\n<p>We also cross-check across multiple sources (up to 20\u201330 in a single workflow) to improve reliability.<\/p>\n<p><strong>3. Handling vague \/ intent-based queries<\/strong><br \/>This is where the agent really shines.<\/p>\n<p>If you say:<br \/><em>\u201cfind people looking for Instagram marketing automation tools\u201d<\/em><\/p>\n<p>we don\u2019t just apply filters \u2014 we:<\/p>\n<p>\u2022 search for real conversations (posts, forums, social)<br \/>\u2022 detect pain signals + intent language<br \/>\u2022 enrich those users\/companies<br \/>\u2022 rank them by relevance<\/p>\n<p>So it behaves more like a researcher than a filter builder.<\/p>\n<p>TLDR:<br \/>most tools = static filters on static data<br \/>Orange Slice = dynamic search + reasoning on live data<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@vihaar_nandigala <\/p>\n<p>Thanks super insightful. And just for an idea how does the price compare to vis a vis clay on an average use?<\/p>\n<p>I know it depends on the use case but if you have any average or rough estimates from your early clients.<\/p>\n<p>Congrats on the launch!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Has been an awesome tool for building out lead lists and easily plugs into the rest of my tech stack. great founding team 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\/@jacob59\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacob59<\/a> Thanks Jacob for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using orangeslice for a couple weeks and have really enjoyed it! As a gtm leader for a very small startup its a fast way to find leads and reach out to people in our ICP. <a href=\"https:\/\/www.producthunt.com\/@vihaar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vihaar<\/a> curious about seeding for linkedin\/reddit I was messing around with those templates. I was hoping to get connected with someone from your team to help me maximize my capabilties of your product. Congrats again think what you are building is awesome!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hersh_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hersh_singh<\/a> Thanks for your support, Hersh. Love to connect with you personally and even see what you’re trying to build and help you out. if you’re on our Slack, you can directly DM me there as well. Here’s the Slack join link as well. <a href=\"https:\/\/join.slack.com\/t\/orangesliceai\/shared_invite\/zt-3nhp4pjo0-AuT8t2gEjzFbP1zqsvyW4Q\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/join.slack.com\/t\/orangesliceai\/shared_invite\/zt-3nhp4pjo0-AuT8t2gEjzFbP1zqsvyW4Q<\/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>I wish they hadn’t revealed this. This has been my secret weapon in finding the best targets for my company. I’ve built out some workflows that as SUPER niche and i swear OrangeSlice hasnt missed yet. \ud83e\udd76<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mark_dusseau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mark_dusseau<\/a> Thanks Mark has been such a pleasure working with you. Your one of our most creative users 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this direction. Pulling in real-time signals from across the web instead of static lists makes a lot of sense. What sources have been the most useful 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> Honestly, Google is surprisingly the most useful GTM tool we’ve seen that’s still underutilized. People often rely on big static databases like Zoom Info or Apollo, which is great for things like contact information, but for general data Google is kind of the king. Automating and doing that at scale is just something sales people aren’t doing right now that we want to help out with. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Plain English ICP descriptions to a qualified lead list is a really clean workflow, no more Boolean wrangling. Curious how the system handles edge cases when the criteria gets really fuzzy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting take <a href=\"https:\/\/www.producthunt.com\/@vihaar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vihaar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vihaar<\/a> <\/p>\n<p>Feels like the hardest part here is actually figuring out who\u2019s really in-market, not just matching filters<\/p>\n<p>Curious how you\u2019re handling 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> The beauty of Orange Slice is how adjustable it is. You can set it up by tracking any signal to see if someone’s in market. <\/p>\n<p>We believe sales are not a one-size-fits-all sort of solution where each company should have to do something specific for them. <\/p>\n<p>In-market can mean a lot of different things for different companies. We don’t just match filters. <\/p>\n<p>We can scrape for any information that you need, and each company or each user can create their own definition of in-market on Orange Slice. That’s the beauty of the 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love the table interface. what was the decision around that vs chat-based?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kohnigel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kohnigel<\/a> it is chat first! the table is there to help you quickly see all your leads and visualize the flow of data in one 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kohnigel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kohnigel<\/a> We believe that the table interface is the best way to display data in sales since you want to be able to skim through large amounts of data for a sanity check (i.e. job titles, revenue ranges, linkedIn urls etc.). <\/p>\n<\/p>\n<p>Also, if an enrichment were to fail on a specific run, with the table interface, you have direct visibility into all cells and can rerun them individually if necessary. <\/p>\n<\/p>\n<p>Of course, the main editor of the table is still the chat so I wouldn’t separate us entirely off of a pure chat-based interface. The table is more of a scratch pad for the chat and for you when you’re using the 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is brilliant. <\/p>\n<p>Currently running GTM for two clients, and despite a lot of efforts, it still feels kinda janky. <\/p>\n<p>Rooting for you guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@favour_yusuf1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@favour_yusuf1<\/a> We started as a go-to-market agency, so we totally feel your pain. We need this exact tool for it. Let me know how we can make the product better. Happy to send over some free test credits as well, but what are some of the GTM plays you’re running for your two clients? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. Are you listening to other sources than reddit?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@avz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avz<\/a> We can listen to any publicly available website. We can listen to Reddit, Instagram, X, LinkedIn, Facebook for social listening, but we can also listen to government websites like SEC filings, anything you can think of. Your imagination is the limit for what you want to listen to. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/3FWOO35SRXZ3FG\" class=\"app-title\"> Jet AI Agents<\/a><\/p>\n<div class=\"one-liner\">Build business AI agents in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">294<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Jet AI Agents \u662f\u4e00\u4e2a\u65e0\u4ee3\u7801AI\u4ee3\u7406\u6784\u5efa\u5e73\u53f0\uff0c\u8ba9\u4e1a\u52a1\u56e2\u961f\u80fd\u57fa\u4e8e200+\u5de5\u5177\u548c\u81ea\u6709\u6570\u636e\uff0c\u5728Slack\/WhatsApp\/Telegram\u7b49\u804a\u5929\u5de5\u5177\u4e2d\u5feb\u901f\u521b\u5efa\u5e76\u76f4\u63a5\u6267\u884c\u5de5\u4f5c\u6d41\u7684AI\u52a9\u624b\uff0c\u89e3\u51b3\u975e\u6280\u672f\u56e2\u961f\u4f9d\u8d56\u5de5\u7a0b\u90e8\u95e8\u5b9e\u73b0\u5185\u90e8\u81ea\u52a8\u5316\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98471e35-3328-444d-bb2e-7b615cbae7c7.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\/25f14032-f032-4399-be3d-0bc1843d2ed9.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\/b257f0c4-4605-469c-944e-51d4802836fb.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\/9edab326-b1e2-4761-9b3a-b015154d15f2.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\/b66e8d0c-47e5-47e4-b3a2-a53397eee735.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\/f85d38aa-1da8-44a2-a56d-ad96ecd4506a.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\/50c87fbc-7629-49b8-b5ee-e23c983c9018.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\/09b36401-a7ca-4e6b-b443-c5b300b66f99.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=d0tU3rWZXaw\"><source src=\"https:\/\/www.youtube.com\/watch?v=d0tU3rWZXaw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8AI<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u90e8\u5de5\u5177\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a9AI\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u975e\u6280\u672f\u56e2\u961f\u81ea\u52a9\u6784\u5efa\u4ee3\u7406\u201d\u7684\u4ef7\u503c\uff0c\u4f46\u5173\u952e\u7591\u8651\u96c6\u4e2d\u5728\uff1a\u8bfb\u5199\u6743\u9650\u5b89\u5168\u63a7\u5236\uff08\u5982BigQuery\u5199\u56de\uff09\u3001\u591a\u4ee3\u7406\u5e76\u53d1\u6570\u636e\u8bbf\u95ee\u7684\u51b2\u7a81\u7ba1\u7406\u3001200+\u96c6\u6210\u7684\u5b9e\u9645\u8986\u76d6\u9762\u548c\u6df1\u5ea6\u3001\u77e5\u8bc6\u5e93\u6570\u636e\u7684\u81ea\u52a8\u540c\u6b65\u673a\u5236\u3002\u7528\u6237\u5e0c\u671b\u660e\u786e\u4ee3\u7406\u52a8\u4f5c\u7684\u4f5c\u7528\u57df\u548c\u6743\u9650\u7c92\u5ea6\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 Jet AI Agents \u7684\u5b9a\u4f4d\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4f01\u4e1a\u8f6f\u4ef6\u5e02\u573a\u7684\u201c\u4e2d\u95f4\u5730\u5e26\u201d\u2014\u2014\u65e2\u4e0d\u662f\u9762\u5411\u5f00\u53d1\u8005\u7684\u4f4e\u4ee3\u7801\u5e73\u53f0\uff08\u5982Retool\uff09\uff0c\u4e5f\u4e0d\u662f\u7eaf\u5bf9\u8bdd\u5f0fAI\uff08\u5982ChatGPT\uff09\u3002\u5b83\u8bd5\u56fe\u7528\u201c\u804a\u5929\u754c\u9762+\u65e0\u4ee3\u7801\u6784\u5efa\u201d\u7684\u8303\u5f0f\uff0c\u5c06\u4e1a\u52a1\u4eba\u5458\u4ece\u201c\u63d0\u9700\u6c42\u7b49\u6392\u671f\u201d\u7684\u56da\u5f92\u56f0\u5883\u4e2d\u89e3\u653e\u51fa\u6765\u3002\u5176\u6838\u5fc3\u4eae\u70b9\u5728\u4e8e\u201c\u884c\u52a8\u201d\uff0c\u800c\u975e\u201c\u56de\u7b54\u201d\u3002\u8ba9AI\u4ee3\u7406\u80fd\u771f\u6b63\u5199\u5165\u6570\u636e\u5e93\u3001\u89e6\u53d1\u5de5\u4f5c\u6d41\uff0c\u8fd9\u5bf9\u4f01\u4e1a\u6548\u7387\u7684\u63d0\u5347\u662f\u8d28\u53d8\u7ea7\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6700\u5927\u6311\u6218\u5e76\u975e\u529f\u80fd\uff0c\u800c\u662f\u201c\u4fe1\u4efb\u4e0e\u6cbb\u7406\u201d\u3002\u8bc4\u8bba\u533a\u7684\u6838\u5fc3\u8ffd\u95ee\u96c6\u4e2d\u5728\u6743\u9650\u3001\u51b2\u7a81\u548c\u5b89\u5168\u4e0a\u2014\u2014\u8fd9\u6b63\u662f\u6b64\u7c7b\u4ea7\u54c1\u4ece\u201c\u73a9\u5177\u201d\u8d70\u5411\u201c\u751f\u4ea7\u5de5\u5177\u201d\u7684\u751f\u6b7b\u7ebf\u3002\u76ee\u524d\u6765\u770b\uff0cJet \u5141\u8bb8\u5bf9\u6bcf\u4e2a\u4ee3\u7406\u8fdb\u884c\u7cbe\u7ec6\u5316\u7684\u8bfb\/\u5199\/\u5220\u9664\u64cd\u4f5c\u6388\u6743\uff0c\u5e76\u652f\u6301\u901a\u8fc7\u5de5\u4f5c\u6d41\u5b9a\u4e49\u6570\u636e\u4f5c\u7528\u57df\uff0c\u8fd9\u5728\u67b6\u6784\u8bbe\u8ba1\u4e0a\u662f\u6b63\u786e\u7684\uff0c\u4f46\u5b9e\u9645\u90e8\u7f72\u4e2d\u7684\u5408\u89c4\u6027\u5ba1\u8ba1\u3001\u64cd\u4f5c\u56de\u6eaf\u3001\u4ee5\u53ca\u5e94\u6025\u7194\u65ad\u673a\u5236\u4ecd\u662f\u5f85\u9a8c\u8bc1\u7684\u76f2\u533a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u201c200+\u96c6\u6210\u201d\u662f\u5178\u578b\u7684\u53cc\u5203\u5251\uff1a\u8986\u76d6\u9762\u5e7f\u80fd\u964d\u4f4e\u8bd5\u7528\u95e8\u69db\uff0c\u4f46\u6df1\u5ea6\u4e0d\u8db3\u4f1a\u5bfc\u81f4\u91cd\u5ea6\u7528\u6237\u5931\u671b\u3002Jet \u58f0\u79f0\u901a\u8fc7\u201c\u81ea\u5b9a\u4e49HTTP\u96c6\u6210+AI\u8f85\u52a9\u201d\u6765\u5f25\u8865\u7f3a\u53e3\uff0c\u4f46\u672c\u8d28\u4e0a\u5c06\u590d\u6742\u5ea6\u8f6c\u5ac1\u7ed9\u4e86\u7528\u6237\u3002\u5bf9\u4e8e\u771f\u6b63\u7684\u4f01\u4e1a\u7ea7\u843d\u5730\uff0c\u5176\u6740\u624b\u950f\u53ef\u80fd\u5728\u4e8e\u80fd\u5426\u63d0\u4f9b\u4e3b\u6d41SaaS\u6df1\u5ea6\u96c6\u6210\u7684\u201c\u5f00\u7bb1\u5373\u7528\u201d\u6a21\u7248\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cJet \u63d0\u4f9b\u4e86\u4e00\u4e2a\u6781\u5177\u5438\u5f15\u529b\u7684\u4ef7\u503c\u4e3b\u5f20\uff0c\u4f46\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u6c99\u76d2\u201d\u6216\u201c\u5feb\u901f\u539f\u578b\u5de5\u5177\u201d\u3002\u8981\u6210\u4e3a\u4f01\u4e1a\u4fe1\u8d56\u7684\u201cAI\u540c\u4e8b\u201d\uff0c\u5b83\u9700\u8981\u5728\u6743\u9650\u6a21\u578b\u7684\u900f\u660e\u5ea6\u3001\u6570\u636e\u540c\u6b65\u7684\u4e00\u81f4\u6027\u3001\u4ee5\u53ca\u5931\u8d25\u5904\u7406\u7684\u53ef\u9760\u6027\u4e0a\uff0c\u8bc1\u660e\u81ea\u5df1\u7ecf\u5f97\u8d77\u771f\u5b9e\u4e1a\u52a1\u6d41\u91cf\u7684\u62f7\u6253\u3002\u80fd\u5426\u4ece\u201c\u8ba9\u56e2\u961f\u81ea\u5df1\u80fd\u505a\u201d\u8fdb\u5316\u5230\u201c\u8ba9\u56e2\u961f\u653e\u5fc3\u5730\u8ba9AI\u505a\u201d\uff0c\u624d\u662f\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u7684\u5173\u952e\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\"> Jet AI Agents<\/span>\n <\/div>\n<div class=\"comment-content\">Jet AI Agents is the AI builder that lets teams create business apps and AI agents on top of 200+ tools \u2014 without code. Work with agents like teammates directly in Slack, WhatsApp, or Telegram. Marketing, sales, operations, and support teams use Jet to build AI agents, AI workflows, and apps that don\u2019t just display data \u2014 they take action. Teams use Jet to automate the workflows that matter most. AI agents your team will trust \u2014 because they built them themselves.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>We built Jet AI Agents because most teams still:<br \/>– jump between tools<br \/>– manually run workflows<br \/>– rely on engineering for simple internal tools<\/p>\n<p>So we asked:<br \/>\ud83d\udc49 what if business teams could build their own AI agents \u2014 on top of real data \u2014 and actually automate work?<\/p>\n<p>With Jet, you can:<\/p>\n<p>– build ai agents without code<\/p>\n<p>– enrich AI with your data & 200+ integrations<\/p>\n<p>– let them answer questions <em>and take action<\/em> in Slack, Telegram, WhatsApp and more<\/p>\n<p>– instantly generate visual reports<\/p>\n<p>– self-host in your own environment<\/p>\n<p>– use open-source AI models<\/p>\n<p>– bring your knowledge into AI \u2014 from files, drives, websites, and multiple formats like DOCX, PDF, JSON, MP3.<\/p>\n<p>We\u2019ve also created a few templates to help you get started (the real magic is in customizing them \u2728):<br \/>\ud83d\udcca Data Analysis Agent \ud83d\udc49 <a href=\"https:\/\/www.jetadmin.io\/agent-templates\/bigquery-data-analyst\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.jetadmin.io\/agent-templates\/bigquery-data-analyst<\/a><\/p>\n<p>\ud83d\uddd3\ufe0f Meeting Preparation Agent \ud83d\udc49 <a href=\"https:\/\/www.jetadmin.io\/agent-templates\/meeting-prep-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.jetadmin.io\/agent-templates\/meeting-prep-agent<\/a><\/p>\n<p>\ud83c\udfa7 Support Agent \ud83d\udc49 <a href=\"https:\/\/www.jetadmin.io\/agent-templates\/customer-support-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.jetadmin.io\/agent-templates\/customer-support-agent<\/a><\/p>\n<p>\ud83d\udcdd Meeting Analysts Agent \ud83d\udc49 <a href=\"https:\/\/www.jetadmin.io\/agent-templates\/meeting-notes-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.jetadmin.io\/agent-templates\/meeting-notes-agent<\/a><\/p>\n<p>Would love your feedback:<br \/>\ud83d\udc49 What\u2019s the first workflow you\u2019d automate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anton_svetlov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anton_svetlov<\/a> This hits a real gap \u2014 no\u2011code AI agents on real data, with actions, not just answers. Nicely done \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ‘relying on engineering for simple internal tools’ line is the story of my life. My backlog is 6 months deep with ‘just one more internal dashboard’ requests. If Jet lets my business ops team build their own BigQuery analyst without touching a line of code, you\u2019ve just saved me 20 hours a week. Does it handle write-back permissions safely?<br \/><a href=\"https:\/\/www.producthunt.com\/@anton_svetlov\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"anton_svetlov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anton_svetlov<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> thanks for question! sure, you can either specify agents read\/write\/delete operations granularly per each collection or even create exactly workflows with applied filtering, sorting, etc. which agents can use<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>interesting take on bundling workflows + agents under one platform. one thing i’d be curious about \u2014 when you have agents calling into the same data layer simultaneously, how do you handle scope conflicts? in my own setup (claude code on a nuxt 3 + go-zero stack) i ended up writing per-folder <a href=\"https:\/\/AGENTS.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AGENTS.md<\/a> files just so concurrent sub-agents wouldn’t step on each other.<\/p>\n<\/p>\n<p>does jet handle that internally or is it more about the orchestration layer? curious about the design choice.<\/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\/@ethanfrostlove\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethanfrostlove<\/a> thanks for question! for cases when you need fixed flow or data segments applied – we suggest adding exact Workflows to Agent instead of adding full resource\/collection, in Workflows you can apply any filters, sorting, etc. depending on Agent or other conditions using our no-code or AI workflow builder<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“AI agents your team will trust – because they built them themselves” hits different. we’ve had mixed results with off-the-shelf AI tools in healthcare workflows, but letting domain experts build their own makes sense. what’s the learning curve like for non-technical users?<\/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\/@piotr_pasierbek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_pasierbek<\/a> thanks, and you nailed it on generic AI tools in regulated workflows.<\/p>\n<p>The learning curve is surprisingly gentle: most non-technical folks ship their first agent in 5-10 minutes, especially when starting from a template. It’s a visual builder (no code), and you can ground the agent in your own SOPs and PDFs so it speaks your domain from day one.<\/p>\n<p>Would love to hear what use case you’d tackle first! \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the Slack integration is smart – we’ve been looking for something that lets our team build agents without pulling devs away from core product work. curious how the 200+ tool connections handle auth and permissions? does each team member need to connect their own accounts or can you set up shared service accounts?<\/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\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a> thanks for feedback and question! Permissions are specified per Agent, while service accounts are connected to Agents. You can think of each Agent as a separate employee with its own permissions. Different users can have access to different Agents depending on their role.<\/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 knowledge ingestion piece is interesting. When you bring in docs from drives and websites, how does the system handle freshness? Is it a one-time import or does it stay in sync with the source? That feels like the part that makes or breaks trust in agent answers over time.<\/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\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> thanks for question! for Google Drive and Websites you specify sync interval in minutes, for static files it is one-time import.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 founder, I\u2019m tired of asking my engineers to build simple internal automations. If I can connect our BigQuery data to a Slack agent without a ticket, it changes our speed entirely. Grabbing the PH exclusive now to test this out. <a href=\"https:\/\/www.producthunt.com\/@f1nal\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"f1nal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@f1nal<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/jet-admin\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"jet-admin\" target=\"_blank\" rel=\"noopener\">@Jet Admin<\/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\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> thanks a lot for your feedback! feel free to ask any questions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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. the “answer questions AND take action” piece is the part i’d want to grill when an agent has write access through 200+ integrations, how does jet handle action scoping ? does the business user who builds the agent have to whitelist specific actions per integration, or is it all-or-nothing per connection ? a poorly scoped agent firing into the wrong slack channel or messaging the wrong whatsapp contact is the failure mode that scares me as a builder.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vincentf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincentf<\/a> thanks for feedback and question! you can specify granularly which collections\/actions agent has access to or even create exact workflows (where you can limit\/specify parameters\/filters\/sorting etc.) agents will use using no-code builder or ai assistant<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 a solid alternative to stitching together multiple tools. Especially for things like admin panels and client portals. How do you see this fitting into more engineering-heavy stacks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> thanks for question! right, we believe that combining different products inside one platform could give new oportunities. For example, on our platform you can even build internal tools \/ client portals that will use agents to display data or execute workflows, but we are not focusing on this use-case in this PH launch. As for extensibility – we always focus on providing ways to integrate Agents\/Apps\/Workflows into other environments by providing APIs, custom code embedding or embedding our Apps inside others.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 curious where the 200 integrations thing breaks down in practice. Every tool says that and then you find out your specific tool is the one that doesn’t work. what are the gaps rn?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ahmadhajj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmadhajj<\/a> thanks for question! I believe every service with so many integrations would be missing some tools\/parameters\/etc. So it is a matter of how fast companies can improve their integrations or provide workarounds. We do both – we are actively improving our integrations (within days thanks to AI) when users ask and there is always Custom HTTP support where you can integrate any API using no-code or AI assistant<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this. Building agents that actually live inside Slack and WhatsApp instead of yet another dashboard tab is the right call. Curious which integrations teams reach for first when getting started?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/BHVF4YXQZYKB75\" class=\"app-title\">Logic<\/a><\/p>\n<div class=\"one-liner\">Build and operate fleets of agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">244<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Logic\u901a\u8fc7\u7ed3\u6784\u5316\u89c4\u683c\u63cf\u8ff0\u4ee3\u7406\u884c\u4e3a\uff0c\u81ea\u52a8\u751f\u6210\u53ef\u89c2\u6d4b\u3001\u53ef\u56de\u6eda\u3001\u8de8\u6a21\u578b\u8def\u7531\u7684\u751f\u4ea7\u7ea7AI\u4ee3\u7406\uff0c\u89e3\u51b3\u4eceDemo\u5230\u7a33\u5b9a\u90e8\u7f72\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u5730\u72f1\u201d\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d301e98-50da-4637-8800-1dacbf61c620.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\/71f9993a-3561-474d-a857-03c08d3936da.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\/b5d95453-9da9-43fb-aa55-58b31377d6b7.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\/c3e903bb-80c3-4726-813a-57992145a37b.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\/132f3856-72ad-431b-a24d-a79c792e713f.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\/035c6a58-10cc-4690-88c0-4e851eef977a.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\/87b006e1-e94d-4cb9-9aea-59bc0ab4ae6f.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\/3a3b5367-a14e-459d-a578-08f3dac58267.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=tFrfHyRxpU0\"><source src=\"https:\/\/www.youtube.com\/watch?v=tFrfHyRxpU0\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8def\u7531<\/span><br \/>\n <span class=\"tag\">Eval\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u591a\u4f9b\u5e94\u5546\u5907\u964d<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\uff08SOC2\/HIPAA\uff09<\/span><br \/>\n <span class=\"tag\">Prompt\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/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\u9ad8\u5ea6\u8ba4\u53ef\u7ed3\u6784\u5316Spec\u601d\u8def\u548c\u8de8\u6a21\u578b\u8def\u7531\u529f\u80fd\uff0c\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u8c03\u8bd5\u56de\u6eaf\u96be\u6613\u5ea6\u3001\u6076\u52a3\u51b3\u7b56\u6839\u56e0\u5b9a\u4f4d\u3001Spec\u6f14\u5316\u7248\u672c\u56de\u6eda\u6d41\u7545\u5ea6\u3001IFBench\u6027\u80fd\u589e\u76ca\u6765\u6e90\u3001\u533b\u7597\u573a\u666f\u4e0b\u884c\u4e3a\u4e00\u81f4\u6027\u4fdd\u969c\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 Logic\u7684\u903b\u8f91\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u505aAI\u4ee3\u7406\u5f00\u53d1\u9886\u57df\u7684\u201c\u62bd\u8c61\u5c42\u201d\u751f\u610f\u3002\u5f53\u524dAI\u5e94\u7528\u5c42\u6700\u5927\u7684\u8ba4\u77e5\u9677\u9631\u662f\u201c\u6a21\u578b\u80fd\u529b == \u4ea7\u54c1\u80fd\u529b\u201d\uff0c\u56e2\u961f\u6c89\u8ff7\u4e8e\u8c03Prompt\u548c\u62fcSDK\uff0c\u5374\u5ffd\u89c6\u4e86\u751f\u4ea7\u73af\u5883\u7684\u590d\u6742\u5ea6\u2014\u2014Eval\u3001\u56de\u6eda\u3001\u53ef\u89c2\u6d4b\u6027\u3001\u6210\u672c\u63a7\u5236\uff0c\u8fd9\u4e9b\u624d\u662f\u51b3\u5b9a\u9879\u76ee\u6210\u8d25\u7684\u9690\u5f62\u9ad8\u5899\u3002Logic\u806a\u660e\u5730\u9009\u62e9\u4e86\u201c\u7ed3\u6784\u5316Spec\u201d\u4f5c\u4e3a\u6838\u5fc3\u62bd\u8c61\uff0c\u7528\u4e00\u4e2a\u5143\u63cf\u8ff0\u66ff\u4ee3\u4e00\u5806\u788e\u7247\u5316\u7684Prompt\u3001\u91cd\u8bd5\u903b\u8f91\u548c\u5de5\u5177\u51fd\u6570\uff0c\u76f4\u63a5\u8f93\u51fa\u4e00\u4e2a\u5e26\u76d1\u63a7\u3001\u5e26\u6d4b\u8bd5\u3001\u5e26\u7248\u672c\u7ba1\u7406\u7684\u6258\u7ba1Agent\u3002\u8fd9\u786e\u5b9e\u780d\u6389\u4e863\u4e2a\u6708\u57fa\u7840\u8bbe\u65bd\u5f2f\u8def\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u7280\u5229\u70b9\u5728\u4e8e\uff1a\u8fd9\u662f\u4e00\u4e2a\u201c\u5148\u751c\u540e\u82e6\u201d\u7684\u67b6\u6784\u3002\u7528\u6237\u4ece\u201c\u5168\u6808\u81ea\u5efa\u201d\u5207\u6362\u5230\u201c\u4f7f\u7528Logic\u7684\u62bd\u8c61\u5c42\u201d\uff0c\u610f\u5473\u7740\u8981\u4ea4\u51fa\u5e95\u5c42\u63a7\u5236\u6743\u2014\u2014\u5f53Spec\u65e0\u6cd5\u8986\u76d6\u7684\u8fb9\u7f18\u60c5\u51b5\u51fa\u73b0\uff0c\u6216Logic\u7684\u6a21\u578b\u8def\u7531\u7b56\u7565\u5728\u65b0\u6a21\u578b\u8fed\u4ee3\u4e2d\u51fa\u73b0\u504f\u5dee\u65f6\uff0c\u7528\u6237\u7684\u6392\u67e5\u94fe\u6761\u4f1a\u53d8\u957f\u3002\u53e6\u5916\uff0cIFBench 83.3%\u7684\u5206\u6570\u5f88\u4eae\u773c\uff0c\u4f46\u8fd9\u662f\u201cLogic harness + \u540c\u4e00\u57fa\u5ea7\u6a21\u578b\u201d\u7684\u7ec4\u5408\u6210\u7ee9\uff0c\u82e5\u7528\u6237\u81ea\u9009\u6a21\u578b\u6216\u540e\u7eed\u57fa\u5ea7\u6a21\u578b\u5347\u7ea7\uff0c\u8fd9\u4e2a\u5206\u6570\u4f18\u52bf\u662f\u5426\u8fd8\u80fd\u4fdd\u6301\uff1f\u76ee\u524d\u7684\u56de\u7b54\u662f\u201c\u4f53\u7cfb\u534f\u540c\u201d\uff0c\u8fd9\u4e0d\u591f\u5177\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u662f\u90a36%\u7684IFBench\u589e\u76ca\uff0c\u800c\u662f\u884c\u4e1a\u5408\u89c4\uff08SOC2\/HIPAA\uff09+ \u7248\u672c\u5316\u7684\u56de\u6eda\u4f53\u7cfb + \u751f\u6210\u7684\u5408\u6210\u6d4b\u8bd5\u3002\u8fd9\u6070\u597d\u6233\u4e2d\u4e86\u533b\u7597\u3001\u91d1\u878d\u3001\u5185\u5bb9\u5ba1\u6838\u7b49\u9ad8\u5408\u89c4\u9886\u57df\u6700\u75db\u7684\u201c\u4e0d\u6562\u4fe1\u4efbAgent\u201d\u7684\u75db\u70b9\u3002\u5bf9\u4e8e\u53ea\u60f3\u5feb\u901f\u9a8c\u8bc1Agent\u60f3\u6cd5\u7684\u4e2d\u5c0f\u56e2\u961f\uff0cLogic\u63a8\u51fa\u514d\u8d39\u5c42\u7ea7\u662f\u660e\u667a\u7684\u62c9\u65b0\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7ffb\u8bd1\u6210\u5927\u767d\u8bdd\uff1a\u5b83\u5e2e\u4f60\u628a\u201c\u6d41\u6d6a\u72d7\u201d\u8bad\u6210\u201c\u8b66\u72ac\u201d\uff0c\u4f46\u6700\u7ec8\u80fd\u5426\u4e0a\u8857\u5de1\u903b\uff0c\u8fd8\u5f97\u770bSpec\u5199\u5f97\u6709\u591a\u7ec6\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\">Logic<\/span>\n <\/div>\n<div class=\"comment-content\">Shipping a real AI agent can mean weeks of wiring up prompts, retries, eval harnesses, and logging before you see production. Logic solves that. You write a structured spec that describes what the agent should do, and Logic gives you a fully managed agent, with evals, observability, model routing and more built in, ready to be called from anywhere.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt. I’m Steve, co-founder of Logic.<\/p>\n<p>When you build an AI agent, the call to the LLM API is the easy part. The hard parts are evals, RAG, observability, prompt refinement, model selection, fallback, cost and latency tuning, system integrations, and giving the agent tools to do useful work in the rest of the world.<\/p>\n<\/p>\n<p>Logic gives you an out-of-the-box answer for all of that, while also improving how reliably your agents follow instructions.<\/p>\n<\/p>\n<p>With Logic, you write a simple spec that explains what the agent should do. We give you back a managed agent that can be called via <strong>MCP, REST, a web UI, or a dedicated email address<\/strong>. We generate well-typed schemas and synthetic tests, handle versioning, observability, and RAG, and give your agents a “batteries included” tool suite:<\/p>\n<ul>\n<li>\n<p><strong>Real-World Capabilities:<\/strong> All Logic agents can read 130+ document formats, fill out PDF forms, semantically search your knowledge library, send and receive email, do research, generate and annotate images, and call HTTP APIs.<\/p>\n<\/li>\n<li>\n<p><strong>Smart Model Routing:<\/strong> Route across OpenAI, Anthropic, Google, and hardware-accelerated open-source models, with fallback and cost\/latency tuning, so you can improve reliability without being locked into one provider.<\/p>\n<\/li>\n<li>\n<p><strong>Deep Integrations:<\/strong> Easily connect to external tools like Linear, Notion, and any MCP endpoint.<\/p>\n<\/li>\n<\/ul>\n<p><strong>We make your agents smarter.<\/strong><\/p>\n<p>When Logic’s agent harness was measured against <a href=\"https:\/\/artificialanalysis.ai\/evaluations\/ifbench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Allen AI’s IFBench<\/a>, one of the hardest public tests for precise instruction following, Logic scored <strong>83.3% <\/strong>\u2013 higher than any model on the Artificial Analysis leaderboard. This is a six-point gain for the agent harness above the same base model (Gemini 3.1 Pro) when called directly.<\/p>\n<p>So far, <strong>250+ organizations have automated over 4M agentic tasks with Logic<\/strong>. Common use cases include things like content moderation, document parsing, data extraction, medical coding, and user onboarding.<\/p>\n<p>Logic is SOC 2 Type II and HIPAA certified, there’s a free tier, and paid plans that scale with usage.<\/p>\n<p>Jess, my co-founder and CTO, and I will be in the comments. We’re excited to see what you build with it, and we’d love to hear what else you wish it could do.<\/p>\n<p>Thanks for taking a look.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>routing across multiple providers is a strong feature. vender lock-in has been a real concern lately, so this helps reduce that risk.<\/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\/@nitesh_kumar98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitesh_kumar98<\/a> one thing i would want to understand better is debugging. When an agent makes a wrong decision, how easy is it to trace back and fix the root cause?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nitesh_kumar98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitesh_kumar98<\/a> one thing i would want to understand better is debugging. When an agent makes a wrong decision, how easy is it to trace back and fix the root cause?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nitesh_kumar98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitesh_kumar98<\/a> Thanks Nitesh, that was definitely the point. We wanted teams to be able to route across providers so they are not tied to one vendor\u2019s pricing, rate limits, or availability.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 spec-driven approach is the right abstraction here. When I was CTO scaling from 15 to 120 engineers, the biggest pain with internal AI tooling wasn’t the LLM call itself – it was everything around it: eval harnesses that nobody maintained, prompt versions scattered across repos, and zero observability into why an agent started failing on Tuesday. The fact that Logic handles model routing, versioning, and evals out of the box means teams can skip the 3-month infrastructure detour and actually ship. Curious how you handle spec evolution – when a team realizes their agent needs a fundamentally different approach mid-production, how smooth is the transition between spec versions?<\/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\/@avrisimon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avrisimon<\/a> thank you! The transition is actually pretty smooth. Teams update their spec, Logic keeps the API contract stable, runs generated tests and evals, and lets you publish with approval if needed. Each version is immutable. If it regresses, you can roll back in one click and inspect the execution history to see what changed. If the new approach is better, it ships instantly without any code deploy.<\/p>\n<p>It ends up feeling much more like a versioned release process than prompt editing in production. You can even use multiple versions of the agent in parallel at the same time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The SOC2 HIPAA angle is important if this is truly targeting enterprise adoption.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elliot_grant1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elliot_grant1<\/a>, we completely agree! If you’re asking teams to trust agents in real workflows, security and compliance can’t be an afterthought.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 like this direction. Turning plain English specs into production-ready agents is a big unlock. How are teams typically structuring their specs to keep outputs consistent?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> The teams getting the most consistent outputs usually keep their specs very explicit: clear inputs, a strict output shape, direct decision rules, and the edge cases they care about. We\u2019ve also found it helps to keep shared reference material in the knowledge library instead of stuffing it into every spec, then use tests to catch drift before publish. And thank you, that\u2019s exactly the unlock we\u2019re going after.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Spec-driven agents with versioned rollback is rare. How much of the IFBench gain comes from the harness vs the synthetic test generation step?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Thanks, Mart\u00ed. The short answer is we have not broken the gain out into a clean harness-versus-synthetic-test percentage split. The harness gives us the reproducible execution, typed validation, versioning, and rollback layer, but the synthetic generation step is doing real work too, because it creates scenario-based tests from the spec and pushes on edge cases people usually miss. In practice the IFBench lift comes from the system working together, not one isolated trick.<\/p>\n<p>There’s more detail here in our recent blog post: <a href=\"https:\/\/logic.inc\/resources\/logic-scores-83-3-on-ifbench-beating-every-model-on-the-public-leaderboard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/logic.inc\/resources\/logic-scores-83-3-on-ifbench-beating-every-model-on-the-public-leaderboard<\/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>model routing caught my attention. are you handling fallbacks automatically when one model is down, or is it more about cost\/performance optimization? seems like a huge operational headache to manage manually across different 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\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a> Hi Piotr – we offer both! As you mention there are two different dimensions here: performance and reliability.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 structured spec approach is interesting – how granular can you get with the agent behavior definitions? we’ve been building healthcare agents and the biggest pain is always the gap between “here’s what it should do” and actually getting consistent behavior in production.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piotr_pasierbek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_pasierbek<\/a> Piotr, pretty granular. You can define exact inputs, outputs, validation rules, edge cases, and processing guidelines, whether that starts as a 3 line prompt or a much longer spec. The part we care most about is what happens after authoring: we turn that spec into typed contracts, auto generate tests, block publishes when tests fail, keep immutable versions, and let you pin models when consistency matters. That gap between intent and production behavior is exactly the problem we built around, especially for high stakes workflows like healthcare.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a big unlock for teams shipping agents. Writing a spec instead of stitching together prompts, retries, and eval harnesses sounds like a huge time saver. Any plans for letting teams share or remix specs across orgs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Looks awesome. Getting an agent to actually work in production is a whole different challenge vs vibe coding automations, and this feels like it removes a lot of that headache. Excited to try this as a PM.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@robmcarpenter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robmcarpenter<\/a>, we appreciate that. We built Logic for exactly that jump from a cool demo to something a team can actually ship and sleep well at night knowing it’ll just keep working.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 6 point gain on IFBench over the base model is pretty impressive. what’s actually happening in the harness that improves instruction following that 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ahmadhajj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmadhajj<\/a> Thanks, Ahmad! We wrote up a detailed description of exactly that in a recent blog post: <a href=\"https:\/\/logic.inc\/resources\/logic-scores-83-3-on-ifbench-beating-every-model-on-the-public-leaderboard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/logic.inc\/resources\/logic-scores-83-3-on-ifbench-beating-every-model-on-the-public-leaderboard<\/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 structured spec approach is a smart bet. Most agent frameworks right now ask you to wire everything imperatively, which makes it really hard to reason about what the agent is supposed to do versus what it actually does. Curious how the spec handles cases where an agent needs to adapt its behavior based on context it did not have at definition time. Is there a way to express conditional logic in the spec, or does that get pushed into tool implementations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> Appreciate that. Our view is: put adaptive judgment in the spec, put deterministic actions in tools. The spec can describe how the agent should behave under different conditions, and at execution time Logic can pull in context from the knowledge library, similar past runs, or external systems before responding. So conditional logic does not have to get pushed down into tool code by default. We usually only push it into tools when you need exact side effects, strict business rules, or system-specific operations. That keeps the agent flexible without turning it into a branching workflow graph.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Deep integrations + smart model routing = agents that actually work in production, not just demos. Great job Logic team!<\/div>\n<div class=\"comment-actions\">\n<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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Thanks, Odeth. That was exactly our goal. Appreciate the shout-out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>multi-provider routing with fallback is usually the thing that gets rebuilt from scratch on every project. either you’re locked into one provider or you’ve added a custom routing layer on top of whatever sdk you started with. having it in the agent harness directly is the right place for it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> Thanks, Alex! I couldn’t agree more. Every LLM-based project needs fallback, as well as the ability to switch models for specific features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/5GOOLU6RCSY5YM\" class=\"app-title\">Waitlister<\/a><\/p>\n<div class=\"one-liner\">The waitlist software to launch your product<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">228<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Waitlister\u662f\u4e00\u6b3e\u65e0\u9700\u7f16\u7a0b\u3001\u53ef\u5feb\u901f\u521b\u5efa\u5e26\u63a8\u8350\u5956\u52b1\u548c\u90ae\u4ef6\u81ea\u52a8\u5316\u7684\u75c5\u6bd2\u5f0f\u5019\u8865\u540d\u5355\u843d\u5730\u9875\u5de5\u5177\uff0c\u5e2e\u52a9\u521b\u4e1a\u8005\u5728\u4ea7\u54c1\u6b63\u5f0f\u53d1\u5e03\u524d\u9ad8\u6548\u83b7\u53d6\u548c\u8f6c\u5316\u65e9\u671f\u7528\u6237\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1dcb8558-ace2-4ce0-803b-90be7a5b6b93.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\/07a42ef4-e689-41e8-9f2b-621aa797bb55.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\/4ce3664b-99ad-4de3-a27d-99b8e792d512.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\/7e0b0758-da39-41d7-bcf6-dbb8ba17deb8.webp?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\">Email Marketing<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5019\u8865\u540d\u5355\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u843d\u5730\u9875\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u63a8\u8350\u5956\u52b1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u6b3a\u8bc8\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">SaaS<\/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\u8d5e\u8d4f\u63a8\u8350\u7cfb\u7edf\u3001AI\u5efa\u9875\u548c\u8bbe\u5907\u6307\u7eb9\u53cd\u6b3a\u8bc8\u529f\u80fd\uff0c\u63d0\u51fa\u5e0c\u671b\u539f\u751f\u652f\u6301\u6309\u6ce8\u518c\u987a\u5e8f\u5206\u6bb5\u5b9a\u4ef7\uff08\u5982\u999650\u540d\u4f18\u60e0\uff09\uff0c\u4ee5\u53ca\u4ed8\u8d39\u6a21\u5f0f\u5e94\u8003\u8651\u4e00\u6b21\u6027\u6536\u8d39\u800c\u975e\u8ba2\u9605\u3002\u4e5f\u6709\u7528\u6237\u53cd\u9988\u514d\u8d39\u7248\u9650\u5236\u591a\u3001\u843d\u5730\u9875\u5728\u9ad8\u5206\u8fa8\u7387\u663e\u793a\u5668\u4e0a\u6392\u7248\u53d8\u5f62\uff0c\u5e76\u8d28\u7591\u5019\u8865\u540d\u5355\u7528\u6237\u7684\u5b9e\u9645\u8f6c\u5316\u7387\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 Waitlister\u5728\u201c\u5019\u8865\u540d\u5355\u201d\u8fd9\u4e2a\u770b\u4f3c\u72ed\u7a84\u7684\u8d5b\u9053\u91cc\uff0c\u7cbe\u51c6\u51fb\u4e2d\u4e86\u65e9\u671f\u521b\u4e1a\u8005\u7684\u4e00\u4e2a\u6838\u5fc3\u75db\u70b9\uff1a\u5728\u4ea7\u54c1\u5c1a\u672a\u4ea4\u4ed8\u524d\uff0c\u5982\u4f55\u7528\u6700\u4f4e\u6210\u672c\u5b8c\u6210\u6700\u5c0f\u5355\u5143\u7684\u9a8c\u8bc1\u4e0e\u84c4\u6c34\u3002\u5b83\u5c06\u843d\u5730\u9875\u3001\u63a8\u8350\u673a\u5236\u3001\u90ae\u4ef6\u81ea\u52a8\u5316\u3001\u57df\u540d\u7ed1\u5b9a\u3001Webhook\u751a\u81f3AI\u5efa\u9875\u6253\u5305\u6210\u4e00\u4e2a\u201c\u5373\u5f00\u5373\u7528\u201d\u7684\u5957\u88c5\uff0c\u5bf9\u4e8e\u975e\u6280\u672f\u521b\u59cb\u4eba\u800c\u8a00\uff0c\u8fd9\u786e\u5b9e\u662f\u201c\u9ad8\u6760\u6746\u201d\u7684\u5de5\u5177\u2014\u2014\u80fd\u628a\u53d1\u5e03\u524d\u7684\u96f6\u6563\u52a8\u4f5c\u7cfb\u7edf\u5316\uff0c\u8ba9\u589e\u957f\u5728\u6b63\u5f0f\u4e0a\u7ebf\u524d\u5c31\u53d1\u751f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u201cAll-in-One\u201d\u7684\u53e6\u4e00\u9762\uff0c\u662f\u6bcf\u9879\u529f\u80fd\u90fd\u65e0\u6cd5\u4e0e\u4e13\u4e1a\u5de5\u5177\u6b63\u9762\u6297\u8861\u3002AI\u751f\u6210\u7684\u5185\u5bb9\u4ecd\u9700\u8981\u5927\u91cf\u4eba\u5de5\u4fee\u6539\uff0c\u903b\u8f91\u66f4\u50cf\u4e00\u4e2a\u5f00\u5934\u7684\u201c\u6a21\u677f\u751f\u6210\u5668\u201d\u800c\u975e\u771f\u6b63\u7684\u201c\u5185\u5bb9\u5f15\u64ce\u201d\uff1b\u63a8\u8350\u7cfb\u7edf\u867d\u7136\u5f15\u5165\u4e86\u8bbe\u5907\u6307\u7eb9\u53cd\u6b3a\u8bc8\uff0c\u4f46\u7528\u6237\u7684\u771f\u6b63\u7591\u95ee\u59cb\u7ec8\u60ac\u800c\u672a\u51b3\uff1a\u8fd9\u4e9b\u6d8c\u5165\u7684\u201c\u5019\u8865\u540d\u5355\u201d\u7528\u6237\uff0c\u6700\u7ec8\u6709\u591a\u5c11\u4f1a\u53d8\u6210\u4ed8\u8d39\u5ba2\u6237\uff1f\u5982\u679c\u53ea\u662f\u5806\u780c\u4e00\u4e2a\u6f02\u4eae\u7684\u6ce8\u518c\u6570\u5b57\uff0c\u90a3\u5b83\u672c\u8d28\u4e0a\u4e0e\u793e\u4ea4\u5a92\u4f53\u4e0a\u7684\u70b9\u8d5e\u65e0\u5f02\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u91cc\u6700\u5c16\u9510\u7684\u6279\u8bc4\u76f4\u6307\u5b9a\u4ef7\u6a21\u5f0f\uff1a\u7528\u6237\u53ea\u60f3\u4e3a\u201c\u53d1\u5e03\u524d\u201d\u8fd9\u4e00\u9636\u6bb5\u4ed8\u8d39\uff0c\u800c\u975e\u6bcf\u6708\u8ba2\u9605\u3002\u8fd9\u66b4\u9732\u4e86\u4ea7\u54c1\u903b\u8f91\u4e0e\u7528\u6237\u9700\u6c42\u4e4b\u95f4\u7684\u9519\u4f4d\u2014\u2014Waitlister\u7684\u6838\u5fc3\u4ef7\u503c\u662f\u201c\u9636\u6bb5\u6027\u5de5\u5177\u201d\uff0c\u4f46\u6536\u8d39\u6a21\u5f0f\u5374\u662f\u201c\u6c38\u4e45\u6027SaaS\u201d\u3002\u5982\u679c\u65e0\u6cd5\u63d0\u4f9b\u66f4\u7075\u6d3b\u7684\u4ed8\u8d39\u65b9\u6848\u6216\u5411\u540e\u8854\u63a5\u4ea7\u54c1\u6b63\u5f0f\u4e0a\u7ebf\u540e\u7684\u7528\u6237\u6fc0\u6d3b\u4e0e\u7ba1\u7406\u529f\u80fd\uff0c\u5b83\u5f88\u5bb9\u6613\u88ab\u7528\u6237\u7528\u5b8c\u5373\u5f03\uff0c\u6ca6\u4e3a\u201c\u4e00\u6b21\u6027\u7684\u589e\u957f\u5de5\u5177\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u201c\u589e\u957f\u5e73\u53f0\u201d\u3002\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u8ba9\u4eba\u6ce8\u518c\uff0c\u800c\u5728\u4e8e\u8ba9\u6ce8\u518c\u540e\u7684\u4eba\u771f\u6b63\u6210\u4e3a\u4f60\u7684\u7528\u6237\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\">Waitlister<\/span>\n <\/div>\n<div class=\"comment-content\">Build a viral waitlist in minutes. Free landing pages, referral system, and email automation \u2014 no code required. Start free, no credit card needed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Hunters! \ud83d\udc4b<\/p>\n<p>I launched Waitlister on Product Hunt a while back as an easy way to spin up waitlist landing pages. Since then, it’s grown into a full platform powering waitlists for thousands of users.<\/p>\n<p>What’s new since last time:<\/p>\n<p>\ud83d\udd0c Native plugins for Framer, Webflow, WordPress, and Wix<br \/>\n\ud83e\udd16 AI landing page builder that generates a full waitlist page from a one-line description<br \/>\n\ud83c\udf10 Custom domains + custom email sending domains so your waitlist looks like part of your brand<br \/>\n\ud83d\udd17 Webhook events (signups, referrals, milestones, unsubscribes) for connecting Waitlister to anything<br \/>\n\ud83d\udee1\ufe0f Smart referral fraud detection with device fingerprinting + multi-signal scoring<br \/>\n…and more<\/p>\n<p>The thesis hasn’t changed: waitlists are one of the highest-leverage things a pre-launch product can do, and many existing tools either cost too much or do too little.<\/p>\n<p>Free plan is generous, and if you remember it from last time, Pro now does a lot more at the same price.<\/p>\n<p>Hit me with questions, ideas, or feature requests \ud83d\ude4f<\/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\/@devin_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devin_dev<\/a> Congratulations on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Do you have an SDK or API for engineers building pages?<\/div>\n<div class=\"comment-actions\">\n<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\/@jon_vogel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jon_vogel1<\/a> Yes, we have an API. More here: <a href=\"https:\/\/waitlister.me\/docs\/api\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/waitlister.me\/docs\/api<\/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>Does Waitlister cover opt-in for B2C marketing? I didn’t bother with a waitlist for my product but now I only have the setup to generated & communicate with B2B leads. Would’ve been great if I captured B2C opt-in’s prior to launch using a waitlist.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@naumaan_zahid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naumaan_zahid<\/a> Yes, you can use double opt-in for B2C emails.<\/p>\n<p>Or were you thinking about consent\/compliance specifically, or more about capturing and separating B2C leads pre-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>congrats on the relaunch. prepping my own PH launch in 2 weeks and the question i actually care about does waitlister natively segment signups by order ? trying to do honest founding-member scarcity (first 50 at price A, next 50 at price B, then standard) without faking a live counter. saw you have webhook events so worst case i wire the cutoff myself, but native would be cleaner. and fwiw the device fingerprinting on referrals is the spec i wish more tools had had to roll my own trial-fingerprint table for similar reasons.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vincentf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincentf<\/a> Appreciate it, and good luck with your launch \ud83d\udc4a<\/p>\n<p>It’s not native, but signup order + timestamps + tagging are all there, so you can handle tiered cutoffs pretty cleanly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this focus. Building a waitlist before launching is still underrated. How are people typically driving traffic to their waitlist pages once they\u2019re set up?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> Ads and social media are popular, but the largest waitlists are typically grown with UGC.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 AI landing page from one line is either going to be really good or really generic. curious what the output actually looks like \u2014 does it pull in real copy or is it placeholder vibes until you edit 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\/@ahmadhajj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmadhajj<\/a> It can do a decent job. That said, at the current state, I always edit heavily AI generated copy and design.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratz on launch. Just some feedback about the page design. Basically I like that it is full screen width, but these elements get stretched out on 2560x1440p monitors so that the illustrations and text-boxes are at the opposite sides of the page making it look kind of wonky: <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b163226-b3bc-4f68-9a6d-3ab2077d3edd.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yodalr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yodalr<\/a> You are right. Thank you for pointing this 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>Really dig the approach here. Going live in 10 minutes with referrals and email automation baked in is exactly what most early-stage founders need. Curious how the referral system tends to perform compared to plain signup flows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Everything is locked behind a paywall. It makes you wonder why even have a free version in the first place\u2026 also, another small gripe I have is why does every company go for the subscription model? It\u2019s getting real tiresome needing to subscribe to everything and racking up hundreds of dollars in subscription payments every month for something I\u2019ll only use for a limited time\u2026 this would fall into that category unless I plan to stay in waitlist mode forever, eventually I\u2019m going to launch and I won\u2019t need the software anymore. A better pricing model in my opinion is charging a one time fee per waitlist since you can\u2019t change the name once it\u2019s set so if someone is creating multiple products they have to pay a fee for each. You would be able to charge more, make more, and acquire more users<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Waitlists sound great on paper, but a lot of them end up being just a list of emails that never really convert<\/p>\n<p>The hard part is what happens after someone signs up<\/p>\n<p>Would be interesting to hear how this performs when it comes to actual users, not just signups<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7226TDHR4QPWZ3\" class=\"app-title\">VIDEO AI ME<\/a><\/p>\n<div class=\"one-liner\">Create videos with AI actors that sound and look real<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">185<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>VIDEO AI ME \u8ba9\u7528\u6237\u901a\u8fc7\u81ea\u62cd\u6216\u8f93\u5165\u811a\u672c\uff0c\u5feb\u901f\u751f\u6210\u7531AI\u6f14\u5458\u51fa\u6f14\u7684\u771f\u5b9e\u611f\u89c6\u9891\uff0c\u5e2e\u52a9\u4e0d\u60f3\u51fa\u955c\u7684\u521b\u59cb\u4eba\u3001\u8425\u9500\u4eba\u5458\u7b49\u4f4e\u6210\u672c\u5236\u4f5c\u5e7f\u544a\u3001\u8bb2\u89e3\u7b49\u5185\u5bb9\uff0c\u89e3\u51b3\u89c6\u9891\u751f\u4ea7\u8017\u65f6\u3001\u95e8\u69db\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/bc5f920d-437e-4c58-a15b-5809d1d9e7de.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/AGpeYJb82_0\"><source src=\"https:\/\/www.youtube.com\/shorts\/AGpeYJb82_0\" 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\/d2a2ad97-c642-4cb8-98fa-bfb2fa8f6287.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=td2j5K6sv14\"><source src=\"https:\/\/www.youtube.com\/watch?v=td2j5K6sv14\" 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\/e137dad4-197c-4c45-9579-8b538f024722.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\/7cdc4b8a-9b79-4563-948a-5383872f2d66.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\/710072e8-218c-4182-9f23-496331411b7e.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\/10b0896d-a419-4a2a-bdaf-fee74eebe349.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Photo & Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u6f14\u5458<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u4eba<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u89c6\u9891\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">UGC\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">AI\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u63a8\u5e7f<\/span><br \/>\n <span class=\"tag\">\u77ed\u89c6\u9891\u8425\u9500<\/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\u4e86\u89c6\u9891\u5236\u4f5c\u6548\u7387\u4f4e\u3001\u51fa\u955c\u5c34\u5c2c\u7684\u75db\u70b9\uff0c\u4f46\u5173\u5fc3AI\u6f14\u5458\u7684\u201c\u6050\u6016\u8c37\u201d\u6548\u679c\u3001\u5bf9\u4eba\u7269\u8868\u60c5\u548c\u8282\u594f\u7684\u63a7\u5236\u3002\u6709\u7528\u6237\u8d28\u7591AI\u751f\u6210\u5185\u5bb9\u7684\u4fe1\u4efb\u5ea6\u548c\u8f6c\u5316\u6548\u679c\uff0c\u53e6\u6709\u4eba\u62c5\u5fe7\u672a\u7ecf\u8bb8\u53ef\u4f7f\u7528\u4ed6\u4eba\u5f62\u8c61\u8bad\u7ec3\u6a21\u578b\u7684\u98ce\u9669\uff0c\u5b98\u65b9\u56de\u5e94\u9700\u7528\u6237\u81ea\u62cd\u6216\u83b7\u5f97\u660e\u786e\u6388\u6743\u5e76\u8bbe\u5b89\u5168\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 VIDEO AI ME \u5207\u5165\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u5207\u80a4\u7684\u75db\u70b9\uff1a\u89c6\u9891\u5185\u5bb9\u7684\u9ad8\u8f6c\u5316\u7387\u4e0e\u751f\u4ea7\u8005\u7684\u201c\u793e\u6050\u201d\u53ca\u65f6\u95f4\u6210\u672c\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u521b\u59cb\u4eba\u4ece\u81ea\u8eab\u9700\u6c42\u51fa\u53d1\uff0c\u7528\u5de5\u5177\u8dd1\u901a\u4e8615k\u7c89\u4e1d\u7684TikTok\u8d26\u53f7\u548c\u4ed8\u8d39\u5e7f\u544a\u6848\u4f8b\uff0c\u8fd9\u6bd4\u4efb\u4f55\u5ba3\u4f20\u90fd\u66f4\u5177\u8bf4\u670d\u529b\u3002\u4ea7\u54c1\u4ef7\u503c\u5f88\u6e05\u6670\u2014\u2014\u5b83\u4e0d\u662f\u5728\u521b\u9020\u4e00\u4e2a\u65b0\u7684\u5185\u5bb9\u5f62\u6001\uff0c\u800c\u662f\u8ba9\u201c\u4e0d\u60f3\u9762\u5bf9\u955c\u5934\u7684\u4eba\u201d\u4e5f\u80fd\u53c2\u4e0e\u9ad8\u8f6c\u5316\u7684\u89c6\u9891\u6e38\u620f\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u751f\u4ea7\u529b\u5e73\u6743\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u5728\u8fd9\u91cc\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u76ee\u524d\u6700\u6838\u5fc3\u7684\u6311\u6218\u5e76\u975e\u529f\u80fd\uff0c\u800c\u662f\u201c\u4fe1\u4efb\u201d\u4e0e\u201c\u6548\u679c\u201d\u3002\u7528\u6237\u62c5\u5fc3\u201c\u6050\u6016\u8c37\u6548\u5e94\u201d\u548cAI\u89c6\u9891\u7684\u201c\u5ec9\u4ef7\u611f\u201d\uff0c\u8fd9\u76f4\u63a5\u51b3\u5b9a\u4e86\u5e7f\u544a\u8f6c\u5316\u7387\u3002\u867d\u7136\u5b98\u65b9\u5f15\u5bfc\u770b\u793a\u4f8b\u9875\u9762\uff0c\u4f46\u5982\u679c\u793a\u4f8b\u65e0\u6cd5\u5728\u9ad8\u5206\u8fa8\u7387\u3001\u5fae\u8868\u60c5\u63a7\u5236\u4e0a\u8fbe\u5230\u4e0e\u771f\u4eba\u7c7b\u4f3c\u7684\u81ea\u7136\u5ea6\uff0cAI\u6f14\u5458\u5c31\u59cb\u7ec8\u662f\u4e2a\u201c\u73a9\u5177\u201d\uff0c\u800c\u975e\u5e7f\u544a\u4e3b\u7684\u201c\u6b66\u5668\u201d\u3002\u6b64\u5916\uff0c\u5bf9\u4eba\u7269\u8868\u60c5\u548c\u8282\u594f\u63a7\u5236\u80fd\u529b\u7684\u7f3a\u5931\u88ab\u7528\u6237\u660e\u786e\u63d0\u53ca\uff0c\u8fd9\u9650\u5236\u4e86\u5bf9\u811a\u672c\u7684\u7cbe\u51c6\u6f14\u7ece\u80fd\u529b\uff0c\u662f\u6280\u672f\u6df1\u5ea6\u7684\u5f85\u8865\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u6765\u770b\uff0c\u4ea7\u54c1\u8def\u5f84\u4f9d\u8d56\u201c\u91cf\u201d\uff08\u591a\u8bed\u8a00\u3001\u591a\u6a21\u677f\uff09\u6765\u63a9\u76d6\u201c\u8d28\u201d\uff08\u6f14\u6280\u3001\u771f\u5b9e\u611f\uff09\uff0c\u8fd9\u5728\u7ade\u54c1\u8fed\u51fa\u7684AIGC\u8d5b\u9053\u662f\u9ad8\u98ce\u9669\u7b56\u7565\u3002\u5b89\u5168\u673a\u5236\u867d\u5728\u8bc4\u8bba\u4e2d\u627f\u8bfa\u4e25\u683c\uff0c\u4f46\u81ea\u52a8\u5316\u548c\u89c4\u6a21\u5316\u8fc7\u7a0b\u4e2d\u5bf9\u4fb5\u6743\u5185\u5bb9\u7684\u68c0\u6d4b\u4ecd\u662f\u7741\u4e00\u53ea\u773c\u95ed\u4e00\u53ea\u773c\u7684\u96be\u9898\u3002VIDEO AI ME \u7684\u7ec8\u5c40\u4e0d\u662f\u505a\u201cAI\u89c6\u9891\u6a21\u677f\u5de5\u5382\u201d\uff0c\u800c\u5e94\u805a\u7126\u5728\u201c\u751f\u6210\u53ef\u4fe1\u4efb\u7684\u3001\u9ad8\u8f6c\u5316\u7387\u7684\u5e7f\u544a\u5185\u5bb9\u201d\u8fd9\u4e00\u4e2a\u7a84\u800c\u6df1\u7684\u5355\u70b9\u3002\u5982\u679c\u4e0d\u80fd\u63d0\u4f9b\u8ba9\u6d88\u8d39\u8005\u201c\u770b\u4e0d\u51fa\u662fAI\u201d\u7684\u89c6\u9891\uff08\u5728UGC\u573a\u666f\u4e2d\u5c24\u4e3a\u5173\u952e\uff09\uff0c\u5b83\u53ea\u4f1a\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u751f\u6210\u5bb9\u6613\uff0c\u53d1\u51fa\u53bb\u6ca1\u4eba\u770b\u201d\u7684\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">VIDEO AI ME<\/span>\n <\/div>\n<div class=\"comment-content\">Create stunning AI videos with realistic actors. A selfie, a prompt, a product photo, a script, a reference clip, feed the platform anything and get ads, explainers, talking content, courses, shorts ads and viral content in 70+ languages.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I built <a href=\"http:\/\/VIDEOAI.ME\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">VIDEOAI.ME<\/a> because I needed it myself.<\/p>\n<\/p>\n<p>Here’s the truth: video is the #1 channel right now, but most of us hate being on camera.<\/p>\n<\/p>\n<p>Founders are heads down shipping. Marketers don’t want to be the face of the brand. Ecom owners don’t have time to film, light, edit, reshoot.<\/p>\n<\/p>\n<p>So we all just\u2026 don’t post. And we lose to the few who do.<\/p>\n<\/p>\n<p>I started making AI videos just to solve my own problem.<\/p>\n<\/p>\n<p>Then it worked too well to keep to myself:<\/p>\n<p>– Grew a TikTok channel to 15k followers using videos made with this tool<\/p>\n<p>– Ran winning UGC ads for top ecom and SaaS brands (the kind that actually scale)<\/p>\n<p>– Use it daily for my own user acquisition<\/p>\n<\/p>\n<p><a href=\"http:\/\/VIDEOAI.ME\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">VIDEOAI.ME<\/a> lets you create your own AI actor (or a cast of them), give them new looks, and turn a script into a real talking video. No camera, no studio, no awkward takes. Just type, generate, post.<\/p>\n<\/p>\n<p>If you’re a founder, a marketing team of one, or an ecom owner who knows you should be doing video but keeps putting it off, this is for you. Stop being shy, start shipping videos!!!<\/p>\n<\/p>\n<p>Would love your feedback, thanks for the support of this special day \ud83d\ude4f<\/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\/@grsl_fr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grsl_fr<\/a> You describe a real issue. That’s me, to put it simply.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 friction you’re solving is real\u2014most teams know video converts but the production overhead keeps them from actually doing it. Curious how you’re handling the uncanny valley problem with the AI actors, since that’s usually where people get skeptical on first impression.<\/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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Thanks Saul! Check our examples from our landing page to see by yourself \ud83d\ude42 + check the quality also go on page \/examples, there is a lot of video ideas generated with VIDEO AI 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly this hits a real pain point. I’ve tried forcing myself to record videos before and it’s always a mess or just takes too long… so I end up not posting atall. This feels like something I’d actualy use consistenly, especially if the actors don’t look too AI-ish. Gonna give it a try and see how it performs for ads!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@oghustain\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oghustain<\/a> That\u2019s exactly the goal of VIDEO AI ME:<br \/> not having to buy filming equipment > learn how to use it > do a 1st shoot\u2026 start over > fail x 10 > get discouraged > end up posting : nothing<\/p>\n<p>Now you can get an idea and 5 imuntes later you ahve your video ready to post <\/p>\n<\/p>\n<p>AI actors are getting better and better, faster and faster, and cheaper and cheaper\u2026 it works really well for ads and explainer videos (how-tos, documentation, SaaS demos, product showcases…).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What if someone wants to train an AI model on a person who didn’t permit it to do 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> good question! Users agree at signup to only create actors from their own photos (Ai generated or selfie for examples) or with explicit consent (to prevent deepfakes!). We add security filters at every step with email, card veirfication, business ID and content checks. Safety is non-negotiable for us (and for our different provider, like payments! so we are very strict on this point) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This project looks really realistic ! Interesting, looks really realistic!! bsaed on the videos on your landing page, it could really replace UGC.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alice_guionnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alice_guionnet<\/a> thanks \ud83d\ude42 this is the top 1 use case: UGC and ads and second use case is mostly explainer videos \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! Spinning up an AI clone from a single selfie and shipping native-feeling videos in 70+ languages is wild. Any plans to add more control over actor expressions and pacing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\u2019s trying to solve the \u201cmaking videos easier\u201d part<br \/>But feels like the harder problem is whether people actually watch and trust AI-generated content long enough to convert<\/p>\n<p>A lot of content gets produced, not much of it sticks <a href=\"https:\/\/www.producthunt.com\/@grsl_fr\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"grsl_fr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grsl_fr<\/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<\/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\/YK6JO5TJYLMSY2\" class=\"app-title\">Atech<\/a><\/p>\n<div class=\"one-liner\">Snap-together electronics built from a chat<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Atech\u901a\u8fc7\u201c\u786c\u4ef6\u6a21\u5757+AI\u751f\u6210\u56fa\u4ef6\u201d\u7684\u65b9\u5f0f\uff0c\u8ba9\u7528\u6237\u50cf\u642d\u4e50\u9ad8\u4e00\u6837\u5feb\u901f\u5b9e\u73b0\u7535\u5b50\u521b\u610f\uff0c\u5f7b\u5e95\u7701\u53bb\u710a\u63a5\u3001\u67e5\u6570\u636e\u624b\u518c\u548c\u56fa\u4ef6\u8c03\u8bd5\u7684\u7e41\u7410\u8fc7\u7a0b\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bada34d6-f9b3-463e-a3b2-9c2ae0d40583.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\/8f2d13b6-80b0-4c62-9277-a1d034fed596.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\/f29ce2bc-ac88-418f-9468-bb190ae35559.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\/757f0702-64bc-4a49-a4d1-ac06a70bd384.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=yOLGVdIq2Rg\"><source src=\"https:\/\/www.youtube.com\/watch?v=yOLGVdIq2Rg\" 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\">Robots<\/span><br \/>\n <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u786c\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6a21\u5757\u5316\u7535\u5b50<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u786c\u4ef6\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u56fa\u4ef6\u81ea\u52a8\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u4e50\u9ad8<\/span><br \/>\n <span class=\"tag\">\u521b\u5ba2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">IoT\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u62bd\u8c61\u5c42<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u7406\u5ff5\u65b0\u9896\uff0c\u662f\u786c\u4ef6\u754c\u7684\u201cvibe coding\u201d\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1aAI\u751f\u6210\u56fa\u4ef6\u51fa\u73b0\u9519\u8bef\u65f6\u80fd\u5426\u624b\u52a8\u7f16\u8f91\uff1b\u5982\u4f55\u8c03\u8bd5\u65f6\u5e8f\u654f\u611f\u7684\u903b\u8f91\uff1b\u6a21\u5757\u56fa\u4ef6\u7248\u672c\u5982\u4f55\u7ba1\u7406\u4ee5\u907f\u514dLLM\u91cd\u5199\u7834\u574f\u914d\u7f6e\uff1b\u4ee5\u53ca\u7b80\u5316\u65b0\u624b\u6c9f\u901a\u7684\u6307\u5f15\u8bbe\u8ba1\u3002\u56e2\u961f\u56de\u5e94\u91c7\u7528\u201c\u6a21\u5757\u56fa\u4ef6\u9884\u7f6e+\u7cfb\u7edf\u903b\u8f91\u751f\u6210\u201d\u7684\u6df7\u5408\u65b9\u6848\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 Atech\u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\u7cbe\u51c6\u6293\u4f4f\u4e86\u786c\u4ef6\u5f00\u53d1\u4e2d\u6700\u53cd\u4eba\u6027\u7684\u4e24\u4e2a\u73af\u8282\u2014\u2014\u710a\u63a5\u4e0e\u56fa\u4ef6\u8c03\u8bd5\uff0c\u5e76\u7528\u201c\u4e50\u9ad8\u6a21\u5757+AI\u5199\u4f5c\u201d\u7684\u7ec4\u5408\u62f3\u8bd5\u56fe\u4e00\u6b21\u6027\u89e3\u51b3\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5b83\u786e\u5b9e\u5f15\u53d1\u4e86\u786c\u4ef6\u8001\u70ae\u548c\u8f6f\u4ef6\u65b0\u624b\u7684\u53cc\u91cd\u5171\u9e23\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u201c\u770b\u8d77\u6765\u5f88\u7f8e\u597d\uff0c\u7528\u8d77\u6765\u770b\u7ec6\u8282\u201d\u3002\u6838\u5fc3\u8d28\u7591\u5728\u4e8e\uff1a\u8c03\u8bd5\u73af\u8282\u4f9d\u7136\u662f\u8f6f\u4ef6\u903b\u8f91\uff0c\u786c\u4ef6\u4e00\u65e6\u710a\u9519\u662f\u7269\u7406\u635f\u574f\uff0c\u800cAtech\u5c06\u9519\u8bef\u79fb\u5230\u4e86AI\u56fa\u4ef6\u751f\u6210\u7684\u4e0d\u786e\u5b9a\u6027\u4e0a\u3002\u5f53\u7528\u6237\u8bf4\u201c\u6211\u5f00\u59cb\u89c9\u5f97\u786c\u4ef6\u5e94\u8be5\u6bd4vibe coding\u7b80\u5355\u201d\u65f6\uff0c\u5176\u5b9e\u66b4\u9732\u4e86\u4e00\u4e2a\u6df1\u5c42\u77db\u76fe\u2014\u2014\u786c\u4ef6\u51fa\u9519\u7684\u6210\u672c\u8fdc\u9ad8\u4e8e\u8f6f\u4ef6\u3002\u5982\u679cAI\u5199\u51fa\u7684\u56fa\u4ef6\u8ba9\u7535\u673a\u70e7\u4e86\u3001\u4f20\u611f\u5668\u5931\u63a7\u4e86\uff0c\u7528\u6237\u80fd\u50cf\u64a4\u56de\u4ee3\u7801\u4e00\u6837\u8f7b\u677e\u5417\uff1f\u6781\u5ba2\u4eec\u53ef\u4ee5\u201creroll prompt\u201d\uff0c\u4f46\u666e\u901a\u7528\u6237\u53ef\u80fd\u4f1a\u76f4\u63a5\u653e\u5f03\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u6a21\u5757\u517c\u5bb9\u6027\u3001\u4f9b\u7535\u7a33\u5b9a\u6027\u3001\u5b9e\u65f6\u6027\u4e2d\u65ad\u5904\u7406\u7b49\u786c\u4ef6\u5e95\u5c42\u95ee\u9898\uff0c\u662fLLM\u76ee\u524d\u96be\u4ee5\u4f18\u96c5\u5efa\u6a21\u7684\u3002Atech\u7684\u201c\u6df7\u5408\u786e\u5b9a+\u751f\u6210\u201d\u8def\u7ebf\u662f\u52a1\u5b9e\u9009\u62e9\uff0c\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u4ea7\u54c1\u7684\u4e0a\u9650\u53d6\u51b3\u4e8e\u9884\u7f6e\u6a21\u5757\u7684\u4e30\u5bcc\u5ea6\u548c\u751f\u6001\uff0c\u800c\u4e0d\u662fAI\u7684\u201c\u65e0\u6240\u4e0d\u80fd\u201d\u3002\u5f53\u4e0b\u5b83\u66f4\u50cf\u4e00\u4e2a\u201cAI\u589e\u5f3a\u7684\u6a21\u5757\u5316\u539f\u578b\u5e73\u53f0\u201d\uff0c\u800c\u975e\u201c\u786c\u4ef6\u5373\u5199\u5373\u7528\u201d\u7684\u7ec8\u6781\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n Atech\u6700\u5927\u7684\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u89e3\u51b3\u201c\u6781\u5ba2\u505a\u4ea7\u54c1\u201d\u7684\u75db\u70b9\uff0c\u800c\u662f\u6253\u5f00\u4e86\u201c\u666e\u901a\u4eba\u505a\u73a9\u5177\u201d\u7684\u60f3\u8c61\u529b\u2014\u2014\u8ba9\u4ea7\u54c1\u7ecf\u7406\u3001\u5b66\u751f\u3001\u827a\u672f\u5bb6\u80fd\u5feb\u901f\u4ea4\u4ed8\u4e00\u4e2a\u52a8\u8d77\u6765\u7684\u5c55\u793a\u54c1\u3002\u81f3\u4e8e\u771f\u6b63\u91cf\u4ea7\uff0c\u4f9d\u7136\u9700\u8981\u4e13\u4e1a\u5de5\u7a0b\u5e08\u4ecb\u5165\u3002\u8fd9\u672c\u8eab\u662f\u4e00\u4e2a\u5229\u57fa\u4f46\u771f\u5b9e\u7684\u5e02\u573a\uff0c\u914d\u5f97\u4e0a\u4e00\u53e5\u201c\u52c7\u6c14\u53ef\u5609\uff0c\u524d\u9014\u5c1a\u8fdc\u201d\u3002\u5982\u679c\u5b83\u80fd\u6301\u7eed\u8fed\u4ee3\u6a21\u5757\u5e93\u5e76\u4f18\u5316AI\u751f\u6210\u7684\u53ef\u9760\u6027\uff0c\u6216\u8bb8\u771f\u80fd\u6210\u4e3a\u786c\u4ef6\u754c\u7684\u201cGitHub Copilot\u201d\uff0c\u800c\u975e\u6619\u82b1\u4e00\u73b0\u7684\u5671\u5934\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\">Atech<\/span>\n <\/div>\n<div class=\"comment-content\">Hardware is still built with processes that are 10-100 years old. Software got layers of abstraction decades ago while hardware never did. Atech is Lego for real electronics. Snap modules together, describe what you want it to do, and we generate the firmware. Idea to working device in minutes. No datasheet deep-dives, no soldering, no wondering “why doesn’t it work?”<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>We built Atech because getting from “I have an idea” to “working electronics” still takes weeks of soldering, datasheets, and firmware debugging, even for engineers. And It shouldn’t.<\/p>\n<p>Atech is collection of hardware modules + AI that writes the firmware for you. Describe what you want, and Atech picks the modules and generates the code. Snap them together. Done.<\/p>\n<p>We’re starting with makers, students, and hardware tinkerers, but the bigger vision is making electronics as approachable as Lego, real projects, for ordinary people<br \/>\nWould love your feedback, especially:<\/p>\n<p>What would you build first?<br \/>\nWhat modules would you like to see introduced?<\/p>\n<p>Happy to answer anything else as well!<\/p>\n<p>The Atech team<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>yo this is unreal, can’t wait to build my cat feeder with atech\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nafis_amiri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nafis_amiri<\/a> Thaaaanks! Make sure you share it with us when you do!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Genuinely unique idea. I’ve spent way too many late nights hunched over Arduino boards, scrubbing through bad YouTube tutorials trying to build stuff that should not be that hard to build. Looking back in a few years this idea is going to seem sooooo obvious – hardware shouldn’t be harder than vibe coding. Loved the vision so much I just vibed my first hardware on the site. Can’t wait for the kit to show up and test the upper limits?! I wanna vibe build freaking rockets \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@christian_vestergaard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_vestergaard<\/a> Rocket module coming 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Woohoo, congrats on the launch! \ud83d\udc4f\ud83d\udc4f\ud83d\udc4f<\/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\/@endore8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@endore8<\/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>This is such an amazing way to bring the playfulness of LLM into the world of hardware design!<br \/>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>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\/@tonyb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tonyb<\/a> Thank you Tony!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the first time hardware has actually felt vibe\u2011codable to me. As a software + real estate guy, I usually avoid soldering and firmware entirely. Very excited to follow this along! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kgodbey1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kgodbey1<\/a> Thank you Kevin! Hardware for everyone is the spirit! Atech real estate monitoring system upcoming???<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 of hardware never getting the abstraction layers software did really lands. Curious about the boundary you draw between what the chat layer generates versus what is baked in at the module level. When I add a new sensor module, does the model see the schema and rewrite firmware on the fly, or is it more declarative than 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> Thank you and great question! I\u2019d call it hybrid deterministic on the module level and generative on the system level. Plug in a temp sensor and say alert me if it exceeds 40\u00b0C, the module firmware is baked in, the logic tying it to your alert system is written on the fly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> Thank you and great question! I\u2019d call it hybrid deterministic on the module level and generative on the system level. Plug in a temp sensor and say alert me if it exceeds 40\u00b0C, the module firmware is baked in, the logic tying it to your alert system is written on the fly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Snap-together hardware with auto-generated firmware is a fresh take \u2014 most “easy electronics” stops at a USB cable to your laptop. The bit I’d want pressure-tested is the firmware-by-prompt loop. When the generated code doesn’t quite work on a specific module, can you inspect and edit it, or do you reroll the whole prompt? And how does it handle timing-sensitive logic where AI-generated code can quietly miss interrupt windows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 idea of making hardware feel like LEGO is really interesting. But feels like the real challenge starts when things don\u2019t work as expected.<\/p>\n<p>Debugging in hardware is usually where most of the friction is. Curious how you\u2019re thinking about that part?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 really interesting idea, the key will be how do you communicate it in simple English!<\/p>\n<\/p>\n<p>Are you targetting the people that already know they have this problem or are you trying to generate awareness?<\/p>\n<\/p>\n<p>For example I just tried to use the query on the website front page and I got confused by the first card that popped up talking about how many ports, also I cannot seem to get past this screen?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hybrid deterministic modules with generative system logic is a sharp split. How do you version module firmware so an LLM regen does not break existing setups?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> Thanks! We write our own custom firmware for each module.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NEOOBMKSSJPIUA\" class=\"app-title\">Brew Finder<\/a><\/p>\n<div class=\"one-liner\">Discover the best coffee shops to work at around you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">137<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Brew Finder \u662f\u4e00\u6b3e\u5e2e\u52a9\u8fdc\u7a0b\u5de5\u4f5c\u8005\u548c\u6570\u5b57\u6e38\u6c11\u5b9e\u65f6\u7b5b\u9009\u9002\u5408\u529e\u516c\u7684\u5496\u5561\u9986\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u201c\u5230\u4e86\u5730\u65b9\u624d\u53d1\u73b0\u6ca1\u63d2\u5ea7\u3001WiFi\u5dee\u3001\u4eba\u592a\u591a\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e361b72c-72cc-4f24-a263-5fcb028e9179.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\/440029cc-bd02-4496-956e-7d6703f3ffee.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\/a13f649c-34f9-4dc5-a7ea-f3e3b3c3e209.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\/33996694-b628-4124-99cc-70a85138e5fd.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\/9a1c542b-02c9-4ad1-8d80-113531151dfc.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\/c69fffcc-2694-445e-a091-6bc345e11826.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\">Social Network<\/span><br \/>\n <span class=\"tag\">Coffee<\/span><br \/>\n <span class=\"tag\">Maps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8fdc\u7a0b\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u6e38\u6c11<\/span><br \/>\n <span class=\"tag\">\u5496\u5561\u9986\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">WiFi\u8d28\u91cf<\/span><br \/>\n <span class=\"tag\">\u63d2\u5ea7\u53ef\u7528\u6027<\/span><br \/>\n <span class=\"tag\">\u4eba\u6d41\u91cf<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u7b7e\u5230<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\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\u8ba4\u53efWiFi\u548c\u63d2\u5ea7\u4fe1\u606f\u7684\u4ef7\u503c\uff0c\u4f46\u62c5\u5fe7\u51b7\u542f\u52a8\u9636\u6bb5\u6570\u636e\u53ef\u4fe1\u5ea6\u548c\u5b9e\u65f6\u6027\uff08\u7b7e\u5230\u4e09\u5c0f\u65f6\u540e\u6570\u636e\u662f\u5426\u8fc7\u65f6\uff09\u3002\u6709\u7528\u6237\u53cd\u9988\u5b9a\u4f4d\u670d\u52a1\u62a5\u9519\uff0c\u5efa\u8bae\u589e\u52a0\u566a\u97f3\u548c\u6c1b\u56f4\u7b5b\u9009\u3002\u5f00\u53d1\u8005\u56de\u5e94\u8ba1\u5212\u589e\u52a0\u8fc7\u6ee4\u529f\u80fd\uff0c\u5e76\u5df2\u901a\u8fc7\u90ae\u4ef6\u8054\u7cfb\u5496\u5561\u9986\u5e97\u4e3b\u7ef4\u62a4\u6570\u636e\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 Brew Finder \u5207\u4e2d\u4e86\u4e00\u4e2a\u6781\u5176\u5177\u4f53\u4e14\u9ad8\u9891\u7684\u75db\u70b9\u2014\u2014\u90a3\u4e9b\u201c\u770b\u8d77\u6765\u50cf\u5496\u5561\u9986\uff0c\u5b9e\u9645\u4e0a\u4e0d\u9002\u5408\u5e72\u6d3b\u7684\u96f7\u533a\u201d\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u6210\u4e3a\u53e6\u4e00\u4e2a\u5927\u4f17\u70b9\u8bc4\u6216\u8c37\u6b4c\u5730\u56fe\u7684\u5e73\u66ff\uff0c\u800c\u662f\u7cbe\u51c6\u5b9a\u4f4d\u5728\u201c\u5de5\u4f5c\u53cb\u597d\u578b\u201d\u8fd9\u4e2a\u5b50\u54c1\u7c7b\u4e0a\uff0c\u8fd9\u6070\u6070\u662f\u5de8\u5934\u4eec\u4e0d\u613f\u6df1\u8015\u7684\u7f1d\u9699\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u6a21\u7cca\u7684\u4f53\u9a8c\u201d\u8f6c\u5316\u4e3a\u201c\u53ef\u91cf\u5316\u7684\u51b3\u7b56\u56e0\u5b50\u201d\uff1aWiFi\u901f\u5ea6\u3001\u63d2\u5ea7\u6570\u91cf\uff08\u800c\u975e\u201c\u6709\/\u65e0\u201d\uff09\u3001\u5b9e\u65f6\u62e5\u6324\u5ea6\u3002\u8fd9\u6bd4\u661f\u7ea7\u8bc4\u5206\u548c\u7528\u6237\u6e38\u8bb0\u8981\u6709\u6548\u5f97\u591a\u3002\u7136\u800c\uff0c\u5176\u81f4\u547d\u5f31\u70b9\u5728\u4e8e\u6570\u636e\u7f51\u7edc\u6548\u5e94\u7684\u5f62\u6210\u95e8\u69db\u3002\u8bc4\u8bba\u533a\u70b9\u8d5e\u6700\u9ad8\u7684\u56de\u5e16\u4e00\u9488\u89c1\u8840\uff1a\u4e00\u4e2a\u7a7a\u8361\u8361\u7684\u5496\u5561\u9986\uff0c\u6ca1\u6709\u4eba\u7b7e\u5230\uff0c\u6570\u636e\u5c31\u662f\u6b7b\u6570\u636e\u3002\u5f00\u53d1\u8005\u60f3\u5230\u7684\u201c\u8054\u7cfb\u5496\u5561\u9986\u5e97\u4e3b\u7ef4\u62a4\u201d\u65b9\u6848\uff0c\u5728\u8fd0\u8425\u6210\u672c\u548c\u5e97\u4e3b\u914d\u5408\u5ea6\u4e0a\u90fd\u662f\u5de8\u5927\u6311\u6218\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e2a\u9700\u8981\u201c\u5730\u63a8+\u4f17\u5305\u201d\u7684\u82e6\u6d3b\uff0c\u800c\u975e\u7eaf\u7cb9\u7684\u4ea7\u54c1\u6280\u672f\u6d3b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5f53\u524d\u7248\u672c\u8fc7\u4e8e\u529f\u80fd\u5316\uff0c\u7f3a\u4e4f\u9ecf\u6027\u3002\u793e\u4ea4\u529f\u80fd\u662f\u53cc\u5203\u5251\uff1a\u505a\u91cd\u4e86\u504f\u79bb\u5de5\u5177\u5c5e\u6027\uff0c\u505a\u6d45\u4e86\uff08\u7c7b\u4f3cFoursquare\u7684\u201c\u5230\u6b64\u4e00\u6e38\u201d\uff09\u53c8\u65e0\u6cd5\u6784\u5efa\u62a4\u57ce\u6cb3\u3002\u672a\u6765\u771f\u6b63\u7684\u58c1\u5792\u53ef\u80fd\u4e0d\u5728C\u7aef\uff0c\u800c\u5728B\u7aef\u2014\u2014\u5982\u679c\u5b83\u80fd\u8bc1\u660e\u81ea\u5df1\u53ef\u4ee5\u4e3a\u5496\u5561\u9986\u7cbe\u51c6\u5f15\u6d41\uff08\u6bd4\u5982\u5728\u975e\u9ad8\u5cf0\u65f6\u6bb5\uff09\uff0c\u90a3\u5b83\u5c31\u80fd\u4ece\u201c\u627e\u5e97\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u6d41\u91cf\u5206\u53d1\u5e73\u53f0\u201d\uff0c\u4f46\u8fd9\u662f\u4e0b\u4e00\u9636\u6bb5\u7684\u53d9\u4e8b\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u5728\u5c0f\u4f17\u7231\u597d\u8005\u5708\u5b50\u4e2d\u6709\u660e\u786e\u4ef7\u503c\uff0c\u4f46\u8981\u7a81\u7834\u201c\u7528\u5b8c\u5373\u8d70\u201d\u7684\u5bbf\u547d\uff0c\u4ecd\u9700\u5728\u6570\u636e\u771f\u5b9e\u6027\u548c\u573a\u666f\u8fd0\u8425\u4e0a\u4e0b\u4e00\u756a\u82e6\u529f\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\">Brew Finder<\/span>\n <\/div>\n<div class=\"comment-content\">Discover the best coffee shops around you. Check real-time crowd levels, seat availability, WiFi quality, and power availability.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch! Real-time crowd levels and WiFi quality in one place is something that is super necessary to know when picking the right coffee shop to do your work at. As someone who works half remote and basically lives out of coffee shops, the amount of times I’ve shown up somewhere packed with no outlets is too many to count. The check-in feature is a great touch for keeping the data actually accurate. Are there any plans to let users filter by noise level, or vibe, like quiet vs. lively spots?<\/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\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> The social layer could be a strong differentiator. Seeing that someone is currently there makes the into feel more reliable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> – Yes I am planning on adding better filtering in the near future<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 work from home and I started going to different coffee shops to work and be around people, but I quickly realized that there are a lot of cafes that don’t have plugs, good wifi or good coffee so it was always a toss-up. As a result I ended up building a tool where people can get better information about cafes before going there. Then I added a new feature where people can check-in and tell others that they are there and how busy it is and that became brefinder.io. <\/p>\n<p>This is the first product I build, and I am hoping to release it as a mobile app soon but would love any feedback any of you have for me. I also have some good social feature updates coming soon and will have more info on cafes available!!!<\/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>The wifi-and-plug data is genuinely the gap nobody fills \u2014 Google Maps reviews are useless for “can I actually get four hours done here.” Cold-start is the part I’d worry about though. In a city where Brew Finder is new, how do the first few real-time signals get bootstrapped before there’s enough check-in volume to be trusted? And does stale data decay fast \u2014 if someone checked in three hours ago saying it was empty, does that still show up at peak 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>Tried it out but keep hitting the \u2018Location information is unavailable\u2019 message even with access turned on. <\/p>\n<\/p>\n<p>As a dev, curious if this is built on Google Maps API with restaurant\/cafe tags or using a different architecture.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>finding good spots to work is always harder than it should be<\/p>\n<p>but feels like the tricky part here is keeping the data actually up to date in real time<\/p>\n<p>if that works well, this becomes super useful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> – Yes that is something I have been staggering my mind with but then I realized that the people who will want to keep the cafe information up to date are the same people who will want people at their cafes SO I wrote code that emails the different cafes to fill out their cafe profiles and manage 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>Genuinely useful.<\/p>\n<\/p>\n<p>Got all the signals that matter when I think “can I actually work<\/p>\n<p>here”?<\/p>\n<ul>\n<li>\n<p>Wifi reliability <\/p>\n<\/li>\n<li>\n<p>Plug count<\/p>\n<\/li>\n<li>\n<p>Noise level <\/p>\n<\/li>\n<\/ul>\n<p>These are never on Google reviews!<\/p>\n<\/p>\n<p>If you are crowdsourcing those three, that is the moat!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naumaan_zahid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naumaan_zahid<\/a> – thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this idea. How oriented is this to customer experience versus coffee quality? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacinto_salz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacinto_salz<\/a> – I definitely have to say it is more oriented to customer experience over coffee quality at the moment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 want this for Lisbon!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alara_akcasiz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alara_akcasiz<\/a> This works in Lisbon! You should try it and let me know!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 person who works from home, I’d love this to become a bit more social \ud83d\ude00<\/p>\n<\/p>\n<p>Does it work for places outside of massive urban centers, and for balkan countries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kastelicjakob\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kastelicjakob<\/a> – I use the google apis so if google has it and its a coffee shop it’ll be on here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ASEXZJ4WEQTBCD\" class=\"app-title\">GitBar<\/a><\/p>\n<div class=\"one-liner\">Every pull request, one menubar. GitHub, GitLab & Azure<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">120<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GitBar \u662f\u4e00\u6b3e macOS \u83dc\u5355\u680f\u5e94\u7528\uff0c\u5c06 GitHub\u3001GitLab\uff08\u542b\u81ea\u6258\u7ba1\uff09\u548c Azure DevOps \u7684\u62c9\u53d6\u8bf7\u6c42\uff08PR\uff09\u96c6\u4e2d\u7ba1\u7406\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u56e0\u591a\u5e73\u53f0\u3001\u591a\u8d26\u53f7\u5207\u6362\u5bfc\u81f4\u7684 PR \u9057\u6f0f\u4e0e\u5ba1\u67e5\u5ef6\u8fdf\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68fbffa1-3f0a-4e95-b440-749c52c31250.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\/fb63aef2-4f8c-4805-8937-e6fb5515d6c2.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\/0091f130-2db5-4411-8235-e1162511af5a.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\/e10acdbc-866c-43f3-992a-384fcf792e10.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\/c4c14764-0d51-4503-84ab-cb73c6ef7cde.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u83dc\u5355\u680f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u62c9\u53d6\u8bf7\u6c42\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">PR\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">GitLab\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201cMine\/Review\/All\u201d\u4e09\u6807\u7b7e\u5212\u5206\uff0c\u4e0e\u5f00\u53d1\u8005\u5fc3\u667a\u6a21\u578b\u543b\u5408\u3002\u6279\u8bc4\u70b9\u5c11\uff0c\u5f00\u53d1\u8005\u5df2\u57283\u5206\u949f\u5237\u65b0\u95f4\u9694\u4e0e\u5e76\u884c\u5ba1\u67e5\u540c\u6b65\u673a\u5236\u4e0a\u56de\u5e94\u3002\u6709\u7528\u6237\u63d0\u53caCI\u72b6\u6001\u5361\u7247\u53ef\u51cf\u5c11\u9ad8\u9891\u4e0a\u4e0b\u6587\u5207\u6362\u3002\u5efa\u8bae\uff1a\u4f18\u5316\u540c\u6b65\u9891\u7387\u4e0e\u63a8\u9001\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GitBar \u89e3\u51b3\u7684\u5e76\u975e\u201c\u627e\u4e0d\u5230PR\u201d\uff0c\u800c\u662f\u201c\u5fc3\u7406\u8ba4\u77e5\u8d1f\u62c5\u201d\u2014\u2014\u5f00\u53d1\u8005\u4e0d\u518d\u9700\u8981\u624b\u52a8\u68c0\u67e55\u4e2a\u9875\u9762\u548c200\u6761\u672a\u8bfb\u6d88\u606f\u53bb\u786e\u8ba4\u81ea\u5df1\u8be5\u505a\u4ec0\u4e48\u3002\u5176\u201cMine\/Review\/All\u201d\u4e09\u6807\u7b7e\u8bbe\u8ba1\u7cbe\u51c6\u5bf9\u5e94\u4e86\u201c\u6211\u521b\u5efa\u7684\u3001\u7b49\u6211\u5ba1\u7684\u3001\u5168\u52a8\u6001\u201d\u8fd9\u4e00\u65e5\u5e38\u4e09\u95ee\uff0c\u5b9e\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u8f7b\u91cf\u7ea7\u5f00\u53d1\u5de5\u5355\u5927\u8111\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u5b9e\u62a4\u57ce\u6cb3\u5728\u4e8e\u201c\u8de8\u5e73\u53f0+\u591a\u8d26\u53f7+\u5355\u83dc\u5355\u680f\u201d\u7684\u805a\u5408\u80fd\u529b\uff0c\u8fd9\u5728\u56e2\u961f\u4ece15\u4eba\u81a8\u80c0\u5230120\u4eba\u7684\u89c4\u6a21\u589e\u957f\u4e2d\u5c24\u5176\u81f4\u547d\uff1a\u901a\u77e5\u6df9\u6ca1\u5728\u6d4f\u89c8\u5668\u6807\u7b7e\u9875\u548cSlack\u9891\u9053\u91cc\u6210\u4e3a\u6c89\u9ed8\u6740\u624b\u3002GitBar \u901a\u8fc7\u5c06PR\u72b6\u6001\u7f16\u7801\u4e3aicon\u5fbd\u7ae0\uff08\u6279\u51c6\u3001\u8349\u7a3f\u3001\u51b2\u7a81\u3001CI\u72b6\u6001\uff09\uff0c\u628a\u201c\u6253\u5f00\/\u68c0\u67e5\/\u5173\u95ed\/\u5207\u6362\u201d\u76844\u6b65\u5faa\u73af\u7f29\u51cf\u4e3a\u5355\u6b21\u83dc\u5355\u680f\u70b9\u51fb\uff0c\u5728\u6beb\u79d2\u7ea7\u6d88\u89e3\u4e86\u5de5\u7a0b\u5e08\u6bcf\u65e5\u6570\u5341\u6b21\u7684\u65e0\u610f\u8bc6\u4e0a\u4e0b\u6587\u5207\u6362\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u76ee\u524d\u76843\u5206\u949f\u8f6e\u8be2\u7b56\u7565\u4ecd\u663e\u62d9\u52a3\uff0c\u5c24\u5176\u5728\u591a\u4eba\u5e76\u884c\u5ba1\u67e5\u573a\u666f\u4e0b\u6781\u6613\u4ea7\u751f\u72b6\u6001\u6ede\u540e\u3002\u82e5\u65e0\u6cd5\u5b9e\u73b0event-source\u6216webhook\u7ea7\u5b9e\u65f6\u66f4\u65b0\uff0c\u5176\u201c\u5373\u65f6\u611f\u201d\u5c06\u8fdb\u4e00\u6b65\u892a\u8272\u3002\u6b64\u5916\uff0c\u5b9a\u4f4d\u505c\u7559\u5728\u201c\u770b\u677f\u201d\u800c\u975e\u201c\u64cd\u4f5c\u201d\uff0c\u7f3a\u4e4f\u5728\u83dc\u5355\u680f\u5185\u76f4\u63a5\u6279\u51c6\/\u8bc4\u8bba\/\u5408\u5e76\u7684\u80fd\u529b\uff0c\u8fd9\u662f\u4e0e\u5b8c\u6574\u5de5\u4f5c\u6d41\u5e73\u53f0\u7684\u672c\u8d28\u5dee\u8ddd\u3002MAC\u539f\u751f\u5e02\u573a\u5c0f\u800c\u7cbe\uff0cGitBar \u627e\u51c6\u4e86\u7f3a\u53e3\uff0c\u4f46\u5fc5\u987b\u52a0\u901f\u4ece\u201c\u76d1\u63a7\u5668\u201d\u8fdb\u5316\u4e3a\u201c\u9065\u63a7\u5668\u201d\uff0c\u5426\u5219\u968f\u65f6\u4f1a\u88ab\u6d4f\u89c8\u5668\u4fa7\u680f\u63d2\u4ef6\u6216TUI\u5de5\u5177\u8695\u98df\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\">GitBar<\/span>\n <\/div>\n<div class=\"comment-content\">GitBar is the macOS menubar app for pull requests. Connect GitHub, GitLab (cloud or self-hosted), and Azure DevOps across any number of accounts, and every PR you care about is one click away. See what’s yours, what’s waiting on your review, and what’s happening across your team. Status badges show approved, draft, conflicts, and checks at a glance. A live PR count lives in your menubar. Built with React Native for macOS. Free on the Mac App Store.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<\/p>\n<p>I built GitBar because I was tired of juggling PRs across GitHub, GitLab, self-hosted GitLab, and Azure. Five browser tabs, a Slack reminder, and I was still missing reviews.<\/p>\n<p>GitBar lives in your menubar. A number tells you how many PRs need you. Click it and you get a list split into three tabs: <strong>Mine<\/strong> (PRs you authored), <strong>Review<\/strong> (PRs waiting on you), and <strong>All<\/strong>.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Multi-platform.<\/strong> GitHub, GitLab (cloud and self-hosted), Azure DevOps.<\/p>\n<\/li>\n<li>\n<p><strong>Multi-account.<\/strong> Personal and work, side by side.<\/p>\n<\/li>\n<li>\n<p><strong>Mine \/ Review \/ All tabs.<\/strong> With filters you can tune in settings.<\/p>\n<\/li>\n<li>\n<p><strong>Status badges.<\/strong> Approved, draft, conflicts.<\/p>\n<\/li>\n<li>\n<p><strong>CI status on the card.<\/strong> So you know when a PR is ready to review.<\/p>\n<\/li>\n<li>\n<p><strong>Compact view.<\/strong> Fit more PRs on screen when you’re juggling many at once.<\/p>\n<\/li>\n<li>\n<p><strong>Hide PRs.<\/strong> Right-click to hide them from Mine & Review.<\/p>\n<\/li>\n<li>\n<p><strong>Live menubar count.<\/strong> Glance, don’t click.<\/p>\n<\/li>\n<li>\n<p><strong>GitHub Issues.<\/strong> For the work that isn’t code review.<\/p>\n<\/li>\n<li>\n<p><strong>Native notifications, launch at login.<\/strong><\/p>\n<\/li>\n<\/ul>\n<p>Today I’m shipping <strong>2.0<\/strong>. New Mine \/ Review \/ All tabs, redesigned cards and onboarding, new app icon, GitHub Issues, and it’s running on React Native’s new architecture, so it’s noticeably snappier than v1.<\/p>\n<\/p>\n<p>Free on the Mac App Store. Would love to hear what’s missing.<\/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\/@tlamars\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tlamars<\/a> a Huge props for moving to the React Native new architecture You can really feel the difference in ‘snappiness’ with v2.0. A native menubar tool should be light and fast, and GitBar nails 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>This solves a real pain point. When I was running engineering at a company that grew from 15 to 120 engineers, PR review latency became our silent killer – not because people didn’t want to review, but because the notification was buried in a browser tab they forgot about or a Slack channel with 200 unread messages. Having it in the menubar with that Mine\/Review\/All split is exactly right because the mental model matches how engineers actually think about PRs. The multi-platform support is clutch too – we had teams split across GitHub and self-hosted GitLab and the context-switching between them was brutal.<\/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>CI status on the card is the quiet feature in this launch. the loop without it: open browser, check if CI passed, close tab, go back to what you were doing. repeat. having that in the menubar removes a small context-switch that happens more times a day than i’d like to admit<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 this. Makes daily dev work feel lighter already.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 super cool, I’ve built a tui to handle this at git-switchboard.com, but having it right in the native menubar is a really nice addendum<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Having every PR consolidated across providers in one menubar is the kind of thing I keep meaning to build for myself and never finish. Curious how you handle review state synchronization when reviewers are working in the actual web UIs in parallel. Do you poll on focus, or is there something smarter going on under the hood?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> it currently refreshes every 3 minutes. I\u2019m looking into ways to improve that, but for now it should work 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<\/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\/ODLA4BSYGYFI2C\" class=\"app-title\">Odyssey-2 Max<\/a><\/p>\n<div class=\"one-liner\">Physical accuracy takes a leap in world models<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Odyssey-2 Max \u662f\u4e00\u6b3e\u80fd\u591f\u5b9e\u65f6\u4ea4\u4e92\u6a21\u62df\u7684\u901a\u7528\u4e16\u754c\u6a21\u578b\uff0c\u901a\u8fc7\u81ea\u56de\u5f52\u7269\u7406\u9884\u6d4b\u89e3\u51b3\u4e86\u6a21\u62df\u73af\u5883\u7f3a\u4e4f\u7269\u7406\u771f\u5b9e\u6027\u548c\u957f\u671f\u7a33\u5b9a\u6027\u7684\u75db\u70b9\uff0c\u9002\u7528\u4e8e\u673a\u5668\u4eba\u3001\u6e38\u620f\u548c\u4eff\u771f\u7cfb\u7edf\u5f00\u53d1\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d76bc724-856c-4ecc-8a7a-ea9a6d8f7c54.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=6xfOUwWy49g\"><source src=\"https:\/\/www.youtube.com\/watch?v=6xfOUwWy49g\" 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\/da05a7ee-2ee9-4cdc-bed1-1974471c85a6.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\/3bb68e32-176c-432a-bfce-e0944bd87330.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\/5a83786e-cd96-486e-a315-ab272db2a9fd.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\/96ffab6d-0a50-42c7-8d05-ab106c46d3cf.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\/0e2189e5-091f-4fbd-bd4c-84b1d1f38695.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\/89aa8998-bf04-4f49-9168-60018feffa17.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\/d15950a3-2164-424c-a3d9-6239e4fdb549.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\/be297e50-f07c-4300-ab6b-9ea1fb1f1a9c.jpeg?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\">3D Modeling<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e16\u754c\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u7269\u7406\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u81ea\u56de\u5f52\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u4eba\u4eff\u771f<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0f\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u7269\u7406\u667a\u80fd<\/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\u70b9\u8d5e\u4ea7\u54c1\u5c06\u6a21\u578b\u5b9a\u4e49\u4e3a\u201c\u9884\u8bad\u7ec3\u7269\u7406\u667a\u80fd\u201d\uff0c\u8ba4\u4e3a\u5176\u80fd\u5b66\u4e60\u573a\u666f\u6f14\u5316\u3001\u7269\u4f53\u8fd0\u52a8\u548c\u4ea4\u4e92\u7ed3\u679c\uff0c\u867d\u7136\u4ecd\u65e9\u671f\uff0c\u4f46\u4e3a\u673a\u5668\u4eba\u3001\u6e38\u620f\u548c\u4eff\u771f\u7cfb\u7edf\u63d0\u4f9b\u4e86\u66f4\u6613\u7406\u89e3\u7684\u6280\u672f\u65b9\u5411\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Odyssey-2 Max \u7684\u5356\u70b9\u5f88\u660e\u786e\u2014\u2014\u7528\u81ea\u56de\u5f52\u201c\u4e0b\u4e00\u72b6\u6001\u9884\u6d4b\u201d\u66ff\u4ee3\u4f20\u7edf\u7269\u7406\u5f15\u64ce\u7684\u786c\u7f16\u7801\u89c4\u5219\uff0c\u8bd5\u56fe\u8ba9\u6a21\u62df\u4e16\u754c\u5b66\u4f1a\u201c\u808c\u8089\u8bb0\u5fc6\u201d\u3002\u8fd9\u79cd\u601d\u8def\u672c\u8d28\u4e0a\u662f\u5c06\u7269\u7406\u5b9a\u5f8b\u201c\u6a21\u7cca\u5316\u201d\uff0c\u4ee5\u727a\u7272\u5fae\u7c73\u7ea7\u7cbe\u5ea6\u6362\u53d6\u5927\u89c4\u6a21\u5b9e\u65f6\u4ea4\u4e92\u7684\u6d41\u7545\u6027\u3002\u4f46\u95ee\u9898\u5728\u4e8e\uff1a\u5b83\u5230\u5e95\u662f\u5728\u201c\u5b66\u4e60\u7269\u7406\u201d\uff0c\u8fd8\u662f\u5728\u201c\u8bb0\u5fc6\u7269\u7406\u8868\u8c61\u201d\uff1f\u5f53\u524d\u6f14\u793a\u53ef\u80fd\u66f4\u63a5\u8fd1\u9ad8\u5e27\u7387\u89c6\u9891\u8865\u95f4\uff0c\u800c\u975e\u771f\u6b63\u7406\u89e3\u725b\u987f\u529b\u5b66\u3002\u5bf9\u4e8e\u673a\u5668\u4eba\u4eff\u771f\uff0c\u4e00\u6b21\u6ed1\u5012\u6216\u649e\u5899\u540e\u7684\u9519\u8bef\u8bb0\u5fc6\u79ef\u7d2f\uff0c\u53ef\u80fd\u6bd4\u4f20\u7edf\u5f15\u64ce\u7684\u5d29\u6e83\u66f4\u81f4\u547d\u3002\u6b64\u5916\uff0c\u201c\u901a\u7528\u201d\u4e8c\u5b57\u662f\u53cc\u5203\u5251\u2014\u2014\u4ec0\u4e48\u90fd\u6a21\u62df\u5f80\u5f80\u610f\u5473\u7740\u4ec0\u4e48\u90fd\u4e0d\u7cbe\uff0c\u5c24\u5176\u5728\u9700\u8981\u7cbe\u786e\u78b0\u649e\u53cd\u9988\u7684\u5de5\u4e1a\u7ea7\u573a\u666f\u3002\u4e0d\u8fc7\uff0c\u5176\u5546\u4e1a\u5207\u5165\u70b9\u9887\u4e3a\u806a\u660e\uff1a\u907f\u5f00\u4e0eNVIDIA PhysX\u7b49\u4f20\u7edf\u5f15\u64ce\u5728\u7269\u7406\u7cbe\u5ea6\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u76f4\u63a5\u7784\u51c6\u9700\u8981\u5f00\u653e\u4e16\u754c\u53d9\u4e8b\u548c\u4f4e\u6210\u672c\u5b9e\u65f6\u4ea4\u4e92\u7684\u72ec\u7acb\u6e38\u620f\u548c\u5143\u5b87\u5b99Demo\u3002\u8fd9\u79cd\u201c\u8db3\u591f\u597d\u201d\u7684\u7269\u7406\u4f53\u9a8c\uff0c\u914d\u5408\u5feb\u901f\u8fed\u4ee3\u7684\u4ea4\u4e92\u903b\u8f91\uff0c\u786e\u5b9e\u53ef\u80fd\u50ac\u751f\u4e00\u6279\u65b0\u578b\u52a8\u6001\u6c99\u76d2\u5e94\u7528\u3002\u957f\u8fdc\u770b\uff0c\u82e5\u5176\u6a21\u578b\u80fd\u8854\u63a5\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\uff0c\u5c06\u53ef\u80fd\u53d6\u4ee3\u90e8\u5206Gym\u73af\u5883\uff0c\u6210\u4e3aAI\u539f\u751f\u6a21\u62df\u5668\u7684\u96cf\u5f62\u3002\u4f46\u5728\u6b64\u4e4b\u524d\uff0c\u8fd8\u9700\u6446\u8131\u201c\u9ed1\u76d2\u7269\u7406\u201d\u7684\u4fe1\u4efb\u5371\u673a\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\">Odyssey-2 Max<\/span>\n <\/div>\n<div class=\"comment-content\">Odyssey-2 Max is Odyssey\u2019s largest general-purpose world model yet, built for real-time interactive simulation. It uses autoregressive next-state prediction to improve physical accuracy, long-horizon stability, and open-ended interaction across worlds that evolve with user actions.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>I like <a href=\"https:\/\/www.producthunt.com\/products\/odyssey-5\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"odyssey-5\" target=\"_blank\" rel=\"noopener\">@Odyssey<\/a>\u2019s framing of this as <strong>pretrained physical intelligence<\/strong>.<\/p>\n<p>The model learns how scenes evolve, how objects move, how interactions play out, and how the world holds together over time. Odyssey-2 Max is still early, but this direction makes the robotics, gaming, simulation, and interactive systems angle much easier to understand.<\/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<\/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\/74QRCZZSP3M4N6\" class=\"app-title\">SNEWPapers<\/a><\/p>\n<div class=\"one-liner\">The World’s First AI Newspaper Archive<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SNEWPapers\u662f\u5168\u7403\u9996\u4e2aAI\u62a5\u7eb8\u6863\u6848\u5e93\uff0c\u901a\u8fc7\u8bed\u4e49\u641c\u7d22\u548cAI\u7814\u7a76\u52a9\u624b\uff0c\u8ba9\u5386\u53f2\u7814\u7a76\u8005\u3001\u5bb6\u8c31\u5b66\u5bb6\u7b49\u4ece\u626b\u63cf\u7248\u62a5\u7eb8\u4e2d\u9ad8\u6548\u63d0\u53d6\u548c\u7406\u89e3250\u5e74\u95f4600\u4e07+\u6761\u771f\u5b9e\u6545\u4e8b\uff0c\u89e3\u51b3\u4f20\u7edf\u6863\u6848\u641c\u7d22\u6162\u3001\u7ed3\u679c\u4e71\u3001\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53fd6e45-19b0-4aec-bbf8-321640c17296.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\/457336c9-fbf2-4757-be0d-549cfcd54b20.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\/dcfd9e75-bf70-4868-a168-703f4e2f3095.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\/7664174d-3928-4a8a-98d8-9f6cbc376850.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\/bd192da2-cfeb-4efd-8a16-f264fc71ace9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/OAww5owYt_0?si=iuceZA-p38QJyBAk\"><source src=\"https:\/\/youtu.be\/OAww5owYt_0?si=iuceZA-p38QJyBAk\" 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\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6863\u6848<\/span><br \/>\n <span class=\"tag\">\u5386\u53f2\u62a5\u7eb8<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">OCR\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">AI\u7814\u7a76\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u4eba\u6587<\/span><br \/>\n <span class=\"tag\">\u5bb6\u8c31\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u7f8e\u56fd\u62a5\u7eb8<\/span><br \/>\n <span class=\"tag\">\u96c6\u5408\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u96c6<\/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\u5185\u5bb9\u6269\u5c55\uff08\u652f\u6301\u5176\u4ed6\u5730\u533a\/\u56fd\u5bb6\u62a5\u7eb8\u63d0\u4ea4\u3001\u6dfb\u52a0\u5230\u73b0\u6709\u6570\u636e\u6d41\u7a0b\uff09\u548c\u5b9e\u9645\u4f7f\u7528\u53cd\u9988\uff08\u5982\u6bcf\u65e5\u5386\u53f2\u63a8\u9001\u662f\u5426\u6709\u5438\u5f15\u529b\uff09\u3002\u5f00\u53d1\u8005\u4e5f\u56de\u5e94\u4e86\u6570\u636e\u96c6\u6210\u4e0e\u9a8c\u8bc1\u7684\u96be\u5ea6\uff0c\u5e76\u5f00\u653e\u4e86\u90e8\u5206\u529f\u80fd\u7ed9\u975e\u8ba2\u9605\u7528\u6237\u8bd5\u7528\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 SNEWPapers\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u53bb\u8ddfGoogle\u6216LLM\u519b\u5907\u7ade\u8d5b\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u4e86\u5386\u53f2\u7814\u7a76\u9886\u57df\u4e00\u4e2a\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u201c\u6697\u6570\u636e\u201d\u75db\u70b9\uff1a\u6570\u767e\u4e07\u5f20\u9ad8\u6e05\u62a5\u7eb8\u626b\u63cf\u56fe\uff0c\u88abOCR\u548c\u4f20\u7edf\u7d22\u5f15\u8005\u629b\u5f03\u3002\u5b83\u7528\u81ea\u7814\u591a\u6a21\u6001\u7cfb\u7edf\uff08\u6587\u7ae0\u5206\u5272\u3001\u7248\u5f0f\u7406\u89e3\u3001\u5b9a\u5236OCR+LLM\u6e05\u6d17\uff09\u5c06\u201c\u56fe\u7247\u201d\u53d8\u6210\u53ef\u68c0\u7d22\u7684\u201c\u8bed\u6599\u201d\uff0c\u8fd9\u662f\u628a\u6570\u636e\u4ece\u201c\u5e93\u5b58\u201d\u63a8\u5411\u201c\u8d44\u4ea7\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u6700\u5927\u7684\u547d\u95e8\u5728\u4e8e\u6570\u636e\u96c6\u9650\u5236\u3002\u76ee\u524d\u4ec5\u8986\u76d6\u7f8e\u56fd\u62a5\u7eb8\uff081730s\u20131960s\uff09\uff0c\u4e14\u6570\u636e\u6e90\u4e3a\u201c\u516c\u5171\u9886\u57df\u9ad8\u5206\u8fa8\u7387\u56fe\u7247\u201d\uff0c\u8fd9\u610f\u5473\u7740\u975e\u7f8e\u56fd\u7684\u3001\u975e\u516c\u6709\u9886\u57df\u7684\u3001\u6216\u9700\u8981\u4ed8\u8d39\u8bb8\u53ef\u7684\u62a5\u7eb8\u5e93\uff08\u5982\u82f1\u56fd\u7684\u300a\u536b\u62a5\u300b\u6216\u300a\u6cf0\u6664\u58eb\u62a5\u300b\u6863\u6848\uff09\u5c06\u5f88\u96be\u7eb3\u5165\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5df2\u7ecf\u51fa\u73b0\u201c\u80fd\u5426\u6dfb\u52a0\u5176\u4ed6\u56fd\u5bb6\u548c\u5730\u533a\u201d\u7684\u547c\u58f0\uff0c\u5982\u679c\u6269\u5f20\u901f\u5ea6\u65e0\u6cd5\u8ddf\u4e0a\uff0c\u5b83\u5c06\u6c38\u8fdc\u662f\u4e00\u4e2a\u201c\u7f8e\u56fd\u672c\u5730\u5316\u7684\u6709\u8da3\u5782\u76f4\u5de5\u5177\u201d\uff0c\u800c\u975e\u5168\u7403\u6570\u5b57\u4eba\u6587\u57fa\u7840\u5e73\u53f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u9690\u5fe7\u662f\u5b9a\u4ef7\u7b56\u7565\u3002\u867d\u7136\u521b\u59cb\u4eba\u5728\u9884\u70ed\u4e2d\u8bf4\u201c\u6bd4\u4f20\u7edf\u6863\u6848\u4fbf\u5b9c50%\u201d\uff0c\u4f46\u4f20\u7edf\u6863\u6848\u5927\u591a\u7531\u5927\u5b66\u6216\u673a\u6784\u6253\u5305\u8ba2\u9605\uff0c\u800cSNEWPapers\u770b\u8d77\u6765\u9762\u5411\u4e2a\u4eba\u7528\u6237\u30027\u5929\u514d\u8d39\u8bd5\u7528\u540e\uff0c\u5355\u4eba\u8ba2\u9605\u8d39\u80fd\u5426\u5f62\u6210\u89c4\u6a21\u6548\u5e94\u5b58\u7591\u3002\u5bf9\u6bd4Google Scholar\u6216\u6536\u8d39\u7684Open Access\u6570\u636e\u5e93\uff0c\u7528\u6237\u662f\u5426\u613f\u610f\u4e3a\u201c\u66f4\u597d\u7528\u7684\u641c\u7d22\u201d\u957f\u671f\u4ed8\u8d39\uff0c\u53d6\u51b3\u4e8e\u5b83\u7684AI\u7814\u7a76\u52a9\u624bSleuth\u80fd\u5426\u63d0\u4f9b\u8d85\u8d8a\u666e\u901a\u5173\u952e\u8bcd\u68c0\u7d22\u7684\u72ec\u7279\u4ef7\u503c\uff0c\u6bd4\u5982\u81ea\u52a8\u751f\u6210\u4e3b\u9898\u65f6\u95f4\u7ebf\u3001\u4ea4\u53c9\u5f15\u7528\u5206\u6790\u7b49\u66f4\u63a5\u8fd1\u201c\u667a\u80fd\u52a9\u7406\u201d\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6280\u672f\u4e0a\u8d5e\u8bb8\u5176\u5de5\u7a0b\u6295\u5165\uff0844.7B token\u5904\u7406\u3001GPU GB\u5c0f\u65f6\u7b49\uff09\uff0c\u4f46\u201c\u5c06\u4eba\u5de5\u9a8c\u8bc1\u653e\u5165\u5f3a\u5316\u5b66\u4e60\u5faa\u73af\u201d\u624d\u662f\u672a\u6765\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u3002\u5982\u679c\u80fd\u50cf\u8bc4\u8bba\u8005\u63d0\u5230\u7684Recaptcha\u90a3\u6837\uff0c\u5229\u7528\u7528\u6237\u884c\u4e3a\u5f62\u6210\u53cd\u9988\u95ed\u73af\u4f18\u5316\u6a21\u578b\uff0cSNEWPapers\u5c31\u6709\u53ef\u80fd\u4ece\u201c\u4e00\u4e2a\u806a\u660e\u4eba\u7684\u9879\u76ee\u201d\u8fdb\u5316\u4e3a\u201c\u6d3b\u7740\u7684\u6570\u636e\u4f53\u201d\u3002\u5426\u5219\uff0c\u5b83\u7ec8\u5c06\u56f0\u5728\u4e0d\u65ad\u589e\u52a0\u7684\u6570\u636e\u91cf\u548c\u4e0d\u65ad\u8870\u51cf\u7684\u65b0\u7528\u6237\u6d3b\u8dc3\u5ea6\u4e4b\u95f4\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\">SNEWPapers<\/span>\n <\/div>\n<div class=\"comment-content\">I taught machines to read newspapers, gave them 250 years of data, extracted everything (6 million+ stories so far), separated the ads from the content, and categorized it all. You can search semantically or with you own AI research assistant and get the actual articles with full text extraction, as well as build and share collections. As far as I know, this has never been done before, the data isn’t on Google or in any LLM, only on SNEWPAPERS<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can someone else submit newspapers?<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> I hadn’t thought of this, but it’s a good idea. If there are high res images in the public domain we could create a request process to add them to our pipeline, ideally it wouldn’t be just one issue, but the whole history that we could grab, or more ideally other archives that want to use our tech could request for us to process their entire dataset and we host the data and provide SSO for their users. There’s a lot of them out there… <a href=\"https:\/\/en.wikipedia.org\/wiki\/Wikipedia:List_of_online_newspaper_archives#United_States\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/en.wikipedia.org\/wiki\/Wikipedia:List_of_online_newspaper_archives#United_States<\/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><strong>Hey Product Hunt!<\/strong> \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m excited to share <strong>SNEWPapers<\/strong> \u2014 the world\u2019s first AI-powered historical newspaper archive. We\u2019ve read and organized <strong>6 million+ stories<\/strong> from 250 years of American newspapers (1730s\u20131960s) so you can finally explore history by meaning, not just broken keywords.<\/p>\n<\/p>\n<p>Maybe the biggest news since sliced bread for digital humanities, historians, researchers, genealogists?<\/p>\n<\/p>\n<p>I built this after trying to research references in <em>The Fourth Turning<\/em>. Traditional archives dumped me into faded page scans with terrible search. So I created my own.<\/p>\n<\/p>\n<p>The result: clean, summarized articles and <strong>nearly perfect full-text OCR<\/strong> extractions + <strong>The Sleuth<\/strong> (your personal AI research assistant), smart categorization (24 categories \/ 1,000+ sub-categories), Collections for sharing, and a fun <strong>Today in History<\/strong> daily feed.<\/p>\n<\/p>\n<p><strong>Quick start<\/strong> (10 minutes): \u2192 <a href=\"https:\/\/snewpapers.com\/guide\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Tutorials<\/a><\/p>\n<p><strong>A few things I\u2019d love your thoughts on:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Today in History<\/strong> \u2014 Would you actually open this daily?<\/p>\n<\/li>\n<li>\n<p><strong>Search + Sleuth<\/strong> \u2014 How useful is semantic search and the AI assistant for your research?<\/p>\n<\/li>\n<li>\n<p><strong>Collections<\/strong> \u2014 Would you use\/share public collections?<\/p>\n<\/li>\n<\/ul>\n<p><strong>Pricing<\/strong>: 7-day free trial. I priced it ~50% below traditional archives because we actually deliver usable, intelligent access. <strong>Product Hunt special<\/strong>: Use <strong>PRODUCTHUNT20<\/strong> for 20% off any plan (valid until May 8).<\/p>\n<\/p>\n<p>Huge technical journey. I had to figure out how to acquire, store and process nearly a million high-resolution newspaper images, build custom multi-modal systems to detect and segment articles, massively improve OCR on centuries old ink, train models to understand newspaper layout and context, run prompt engineering at scale, balance cost vs quality with LLMs and vLLMs, build <strong>semantic and agentic search<\/strong> infrastructure that actually works on millions of documents, and scale a cost-effective GPU fleet.<\/p>\n<\/p>\n<p><strong>Some \u201cAWS-ish\u201d stats so far:<\/strong><\/p>\n<ul>\n<li>\n<p>115,000+ GPU GB-hours (OCR \/ Layouts)<\/p>\n<\/li>\n<li>\n<p>26,000+ Lambda GB-hours moving data around<\/p>\n<\/li>\n<li>\n<p><strong>44.7 billion LLM\/vLLM tokens processed<\/strong><\/p>\n<\/li>\n<li>\n<p>7 months of 80+ hour work weeks (organic neural network compute)<\/p>\n<\/li>\n<\/ul>\n<p>Would love your honest feedback and discoveries you make in the archive! \ud83e\udee1 (here or <a href=\"mailto:hello@snewpapers.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hello@snewpapers.com<\/a>)<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly, this is quite cool! <\/p>\n<p>Do you plan to expand the newspaper libraries to other countries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@markocki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markocki<\/a> Thank you! I just opened up the “Today in History” summary page a moment ago for any authed-but-not-subscribed users (only the full extraction details are behind the subscription wall now), feel free to check that out! There’s plenty more US papers to get to first, but UK would probably be easy as well, and other languages that read left-to-right and have latin character sets. Partially it’s also harder to do data validations when you don’t know the language, but all possible<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool! <br \/>What APIs did you use to scrap all the Newspaper archive? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Incredible scale!<br \/>You mentioned training the model to handle degraded paper and faded ink. Google famously used recaptcha v1 for the same problem, having millions of users unknowingly label words from old NYT archives. How have you coped this issue?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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_utkin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_utkin<\/a> Haha I didn’t know about the recaptcha story, that’s very clever. There are quite a few decent OCR tools out there that are open source, a lot of getting it to work right is first to understand the settings and limitations, ideal DPI for character recognition, GPU settings for aspect ratios, then of course LLM and VLLM tech can help clean things up, then human verification, which you could then turn into a reinforcement loop for transfer learning on an open weights model<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4ZM47YZ3CK7WBT\" class=\"app-title\">Replyless<\/a><\/p>\n<div class=\"one-liner\">AI Email app that sends daily email briefs on Telegram<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Replyless \u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u90ae\u4ef6\u5ba2\u6237\u7aef\uff0c\u901a\u8fc7\u667a\u80fd\u5206\u7bb1\u3001AI\u8349\u7a3f\u548c\u6bcf\u65e5Telegram\u7b80\u62a5\uff0c\u5e2e\u52a9\u7528\u6237\u4eceGmail\/Outlook\u7684\u6536\u4ef6\u7bb1\u8fc7\u8f7d\u4e2d\u89e3\u8131\uff0c\u5feb\u901f\u5b9e\u73b0\u201c\u6536\u4ef6\u7bb1\u96f6\u201d\u72b6\u6001\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebf4d934-bdd1-4878-a4dd-edc9a4a12900.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\/05238945-3852-46eb-aeda-e8e2cafd92d8.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\/79c8d262-fc70-45fa-b4bb-879faddfeca1.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\/d8e06047-22fc-45a6-99dd-aa42bab8dc32.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\/c7fbe8be-cf28-42bd-bdab-1437c51ceb98.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\/02f01cd6-5d01-4619-92d5-a771cff7f463.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\">Email<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u90ae\u4ef6\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">\u6536\u4ef6\u7bb1\u96f6<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5206\u7bb1<\/span><br \/>\n <span class=\"tag\">\u7535\u62a5\u7b80\u62a5<\/span><br \/>\n <span class=\"tag\">Gmail\/Outlook<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u8349\u7a3f<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u7ba1\u7406<\/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\u5176\u89e3\u51b3\u90ae\u7bb1\u8fc7\u8f7d\u548c\u5b9e\u73b0\u6536\u4ef6\u7bb1\u96f6\u7684\u80fd\u529b\u3002\u8bc4\u8bba\u4e2dMaker Sree\u5f3a\u8c03\u4ea7\u54c1\u57fa\u4e8e\u6b64\u524d\u88ab\u6536\u8d2d\u7ecf\u9a8c\uff0c\u5e76\u5f00\u653e50\u4e2a\u7ec8\u8eab\u8bb8\u53ef\u5e2d\u4f4d\uff0c\u5438\u5f15\u65e9\u671f\u652f\u6301\u8005\u3002\u672a\u89c1\u5177\u4f53\u95ee\u9898\u6216\u6279\u8bc4\uff0c\u591a\u4e3a\u4ea7\u54c1\u4f53\u9a8c\u671f\u5f85\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 Replyless \u7684\u5de7\u5999\u4e4b\u5904\u4e0d\u5728\u4e8eAI\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u628aAI\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\u7cbe\u51c6\u547d\u4e2d\u4e86\u73b0\u4ee3\u4eba\u6700\u75db\u7684\u90ae\u4ef6\u7126\u8651\u3002\u901a\u8fc7\u5c06\u6536\u4ef6\u7bb1\u62c6\u89e3\u4e3a\u201c\u667a\u80fd\u5206\u7bb1\u201d\u548c\u5c06\u65e5\u5e38\u7b80\u62a5\u8fc1\u79fb\u5230Telegram\uff0c\u5b83\u5b9e\u8d28\u4e0a\u91cd\u65b0\u5b9a\u4e49\u4e86\u90ae\u4ef6\u7684\u6d88\u8d39\u573a\u666f\u2014\u2014\u4ece\u88ab\u52a8\u201c\u5904\u7406\u201d\u8f6c\u4e3a\u4e3b\u52a8\u201c\u6d4f\u89c8\u201d\u3002\u8fd9\u79cd\u201c\u53bb\u4e2d\u5fc3\u5316\u201d\u601d\u8def\uff08Telegram\u4f5c\u4e3a\u51fa\u53e3\uff09\u65e2\u907f\u5f00\u4e86\u4f20\u7edf\u90ae\u4ef6\u5e94\u7528\u7684\u539a\u91cd\u8d1f\u62c5\uff0c\u53c8\u5229\u7528\u4e86\u5373\u65f6\u901a\u8baf\u7684\u9ad8\u9891\u89e6\u8fbe\u5c5e\u6027\uff0c\u582a\u79f0\u201c\u90ae\u4ef6\u754c\u7684RSS\u9605\u8bfb\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u5176\u6838\u5fc3\u5356\u70b9\u201cAI\u81ea\u52a8\u6574\u7406\u201d\u548c\u201c\u6bcf\u65e5\u7b80\u62a5\u201d\u5e76\u975e\u72ec\u5bb6\u6280\u672f\u3002\u4e0d\u5c11\u540c\u7c7b\u4ea7\u54c1\uff08\u5982Superhuman\u3001Missive\uff09\u5df2\u5728\u505a\u7c7b\u4f3c\u5de5\u4f5c\uff0c\u800cGmail\u81ea\u8eab\u4e5f\u63d0\u4f9b\u4e86\u667a\u80fd\u5206\u7c7b\u3002Replyless \u7684\u5dee\u5f02\u5316\u5728\u4e8e\u5c06\u201c\u8f7b\u91cf\u5316\u201d\u505a\u5230\u6781\u81f4\uff1a\u53ea\u4fdd\u7559\u6700\u5173\u952e\u7684\u6536\u4ef6\u7bb1\u3001\u96f6\u72b6\u6001\u58c1\u7eb8\u548cTelegram\u7b80\u62a5\uff0c\u800c\u975e\u8bd5\u56fe\u6210\u4e3a\u5168\u80fd\u529e\u516c\u4e2d\u5fc3\u3002\u8fd9\u79cd\u201c\u505a\u51cf\u6cd5\u201d\u7684\u7b56\u7565\u5bf9\u91cd\u5ea6\u90ae\u4ef6\u7528\u6237\uff08\u5982\u521b\u4e1a\u8005\u3001\u6295\u8d44\u4eba\uff09\u786e\u5b9e\u5177\u5907\u5438\u5f15\u529b\uff0c\u5c24\u5176\u9002\u5408\u90a3\u4e9b\u538c\u5026\u4e86\u4f20\u7edf\u90ae\u4ef6\u5ba2\u6237\u7aef\u4f46\u53c8\u4e0d\u613f\u8fc1\u79fb\u6574\u4e2a\u5de5\u4f5c\u6d41\u7684\u7fa4\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u4e24\u4e2a\u5173\u952e\u70b9\uff1a\u4e00\u662fTelegram\u7b80\u62a5\u80fd\u5426\u771f\u6b63\u66ff\u4ee3\u5b9e\u65f6\u90ae\u4ef6\u5904\u7406\uff0c\u907f\u514d\u7528\u6237\u56e0\u9519\u8fc7\u7d27\u6025\u901a\u77e5\u800c\u8fd4\u56de\u5230Gmail\uff1b\u4e8c\u662f\u201cAI\u8349\u7a3f\u201d\u548c\u201c\u6e05\u7406\u201d\u529f\u80fd\u5728\u590d\u6742\u5546\u52a1\u573a\u666f\u4e0b\u7684\u51c6\u786e\u7387\u3002Maker Sree\u6b64\u524d\u9879\u76ee\u88ab\u6536\u8d2d\u867d\u6709\u5149\u73af\uff0c\u4f46\u90ae\u7bb1\u8d5b\u9053\u5df2\u88ab\u591a\u4e2a\u5de8\u5934\u548c\u72ec\u89d2\u517d\uff08\u5982Superhuman\u4f30\u503c11\u4ebf\u7f8e\u5143\uff09\u5360\u636e\uff0cReplyless \u82e5\u4e0d\u80fd\u51ed\u501f\u201c\u6781\u81f4\u7b80\u7ea6+Telegram\u751f\u6001\u201d\u6253\u51fa\u7834\u5708\u6548\u5e94\uff0c\u6781\u6613\u9677\u5165\u201c\u5c0f\u800c\u7f8e\u4f46\u96be\u76c8\u5229\u201d\u7684\u9677\u9631\u3002\u5f00\u653e\u7ec8\u8eab\u8bb8\u53ef\u786e\u5b9e\u80fd\u5feb\u901f\u79ef\u7d2f\u79cd\u5b50\u7528\u6237\uff0c\u4f46\u540e\u7eed\u8ba2\u9605\u5236\u8f6c\u5316\u624d\u662f\u68c0\u9a8c\u4ea7\u54c1\u7c98\u6027\u7684\u8bd5\u91d1\u77f3\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\">Replyless<\/span>\n <\/div>\n<div class=\"comment-content\">Replyless is a beautiful and productive AI email app. Save hours, free your mind space with prompt-based split inbox setup, inbox zero wallpapers & AI agent. Connect email accounts and Replyless automatically organizes your emails into Split Inboxes. Now with daily email briefs on Telegram.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Sree, maker of Replyless.<\/p>\n<p>I built Replyless because email has become a second job.<\/p>\n<p>Replyless is an AI-native email app for Gmail & Outlook that helps you reach Inbox Zero faster with smart split inboxes, AI drafts, clutter cleanup and daily briefs.<\/p>\n<p>I previously built Super.page, which was acquired by a YC-backed company. Now I\u2019m building Replyless to make inbox overload feel manageable again.<\/p>\n<p>We\u2019re also opening 50 limited lifetime licenses for early supporters.<\/p>\n<p>Ask me anything, answering all the QnA today! \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/7CIGUDWJONPYQM\" class=\"app-title\">PlayJoob<\/a><\/p>\n<div class=\"one-liner\">turns dead task boards into a shared strategy map<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PlayJoob\u5c06\u67af\u71e5\u7684\u4efb\u52a1\u770b\u677f\u8f6c\u5316\u4e3a\u4e92\u52a8\u7b56\u7565\u5730\u56fe\uff0c\u5e2e\u52a9\u5c0f\u578b\u4ea7\u54c1\u56e2\u961f\u5728\u51b2\u523a\u4e2d\u76f4\u89c2\u770b\u5230\u56e2\u961f\u524d\u8fdb\u7684\u8f68\u8ff9\u4e0e\u6210\u957f\uff0c\u89e3\u51b3\u4f20\u7edf\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u7f3a\u4e4f\u52a8\u529b\u611f\u548c\u53ef\u89c6\u5316\u8fdb\u5ea6\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/5abd9332-e464-4bdf-b565-ea269dd588b6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=52LP4v_ApBw&t=271s\"><source src=\"https:\/\/www.youtube.com\/watch?v=52LP4v_ApBw&t=271s\" 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\/84829a91-f135-4dd7-818f-94b928ee24d1.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\/9d73d116-4859-4813-a8d0-8ca78e006961.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\/d00a41f2-0753-4339-a6b4-2e527f1169ed.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\/1a7ad275-41ef-4db3-9e84-5897c27ecafb.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\">Task Management<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u770b\u677f<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u51b2\u523a\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u5730\u56fe<\/span><br \/>\n <span class=\"tag\">\u8fdb\u5ea6\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u5de5\u4f5c\u53f0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6307\u51faJira\u7b49\u5de5\u5177\u8ba9\u4efb\u52a1\u770b\u677f\u53d8\u6210\u201c\u5893\u5730\u201d\uff0c\u7f3a\u4e4f\u52a8\u91cf\u548c\u53ef\u89c1\u8fdb\u5ea6\u3002\u6838\u5fc3\u7591\u95ee\u662f\uff1a\u6e38\u620f\u5316\u5143\u7d20\uff08\u5730\u56fe\u3001\u6280\u80fd\u5361\u3001\u6210\u957f\u6811\uff09\u5728\u65b0\u9c9c\u611f\u6d88\u9000\u540e\u7684\u957f\u671f\u6548\u679c\u5982\u4f55\uff1f\u521b\u59cb\u4eba\u56de\u5e94\u6b63\u5728\u6536\u96c6\u6570\u636e\uff0c\u5e76\u9080\u8bf7\u8bd5\u7528\u4e24\u5468\u51b2\u523a\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 PlayJoob\u7684\u5207\u5165\u70b9\u7cbe\u51c6\u2014\u2014\u5b83\u4e0d\u8bd5\u56fe\u5728\u529f\u80fd\u4e0a\u786c\u521aJira\u3001Asana\u7b49\u6210\u719f\u5de5\u5177\uff0c\u800c\u662f\u76f4\u51fb\u5b83\u4eec\u6700\u987d\u56fa\u7684\u8f6f\u808b\uff1a\u7528\u6237\u7684\u5fc3\u7406\u75b2\u52b3\u3002\u8fd9\u4e9b\u4f20\u7edf\u5de5\u5177\u628a\u5de5\u4f5c\u201c\u53bb\u9b45\u201d\uff0c\u53d8\u6210\u4e00\u884c\u884c\u51b0\u51b7\u7684\u5de5\u5355\uff1bPlayJoob\u5219\u52aa\u529b\u4e3a\u5de5\u4f5c\u7684\u8fc7\u7a0b\u201c\u52a0\u9b45\u201d\uff0c\u7528\u5730\u56fe\u3001\u6210\u957f\u6811\u3001\u6280\u80fd\u5361\u7b49\u6e38\u620f\u5316\u5143\u7d20\uff0c\u628a\u4e00\u4e2a\u62bd\u8c61\u7684\u9879\u76ee\u8fdb\u5ea6\u91cd\u65b0\u5305\u88c5\u6210\u4e00\u4e2a\u6709\u7a7a\u95f4\u3001\u6709\u53d9\u4e8b\u3001\u6709\u53cd\u9988\u7684\u201c\u65c5\u7a0b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u79cd\u8bbe\u8ba1\u54f2\u5b66\u7684\u8f6c\u53d8\u5177\u6709\u6df1\u5c42\u4ef7\u503c\u3002\u5b83\u5c06\u9879\u76ee\u7ba1\u7406\u4ece\u201c\u76d1\u5de5\u201d\u89c6\u89d2\uff08\u8fd8\u5269\u591a\u5c11\u6d3b\u6ca1\u5e72\uff09\u8f6c\u5411\u201c\u5192\u9669\u201d\u89c6\u89d2\uff08\u6211\u4eec\u5df2\u7ecf\u8d70\u4e86\u591a\u8fdc\uff0c\u4e0b\u4e00\u4e2a\u91cc\u7a0b\u7891\u662f\u4ec0\u4e48\uff09\u3002\u5bf9\u4e8e5-10\u4eba\u7684\u5c0f\u56e2\u961f\uff0c\u5c24\u5176\u662f\u65e9\u671f\u521b\u4e1a\u56e2\u961f\uff0c\u8fd9\u80fd\u663e\u8457\u7f13\u89e3\u201c\u6c38\u8fdc\u505a\u4e0d\u5b8c\u201d\u7684\u7126\u8651\u2014\u2014\u6bcf\u4e00\u6b21\u5b8c\u6210\u4efb\u52a1\u90fd\u80fd\u770b\u5230\u4e00\u4e2a\u50cf\u7d20\u70b9\u7684\u79fb\u52a8\uff0c\u8fd9\u5728\u5fc3\u7406\u5c42\u9762\u662f\u4e00\u6b21\u5fae\u5c0f\u7684\u6b63\u5411\u5f3a\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u6838\u5fc3\u98ce\u9669\u5728\u4e8e\u201c\u6e38\u620f\u5316\u6210\u763e\u201d\u7684\u8fb9\u9645\u6548\u5e94\u9012\u51cf\u3002\u6b63\u5982\u8bc4\u8bba\u6240\u8d28\u7591\u7684\uff0c\u5230\u4e86\u7b2c\u516b\u5468\uff0c\u5f53\u201c\u6280\u80fd\u5361\u201d\u53d8\u6210\u65e5\u5e38\u3001\u5730\u56fe\u4e0a\u7684\u4f4d\u7f6e\u4e0d\u518d\u65b0\u9c9c\u65f6\uff0cPlayJoob\u662f\u5426\u4f9d\u7136\u80fd\u652f\u6491\u56e2\u961f\u71ac\u8fc7\u75db\u82e6\u7684\u9700\u6c42\u53d8\u66f4\u6216\u9ad8\u5f3a\u5ea6\u51b2\u523a\uff1f\u521b\u59cb\u4eba\u76ee\u524d\u7684\u56de\u7b54\u7565\u663e\u7a7a\u6cdb\uff08\u201c\u7b2c\u4e8c\u5468\u66f4\u55e8\u201d\uff09\uff0c\u8fd9\u6697\u793a\u4ea7\u54c1\u53ef\u80fd\u7f3a\u4e4f\u7cfb\u7edf\u6027\u7684\u957f\u671f\u7c98\u6027\u8bbe\u8ba1\u2014\u2014\u6bd4\u5982\u5730\u56fe\u662f\u5426\u53ef\u4ee5\u7531\u56e2\u961f\u5171\u540c\u81ea\u5b9a\u4e49\u7ed8\u5236\uff1f\u6e38\u620f\u5316\u5956\u52b1\u662f\u5426\u53ef\u4ee5\u4e0e\u771f\u5b9e\u4e1a\u52a1\u76ee\u6807\uff08\u5982\u7528\u6237\u589e\u957f\u3001\u4ee3\u7801\u90e8\u7f72\uff09\u6302\u94a9\uff1f\u5982\u679c\u4e0d\u80fd\u5c06\u5916\u5c42\u6fc0\u52b1\u5185\u5316\u4e3a\u56e2\u961f\u7684\u201c\u610f\u4e49\u611f\u201d\uff0cPlayJoob\u5f88\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u4e3b\u9898\u76ae\u80a4\u7684\u66f4\u82b1\u54e8\u7684\u770b\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0cPlayJoob\u6d4b\u8bd5\u4e86\u4e00\u4e2a\u53ef\u80fd\u6027\uff1a\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u80fd\u5426\u4ece\u201c\u8ddf\u8e2a\u8bb0\u5f55\u201d\u8fdb\u5316\u4e3a\u201c\u60c5\u611f\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u76ee\u524d\u5b83\u8fd8\u53ea\u662f\u4e00\u6b21\u52c7\u6562\u7684\u5c1d\u8bd5\uff0c\u4f46\u65b9\u5411\u503c\u5f97\u5173\u6ce8\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\">PlayJoob<\/span>\n <\/div>\n<div class=\"comment-content\">PlayJoob is a visual workspace for product teams where sprints and tickets live on an interactive strategy\u2011style map. Each completed mission shows how you move across the world, grow your shared \u201ctree of progress,\u201d and collect skill cards that mark what you\u2019ve learned together.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built PlayJoob because classic boards are great for structure but terrible for motivation. You see endless tickets, not real progress.<\/p>\n<p>In PlayJoob, your sprint lives on an interactive map: tasks become missions on a shared world every completed mission visibly moves your team across the map<\/p>\n<p>you grow a shared \u201ctree of progress\u201d and collect skill cards for what you\u2019ve learned<\/p>\n<p>It\u2019s for small product teams and startups that want a serious project management workflow, but a more engaging way to see progress together.<\/p>\n<p>I\u2019d love feedback: what frustrates you most about your current PM tools, and what would your ideal \u201cmotivating\u201d sprint view look like?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You’re onto something real here. I managed engineering teams for years and watched Jira boards become graveyards – hundreds of tickets nobody looked at, zero sense of momentum, and sprint retros where everyone just shrugged. The core problem isn’t the tool, it’s that task boards show work as an infinite list rather than a journey with visible progress. Reframing tasks as missions on a shared map is a clever way to give teams spatial awareness of where they are and where they’re heading. Curious whether you’ve seen this change how teams handle scope creep – when progress is visual like this, does it make it harder for stakeholders to quietly add tickets without anyone noticing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@avrisimon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avrisimon<\/a> Exactly, you nailed it. Right now I\u2019m in the early beta stage and collecting data to make the product more robust and more useful. It\u2019s also important to understand how much team engagement has increased and how much stress levels have decreased when using Playjoob.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Week one with a tool like this is easy. The map view can be really motivating. But I’d want to know what week eight looks like? When the skill cards feel routine and the tree of progress is just… there. Does PlayJoob still carry teams through a rough sprint?<\/p>\n<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> Thanks a lot, that\u2019s a great question! Actually, week two feels even more euphoric (assuming your sprint is two weeks \ud83d\ude42, because that\u2019s when you really launch the rocket…all planned tasks are done, and for completed tickets your team can plant more forest, get new cards, or upgrade existing ones.<\/p>\n<\/p>\n<p>To be honest, I can\u2019t rely on data I don\u2019t have yet, so I\u2019d be really happy to invite you to plan a two-week sprint in PlayJoob! \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<\/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\/LHW2EU2MO2ZTDF\" class=\"app-title\">Wafaa.io<\/a><\/p>\n<div class=\"one-liner\">Create secure digital contracts in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wafaa.io\u8ba9\u975e\u6cd5\u5f8b\u7528\u6237\u4e5f\u80fd\u5728\u51e0\u5206\u949f\u5185\u521b\u5efa\u3001\u7b7e\u7f72\u548c\u7ba1\u7406\u5177\u5907\u9632\u6b3a\u8bc8\u529f\u80fd\u7684\u6570\u5b57\u5408\u540c\uff0c\u89e3\u51b3\u4e86\u7d27\u6025\u573a\u666f\u4e0b\u5408\u540c\u6d41\u7a0b\u590d\u6742\u3001\u5de5\u5177\u5206\u6563\u4e14\u7f3a\u4e4f\u5b89\u5168\u6027\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e625af12-30ef-496d-a632-be93abc7f590.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\/4e9b32b0-0c0b-4a6d-851f-7278e68abb60.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\/8a745463-8922-4cc6-8301-0137eb37310f.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\/977907b0-1598-4ae5-be6c-3affc636e00d.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\/65006437-10b1-4f12-ab85-d27a13e61572.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\/b4ef0196-da70-4c67-ac74-a1a63b8dc289.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=9HllmRudA44\"><source src=\"https:\/\/www.youtube.com\/watch?v=9HllmRudA44\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Legal<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u5408\u540c<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u7b7e\u540d<\/span><br \/>\n <span class=\"tag\">\u5408\u540c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9632\u6b3a\u8bc8<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u5c0f\u989d\u5408\u540c<\/span><br \/>\n <span class=\"tag\">\u4f4e\u9891\u7387\u9ad8\u65f6\u6548<\/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\u5bf9\u201c\u975e\u6cd5\u5f8b\u4eba\u58eb\u5b9a\u4f4d\u201d\u8868\u793a\u5174\u8da3\uff0c\u8ba4\u4e3a\u73b0\u6709\u5de5\u5177\u592a\u590d\u6742\uff1b\u6709\u7528\u6237\u5173\u5fc3\u8eab\u4efd\u9a8c\u8bc1\u662f\u5426\u589e\u52a0\u6469\u64e6\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u91c7\u7528\u8f7b\u91cf\u9a8c\u8bc1(OTP+\u8bbe\u5907\u5143\u6570\u636e)\u800c\u975e\u5f3a\u5236KYC\uff0c\u5e76\u6ce8\u91cd\u5ba1\u8ba1\u6eaf\u6e90\uff1b\u4e5f\u6709\u7528\u6237\u8ba4\u53ef\u96c6\u4e2d\u7ba1\u7406\u5408\u540c\u907f\u514d\u9057\u6f0f\u7684\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 Wafaa.io\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u5e38\u88ab\u5ffd\u89c6\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u90a3\u4e9b\u9700\u8981\u5feb\u901f\u3001\u5b89\u5168\u5730\u8ba2\u7acb\u5408\u540c\uff0c\u5374\u53c8\u4e0d\u9700\u8981\u5f8b\u5e08\u6216\u4f01\u4e1a\u7ea7\u8ba2\u9605\u5de5\u5177\u7684\u201c\u4e2d\u95f4\u7528\u6237\u201d\u3002\u5176\u4ef7\u503c\u6838\u5fc3\u5e76\u975e\u98a0\u8986\u6cd5\u5f8b\u6d41\u7a0b\uff0c\u800c\u662f\u5c06\u201c\u5408\u540c\u201d\u4ece\u6c89\u91cd\u3001\u6b63\u5f0f\u7684\u5de5\u5177\u9690\u55bb\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8f6c\u53d8\u4e3a\u4e00\u79cd\u8f7b\u91cf\u7ea7\u3001\u53ef\u8ffd\u6eaf\u7684\u6c9f\u901a\u786e\u8ba4\u673a\u5236\u3002\u4ea7\u54c1\u654f\u9510\u5730\u5c06\u201c\u9632\u6b3a\u8bc8\u201d\u4e0e\u201c\u7b80\u5316\u6d41\u7a0b\u201d\u6346\u7ed1\uff0c\u7528\u6280\u672f\u624b\u6bb5\uff08\u65f6\u95f4\u6233\u3001\u8bbe\u5907\u6307\u7eb9\u3001OTP\u9a8c\u8bc1\uff09\u5efa\u7acb\u4e00\u4efd\u4e8b\u5b9e\u4e0a\u7684\u201c\u94fe\u4e0b\u5b58\u8bc1\u201d\uff0c\u800c\u975e\u8bd5\u56fe\u89e3\u51b3\u53f8\u6cd5\u7ea7\u8eab\u4efd\u9a8c\u8bc1\u95ee\u9898\u2014\u2014\u8fd9\u6070\u6070\u662f\u660e\u667a\u4e4b\u5904\uff0c\u907f\u514d\u4e86\u9677\u5165KYC\u6ce5\u6f6d\u800c\u4e27\u5931\u6613\u7528\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u5b58\u5728\u3002\u5f53\u524d\u7684\u81ea\u9648\u8eab\u4efd+\u8f7b\u91cf\u9a8c\u8bc1\u6a21\u5f0f\u5728\u771f\u6b63\u6d89\u53ca\u8f83\u5927\u91d1\u989d\u6216\u7ea0\u7eb7\u65f6\uff0c\u53f8\u6cd5\u6548\u529b\u5b58\u7591\u3002\u4e00\u65e6\u7528\u6237\u906d\u53d7\u6b3a\u8bc8\uff0cWafaa\u7684\u201c\u5ba1\u8ba1\u8ffd\u8e2a\u201d\u5b9e\u9645\u66f4\u63a5\u8fd1\u201c\u589e\u5f3a\u578b\u65e5\u5fd7\u201d\u800c\u975e\u6cd5\u5f8b\u8ba4\u53ef\u7684\u6570\u5b57\u8bc1\u636e\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u5176\u6838\u5fc3\u5356\u70b9\u201c\u9632\u6b3a\u8bc8\u201d\u5728\u6781\u7aef\u6848\u4f8b\u4e2d\u6ca6\u4e3a\u8425\u9500\u8bdd\u672f\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u5178\u578b\u7684\u201c\u4f4e\u9891\u7387\u9ad8\u65f6\u6548\u201d\u573a\u666f\u4ea7\u54c1\uff0c\u7528\u6237\u7559\u5b58\u4e0e\u4ed8\u8d39\u8f6c\u5316\u9ad8\u5ea6\u4f9d\u8d56\u5173\u952e\u65f6\u523b\u7684\u4f53\u9a8c\uff0c\u75c5\u6bd2\u4f20\u64ad\u6f5c\u529b\u6709\u9650\uff0c\u4e14\u9762\u4e34DocuSign\u7b49\u5de8\u5934\u964d\u7ef4\u6253\u51fb\u7684\u5a01\u80c1\u3002Wafaa\u5fc5\u987b\u5c3d\u5feb\u8bc1\u660e\u5176\u201c\u7b80\u5355\u201d\u5e76\u975e\u201c\u7b80\u964b\u201d\uff0c\u4f8b\u5982\u4e0e\u7b2c\u4e09\u65b9\u5b58\u8bc1\u673a\u6784\u6216\u516c\u8bc1\u670d\u52a1\u6253\u901a\uff0c\u5f62\u6210\u66f4\u7a33\u56fa\u7684\u4ef7\u503c\u95ed\u73af\uff0c\u5426\u5219\u5f88\u5bb9\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u6f02\u4eae\u7684\u5de5\u5177\uff0c\u800c\u975e\u771f\u6b63\u7684\u751f\u610f\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\">Wafaa.io<\/span>\n <\/div>\n<div class=\"comment-content\">Meet Wafaa, your new one-stop shop for digital contracts. (1) Create. Sign. Send. Back to work. (2) Replace scattered and unsecured agreements across platforms. (3) Manage the full contract lifecycle at a glance. (4) Protect your money and time with built-in fraud prevention. (5) Skip the subscriptions and just pay as you go. (6) Try before you buy \u2192 your first contract is on us.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone, thanks for checking <a href=\"http:\/\/Wafaa.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Wafaa.io<\/strong><\/a>.<\/p>\n<p>Building Wafaa began with a simple idea: creating a secure contract should be as easy as creating a WhatsApp group.<\/p>\n<\/p>\n<p>For many people, contracts are low-frequency but high-urgency. When you need one, you tend to need one immediately\u2014but most of the existing tools feel overly complex or like they’re built for legal teams and large enterprises, not everyday users.<\/p>\n<\/p>\n<p>At the same time, digital commerce has a growing problem: fraud and disputes are becoming more common, especially when agreements are informal or poorly documented.<\/p>\n<\/p>\n<p>We built Wafaa to address both.<\/p>\n<\/p>\n<p>In short, the platform simplifies how agreements are created, while adding structure, traceability, and verification. This helps both parties know exactly what was agreed to, and can prove it if needed.<\/p>\n<\/p>\n<p>Instead of replacing lawyers or overcomplicating the process, Wafaa focuses on making agreements clear, structured, and reliable from the start\u2014and providing users with a centralized hub to keep all contracts organized in one secure location.<\/p>\n<\/p>\n<p>We’re still early and have plenty of room for improvement \u2014 would genuinely value your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yalroumi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yalroumi<\/a> nice 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yalroumi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yalroumi<\/a> Huge congrats on the launch! Love how you’ve made secure, high-urgency contracts so simple. Wishing you a big day and a successful run on Product Hunt! \u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 postioning toward non-legal users is interesting. A lot of people avoid contracts just because the tools feel intimidating.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@susie_johns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@susie_johns<\/a> Having everything in one place is useful. I\u2019ve personally lost track of agreements across emails and random files more than once.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you,<a href=\"https:\/\/www.producthunt.com\/@susie_johns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@susie_johns<\/a> <\/p>\n<p>That’s exactly the gap we’re addressing.<\/p>\n<p>Many users get stuck between subscription tools they don\u2019t really need, and free tools that only handle e-signatures or basic document generation.<\/p>\n<p>We built Wafaa to feel simple and approachable, while still giving structure and clarity to agreements.<\/p>\n<p>If you get a chance, I\u2019d love for you to try it on a mobile device and share your thoughts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The built-in fraud prevention angle is interesting. How do you actually verify counterparty identity at signing without making the flow feel like a bank KYC?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> that tradeoff is something we are actively trying to address, as it really depends on the use case.<\/p>\n<p>We don’t force a heavy KYC flow. Instead, we rely on lightweight verification like email\/WhatsApp OTP, along with metadata such as time, device, and IP address captured at signing.<\/p>\n<p>This creates a traceable audit trail of who signed what and when, which is enough to establish accountability without adding friction.<\/p>\n<p>For now, identity details are self-declared, and we\u2019re transparent about that. Our goal is to make trust progressive rather than forcing bank-style onboarding on every agreement.<\/p>\n<\/p>\n<p>If you\u2019re curious, we wrote more about how digital contracts help prevent fraud here: <a href=\"https:\/\/www.wafaa.io\/blog\/691b4e2b926114eb53636f5c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.wafaa.io\/blog\/691b4e2b926114eb53636f5c<\/a><\/p>\n<p>Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>All the best Yousif.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you,<a href=\"https:\/\/www.producthunt.com\/@mustapha_ajermou1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustapha_ajermou1<\/a> <br \/>I appreciate the support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/XQSIA3LICDYPCN\" class=\"app-title\">Epismo Agent Package<\/a><\/p>\n<div class=\"one-liner\">Run agent workflows the community already built<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Epismo Agent Package \u5c06AI\u5de5\u4f5c\u6d41\u6253\u5305\u4e3a\u53ef\u590d\u7528\u7684\u201c\u5de5\u4f5c\u6d41\u5305\u201d\u4e0e\u201c\u4e0a\u4e0b\u6587\u5305\u201d\uff0c\u89e3\u51b3\u7528\u6237\u5728\u5207\u6362\u5de5\u5177\u6216\u4f1a\u8bdd\u65f6\u91cd\u590d\u6784\u5efa\u4e0a\u4e0b\u6587\u3001\u5de5\u4f5c\u6210\u679c\u65e0\u6cd5\u79ef\u7d2f\u7684\u75db\u70b9\uff0c\u5e76\u652f\u6301\u793e\u533a\u5206\u4eab\u4e0e\u4e8c\u6b21\u5f00\u53d1\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de872a62-409e-4775-bd5c-02ef7b319bb9.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\/04283638-19ca-4eba-9ed5-73cfeaa0d54a.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\/77cee9cc-5ee1-4b7c-9b9d-31428088cbab.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\/7e8f2b47-3c6b-4f32-8585-96636307a22a.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\/c345f3cb-9b24-4793-a574-cd606b60a521.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\/a4325c67-976b-4560-8edd-ba9a8232be1f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ephOFgmDj7M\"><source src=\"https:\/\/youtu.be\/ephOFgmDj7M\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Community<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u6301\u4e45\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">MCP<\/span><br \/>\n <span class=\"tag\">CLI<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">AI Agent<\/span><br \/>\n <span class=\"tag\">Prompt\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u590d\u7528<\/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\u7248\u672c\u7ba1\u7406\u673a\u5236\uff08\u5982fork\u540e\u7684\u66f4\u65b0\u901a\u77e5\u4e0e\u5408\u5e76\uff09\uff0c\u4ee5\u53ca\u9762\u5411\u56e2\u961f\u7684API\u4e0a\u4e0b\u6587\u5305\u53d1\u5e03\u573a\u666f\u3002\u521b\u59cb\u4eba\u8868\u793a\u5185\u90e8\u4f7f\u7528\u4e3a\u4e3b\uff0c\u4f46\u5bf9\u5916\u53d1\u5e03\u65b9\u5411\u4ee4\u4eba\u671f\u5f85\u3002\u7528\u6237\u8ba4\u53ef\u89e3\u51b3\u8de8\u5de5\u5177\u4e0a\u4e0b\u6587\u4e22\u5931\u7684\u75db\u70b9\uff0c\u5e76\u8d5e\u8d4f\u4eceprompt\u5230\u5de5\u4f5c\u6d41\u903b\u8f91\u7684\u8f6c\u53d8\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 Epismo\u7684\u5207\u5165\u70b9\u662f\u201cAI\u5de5\u4f5c\u7684\u7d2f\u79ef\u7834\u4ea7\u201d\u2014\u2014\u6bcf\u4e2a\u4eba\u90fd\u5728\u672c\u5730\u7684\u5355\u6b21\u5bf9\u8bdd\u4e2d\u7834\u4ea7\uff0c\u6bcf\u6b21\u5207\u6362\u5de5\u5177\u5c31\u50cf\u683c\u5f0f\u5316\u5927\u8111\u3002\u5b83\u7684\u6838\u5fc3\u521b\u65b0\u4e0d\u5728\u4e8eAI\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u5bf9\u5de5\u4f5c\u6d41\u7684**\u7ed3\u6784\u5316\u5c01\u88c5**\uff1a\u628a\u9690\u6027\u7684\u201c\u6b65\u9aa4\u3001\u51b3\u7b56\u3001\u4ea4\u63a5\u3001\u9a8c\u8bc1\u89c4\u5219\u201d\u56fa\u5316\uff0c\u8ba9AI\u884c\u4e3a\u7684\u53ef\u590d\u73b0\u6027\u4e0e\u53ef\u534f\u4f5c\u6027\u4ece\u201c\u7384\u5b66\u201d\u53d8\u6210\u201c\u6a21\u677f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u8fd9\u4e2a\u8d5b\u9053\u7684\u6838\u5fc3\u74f6\u9888\u4e0d\u5728\u5305\u88c5\uff0c\u800c\u5728**\u7528\u6237\u7684\u5de5\u4f5c\u4e60\u60ef**\u3002\u7edd\u5927\u591a\u6570\u7528\u6237\u751a\u81f3\u4e0d\u4f1a\u7cfb\u7edf\u5730\u8bb0\u5f55\u81ea\u5df1\u7684\u63d0\u793a\u8bcd\uff0c\u66f4\u9051\u8bba\u62bd\u8c61\u51fa\u5b8c\u6574\u7684\u201c\u5de5\u4f5c\u6d41\u5305\u201d\u3002\u4ea7\u54c1\u82e5\u65e0\u6cd5\u63d0\u4f9b\u6781\u4f4e\u95e8\u69db\u7684\u81ea\u52a8\u8bb0\u5f55\uff08\u6bd4\u5982\u81ea\u52a8\u6355\u83b7Claude Code\u7684\u5b8c\u6574\u64cd\u4f5c\u5e8f\u5217\uff09\uff0c\u7528\u6237\u5f88\u53ef\u80fd\u9677\u5165\u201c\u672c\u60f3\u628a\u5de5\u4f5c\u6d41\u6253\u5305\uff0c\u7ed3\u679c\u53d1\u73b0\u6253\u5305\u672c\u8eab\u624d\u662f\u6700\u5927\u5de5\u4f5c\u91cf\u201d\u7684\u5c34\u5c2c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u9690\u5f62\u95ee\u9898\u662f**\u683c\u5f0f\u788e\u7247\u5316**\u3002\u867d\u7136\u81ea\u79f0\u8de8\u5de5\u5177\uff0c\u4f46\u4e0d\u540cAI\u6a21\u578b\u7684\u5de5\u4f5c\u6d41\u8bed\u4e49\u5dee\u5f02\u5de8\u5927\uff1aClaude\u7684tool-use\u63a7\u5236\u6d41\u4e0eChatGPT\u7684GPTs\u7ed3\u6784\u5b8c\u5168\u4e0d\u540c\u3002\u76ee\u524d\u53ea\u662f\u901a\u8fc7CLI\/MCP\u505a\u6d45\u5c42\u517c\u5bb9\uff0c\u957f\u671f\u770b\u80fd\u5426\u5f62\u6210\u771f\u6b63\u7684\u8de8\u5e73\u53f0\u6807\u51c6\uff0c\u8fd8\u662f\u6ca6\u4e3a\u53e6\u4e00\u5957\u5782\u76f4\u7ed1\u5b9a\u89c4\u5219\uff0c\u5c06\u6709\u51b3\u5b9a\u6027\u5f71\u54cd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u81f3\u4e8e\u793e\u533a\u751f\u6001\uff0c\u672c\u8d28\u662f\u5012\u903c\u201c\u5de5\u4f5c\u6d41\u5373\u77e5\u8bc6\u8d44\u4ea7\u201d\u7684\u65b0\u7ecf\u6d4e\u6a21\u578b\u2014\u2014\u672a\u6765\u516c\u53f8\u91cc\u6700\u503c\u94b1\u7684\u4e0d\u662f\u4ee3\u7801\uff0c\u800c\u662f\u7ecf\u8fc7\u9a8c\u8bc1\u7684AI\u51b3\u7b56\u6d41\u6c34\u7ebf\u3002\u4f46\u8fd9\u9700\u8981\u6781\u5176\u7cbe\u7ec6\u7684\u7248\u672c\u63a7\u5236\u3001\u51b2\u7a81\u89e3\u51b3\u548c\u4fe1\u7528\u8bc4\u4ef7\u4f53\u7cfb\uff0c\u76ee\u524d\u7684\u4ea7\u54c1\u5f62\u6001\u8fd8\u5dee\u5f97\u5f88\u8fdc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u8bf4\uff1a\u60f3\u6cd5\u4e0d\u9519\uff0c\u4f46\u773c\u4e0b\u89e3\u51b3\u7684\u662f\u201c\u613f\u610f\u82b1\u8d39\u5927\u91cf\u65f6\u95f4\u53bb\u6807\u51c6\u5316\u81ea\u5df1\u5de5\u4f5c\u6d41\u7684\u4eba\u201d\u7684\u95ee\u9898\uff0c\u800c\u975e\u201c\u6240\u6709\u4eba\u201d\u7684\u95ee\u9898\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\">Epismo Agent Package<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI work disappears into personal chat histories. Agent Package helps you turn it into reusable workflows and portable context that humans and agents can fork, improve, and build on. It\u2019s not only what to prompt, but the whole actual workflow. The decisions, steps, review logic, and the entire background context. You can then reuse that knowledge across different tools (Claude Code, ChatGPT, Slack, whatever you use), share it to any discussion threads and your team. Stop starting over.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<br \/>\nI’m Hiroki, founder of Epismo. I built Agent Package because I kept getting the same problem: had an efficient workflow with my AI agent, and the session ends, and the work disappears. And I had to rebuild context from scratch next session or when switching to another tool. Sometimes I share a chat link to a teammate and I get it, it\u2019s just tedious to read through.<\/p>\n<p>The real issue is that we’ve been sharing the wrong unit. Prompts capture what to ask, but they don’t capture the decisions, the steps, logic, or the context that made the best results.<\/p>\n<p>Agent Package turns AI work into reusable packs:<br \/>\nWorkflow Pack captures how work runs: steps, human-agent handoffs, review logic, and acceptance checks, basically the whole operational path.<br \/>\nContext Pack captures what the work depends on: project background, decisions, standards, assumptions, and reusable knowledge.<\/p>\n<p>You don’t have to build it yourself. Fork a workflow from the community, whether that’s market research, hiring, or product launches, then customize it anyhow. It\u2019s simple normally (answer a few questions, or just chat with the AI using prompts that are already written) and from there, your only job is to make sure it runs well. No researching, no planning nor discussing, it saves a lot of time!<\/p>\n<p>You can install packs via CLI or MCP, load them into your agent, and use them across Claude, ChatGPT, Cursor, Slack, or whatever you\u2019re already using.<\/p>\n<p>What I’m most excited about is the community layer. You can keep packs private, share them with your team, or publish them so others can fork and improve them. The best AI workflows shouldn’t stay locked in one person’s chat history. They should compound.<\/p>\n<p>I’d love to hear: what’s the AI workflow you keep rebuilding from zero? Drop it below and I’ll help turn a few into packs in this thread.<br \/>\nThanks for checking this out \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hirokiyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hirokiyn<\/a> Upvoted! How does Epismo handle versioning when someone improves a forked pack? Does it notify the original author or allow pull\u2011style updates? I’m curious.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 see a world where teams publish context packs for their APIs so that anyone building integrations with them gets better AI results out of the box. Are you seeing that kind of use case emerge yet, or is it mostly individual teams packaging their own internal context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> Yes, definitely. I think a big opportunity is for teams to package their docs and product context in a way that works much better for agents. A lot of usage today is still internal, but this is one of the directions I\u2019m most excited about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits a real pain point, especially losing context between sessions and having to rebuild the same thinking over and over. I like the shift from just prompts to capturing the actual workflow and decisions behind the work, that part feels more useful long term. I\u2019ve run into this a lot switching tools mid-task, so this resonates. I just upvoted it, nice work shipping 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<\/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\/ME6RFXEWT6PXG3\" class=\"app-title\">Vouch API<\/a><\/p>\n<div class=\"one-liner\">AI equity research that proves it isn’t lying<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vouch API \u4e3a\u91d1\u878d\u5408\u89c4\u573a\u666f\u63d0\u4f9b\u53ef\u52a0\u5bc6\u6eaf\u6e90\u3001\u53ef\u9a8c\u8bc1\u7684AI\u80a1\u6743\u7814\u62a5\uff0c\u89e3\u51b3AI\u5206\u6790\u7ed3\u679c\u96be\u4ee5\u5e94\u5bf9\u76d1\u7ba1\u5ba1\u67e5\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d4e8a60-7c4a-49c2-b3af-5dda145d11b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Investing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u91d1\u878d\u7814\u62a5<\/span><br \/>\n <span class=\"tag\">SEC XBRL\u6570\u636e<\/span><br \/>\n <span class=\"tag\">DCF\u4f30\u503c<\/span><br \/>\n <span class=\"tag\">\u8499\u7279\u5361\u6d1b\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u52a0\u5bc6\u8ba4\u8bc1<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u673a\u6784\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u81ea\u6108\u7ba1\u9053<\/span><br \/>\n <span class=\"tag\">NVIDIA Inception<\/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>\u521b\u59cb\u4eba\u4e0e\u7528\u6237\u4ea4\u6d41\u56f4\u7ed5\u91d1\u878d\u5408\u89c4\u75db\u70b9\uff0c\u5f3a\u8c03AI\u8f93\u51fa\u7f3a\u4e4f\u53ef\u5ba1\u8ba1\u8ffd\u6eaf\u7684\u201c\u7eb8\u9762\u8bb0\u5f55\u201d\u662f\u673a\u6784\u91c7\u7eb3\u7684\u963b\u529b\u3002\u5f53\u524d\u52a0\u5bc6\u8ba4\u8bc1\u5c42\u5df2\u67b6\u6784\u5b8c\u6210\u4f46\u672a\u5b8c\u5168\u4e0a\u7ebf\uff0c\u6b63\u5bfb\u6c42\u98ce\u9669\u538c\u6076\u578b\u4e70\u65b9\u7684\u771f\u5b9e\u53cd\u9988\u4e0e\u83b7\u5ba2\u7b56\u7565\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 Vouch API\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5c06AI\u7814\u62a5\u7684\u4fe1\u4efb\u95ee\u9898\u4ece\u201c\u7ed3\u679c\u8d28\u91cf\u201d\u8f6c\u79fb\u5230\u4e86\u201c\u8fc7\u7a0b\u53ef\u8bc1\u6027\u201d\u2014\u2014\u540e\u8005\u624d\u662f\u91d1\u878d\u673a\u6784\u7684\u771f\u6b63\u95e8\u69db\u3002\u7528\u52a0\u5bc6\u7b7e\u540d\u9501\u5b9a\u6570\u636e\u6765\u6e90\u3001\u4f30\u503c\u6a21\u578b\u4e0e\u6a21\u62df\u8def\u5f84\uff0c\u5b9e\u8d28\u4e0a\u662f\u7528\u5de5\u7a0b\u624b\u6bb5\u5e94\u5bf9\u6cd5\u5f8b\u5408\u89c4\u9700\u6c42\uff0c\u8fd9\u662f\u6bd4\u201c\u66f4\u51c6\u7684\u9884\u6d4b\u201d\u66f4\u52a1\u5b9e\u7684\u5207\u5165\u70b9\u3002\u521b\u59cb\u4eba\u9009\u62e9SEC XBRL\u4f5c\u4e3a\u552f\u4e00\u6570\u636e\u6e90\uff0c\u65e2\u907f\u514d\u4e86AI\u5e7b\u89c9\u6269\u6563\uff0c\u4e5f\u8ba9\u5ba1\u8ba1\u94fe\u6761\u7b80\u6d01\u53ef\u63a7\uff1b\u81ea\u6108\u7ba1\u9053\u4ece45%\u523096.8%\u7684\u6210\u529f\u7387\u8bf4\u660e\u5176\u5bf9\u6570\u636e\u6e05\u6d17\u4e0e\u6a21\u578b\u81ea\u4f18\u5316\u7684\u91cd\u89c6\u3002\u503c\u5f97\u7559\u610f\u7684\u98ce\u9669\u662f\uff1a\u52a0\u5bc6\u8ba4\u8bc1\u5c42\u5c1a\u672a\u5b8c\u5168\u4e0a\u7ebf\uff0c\u8fd9\u6070\u662f\u4ea7\u54c1\u6838\u5fc3\u5dee\u5f02\u70b9\uff0c\u5ef6\u8fdf\u4ea4\u4ed8\u53ef\u80fd\u524a\u5f31\u65e9\u671f\u53e3\u7891\uff1b\u53e6\u5916\u5355\u67aa\u5339\u9a6c\u505a\u673a\u6784\u7ea7\u5de5\u5177\uff0c\u9500\u552e\u4e0e\u5ba2\u6237\u6210\u529f\u80fd\u529b\u662f\u66f4\u5927\u74f6\u9888\uff0c\u800c\u975e\u6280\u672f\u3002\u60f3\u6253\u52a8FINRA\u7ea7\u522b\u7684\u4e70\u5bb6\uff0c\u4e0e\u5176\u5c55\u793a\u6280\u672f\u67b6\u6784\uff0c\u4e0d\u5982\u7ed9\u51fa\u4e00\u4e2a\u6a21\u62df\u5408\u89c4\u573a\u666f\u4e0b\u7684\u5b8c\u6574\u5ba1\u8ba1\u8ffd\u8e2a\u6848\u4f8b\u3002\u4ea7\u54c1\u7a00\u7f3a\u6027\u9ad8\uff0c\u4f46\u5546\u4e1a\u5316\u8010\u5fc3\u8981\u6c42\u66f4\u9ad8\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\">Vouch API<\/span>\n <\/div>\n<div class=\"comment-content\">Vouch API generates institutional-grade equity research and certifies its correctness with cryptographic proof. SEC XBRL data, DCF valuation, Monte Carlo simulation with deterministic verification. Built for compliance teams, portfolio managers, and anyone who needs AI research they can actually defend to a regulator. Backed by OpenAI SMB and NVIDIA Inception. Built solo. Early alpha \u2014 would love your feedback.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey! Owais here, solo founder and MBA.<\/p>\n<p>I spent a long time watching institutional finance firms want to use AI and not be able to. Not because the outputs were bad, because there was no paper trail. FINRA doesn’t care how good your summary is. It cares that you can reproduce and defend the decision.<\/p>\n<p>So I built the thing I kept wishing existed. 80+ specialized agents, SEC XBRL as the ground truth, a self-healing pipeline that went from 45% to 96.8% success over 3 months by detecting its own failure patterns and rewriting its own prompts.<\/p>\n<p>Honest alpha moment: the cryptographic certification layer is architecturally done but not fully live in prod yet. Shipping it this week. Wanted to put this in front of real people before I did.<\/p>\n<p>Would especially love to hear from anyone in finance, compliance, or who has tried to sell AI tools to risk-averse buyers. What actually got the meeting?<\/p>\n<p>Thanks for being here \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/JJGB7BNCTRLAHA\" class=\"app-title\">Subgrapher<\/a><\/p>\n<div class=\"one-liner\">P2P desktop app for building, browsing, & sharing knowledge<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Subgrapher \u662f\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u3001\u53bb\u4e2d\u5fc3\u5316\u7684 P2P \u77e5\u8bc6\u684c\u9762\u5e94\u7528\uff0c\u65e8\u5728\u6253\u7834\u5e94\u7528\u548c\u6570\u636e\u5b64\u5c9b\uff0c\u8ba9\u7528\u6237\u80fd\u50cf\u6784\u5efa\u8bed\u4e49\u7f51\u7edc\u4e00\u6837\u81ea\u7531\u5730\u6d4f\u89c8\u3001\u5206\u4eab\u548c\u63a8\u7406\u7814\u7a76\u8d44\u6599\uff0c\u8fdc\u79bb\u4e2d\u5fc3\u5316\u5e73\u53f0\u7684\u9650\u5236\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/dd1a96ab-6c6f-4fb0-98cd-12aee3d24acc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/l4z1ddCcjEQ?si=T0BvRP0nkr6yJSNZ\"><source src=\"https:\/\/youtu.be\/l4z1ddCcjEQ?si=T0BvRP0nkr6yJSNZ\" 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\/2b33b8dd-1f08-4ca6-b375-3c84813384c2.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\/58ddfa61-8373-4262-bf9b-26dc2b0120ee.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\/fa09ffc3-d253-4099-b4c1-341e072bc0b0.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\/a3033553-af22-48e2-b773-45c5c124e869.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\/1ca8a324-f459-4327-b36f-357917ba850f.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\/c8064f80-4b8b-42d0-b7c1-58587ff17f67.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\/cc767616-52d9-4313-bb02-444b0f0166de.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\/edbf4245-df3d-4788-a630-a389ed1da299.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\/ad540d1f-d8c0-4ff6-b678-096468fa37f8.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\/bff2e14e-d11c-4cf5-b6be-34852e6b2124.jpeg?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\">Email<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">P2P<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u53f0<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u7535\u62a5\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u8d85\u7f51<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u7ec4\u7ec7\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\u8ba4\u53ef\u672c\u5730\u4f18\u5148\u548c\u53bb\u4e2d\u5fc3\u5316\u5bf9\u77e5\u8bc6\u5206\u4eab\u7684\u4ef7\u503c\uff0c\u4f46\u8d28\u7591\u5728\u65e0\u4e2d\u5fc3\u7d22\u5f15\u4e0b\u5982\u4f55\u53d1\u73b0\u4ed6\u4eba\u77e5\u8bc6\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u901a\u8fc7\u201c\u8bed\u4e49\u5f15\u7528\u201d\u548c\u201c\u8d85\u7f51\u201d\u673a\u5236\uff0c\u7528\u6237\u53ef\u53d1\u5e03\u5f15\u7528\u5e76\u5141\u8bb8\u4ed6\u4eba\u5206\u53c9\u3001\u6295\u7968\u548c\u63d0\u95ee\uff0c\u4ece\u800c\u5b9e\u73b0\u53bb\u4e2d\u5fc3\u5316\u53d1\u73b0\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 Subgrapher \u7684\u91ce\u5fc3\u5f88\u5927\uff0c\u8bd5\u56fe\u7528\u4e00\u4e2a\u5de5\u5177\u89e3\u51b3\u201c\u77e5\u8bc6\u5b64\u5c9b\u201d\u3001\u201c\u4e2d\u5fc3\u5316\u4f9d\u8d56\u201d\u548c\u201c\u4e2a\u4eba\u751f\u4ea7\u529b\u201d\u4e09\u4e2a\u957f\u671f\u75db\u70b9\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u67d0\u4e2a\u5177\u4f53\u529f\u80fd\uff08\u5982AI\u6216\u90ae\u4ef6\u5ba2\u6237\u7aef\uff09\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u8bed\u4e49\u5f15\u7528\u201d\u4e0e\u201cP2P\u8d85\u7f51\u201d\u7ed3\u5408\uff0c\u6784\u5efa\u4e00\u4e2a\u53ef\u590d\u7528\u3001\u53ef\u4f20\u64ad\u7684\u77e5\u8bc6\u56fe\u3002\u8fd9\u6bd4\u4f20\u7edf\u7684\u6807\u7b7e\u6216\u6587\u4ef6\u5939\u65b9\u5f0f\u66f4\u63a5\u8fd1\u4eba\u7c7b\u601d\u8003\u672c\u8d28\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u5b83\u9762\u4e34\u5de8\u5927\u7684\u843d\u5730\u6311\u6218\uff1a1\uff09\u7528\u6237\u6559\u80b2\u6210\u672c\u6781\u9ad8\u3002\u201c\u8bed\u4e49\u5bb9\u5668\u201d\u548c\u201c\u53bb\u4e2d\u5fc3\u5316\u5206\u53c9\u201d\u8fd9\u7c7b\u6982\u5ff5\u5bf9\u666e\u901a\u7528\u6237\u95e8\u69db\u8fc7\u9ad8\uff0c\u65e9\u671f\u5fc5\u7136\u9677\u5165\u6781\u5ba2\u81ea\u55e8\u30022\uff09P2P\u7f51\u7edc\u7684\u51b7\u542f\u52a8\u95ee\u9898\u7a81\u51fa\u3002\u6ca1\u6709\u8db3\u591f\u7684\u9ad8\u8d28\u91cf\u5185\u5bb9\u7f51\u7edc\uff0c\u5f15\u7528\u548c\u5206\u53c9\u5c31\u53d8\u6210\u7a7a\u8c08\uff0c\u7528\u6237\u7f3a\u4e4f\u53c2\u4e0e\u52a8\u529b\u30023\uff09\u529f\u80fd\u8fc7\u4e8e\u5e9e\u6742\u3002\u96c6\u6210AI\u3001\u90ae\u4ef6\u3001\u65e5\u7a0b\u4e0eP2P\u77e5\u8bc6\u5e93\uff0c\u5f88\u53ef\u80fd\u8ba9\u6bcf\u4e2a\u6a21\u5757\u90fd\u4e0d\u591f\u6df1\uff0c\u6ca6\u4e3a\u201c\u5927\u800c\u5168\u4f46\u5904\u5904\u6d45\u201d\u7684\u534a\u6210\u54c1\u30024\uff09\u5176\u4f9d\u8d56\u7684\u672c\u5730\u6a21\u578b\u548c\u7535\u62a5\u63a8\u7406\uff0c\u770b\u4f3c\u9177\u70ab\uff0c\u5b9e\u5219\u5bf9\u8ba1\u7b97\u80fd\u529b\u548c\u7528\u6237\u4f53\u9a8c\u662f\u53cc\u91cd\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f52\u6839\u7ed3\u5e95\uff0cSubgrapher \u66f4\u50cf\u4e00\u4e2a\u7406\u5ff5\u5148\u8fdb\u7684\u539f\u578b\uff0c\u800c\u975e\u6210\u719f\u4ea7\u54c1\u3002\u5982\u679c\u56e2\u961f\u80fd\u805a\u7126\u4e8e\u201cP2P\u77e5\u8bc6\u5f15\u7528\u4e0e\u53d1\u73b0\u201d\u8fd9\u4e00\u6838\u5fc3\u5dee\u5f02\u70b9\uff0c\u780d\u6389\u5197\u4f59\u529f\u80fd\uff0c\u5e76\u91c7\u7528\u66f4\u7b80\u5355\u7684\u4ea4\u4e92\uff08\u5982\u63d2\u4ef6\u6216\u6d4f\u89c8\u5668\u6269\u5c55\uff09\u6765\u964d\u4f4e\u5fc3\u667a\u8d1f\u62c5\uff0c\u624d\u771f\u6b63\u6709\u53ef\u80fd\u4ece\u201c\u521b\u65b0\u73a9\u5177\u201d\u8fdb\u5316\u6210\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u4f1a\u6210\u4e3a\u53c8\u4e00\u4e2a\u4ee4\u4eba\u60cb\u60dc\u7684\u3001\u88ab\u5b8f\u5927\u53d9\u4e8b\u538b\u57ae\u7684\u5f00\u6e90\u5b9e\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Subgrapher<\/span>\n <\/div>\n<div class=\"comment-content\">a local-first AI workspace a mail client a personal organizer for time and events a decentralized knowledge and message sharing platform a remote interface for reasoning over your work through Telegram with local models The project exists because I wanted a better way to share research with other people. It is open source and still in progress.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Human knowledge usually lives in semantic containers, not in flat lists of links or isolated files.<\/p>\n<p>Most software keeps knowledge trapped in separate apps, inboxes, and private silos. Most sharing tools also depend on centralized servers.<\/p>\n<p>Subgrapher is an attempt to build for the open web and open communication instead: a system where references, research, messages, and agents can move across those walls without defaulting to closed platforms.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>P2P knowledge sharing is genuinely interesting because the centralized model has so many failure points \u2014 the platform changes, goes down, or starts optimizing for things you don’t care about. Local-first makes real sense as a counter to that. Curious how you’re thinking about discovery though: how do people find relevant knowledge from others on the network without some kind of central index pulling it together?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@pratikraj semantic reference and hyperweb, these are the key words will be helpful when you use the system, you will make references for yourself and publish some of the references in the hyperweb, so that other users can import them by forking – while everything is decentralised.<br \/>\nNow the discovery part,<br \/>\nPeople can vote on the references, even they can send messages or post questions.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/4OC5EFWECSDQJR\" class=\"app-title\">White Rabbit<\/a><\/p>\n<div class=\"one-liner\">AI-powered B2B matchmaking that drives leads<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">64<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>White Rabbit \u662f\u4e00\u4e2a\u4e13\u4e3aB2B AI\u4ee3\u7406\u6253\u9020\u7684\u201c\u53cd\u793e\u4ea4\u201d\u5b9e\u65f6\u4f9b\u9700\u5339\u914d\u7f51\u7edc\uff0c\u5e2e\u52a9\u4f01\u4e1a\u81ea\u52a8\u5bfb\u627e\u5ba2\u6237\u3001\u8c08\u5224\u5e76\u83b7\u53d6\u9ad8\u610f\u5411\u5546\u673a\uff0c\u5f7b\u5e95\u6539\u53d8\u4f4e\u6548\u7684\u4eba\u5de5\u62d3\u5ba2\u6a21\u5f0f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37bd1e1f-7c8d-4016-9f1e-fcaa4abccd7d.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\/dcab469a-5592-49e5-b0d6-cc427096cd1f.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\/ab8ac8c6-5976-44fc-b058-515010ad2013.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\/5869387c-c10c-42db-870d-f74df4d8095d.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\/83699fd2-6e69-4f6e-a8d0-f2a9beafc999.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\/0ea20b2d-4253-468c-9f7f-9dec55add2f1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/TqEKBIN6Occ\"><source src=\"https:\/\/youtu.be\/TqEKBIN6Occ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">LinkedIn<\/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\u521b\u65b0\u6027\uff0c\u79f0\u586b\u8865\u4e86\u5e02\u573a\u7a7a\u767d\uff1b\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728AI\u4ee3\u7406\u95f4\u7684\u4fe1\u4efb\u4e0e\u9a8c\u8bc1\u673a\u5236\u3001\u5982\u4f55\u5904\u7406\u4e0d\u7b26\u5408\u89c4\u5219\u7684\u51fa\u4ef7\uff08\u5982\u4ef7\u683c\u5e95\u7ebf\uff09\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301\u4e0e\u5e73\u53f0\u5916AI\u4ee3\u7406\u4ea4\u4e92\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u6700\u7ec8\u51b3\u7b56\u4ecd\u7531\u4eba\u638c\u63a7\uff0c\u5e76\u6b63\u8003\u8651\u5f00\u653e\u5916\u90e8\u4ee3\u7406\u8fde\u63a5\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 White Rabbit \u5207\u4e2d\u4e86B2B\u9500\u552e\u9886\u57df\u6700\u539f\u59cb\u7684\u75db\u70b9\u2014\u2014\u4fe1\u606f\u4e0d\u5bf9\u79f0\u4e0e\u4e2d\u4ecb\u5197\u4f59\u3002\u5c06\u201c\u793e\u4ea4\u201d\u5c5e\u6027\u4ece\u4eba\u5265\u79bb\uff0c\u4ea4\u7ed9AI\u4ee3\u7406\u505a\u201c\u53cd\u793e\u4ea4\u201d\u5339\u914d\uff0c\u8fd9\u4e00\u53cdLinkedIn\u7684\u5b9a\u4f4d\u786e\u5b9e\u5927\u80c6\u4e14\u5bcc\u6709\u6d1e\u5bdf\u529b\u3002\u5176\u8bbe\u60f3\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u7528\u7b97\u6cd5\u5b9e\u65f6\u64ae\u5408\u4f9b\u9700\uff0c\u6709\u671b\u5927\u5e45\u964d\u4f4e\u4f01\u4e1a\u83b7\u5ba2\u6210\u672c\uff0c\u5c24\u5176\u5bf9\u4e2d\u5c0f\u516c\u53f8\u6765\u8bf4\uff0c\u786e\u5b9e\u53ef\u80fd\u6210\u4e3a\u6253\u7834\u5927\u4f01\u4e1a\u8d44\u6e90\u5784\u65ad\u7684\u5229\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u9762\u4e34\u6700\u5927\u7684\u201c\u4fe1\u4efb\u9e3f\u6c9f\u201d\u5e76\u672a\u88ab\u5145\u5206\u89e3\u7b54\u3002B2B\u4ea4\u6613\u4e0d\u662fC\u7aef\u78b0\u8fd0\u6c14\uff0c\u6d89\u53ca\u4f01\u4e1a\u8d44\u8d28\u3001\u5408\u540c\u6548\u529b\u3001\u4ea4\u6613\u5b89\u5168\u7b49\u6df1\u5c42\u95ee\u9898\u3002\u7528\u6237\u53cd\u590d\u8ffd\u95ee\u7684\u201c\u5982\u4f55\u786e\u4fdd\u4ee3\u7406\u771f\u5b9e\u4ee3\u8868\u5408\u6cd5\u4f01\u4e1a\u201d\u3001\u201c\u5982\u4f55\u9650\u5236\u4ee3\u7406\u7684\u8c08\u5224\u6743\u9650\uff08\u5982\u5e95\u4ef7\uff09\u201d\uff0c\u8fd9\u4e9b\u90fd\u76f4\u6307\u5e73\u53f0\u80fd\u5426\u6784\u5efa\u8d77\u53ef\u4fe1\u7684\u5546\u4e1a\u57fa\u7840\u8bbe\u65bd\u3002\u4ec5\u9760\u201c\u6700\u7ec8\u7531\u4eba\u7c7b\u51b3\u7b56\u201d\u6765\u56de\u5e94\uff0c\u66b4\u9732\u4e86\u5f53\u524d\u4ea7\u54c1\u5728\u4ea4\u6613\u95ed\u73af\u4e0a\u7684\u8584\u5f31\uff1a\u5982\u679cAI\u53ea\u662f\u5e2e\u4eba\u7b5b\u9009\u566a\u97f3\uff0c\u90a3\u5b83\u548c\u201c\u9ad8\u7ea7\u7248BP\u673a\u201d\u6ca1\u6709\u672c\u8d28\u533a\u522b\uff0c\u65e0\u6cd5\u771f\u6b63\u66ff\u4ee3\u4e2d\u95f4\u5546\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662f\u7f51\u7edc\u6548\u5e94\u9677\u9631\u2014\u2014\u6b63\u5982\u521b\u59cb\u4eba\u627f\u8ba4\uff0c\u5e73\u53f0\u4ef7\u503c\u968f\u7528\u6237\u89c4\u6a21\u589e\u957f\uff0c\u4f46\u65e9\u671f\u51b7\u542f\u52a8\u9636\u6bb5\uff0c\u7a00\u758f\u7684\u4ee3\u7406\u6c60\u53ea\u4f1a\u5bfc\u81f4\u5339\u914d\u6548\u7387\u4f4e\u4e0b\uff0c\u7528\u6237\u53c2\u4e0e\u5ea6\u96be\u4ee5\u4e3a\u7ee7\u3002\u6b64\u5916\uff0c\u201c\u81ea\u5e26API\u5bc6\u94a5\u53ef\u514d\u8d39\u4f7f\u7528\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u5728AI\u7b97\u529b\u6210\u672c\u9ad8\u4f01\u7684\u80cc\u666f\u4e0b\uff0c\u53ef\u6301\u7eed\u6027\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cWhite Rabbit \u63d0\u51fa\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u65b9\u5411\uff0c\u4f46\u4ece\u6982\u5ff5\u9a8c\u8bc1\u5230\u53ef\u4fe1\u8d56\u7684B2B\u4ea4\u6613\u57fa\u7840\u8bbe\u65bd\uff0c\u4e2d\u95f4\u9694\u7740\u201c\u9a8c\u8bc1\u673a\u5236\u201d\u3001\u201c\u9690\u79c1\u5408\u89c4\u201d\u3001\u201c\u4ea4\u6613\u4fdd\u969c\u201d\u4e09\u5ea7\u5927\u5c71\u3002\u5982\u679c\u4e0d\u80fd\u5728\u4fe1\u4efb\u5c42\u548c\u4ea4\u6613\u95ed\u73af\u4e0a\u7ed9\u51fa\u5b9e\u8d28\u6027\u65b9\u6848\uff0c\u5b83\u6700\u7ec8\u53ef\u80fd\u53ea\u6ca6\u4e3a\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684AI\u540d\u7247\u4ea4\u6362\u5668\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\">White Rabbit<\/span>\n <\/div>\n<div class=\"comment-content\">World’s first “asocial”, professional network for B2B AI Agents. Think of LinkedIn, but for AI agents, which acts as real time supply & demand matching engine. Create your agent within minutes and let it do your job – finding customers, negotiation with other agents, sourcing products and suppliers. Generate B2B leads by real-time matching with highest intent buyers. It\u2019s a shift from manual prospecting to continuous, autonomous discovery.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt community,<\/p>\n<p>The other day, I caught myself thinking about how outdated B2B sales and marketing still are: inefficient, expensive, and full of intermediaries just to reach your own customers.<\/p>\n<p>So I asked a simple question: what if supply and demand could be matched in real time using algorithms and AI agents?<\/p>\n<p>Why spend time on repetitive outreach or burn budgets on rising ad costs, when AI agents could handle discovery, qualification, and even negotiation, while humans step in only at the final stage?<\/p>\n<p>That\u2019s how <a href=\"https:\/\/white-rabbit.social\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">White Rabbit<\/a> was born: the first \u201casocial\u201d B2B network built for AI agents. Think of it as a stock exchange for B2B products and services, or a version of LinkedIn where posting and conversations are handled entirely by AI.<\/p>\n<p>This isn\u2019t just another commercial project for me. It\u2019s a mission to level the playing field between large and small companies, giving everyone equal access to demand.<\/p>\n<p>If that resonates, join me on this journey \ud83d\ude80 <br \/>Davit<\/p>\n<\/p>\n<p>P. S. Feel free to join our <a href=\"https:\/\/discord.gg\/qb5kPMtZ\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Discord<\/a> as well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Congratulations on the launch Davit! This seems to cover an much needed gap in the market. Agents finding other agents and completing tasks – you are essentially creating a LinkedIn for AI Agents. <br \/>The extra cool stuff would be, if the agents could actually scout business data on databases, data points and sentiment. <br \/>Well done and wishing you much success 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\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Congrats Davit! \ud83d\ude80 wild idea but makes total sense. btw what’s the verification mechanism to ensure an agent actually represents a legit business?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Really interesting direction \u2014 moving from people-powered networking to agents doing the matching is a pretty big shift.<\/p>\n<p>I’m curious: how do you handle trust and verification between agents? Especially in B2B deals where quality and reliability really matter.<\/p>\n<p>Also, love the name White Rabbit. Super memorable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Davit – great work! <\/p>\n<p>Just a question on AI agents – does it only work well if there is a big pool of AI agents within White Rabbit or you’d also fetch \/ try to interact with public AI agents outside of the tool? and can I create multiple AI agents at the same time as I have different service offerings etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@withstephen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@withstephen<\/a> Hi Stephen, good questions! Yes, obviously it is a network and larger the pool, better for the overall network. Think of social media or dating, similar dynamics here. But we are growing pretty fast, so I think we’ll reach a critical mass soon.<\/p>\n<\/p>\n<p>As for outside agents: I’m thinking about adding it but for now, you can create an agent directly on the platform, its very easy and self explaining process. You can create several (we have some limitations, just to fight the spam) and if you bring own key, you have pretty generous limits. Plus its free all the way (as long as I can pay the infra costs \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>WOW congrats for launching such a product. I haven’t seen this category of product before!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alara_akcasiz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alara_akcasiz<\/a> Thanks. Yes you didn’t because it’s my invention \ud83d\ude42 Its really pretty unique.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks for the encouragement. The positioning came from watching how much time our early users spent manually sorting through noise on traditional networks. Flipping it to let AI agents do the heavy lifting felt like the natural next step.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Thanks Saul. I see it in same way. Besides manual sorting we help companies to skip the gatekeepers and intermediaries alltogether!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on launch! b2b sales really does feel broken in many places. Curious how you\u2019ll solve trust between AI agents \u2013 that feels like the key part 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\/@ikalimullin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ikalimullin<\/a> Thanks Ilnur. Better the prompts, higher the quality of agent interaction. The final decision is still on humans, whether they want to continue the talks with each other, or one of the sides thinks that the lead\/offer is irrelevant.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Davit!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Thanks Aleksandar!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wishing you a successful 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thanks Nika!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “asocial professional network” framin, flipping LinkedIn for AI agents instead of humans is one of the boldest positioning lines I’ve seen on PH this week. Rooting for where this goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@linoy_bar_gal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linoy_bar_gal<\/a> Thanks Linoy! I hope I can deliver on my promise to revolutionise B2B! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations. And happy product launch. <a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/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\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thank you Huisong!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very cool – how to you add parameters or deterministic restrictions to the AI Agents so they don’t violate some no-gos from either party? (price floor… stipulations etc )<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YN5CZXXQZEJNB6\" class=\"app-title\">Mirr<\/a><\/p>\n<div class=\"one-liner\">Fire your social media agency. Mirr posts for you.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">39<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mirr \u662f\u4e00\u6b3e\u4e3a\u72ec\u7acb\u521b\u59cb\u4eba\u6253\u9020\u7684AI\u793e\u4ea4\u5a92\u4f53\u4ee3\u7406\uff0c\u53ea\u9700\u8f93\u5165\u4e00\u4e2a\u521b\u610f\u70b9\u5b50\uff0c\u5373\u53ef\u81ea\u52a8\u751f\u6210\u5e76\u53d1\u5e03\u4e00\u5468\u7684\u56fe\u6587\u3001\u89c6\u9891\u3001\u535a\u5ba2\u7b49\u5185\u5bb9\uff0c\u5f7b\u5e95\u544a\u522b\u624b\u52a8\u8fd0\u8425\u548c\u6602\u8d35\u5916\u5305\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd6a9633-f71f-44a8-a56f-8212416f40a8.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\/58d3d85e-f131-4387-ac6d-1b5bbda692a9.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\/bedd2354-df32-41fd-af11-f6b1b0a07d2e.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\/91682c9c-ac28-4a66-a39b-08962d1c8d06.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\/2f62a4d1-72a7-4e0b-bdd9-7fa11a4aaae6.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\/2877b2fa-ce48-4f97-a4a6-e68f5a976e8e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/FaNP6c7ES3E\"><source src=\"https:\/\/youtu.be\/FaNP6c7ES3E\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Social media marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u793e\u4ea4\u5a92\u4f53\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u81ea\u52a8\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u521b\u59cb\u4eba<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">AI\u5b66\u4e60\u7528\u6237\u98ce\u683c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u65e5\u5386<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8c03\u6027\u5b66\u4e60<\/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\u793e\u4ea4\u5a92\u4f53\u8fd0\u8425\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u8d5e\u8d4f\u201c\u4e00\u4e2a\u60f3\u6cd5\u751f\u6210\u4e00\u5468\u5185\u5bb9\u201d\u7684\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u5305\u62ec\uff1a\u662f\u5426\u652f\u6301Reddit\u5e73\u53f0\uff1f\u4ee5\u53ca\u5982\u4f55\u786e\u4fdd\u5185\u5bb9\u957f\u671f\u4e0d\u91cd\u590d\u3001\u4e0d\u8dd1\u504f\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u901a\u8fc7\u201c\u89d2\u8272\u7cfb\u7edf\u201d\u5b66\u4e60\u54c1\u724c\u8bed\u8c03\u6765\u4fdd\u8bc1\u4e00\u81f4\u6027\u548c\u975e\u91cd\u590d\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mirr\u7cbe\u51c6\u5207\u4e2d\u4e86\u72ec\u7acb\u521b\u59cb\u4eba\u201c\u65e2\u8981\u53c8\u8981\u8fd8\u8981\u201d\u7684\u4f2a\u547d\u9898\u2014\u2014\u65e2\u60f3\u7ef4\u6301\u793e\u4ea4\u5b58\u5728\u611f\uff0c\u53c8\u4e0d\u613f\uff08\u6216\u6ca1\u94b1\uff09\u6295\u5165\u65f6\u95f4\u6216\u8d44\u91d1\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201cAI\u5185\u5bb9\u521b\u4f5c\u201d\uff0c\u800c\u662f\u201c\u6d41\u7a0b\u81ea\u52a8\u5316\u95ed\u73af\u201d\uff1a\u5c06\u7075\u611f-\u521b\u4f5c-\u6392\u671f-\u53d1\u5e03-\u4e92\u52a8\u6574\u5408\u81f3\u4e00\u4e2a\u754c\u9762\uff0c\u5f7b\u5e95\u6253\u788e\u73b0\u5b58\u7684\u591a\u5de5\u5177\u62fc\u51d1\u6d41\uff08Canva+CapCut+Buffer+ChatGPT\uff09\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u514b\u9686\u4e00\u4e2a\u6210\u672c3000\u7f8e\u5143\/\u6708\u7684\u793e\u5a92\u4ee3\u8fd0\u8425\u56e2\u961f\uff0c\u4f46\u53ea\u5356Netflix\u7684\u8ba2\u9605\u4ef7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e76\u975eAI\u751f\u6210\u80fd\u529b\uff08GPT\u7c7b\u6a21\u578b\u5747\u5df2\u5185\u7f6e\uff09\uff0c\u800c\u662f\u5176\u201c\u89d2\u8272\u7cfb\u7edf\u201d\u5bf9\u54c1\u724c\u8bed\u8c03\u7684\u6301\u7eed\u5b66\u4e60\u4e0e\u8bb0\u5fc6\u80fd\u529b\u3002\u8fd9\u51b3\u5b9a\u4e86\u5185\u5bb9\u662f\u5426\u80fd\u5728\u7b2c\u4e09\u5468\u540e\u4f9d\u7136\u50cf\u201c\u4eba\u201d\u800c\u975e\u201cAI\u5e9f\u6599\u201d\u3002\u76ee\u524d39\u7968\u7684\u8f83\u4f4e\u70ed\u5ea6\u4e5f\u6697\u793a\uff0c\u4ea7\u54c1\u66f4\u9002\u7528\u4e8e\u6781\u5ea6\u8ffd\u6c42\u6548\u7387\u7684\u6781\u5ba2\u578b\u521b\u59cb\u4eba\uff0c\u800c\u975e\u9700\u8981\u4e13\u4e1a\u7b56\u7565\u7684\u6210\u957f\u578b\u54c1\u724c\u3002\u6b64\u5916\uff0c\u7f3a\u5c11\u5bf9Reddit\u7b49\u957f\u5c3e\u8ba8\u8bba\u5e73\u53f0\u7684\u652f\u6301\uff0c\u66b4\u9732\u51fa\u5176\u521d\u671f\u76ee\u6807\u660e\u786e\u4f46\u573a\u666f\u8986\u76d6\u6709\u9650\u3002\u5982\u679cMirr\u672a\u6765\u80fd\u8fdb\u5316\u51fa\u201c\u57fa\u4e8e\u7528\u6237\u56de\u590d\u7684\u81ea\u52a8\u4e92\u52a8\u4e0e\u4e8c\u6b21\u521b\u4f5c\u201d\u80fd\u529b\uff0c\u5b83\u5c06\u4e0d\u4ec5\u662f\u4ee3\u8fd0\u8425\u7684\u5e73\u66ff\uff0c\u66f4\u53ef\u80fd\u6210\u4e3a\u521b\u59cb\u4eba\u624b\u4e2d\u771f\u6b63\u7684\u589e\u957f\u5f15\u64ce\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\">Mirr<\/span>\n <\/div>\n<div class=\"comment-content\">Social media agency $3,000\/month. Mirr costs less than Netflix. AI social media team for founders who’d rather ship than post. Drop one idea \u2014 get a week of content. Carousels, videos, blogs, and texts generated in your voice, then scheduled and auto-published across Instagram, Threads, X, and LinkedIn in one click. Built for solo founders and lean teams. No more blank Notion docs. No more stitching Canva + CapCut + Buffer + ChatGPT together. Fire the agency. Run social on autopilot.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m Tae \u2014 solo founder, also solo marketer, also solo support team. You know the drill.<\/p>\n<p>Mirr started from a selfish problem: I was spending 3 hours a day making carousels, scripts, and captions just to stay “consistent” on socials. Meanwhile the actual product wasn’t getting built. <\/p>\n<\/p>\n<p>A social media agency quoted me $3K\/month. Absolutely not.<\/p>\n<p>So I built the thing I wanted \u2014 an AI team that takes one idea and turns it into a week of content across Instagram, Threads, X, and LinkedIn. In my voice. Scheduled. Published. Done.<\/p>\n<p>A few things I’m proud of:<br \/>\u2192 One prompt \u2192 carousel + short-form video + blog + captions (not just captions like 90% of AI tools)<br \/>\u2192 Actually learns your voice from your past posts<br \/>\u2192 Scheduling + comment inbox + analytics in one tab, not five<\/p>\n<p>\ud83c\udf81 PH exclusive: code <strong>PRODUCTHUNT<\/strong> = 40% off your first month.<\/p>\n<p>Honest question for you: what’s the one part of social media you’d pay anything to never do again? I’m reading every comment today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@greythegyutae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@greythegyutae<\/a> One idea into a week of content… the dream of every ‘build in public’ founder. I\u2019d happily never touch a carousel design again. Love the aesthetic of the platform too. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>A service with massive growth potential. The essential AI for SNS marketing that early-stage startups need most. An automated traffic-hunting machine.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Been using Mirr and genuinely love how much time it saves. As a founder, social always felt like something I <em>should<\/em> do but kept pushing off. Mirr makes it way easier to turn one idea into consistent content without juggling five different tools. Huge 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\/@bigmacfive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bigmacfive<\/a> Thank you bro, I’m really happy to help you with mirr!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 waiting for something like this. as a founder, managing social media has always been such a pain. congrats on the launch, mirr! gonna try it out this week <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaeho_lee3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaeho_lee3<\/a> Give it a try! It\u2019s a product made just for founders like 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>Cool idea, I\u2019d love to give it a try. How does it work for <strong>Reddit,<\/strong> does it mirror posts there too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Not gonna lie, most \u201cAI content\u201d tools fall apart at consistency.<br \/>Week 1 looks great, week 3 it\u2019s already dead.<br \/>Curious how you\u2019re solving that long-term<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@selena1230\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@selena1230<\/a> We use a persona system. This persona system is an agent equipped with memory that has learned all aspects of the brand\u2019s tone. As a result, it can generate content that is not repetitive but fully captures the brand\u2019s tone. If you\u2019re interested, you should definitely give it a try! The core strength of our product lies in its learning-based approach<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EYJXEUACBXXQQS\" class=\"app-title\">Anthum<\/a><\/p>\n<div class=\"one-liner\">AI ads that don’t look like AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">30<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Anthum \u662f\u4e00\u4e2aAI\u9a71\u52a8\u7684\u9ad8\u8d28\u91cf\u89c6\u9891\u5e7f\u544a\u521b\u4f5c\u5e73\u53f0\uff0c\u901a\u8fc7\u8fde\u63a5\u4e13\u4e1a\u521b\u4f5c\u8005\u548c\u63d0\u4f9b\u81ea\u7814AI\u5de5\u5177\uff0c\u5e2e\u52a9\u54c1\u724c\u5927\u89c4\u6a21\u751f\u4ea7\u201c\u4e0d\u50cfAI\u201d\u7684\u4f18\u8d28\u5e7f\u544a\uff0c\u89e3\u51b3\u4f20\u7edf\u5e7f\u544a\u4ee3\u7406\u8d39\u7528\u9ad8\u3001\u521b\u610f\u65b9\u5411\u5355\u4e00\u3001\u8bd5\u9519\u6210\u672c\u5927\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7ea25fa-7932-4b55-a6a1-ce8949137cc0.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\/cf4c5019-68b7-4865-925e-fd6f91b972be.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\/8220036d-47b8-4878-8fea-9096f7ad944c.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\/3d22237e-91d7-4bb1-ae09-bd66f3474bfc.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\/42e6abde-0901-44c1-9f35-8351c548fd1c.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\/f7bd40be-0235-4daf-9dca-cedbd1a20d5a.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\/0d1d681b-8b1c-4112-b6d3-7d029a7922ef.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\/c90efe64-051e-4c5b-9271-93b54eabde23.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\/efb5f78e-066d-4e56-ba07-d166dcd9fbde.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/a8-6RgU0ZVg?si=l7naLTkwiWrjclxG\"><source src=\"https:\/\/youtu.be\/a8-6RgU0ZVg?si=l7naLTkwiWrjclxG\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video Art<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e7f\u544a\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5e7f\u544a\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u4f17\u5305<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u6bd4\u8d5b<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u7ba1\u7406<\/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\u8d5e\u5e73\u53f0\u793e\u533a\u8d28\u91cf\u9ad8\u3001\u6bd4\u8d5b\u673a\u5236\u4e13\u4e1a\u3002\u521b\u4f5c\u8005\u53cd\u9988\u79f0\u5176\u662f\u201c\u6700\u6709\u7528\u201d\u7684AI\u5e73\u53f0\uff0c\u80fd\u5e2e\u52a9\u79ef\u7d2f\u4f5c\u54c1\u96c6\u5e76\u83b7\u53d6\u6536\u5165\uff1b\u54c1\u724c\u65b9\u5219\u9700\u5173\u6ce8\u8bc4\u8bba\u4e2d\u6697\u793a\u7684\u201c\u54c1\u724c\u5165\u9a7b\u89c4\u6a21\u201d\u7591\u95ee\uff0c\u53ca\u201c\u662f\u5426\u771f\u6b63\u80fd\u6311\u6218\u5927\u5e7f\u544a\u516c\u53f8\u201d\u7684\u89c2\u671b\u6001\u5ea6\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 Anthum\u5de7\u5999\u89c4\u907f\u4e86\u201cAI\u5e7f\u544a\u5373\u5ec9\u4ef7\u5783\u573e\u201d\u7684\u9677\u9631\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u751f\u6210\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u4eba\u673a\u534f\u540c\u201d\u7684\u5e7f\u544a\u751f\u4ea7\u6d41\u6c34\u7ebf\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a**\u53bb\u4e2d\u4ecb\u5316\u7684\u5e7f\u544a\u521b\u4f5c\u8005\u5e02\u573a**\uff0c\u901a\u8fc7\u201c\u7ade\u8d5b+\u76f4\u8058+\u81ea\u670d\u52a1\u201d\u4e09\u6a21\u5f0f\uff0c\u5c06\u4f20\u7edf\u52a8\u8f84\u6570\u4e07\u7f8e\u5143\u7684\u4ee3\u7406\u8d39\u7528\uff0c\u62c6\u89e3\u4e3a\u53ef\u91cf\u5316\u7684\u3001\u6309\u6548\u679c\u4ed8\u8d39\u7684\u96f6\u6563\u6295\u5165\u3002\u8fd9\u89e3\u51b3\u4e86\u4e2d\u5c0f\u4f01\u4e1a\u201c\u82b1\u5927\u94b1\u8bd5\u9519\u4e0d\u8d77\u3001\u82b1\u5c0f\u94b1\u8d28\u91cf\u4f4e\u52a3\u201d\u7684\u4e98\u53e4\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9762\u4e34\u8003\u9a8c\uff1a\u7b2c\u4e00\uff0c\u5982\u4f55\u4fdd\u8bc1\u7ade\u8d5b\u4e2d\u672a\u88ab\u91c7\u7eb3\u7684\u521b\u4f5c\u8005\u6301\u7eed\u6709\u52a8\u529b\u53c2\u4e0e\uff1f\u4f4e\u4e2d\u7b7e\u7387\u53ef\u80fd\u5bfc\u81f4\u4f18\u79c0\u521b\u4f5c\u8005\u6d41\u5931\uff0c\u5f62\u6210\u201c\u53ea\u6709\u65b0\u624b\u5728\u5377\u201d\u7684\u5c40\u9762\uff0c\u6700\u7ec8\u5f71\u54cd\u5e7f\u544a\u8d28\u91cf\u5929\u82b1\u677f\u3002\u7b2c\u4e8c\uff0c\u201cPremium ads, made by pros\u201d\u7684\u5b9a\u4f4d\u4e0e\u6d77\u91cf\u4f17\u5305\u4e4b\u95f4\u5929\u7136\u5b58\u5728\u5f20\u529b\u3002\u82e5\u65e0\u6cd5\u6709\u6548\u7b5b\u9009\u548c\u6fc0\u52b1\u9876\u5c16\u521b\u4f5c\u8005\uff0c\u5e73\u53f0\u6781\u6613\u6ed1\u5411\u201cAI slop\u201d\u7684\u53e6\u4e00\u79cd\u5f62\u5f0f\u2014\u2014\u53ea\u662f\u4ece\u673a\u5668\u4ea7\u751f\u53d8\u6210\u4e86\u4f4e\u7ea7\u4f17\u5305\u3002\u7b2c\u4e09\uff0c\u8bc4\u8bba\u4e2d\u51e0\u4e4e\u5168\u662f\u521b\u4f5c\u8005\u5355\u65b9\u9762\u6652\u53cd\u9988\uff0c\u7f3a\u4e4f\u5e7f\u544a\u4e3b\u89c6\u89d2\u7684\u201cROI\u8f6c\u5316\u6570\u636e\u201d\uff0c\u8fd9\u662f\u8bc4\u6d4b\u4e00\u4e2a\u5e7f\u544a\u5e73\u53f0\u662f\u5426\u6210\u529f\u7684\u6700\u5927\u76f2\u533a\u3002Anthum\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u201c\u521b\u4f5c\u8005\u798f\u5229\u793e\u533a\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u201c\u54c1\u724c\u8425\u9500\u5229\u5668\u201d\uff0c\u5176\u80fd\u5426\u4ece\u201c\u597d\u73a9\u201d\u8d70\u5411\u201c\u597d\u7528\u201d\uff0c\u5c24\u5176\u9700\u8981\u9a8c\u8bc1\u5176\u6700\u7ec8\u4ea4\u4ed8\u7684\u5e7f\u544a\u6548\u679c\u662f\u5426\u771f\u7684\u4f18\u4e8e\u7eafAI\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Anthum<\/span>\n <\/div>\n<div class=\"comment-content\">Anthum is an AI-powered ad platform that helps brands create high-performing video ads at scale. Launch a contest and get concepts from hundreds of professional creators, hire a creator directly for a 1-to-1 project, or use our self-serve AI tools to generate hooks, static ads, and product shots in-house. No agencies. No $10k retainers. No AI slop. Just premium ads, made by pros, at the scale you need to find what works.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Joseph, co-founder of Anthum. We built this after watching founders burn $10k+ on agencies, only to get one creative direction they hated and couldn’t change.<\/p>\n<\/p>\n<p>The real problem wasn’t the content. It was being locked into one vision.<\/p>\n<p>Anthum was born to fix that by connecting brands with hundreds of professional video creators who compete to make your ads. Run a contest and only pick your favorite concepts, hire a creator 1-to-1, or use our self-serve AI-generation tools to make ads in-house.<\/p>\n<p>No agencies. No overhead. No AI slop. Just premium ads, made by pros, at the scale you need to find what actually works.<\/p>\n<p>Would love your feedback \u2014 happy to answer any questions \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joseph_weinerman1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_weinerman1<\/a> only one question – how are you so smart AND handsome?<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joseph_weinerman1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_weinerman1<\/a> I am now 2 months in roughly, and as an AI Content Director, i must say, i love the infrastructure Anthum has created for people seeking a paycheck from Ai Content Curation!.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@joseph_weinerman1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_weinerman1<\/a> Where there’s anthum, I’m there.<\/p>\n<\/p>\n<p>Founders just haven’t realized what they’re missing out on<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, I’m Naitik, Founding Engineer at Anthum.<\/p>\n<p>Excited to be live on Product Hunt today.<\/p>\n<p>Would love to hear your thoughts.<\/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\">@naitik_kapadia Nice meeting you<\/div>\n<div class=\"comment-actions\">\n<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>Been competing on Anthum for a few months and honestly it\u2019s become my favorite thing to work on! Real brands, real briefs, and a community that actually watches your work carefully. It\u2019s pushed me to experiment with things I probably wouldn\u2019t have tried on my own. Pretty rare in the AI space right now, worth it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@unrealbrands\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"unrealbrands\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@unrealbrands<\/a> , it\u2019s great to have you as part of Anthum.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@unrealbrands\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@unrealbrands<\/a> FIRST ROUND<\/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>Thrilled to be live today! We’ve spent months building the infrastructure to turn chaotic AI video contests into a seamless, beautiful experience for brands and creators. Would love to hear your feedback or talk shop about the build!<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, I’m Andriyand, one of thousands of AI creators that Anthum has. I’ve been joining Anthum for the past few months and participating in their contests. So far, Anthum has really helped me build my portfolio with a very supportive community.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>thanks so much for the vouch <a href=\"https:\/\/www.producthunt.com\/@andriyand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andriyand<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@andriyand\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"andriyand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andriyand<\/a>! A privilege to have you as part of Anthum.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Anthum for 4 months and I’m very happy with it. Very much so. I’m a simple user, with no financial or personal connection to the site’s owners. I consider myself an expert in AI sites because I have accounts everywhere, and Anthum is the one I find most useful. I use Anthum Studio almost daily and it’s a great tool. I’ve earned credits very easily just by judging contest videos and placing in a couple of them. Their Discord is a place full of creative and friendly people, and I’ve attended some really interesting webinars.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been creating on Anthum since the early days, and I keep coming back because of the quality of the creators on the platform. It’s an inspiring group! In every contest, someone submits work that teaches me something new and sharpens my approach for the next one. Great work, guys, and huge congrats on the PH launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@newyorkrobots\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@newyorkrobots<\/a> Oh yes, I’ve been following your work. I really like it: both the ideas themselves and their execution!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@newyorkrobots\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@newyorkrobots<\/a> the mechanical goat is here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey I’m Vitaly, I have a really positive experience with Anthum AI. What I like most is that it gives creators a real opportunity to showcase their skills in AI ad creation while working with actual brand briefs.<\/p>\n<\/p>\n<p>The platform is well-structured, with consistent contests, solid prize pools, and clear creative directions. It feels motivating because there is always a new challenge to work on, which helps improve both creativity and storytelling skills.<\/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>I joined Anthum a few months ago and am really happy I did. I enjoy the contests, the workshops, and the community. I\u2019ve even fully transitioned to using their built in Studio for creators and it was a decision I am completely happy with. I fully support Anthum and want them to succeed beyond all they could have imagined and I know they will. <\/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>I gotta say, using Anthum as a creator is really good experience for me. I liked the peer judging feature a lot because it actually helped my first video get noticed and gave me useful feedback. The platform is easy to navigate, so I didn\u2019t struggle to find my way around or create content. Everything feels simple and smooth while using it. I also feel like Anthum still has more to offer as time goes on, which makes me excited to keep using it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Anthum truly is one of the greatest platform out there to both create with AI and get work directly through their system connecting with agencies. I have been using their services for the past few months and was able to create some of my best work (cheap, reliable generation models, Kling 3 , Multi reference Seedance 2.0) and affordable. Their frequent contests provide a true professional experience and encourages every users to push the boundaries with AI, get better, learn and share with other members of the community. The team is extremely active, responsive and helpful. I recommend it to anyone who want to get their feet into AI filmmaking for both beginners and advanced. Here is a short clip make with anthum: <a href=\"https:\/\/x.com\/MoussTvAI\/status\/2046269020949655721\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/MoussTvAI\/status\/2046269020949655721<\/a> <\/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>Spent a few months on Anthum and it\u2019s easily become my go-to. Real brands, real creative briefs, and a community that actually cares about the work. It\u2019s pushed me to experiment in ways I normally wouldn\u2019t. Honestly, that\u2019s rare in the AI space right now\u2014definitely worth it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi project hunt <\/p>\n<p>I’m Zivah <\/p>\n<\/p>\n<p>A creator under Anthum AI, I joined the platform few months ago and from my experience with them this few months, I’ve learnt how to upscale my skills in AI, learnt how to prompt, edit, camera shots and so many stuff I would need funds to learn, but I got it all in Anthum AI community where knowledge is shared every single time.<\/p>\n<\/p>\n<p>They most importantly help other projects and platforms to grow and gain visibility through contest and other means.<\/p>\n<\/p>\n<p>From what I can say, Anthum AI is not just a platform but a community that carries its members along, fulfilling a great future where every one benefits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>In my 3 weeks using <strong><em>Anthum<\/em><\/strong> i have became part of a network of peer reviewing AI videos, grounding market opportunities, creative passion and product vision into a very confortable workflow. Product and manufacturers requesting ads to follow branding guidelines, A new world to land as a marketing analyst graduating to use AI for specific goals in serious marketing campaigns.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 wonder, is Anthum aiming to level the playing field and give everyone a fair shot at competing with the big advertising agencies? hmm, Exciting! Can’t wait to see if Anthum will bring in those major brands that we usually don’t have access to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 think it has potential, I entered a contest, and it was quite a bit of work, very intelligent system of constantly referring back to the creative brief, as you chat with the ad helper, it guided me to completion and I submitted. I would have added more bells and whistles to the ad, but they require you use their Ad maker, which is robust enough to get the tasks done. I did find the needing to buy credits to finish up the video renders to be somewhat gimmicky. Its almost like gambling, you pay $20 (how much credits i paid for ) for a chance to win, $5000? AI video is a passion for me, so i dont mind, crunching through commercial stuff once in a while. I like their discord as well, informative, they found me on kling discord which I thought was smart too. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Saya sudah menggunakan Anthum 3 bulan lamanya. Saya mendapatkan pengalaman berarti dalam mengerjakan tugas tugas yang diberikan oleh Anthum. Saya benar-benar berlatih untuk bisa menjadi juara walaupun belum dapat. AI nya lengkap, mulai dari buat image, membuat suara, hingga editing video. Yang perlu diperbaiki adalah layer di editing, entah saya yang belum bisa menggunakannya atau memang belum tersedia.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 mean, as a user, Anthum has really called up my video content creation games. From engaging in some of their recent contests where we created video content for an health brand and also one for a bed mattress production company and even now to their current video ads, for someone like me without a very heavy background in video content. And I’m looking towards exploring beyond the limit of what this platform has to offer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WZ4NMZIANGDWYJ\" class=\"app-title\">Anjiz<\/a><\/p>\n<div class=\"one-liner\">We help small businesses run smarter <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">28<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Anjiz\u662f\u4e00\u6b3e\u4e13\u4e3a\u5c0f\u5fae\u4f01\u4e1a\u6253\u9020\u7684\u5168\u80fd\u79fb\u52a8\u7ba1\u7406\u5de5\u5177\uff0c\u5c06\u6563\u843d\u5728\u8111\u6d77\u3001\u793e\u4ea4\u8f6f\u4ef6\u548c\u7b14\u8bb0\u672c\u4e2d\u7684\u5e93\u5b58\u3001\u8ba2\u5355\u3001\u652f\u51fa\u7b49\u4fe1\u606f\u96c6\u4e2d\u7ba1\u7406\uff0c\u8ba9\u8001\u677f\u544a\u522b\u201c\u9760\u8111\u5b50\u7b97\u8d26\u201d\u7684\u6df7\u4e71\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8628ddc-fb91-48ae-89a8-aaa64d231659.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\/3e39e874-ae23-449e-88e7-83bc733754ea.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\/ef5af492-4d95-4a2a-b9e3-f3376aacdcee.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\/c911c608-52a3-4ceb-8026-4731a7429a69.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\/06cae748-aa54-4401-bd52-99560e944ae2.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\">Business<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c0f\u5fae\u4f01\u4e1aSaaS<\/span><br \/>\n <span class=\"tag\">\u5e93\u5b58\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8ba2\u5355\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u53d1\u7968<\/span><br \/>\n <span class=\"tag\">\u652f\u51fa\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">CRM<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cfERP<\/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\u5bf9\u8bbe\u8ba1\u8868\u793a\u559c\u7231\uff0c\u8ba4\u4e3a\u4f53\u9a8c\u6109\u60a6\u3002\u521b\u59cb\u4eba\u5206\u4eab\u4e86\u4e2a\u4eba\u5728\u6218\u4e71\u4e2d\u575a\u6301\u5f00\u53d1\u7684\u7ecf\u5386\uff0c\u83b7\u5f97\u7528\u6237\u795d\u798f\u3002\u8bc4\u8bba\u591a\u4e3a\u9f13\u52b1\uff0c\u6682\u65e0\u7ed3\u6784\u5316\u7684\u529f\u80fd\u6027\u95ee\u9898\u6216\u6539\u8fdb\u5efa\u8bae\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Anjiz\u6253\u52a8\u4eba\u7684\u5730\u65b9\u4e0d\u5728\u4e8e\u6280\u672f\u58c1\u5792\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u5c0f\u5fae\u4f01\u4e1a\u4e3b\u201c\u788e\u7247\u5316\u7ecf\u8425\u201d\u7684\u96c6\u4f53\u75db\u70b9\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u7528\u5927ERP\u7684\u5e9e\u6742\u903b\u8f91\u53bb\u78be\u538b\u5c0f\u751f\u610f\uff0c\u800c\u662f\u628a\u201c\u624b\u673a\u201d\u4f5c\u4e3a\u7ba1\u7406\u4e2d\u67a2\uff0c\u5c06\u5e93\u5b58\u3001\u8ba2\u5355\u3001WhatsApp\u804a\u5929\u8bb0\u5f55\u8fd9\u4e9b\u6563\u843d\u7684\u788e\u7247\u7c98\u5408\u8d77\u6765\uff0c\u8ba9\u8001\u677f\u4ece\u201c\u7eb8\u4e0a\u7b97\u8d26\u201d\u5207\u6362\u5230\u201c\u6570\u5b57\u5316\u8fd0\u8425\u201d\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u6781\u7b80\u7684\u201c\u79fb\u52a8\u7aefERP\u201d\uff0c\u5bf9\u4e8e\u96c7\u4f63\u4e09\u4e94\u4e2a\u4eba\u3001\u4f9d\u8d56\u793e\u4ea4\u8f6f\u4ef6\u6210\u4ea4\u7684\u592b\u59bb\u5e97\u3001\u5c0f\u5de5\u574a\u6765\u8bf4\uff0c\u4ef7\u503c\u5c24\u4e3a\u76f4\u89c2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u76ee\u524d\u4ea7\u54c1\u7684\u201c\u5168\u80fd\u201d\u66f4\u591a\u4f53\u73b0\u5728\u529f\u80fd\u7f57\u5217\u4e0a\u300228\u4e2a\u6295\u7968\u6570\u30011000\u5bb6\u6ce8\u518c\u4e5f\u8bf4\u660e\u4e0d\u4e86\u7559\u5b58\u7387\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5f53\u7528\u6237\u6570\u91cf\u589e\u52a0\uff0c\u5e93\u5b58\u53d8\u590d\u6742\u65f6\uff0c\u529f\u80fd\u6df1\u5ea6\u662f\u5426\u591f\u7528\uff1f\u6570\u636e\u51c6\u786e\u6027\u5982\u4f55\u4fdd\u8bc1\uff1f\u5728\u514d\u8d39\u6216\u4f4e\u4ef7\u6a21\u5f0f\u4e0b\uff0c\u5546\u4e1a\u6a21\u578b\u5982\u4f55\u8dd1\u901a\uff1f\u521b\u59cb\u4eba\u9762\u5bf9\u7684\u662f\u5168\u7403\u7ade\u4e89\uff0c\u540c\u7c7b\u201c\u8d85\u7ea7App\u201d\u5c42\u51fa\u4e0d\u7a77\u3002Anjiz\u76ee\u524d\u6700\u5927\u7684\u8d44\u4ea7\u662f\u521b\u59cb\u4eba\u7684\u771f\u5b9e\u6545\u4e8b\u6240\u5e26\u6765\u7684\u4fe1\u8a89\uff0c\u4ee5\u53ca\u201c\u6781\u7b80\u201d\u7684\u514b\u5236\u3002\u672a\u6765\u82e5\u4e0d\u80fd\u53ca\u65f6\u8865\u4e0a\u81ea\u52a8\u5316\uff08\u5982WhatsApp\u8ba2\u5355\u81ea\u52a8\u6293\u53d6\uff09\u548c\u8d22\u52a1\u6838\u7b97\u7684\u786c\u6838\u80fd\u529b\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u529f\u80fd\u5806\u780c\u7684\u534a\u6210\u54c1\u201d\u3002\u5b83\u80fd\u6d3b\u591a\u4e45\uff0c\u53d6\u51b3\u4e8e\u521b\u59cb\u4eba\u80fd\u5426\u5728\u88ab\u5927\u516c\u53f8\u6284\u88ad\u524d\uff0c\u628a\u7528\u6237\u4f53\u9a8c\u6253\u78e8\u6210\u96be\u4ee5\u590d\u5236\u7684\u201c\u5e73\u6ed1\u611f\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\">Anjiz<\/span>\n <\/div>\n<div class=\"comment-content\">Every small business owner knows the pain. Inventory in your head, orders on WhatsApp, expenses in a notebook, profit calculated by hand. Partner? You’re meeting every two days to figure out where the money went. Employees? Arguing about what happened to which order. Anjiz puts it all in one place. Products, orders, invoices, expenses, CRM, tasks, and reports from your phone, Give your team access. Export your data. No more guessing.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b<\/p>\n<p>I’m Basil, founder of Anjiz.<\/p>\n<p>I’ve always loved starting small businesses. But every time, I hit the same wall \u2014 tracking inventory in my head, managing orders on WhatsApp, writing expenses in a notebook, and never really knowing my actual profit. The tools out there were built for big companies, expensive, and each one only solved one problem. Nothing was built for someone like me.<\/p>\n<p>In 2022, I decided to build it myself. By March 2023, I was finally making progress \u2014 then war broke out in my country. My family and I lost everything. For three years, I couldn’t touch Anjiz. We left the country, started over in a new city, and I focused on surviving \u2014 finding a job, rebuilding from zero. But day after day, Anjiz stayed in my head. The dream never left.<\/p>\n<p>Now, after 4 years Anjiz is live. And in just our first three days, 1,000+ businesses from 34+ countries signed up.<\/p>\n<p>One app for everything: products, orders, invoices, expenses, CRM, tasks, and reports..<\/p>\n<p>I’d love your feedback \ud83d\udcac<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@basil_adel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basil_adel<\/a> Love the design, actually enjoyable to use \u2764\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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@basil_adel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basil_adel<\/a> everything is amazing \ud83d\udc4c\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@basil_adel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basil_adel<\/a> Wish you all the best Basil \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<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ 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[…]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"template-clean-canvas.php","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-205","post","type-post","status-publish","format-standard","hentry","category-producthunt"],"_links":{"self":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/205","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/comments?post=205"}],"version-history":[{"count":0,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/205\/revisions"}],"wp:attachment":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/media?parent=205"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/categories?post=205"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/tags?post=205"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":205,"date":"2026-04-28T12:09:38","date_gmt":"2026-04-28T04:09:38","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/28\/2026-04-27\/"},"modified":"2026-04-28T12:09:38","modified_gmt":"2026-04-28T04:09:38","slug":"2026-04-27","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/28\/2026-04-27\/","title":{"rendered":"PH\u70ed\u699c | 2026-04-27"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-27<\/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 | 2026-04-27<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZAMTQWNV2NKJIN\" class=\"app-title\">Orange Slice<\/a><\/p>\n<div class=\"one-liner\">Automate any sales task with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">398<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Orange Slice\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684GTM\uff08\u5e02\u573a\u8fdb\u5165\uff09\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u5e2e\u52a9\u9500\u552e\u56e2\u961f\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u76ee\u6807\u5ba2\u6237\uff0c\u81ea\u52a8\u5b8c\u6210\u7ebf\u7d22\u6316\u6398\u3001\u6570\u636e\u4e30\u5bcc\u3001\u7b5b\u9009\u548c\u6d41\u7a0b\u6267\u884c\uff0c\u89e3\u51b3\u4f20\u7edf\u624b\u52a8\u62fc\u63a5\u591a\u5de5\u5177\u3001\u4f4e\u6548\u5bfb\u627e\u201c\u5728\u5e02\u573a\u4e2d\u201d\u5ba2\u6237\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb35d8bc-342a-45d2-8533-8da2ec7b0e1e.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\/9e7e2342-a918-499b-92b3-1639ed4a4558.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\/e6558421-f4d1-4a01-a632-42ddbb28b19e.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\/1e6ea633-78c7-4528-844b-80198e3e3655.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\/7a5d6a39-2a9b-4c6c-a2f8-de1039368096.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\/6514e96f-70f0-444b-8053-75bc543d8d3e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/IM3XMo-SuGo\"><source src=\"https:\/\/youtu.be\/IM3XMo-SuGo\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">Growth Hacking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u8fdb\u5165<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u610f\u56fe\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u753b\u50cf<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">B2B\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\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\u8ba4\u53ef\u5176\u5bf9\u201c\u5728\u5e02\u573a\u4e2d\u201d\u5ba2\u6237\u7684\u5b9a\u4e49\u80fd\u529b\u548c\u975e\u5916\u62d3\u573a\u666f\u7684\u7075\u6d3b\u6027\u3002\u4f46\u5b58\u5728\u6279\u8bc4\uff1a\u9996\u6b21\u4f7f\u7528\u754c\u9762\u5f15\u5bfc\u4e0d\u6e05\u6670\uff08\u201c\u65e0\u6cd5\u6dfb\u52a0\u201d\u88ab\u8bef\u89e3\u4e3a\u529f\u80fd\u9650\u5236\uff09\uff1b\u5b9a\u4ef7\u6a21\u5f0f\uff08\u79ef\u5206\u5236\uff09\u548c\u6570\u636e\u51c6\u786e\u6027\uff08\u5c24\u5176\u662f\u610f\u56fe\u4fe1\u53f7\uff09\u5b58\u7591\uff1b\u7528\u6237\u5e0c\u671b\u770b\u5230\u5de5\u4f5c\u6d41\u524d\u540e\u5bf9\u6bd4\u6848\u4f8b\uff0c\u5e76\u660e\u786e\u54ea\u4e9b\u4efb\u52a1\u4ecd\u9700\u4eba\u5de5\u4ecb\u5165\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 Orange Slice\u7684\u201c\u91ce\u5fc3\u201d\u4e0d\u6b62\u4e8e\u53c8\u4e00\u4e2a\u9500\u552e\u6570\u636e\u5de5\u5177\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06GTM\u6d41\u7a0b\u4ece\u201c\u624b\u52a8\u7b5b\u9009\u9759\u6001\u6570\u636e\u5e93\u201d\u8fc1\u79fb\u5230\u201c\u52a8\u6001\u8bed\u4e49\u641c\u7d22+\u5b9e\u65f6\u610f\u56fe\u63a8\u7406\u201d\u3002\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7406\u60f3\u5ba2\u6237\uff0c\u800c\u975e\u5806\u780c\u5e03\u5c14\u6761\u4ef6\uff0c\u8fd9\u786e\u5b9e\u51fb\u4e2d\u4e86\u9500\u552e\u56e2\u961f\u5728\u6570\u636e\u6e05\u6d17\u548c\u5de5\u5177\u62fc\u51d1\u4e0a\u7684\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u7280\u5229\u7684\u89c2\u5bdf\u662f\uff1a\u5b83\u672c\u8d28\u4e0a\u662f\u201cAI\u5305\u88c5\u7248\u7684SCV\/Clay\u201d\u2014\u2014\u7528\u5927\u6a21\u578b\u5c06\u5206\u6563\u7684\u5b9e\u65f6\u4fe1\u53f7\uff08\u8bba\u575b\u3001\u62db\u8058\u3001\u793e\u4ea4\uff09\u4e0e\u7ed3\u6784\u5316\u6570\u636e\uff08Crunchbase\uff09\u6574\u5408\u3002\u5176\u58c1\u5792\u5e76\u975e\u6280\u672f\u72ec\u521b\uff0c\u800c\u662f\u5bf9\u201c\u975e\u6807\u51c6\u5316\u9500\u552e\u6d41\u7a0b\u201d\u7684\u7075\u6d3b\u9002\u914d\u80fd\u529b\u3002\u521b\u59cb\u4eba\u627f\u8ba4\u201c\u91cd\u5efa\u591a\u6b21\u201d\u548c\u201c\u8bb0\u5fc6\u529f\u80fd\u5dee\u70b9\u641e\u57ae\u6211\u4eec\u201d\uff0c\u8bf4\u660e\u5728\u5c06\u6a21\u7cca\u7684\u201c\u5728\u5e02\u573a\u4e2d\u201d\u6982\u5ff5\u4ea7\u54c1\u5316\u65f6\uff0c\u53ec\u56de\u7387\u4e0e\u51c6\u786e\u7387\u5e73\u8861\u4ecd\u662f\u5de8\u5927\u6311\u6218\u3002\u7528\u6237\u5bf9\u5b9a\u4ef7\u548c\u610f\u56fe\u4fe1\u53f7\u51c6\u786e\u6027\u7684\u8ffd\u95ee\u76f4\u6307\u8f6f\u808b\uff1a\u79ef\u5206\u5236\u53ef\u80fd\u56e0\u590d\u6742\u67e5\u8be2\u6210\u672c\u6fc0\u589e\uff0c\u800c\u5b9e\u65f6\u722c\u53d6\u6570\u636e\u7684\u566a\u58f0\uff08\u5982YC demo\u4e2d\u63d0\u5230\u7684\u201c\u624b\u6307\u6570\u91cf\u201d\u6897\uff09\u4f1a\u7a00\u91ca\u4fe1\u4efb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5f53\u9500\u552e\u56e2\u961f\u7528\u5b83\u8dd1\u5b8c\u9996\u6279\u7ebf\u7d22\u540e\uff0c\u662f\u5426\u771f\u80fd\u611f\u77e5\u5230\u201c\u65f6\u673a>\u52aa\u529b\u201d\u7684\u8f6c\u5316\u7387\u63d0\u5347\uff1f\u8fd8\u662f\u50cf\u5176\u4ed6AI\u5de5\u5177\u4e00\u6837\uff0c\u6ca6\u4e3a\u201c\u770b\u8d77\u6765\u5f88\u9177\u4f46\u6700\u7ec8\u4ecd\u9700\u4eba\u8089\u6821\u9a8c\u201d\u7684\u6f14\u793a\u54c1\uff1f\u76ee\u524d\u8bc4\u8bba\u4e2d\u201c\u79d8\u5bc6\u6b66\u5668\u201d\u7684\u7c89\u4e1d\u4e0e\u201c\u754c\u9762\u8bef\u5bfc\u5c31\u529d\u9000\u201d\u7684\u7528\u6237\u5e76\u5b58\uff0c\u8868\u660e\u5b83\u9002\u5408\u6709\u6280\u672f\u7d20\u517b\u7684\u65e9\u671f\u91c7\u7528\u8005\uff0c\u4f46\u8ddd\u79bb\u4e3b\u6d41\u9500\u552e\u56e2\u961f\u201c\u66ff\u6362Excel\u201d\u8fd8\u6709\u4ea7\u54c1\u5316\u9e3f\u6c9f\u3002\u5982\u679c\u521b\u59cb\u56e2\u961f\u80fd\u6301\u7eed\u6253\u78e8\u610f\u56fe\u4fe1\u53f7\u7684\u9897\u7c92\u5ea6\uff0c\u5e76\u516c\u5f00\u5b9a\u4ef7\u7684\u53ef\u9884\u6d4b\u6027\uff0c\u5b83\u6709\u671b\u5728\u201cAI\u539f\u751fGTM\u201d\u7ec6\u5206\u8d5b\u9053\u5efa\u7acb\u7acb\u8db3\u70b9\uff1b\u53cd\u4e4b\uff0c\u53ef\u80fd\u88abSalesforce\u6216HubSpot\u5feb\u901f\u590d\u523b\u7684Copilot\u529f\u80fd\u6df9\u6ca1\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\">Orange Slice<\/span>\n <\/div>\n<div class=\"comment-content\">Build go-to-market workflows with AI. Prospect, enrich, qualify, and automate GTM execution in Orange Slice.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, Vihaar here, one of the founders of orange slice<\/p>\n<p>really appreciate you checking us out today<\/p>\n<p>we didn\u2019t start this company because we wanted to build \u201canother sales tool\u201d<\/p>\n<p>we started it because we kept running into the same problem over and over again<\/p>\n<p>every go-to-market motion we tried (whether it was outbound, partnerships, hiring, events) always broke at the same place<\/p>\n<p>finding the <em>right<\/em> people at the <em>right<\/em> time<\/p>\n<p>not a big list<br \/>not more data<\/p>\n<p>just\u2026 actual in-market companies<\/p>\n<p>and the frustrating part was the workflow<\/p>\n<p>copy pasting people into spreadsheets<br \/>running the same enrichments over and over<br \/>stitching together 10+ tools<br \/>hoping something sticks<\/p>\n<p>it just felt\u2026 dumb<\/p>\n<p>so we started building what we actually wanted:<\/p>\n<p>a system where you can just describe who you\u2019re looking for<\/p>\n<p>and it finds them for you<br \/>researches them<br \/>enriches them<br \/>filters them<br \/>updates continuously<\/p>\n<p>all in one place<\/p>\n<p>over the last few months we\u2019ve:<\/p>\n<ul>\n<li>\n<p>rebuilt the product multiple times<\/p>\n<\/li>\n<li>\n<p>shipped a self-serve version after doing a lot of agency work<\/p>\n<\/li>\n<li>\n<p>broken things (a lot\u2026 memory in chat almost killed us last week lol)<\/p>\n<\/li>\n<li>\n<p>and most importantly, started seeing people use this in ways we didn\u2019t even expect<\/p>\n<\/li>\n<\/ul>\n<p>some are using it for outbound<br \/>some for market research<br \/>some for partnerships<br \/>some for completely random workflows<\/p>\n<p>that\u2019s been the coolest part<\/p>\n<p>we\u2019re still super early<\/p>\n<p>but if you\u2019ve ever felt like go-to-market is way more manual than it should be<br \/>or that timing matters way more than effort<\/p>\n<p>i think you\u2019ll get what we\u2019re trying to do here<\/p>\n<p>would genuinely love feedback – good or bad<\/p>\n<p>and if you want, comment your companies website<\/p>\n<p>and i\u2019ll reply with a custom GTM play <br \/>that will help you get more customers!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>38<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>its so lonely here \ud83d\ude41<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@vihaar_nandigala not anymore<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It is a good sighn that users are applying it beyond outbound. That usually means the system has some flexibility built into it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shania_jennings\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shania_jennings<\/a> rebuiding multiple times tells a lot \ud83d\ude42 it usually means you are learning directly from real usage instead of assumptions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shania_jennings\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shania_jennings<\/a> if the system can consistently surface the right opportunities at the right moment, that alone can change how teams approach growth \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@shania_jennings\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shania_jennings<\/a> the shift from manual prospecting to describing your ideal target is interesting. It removes a lot of repetitive work that usually slows teams 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Anyone NOT seeing this? First step of onboarding I’m told they cannot do this right now – on launch day…? <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8193f080-4f53-4675-9751-5e2bb3f040f4.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<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\/@osakasaul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> , the “I can’t add this right now” is actually a button that you can press if you do not want to add it (we should make this more clear for sure). Once you click one of the choices (Personal, Organization, or agency) then add your company domain, the continue button will light up so you can continue<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@vihaar_nandigala\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vihaar_nandigala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vihaar_nandigala<\/a> I believe the timing angle is underrated in GTM – most tools optimize for volume, not relevance.<\/p>\n<p>How are you defining \u201cin-market\u201d? Is it behavioral signals, firmographic triggers, or something else?<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thanks Kate \ud83d\ude4f<\/p>\n<p>The core idea behind Orange Slice is that <em>\u201cin-market\u201d isn\u2019t one-size-fits-all<\/em> \u2014 especially in GTM.<\/p>\n<p>We let you define what that actually means for your business.<\/p>\n<p>That said, here\u2019s how we think about it internally:<\/p>\n<p><strong>1. Behavioral intent signals<\/strong><br \/>Things that show someone is actively evaluating: hiring for roles tied to your use case, competitor comparisons, stack changes, launch posts, complaint\/replacement language, etc.<\/p>\n<p><strong>2. Firmographic guardrails<\/strong><br \/>ICP filters (size, industry, geo, tech stack, motion maturity) so you don\u2019t chase noisy but irrelevant signals.<\/p>\n<p><strong>3. Recency + velocity<\/strong><br \/>When the signal happened + whether multiple signals cluster together<br \/>(timing > static fit)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vihaar_nandigala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vihaar_nandigala<\/a> <a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> A clear comparison would help here. Showing the workflow before and after using this could make the value easier to understand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@vihaar_nandigala\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vihaar_nandigala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vihaar_nandigala<\/a> ! <\/p>\n<\/p>\n<p>When you say “automate any sales task,” what’s the most repetitive sales workflow your beta customers have fully offloaded to the agent? <\/p>\n<\/p>\n<p>And on the flipside, what’s the sales task that still needs a human in the loop today?<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Here are some examples of both!!!<\/p>\n<p><strong>Most fully offloaded workflow:<\/strong> building and refreshing outbound target lists end-to-end (researching ICP-fit accounts, enriching contacts, writing personalized first-touch drafts, and pushing everything into the team\u2019s CRM\/sheet automatically).<\/p>\n<p><strong>Still human-in-the-loop:<\/strong> final strategy and judgment calls \u2014 especially messaging for high-value accounts, objection handling, and negotiations.\u201d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how this handles the research layer when you’re running outbound across multiple e-com brands at once.<\/p>\n<p>Do you pull brand-level signals recent ad spend patterns, new growth\/CX hires, post-funding activity or is it mostly contact-level enrichment? Because when you’re managing 10-15 stores the prioritization layer matters as much as the messaging itself.<\/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\/@romain_delgado\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@romain_delgado<\/a> For prioritization, it is actually what you decide or what you want to build. If there’s a certain signal or data source you want the system to go through first, you can actually customize it and create it how you want it. <\/p>\n<p>That’s one of the core philosophies we believe at Orange Slice: that there’s no right way to do sales, and every sales motion is going to look a little bit different. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@romain_delgado\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@romain_delgado<\/a> – the research layer you can customize yourself! If you want to pull recent growth\/CX hires or know of any post-funding activity, you can directly ask our agent to create the enrichment columns. <\/p>\n<\/p>\n<p>Also I agree, the prioritization layer for choosing when to contact a company is just as important as what is said in the messaging!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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, a few questions –<br \/>1. How does the pricing work? If it’s credits-based\/usage-based, then how do you define that exactly?<br \/>2. How accurate is the data + how recent? What sort of data providers do you use? Especially intent signals are notoriously inaccurate for “things like people with 4 fingers as you say in YC demo” haha<br \/>3. How does it handle vague\/intent based queries instead of traditional filter style queries? If I say something non-filter style like “find me users who are on the lookout for Instagram marketing automation tools”<\/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\/@kshitij11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij11<\/a> I love these questions keep them coming. I can tell you actually looked at the product and thought about them thank you so much!!!!!! <3<\/p>\n<p><strong>1. Pricing (credits-based)<\/strong><br \/>Credits map directly to <em>data usage<\/em>.<\/p>\n<p>For example:<br \/>\u2022 enriching a company = small credit cost<br \/>\u2022 running deeper research (scraping, AI analysis) = higher cost<\/p>\n<p>Before you run anything, we show the estimated cost \u2014 so it\u2019s predictable, not a black box <br \/>We also show pricing for individual actions (e.g. tech stack lookup, custom scrape) directly in the UI.<\/p>\n<p><strong>2. Data accuracy + recency<\/strong><br \/>Two parts here:<\/p>\n<p>\u2022 <strong>Structured data<\/strong> \u2192 comes from providers like Crunchbase, BuiltWith, etc.<br \/>\u2022 <strong>Unstructured \/ intent data<\/strong> \u2192 pulled live (web, social, etc.) at query time<\/p>\n<p>So instead of relying only on static databases, we\u2019re constantly refreshing data based on what\u2019s happening <em>right now<\/em>.<\/p>\n<p>We also cross-check across multiple sources (up to 20\u201330 in a single workflow) to improve reliability.<\/p>\n<p><strong>3. Handling vague \/ intent-based queries<\/strong><br \/>This is where the agent really shines.<\/p>\n<p>If you say:<br \/><em>\u201cfind people looking for Instagram marketing automation tools\u201d<\/em><\/p>\n<p>we don\u2019t just apply filters \u2014 we:<\/p>\n<p>\u2022 search for real conversations (posts, forums, social)<br \/>\u2022 detect pain signals + intent language<br \/>\u2022 enrich those users\/companies<br \/>\u2022 rank them by relevance<\/p>\n<p>So it behaves more like a researcher than a filter builder.<\/p>\n<p>TLDR:<br \/>most tools = static filters on static data<br \/>Orange Slice = dynamic search + reasoning on live data<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@vihaar_nandigala <\/p>\n<p>Thanks super insightful. And just for an idea how does the price compare to vis a vis clay on an average use?<\/p>\n<p>I know it depends on the use case but if you have any average or rough estimates from your early clients.<\/p>\n<p>Congrats on the launch!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Has been an awesome tool for building out lead lists and easily plugs into the rest of my tech stack. great founding team 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\/@jacob59\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacob59<\/a> Thanks Jacob for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using orangeslice for a couple weeks and have really enjoyed it! As a gtm leader for a very small startup its a fast way to find leads and reach out to people in our ICP. <a href=\"https:\/\/www.producthunt.com\/@vihaar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vihaar<\/a> curious about seeding for linkedin\/reddit I was messing around with those templates. I was hoping to get connected with someone from your team to help me maximize my capabilties of your product. Congrats again think what you are building is awesome!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hersh_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hersh_singh<\/a> Thanks for your support, Hersh. Love to connect with you personally and even see what you’re trying to build and help you out. if you’re on our Slack, you can directly DM me there as well. Here’s the Slack join link as well. <a href=\"https:\/\/join.slack.com\/t\/orangesliceai\/shared_invite\/zt-3nhp4pjo0-AuT8t2gEjzFbP1zqsvyW4Q\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/join.slack.com\/t\/orangesliceai\/shared_invite\/zt-3nhp4pjo0-AuT8t2gEjzFbP1zqsvyW4Q<\/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>I wish they hadn’t revealed this. This has been my secret weapon in finding the best targets for my company. I’ve built out some workflows that as SUPER niche and i swear OrangeSlice hasnt missed yet. \ud83e\udd76<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mark_dusseau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mark_dusseau<\/a> Thanks Mark has been such a pleasure working with you. Your one of our most creative users 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this direction. Pulling in real-time signals from across the web instead of static lists makes a lot of sense. What sources have been the most useful 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> Honestly, Google is surprisingly the most useful GTM tool we’ve seen that’s still underutilized. People often rely on big static databases like Zoom Info or Apollo, which is great for things like contact information, but for general data Google is kind of the king. Automating and doing that at scale is just something sales people aren’t doing right now that we want to help out with. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Plain English ICP descriptions to a qualified lead list is a really clean workflow, no more Boolean wrangling. Curious how the system handles edge cases when the criteria gets really fuzzy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting take <a href=\"https:\/\/www.producthunt.com\/@vihaar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vihaar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vihaar<\/a> <\/p>\n<p>Feels like the hardest part here is actually figuring out who\u2019s really in-market, not just matching filters<\/p>\n<p>Curious how you\u2019re handling 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> The beauty of Orange Slice is how adjustable it is. You can set it up by tracking any signal to see if someone’s in market. <\/p>\n<p>We believe sales are not a one-size-fits-all sort of solution where each company should have to do something specific for them. <\/p>\n<p>In-market can mean a lot of different things for different companies. We don’t just match filters. <\/p>\n<p>We can scrape for any information that you need, and each company or each user can create their own definition of in-market on Orange Slice. That’s the beauty of the 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love the table interface. what was the decision around that vs chat-based?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kohnigel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kohnigel<\/a> it is chat first! the table is there to help you quickly see all your leads and visualize the flow of data in one 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kohnigel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kohnigel<\/a> We believe that the table interface is the best way to display data in sales since you want to be able to skim through large amounts of data for a sanity check (i.e. job titles, revenue ranges, linkedIn urls etc.). <\/p>\n<\/p>\n<p>Also, if an enrichment were to fail on a specific run, with the table interface, you have direct visibility into all cells and can rerun them individually if necessary. <\/p>\n<\/p>\n<p>Of course, the main editor of the table is still the chat so I wouldn’t separate us entirely off of a pure chat-based interface. The table is more of a scratch pad for the chat and for you when you’re using the 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is brilliant. <\/p>\n<p>Currently running GTM for two clients, and despite a lot of efforts, it still feels kinda janky. <\/p>\n<p>Rooting for you guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@favour_yusuf1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@favour_yusuf1<\/a> We started as a go-to-market agency, so we totally feel your pain. We need this exact tool for it. Let me know how we can make the product better. Happy to send over some free test credits as well, but what are some of the GTM plays you’re running for your two clients? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. Are you listening to other sources than reddit?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@avz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avz<\/a> We can listen to any publicly available website. We can listen to Reddit, Instagram, X, LinkedIn, Facebook for social listening, but we can also listen to government websites like SEC filings, anything you can think of. Your imagination is the limit for what you want to listen to. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/3FWOO35SRXZ3FG\" class=\"app-title\"> Jet AI Agents<\/a><\/p>\n<div class=\"one-liner\">Build business AI agents in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">294<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Jet AI Agents \u662f\u4e00\u4e2a\u65e0\u4ee3\u7801AI\u4ee3\u7406\u6784\u5efa\u5e73\u53f0\uff0c\u8ba9\u4e1a\u52a1\u56e2\u961f\u80fd\u57fa\u4e8e200+\u5de5\u5177\u548c\u81ea\u6709\u6570\u636e\uff0c\u5728Slack\/WhatsApp\/Telegram\u7b49\u804a\u5929\u5de5\u5177\u4e2d\u5feb\u901f\u521b\u5efa\u5e76\u76f4\u63a5\u6267\u884c\u5de5\u4f5c\u6d41\u7684AI\u52a9\u624b\uff0c\u89e3\u51b3\u975e\u6280\u672f\u56e2\u961f\u4f9d\u8d56\u5de5\u7a0b\u90e8\u95e8\u5b9e\u73b0\u5185\u90e8\u81ea\u52a8\u5316\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98471e35-3328-444d-bb2e-7b615cbae7c7.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\/25f14032-f032-4399-be3d-0bc1843d2ed9.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\/b257f0c4-4605-469c-944e-51d4802836fb.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\/9edab326-b1e2-4761-9b3a-b015154d15f2.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\/b66e8d0c-47e5-47e4-b3a2-a53397eee735.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\/f85d38aa-1da8-44a2-a56d-ad96ecd4506a.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\/50c87fbc-7629-49b8-b5ee-e23c983c9018.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\/09b36401-a7ca-4e6b-b443-c5b300b66f99.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=d0tU3rWZXaw\"><source src=\"https:\/\/www.youtube.com\/watch?v=d0tU3rWZXaw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8AI<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u90e8\u5de5\u5177\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a9AI\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u975e\u6280\u672f\u56e2\u961f\u81ea\u52a9\u6784\u5efa\u4ee3\u7406\u201d\u7684\u4ef7\u503c\uff0c\u4f46\u5173\u952e\u7591\u8651\u96c6\u4e2d\u5728\uff1a\u8bfb\u5199\u6743\u9650\u5b89\u5168\u63a7\u5236\uff08\u5982BigQuery\u5199\u56de\uff09\u3001\u591a\u4ee3\u7406\u5e76\u53d1\u6570\u636e\u8bbf\u95ee\u7684\u51b2\u7a81\u7ba1\u7406\u3001200+\u96c6\u6210\u7684\u5b9e\u9645\u8986\u76d6\u9762\u548c\u6df1\u5ea6\u3001\u77e5\u8bc6\u5e93\u6570\u636e\u7684\u81ea\u52a8\u540c\u6b65\u673a\u5236\u3002\u7528\u6237\u5e0c\u671b\u660e\u786e\u4ee3\u7406\u52a8\u4f5c\u7684\u4f5c\u7528\u57df\u548c\u6743\u9650\u7c92\u5ea6\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 Jet AI Agents \u7684\u5b9a\u4f4d\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4f01\u4e1a\u8f6f\u4ef6\u5e02\u573a\u7684\u201c\u4e2d\u95f4\u5730\u5e26\u201d\u2014\u2014\u65e2\u4e0d\u662f\u9762\u5411\u5f00\u53d1\u8005\u7684\u4f4e\u4ee3\u7801\u5e73\u53f0\uff08\u5982Retool\uff09\uff0c\u4e5f\u4e0d\u662f\u7eaf\u5bf9\u8bdd\u5f0fAI\uff08\u5982ChatGPT\uff09\u3002\u5b83\u8bd5\u56fe\u7528\u201c\u804a\u5929\u754c\u9762+\u65e0\u4ee3\u7801\u6784\u5efa\u201d\u7684\u8303\u5f0f\uff0c\u5c06\u4e1a\u52a1\u4eba\u5458\u4ece\u201c\u63d0\u9700\u6c42\u7b49\u6392\u671f\u201d\u7684\u56da\u5f92\u56f0\u5883\u4e2d\u89e3\u653e\u51fa\u6765\u3002\u5176\u6838\u5fc3\u4eae\u70b9\u5728\u4e8e\u201c\u884c\u52a8\u201d\uff0c\u800c\u975e\u201c\u56de\u7b54\u201d\u3002\u8ba9AI\u4ee3\u7406\u80fd\u771f\u6b63\u5199\u5165\u6570\u636e\u5e93\u3001\u89e6\u53d1\u5de5\u4f5c\u6d41\uff0c\u8fd9\u5bf9\u4f01\u4e1a\u6548\u7387\u7684\u63d0\u5347\u662f\u8d28\u53d8\u7ea7\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6700\u5927\u6311\u6218\u5e76\u975e\u529f\u80fd\uff0c\u800c\u662f\u201c\u4fe1\u4efb\u4e0e\u6cbb\u7406\u201d\u3002\u8bc4\u8bba\u533a\u7684\u6838\u5fc3\u8ffd\u95ee\u96c6\u4e2d\u5728\u6743\u9650\u3001\u51b2\u7a81\u548c\u5b89\u5168\u4e0a\u2014\u2014\u8fd9\u6b63\u662f\u6b64\u7c7b\u4ea7\u54c1\u4ece\u201c\u73a9\u5177\u201d\u8d70\u5411\u201c\u751f\u4ea7\u5de5\u5177\u201d\u7684\u751f\u6b7b\u7ebf\u3002\u76ee\u524d\u6765\u770b\uff0cJet \u5141\u8bb8\u5bf9\u6bcf\u4e2a\u4ee3\u7406\u8fdb\u884c\u7cbe\u7ec6\u5316\u7684\u8bfb\/\u5199\/\u5220\u9664\u64cd\u4f5c\u6388\u6743\uff0c\u5e76\u652f\u6301\u901a\u8fc7\u5de5\u4f5c\u6d41\u5b9a\u4e49\u6570\u636e\u4f5c\u7528\u57df\uff0c\u8fd9\u5728\u67b6\u6784\u8bbe\u8ba1\u4e0a\u662f\u6b63\u786e\u7684\uff0c\u4f46\u5b9e\u9645\u90e8\u7f72\u4e2d\u7684\u5408\u89c4\u6027\u5ba1\u8ba1\u3001\u64cd\u4f5c\u56de\u6eaf\u3001\u4ee5\u53ca\u5e94\u6025\u7194\u65ad\u673a\u5236\u4ecd\u662f\u5f85\u9a8c\u8bc1\u7684\u76f2\u533a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u201c200+\u96c6\u6210\u201d\u662f\u5178\u578b\u7684\u53cc\u5203\u5251\uff1a\u8986\u76d6\u9762\u5e7f\u80fd\u964d\u4f4e\u8bd5\u7528\u95e8\u69db\uff0c\u4f46\u6df1\u5ea6\u4e0d\u8db3\u4f1a\u5bfc\u81f4\u91cd\u5ea6\u7528\u6237\u5931\u671b\u3002Jet \u58f0\u79f0\u901a\u8fc7\u201c\u81ea\u5b9a\u4e49HTTP\u96c6\u6210+AI\u8f85\u52a9\u201d\u6765\u5f25\u8865\u7f3a\u53e3\uff0c\u4f46\u672c\u8d28\u4e0a\u5c06\u590d\u6742\u5ea6\u8f6c\u5ac1\u7ed9\u4e86\u7528\u6237\u3002\u5bf9\u4e8e\u771f\u6b63\u7684\u4f01\u4e1a\u7ea7\u843d\u5730\uff0c\u5176\u6740\u624b\u950f\u53ef\u80fd\u5728\u4e8e\u80fd\u5426\u63d0\u4f9b\u4e3b\u6d41SaaS\u6df1\u5ea6\u96c6\u6210\u7684\u201c\u5f00\u7bb1\u5373\u7528\u201d\u6a21\u7248\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cJet \u63d0\u4f9b\u4e86\u4e00\u4e2a\u6781\u5177\u5438\u5f15\u529b\u7684\u4ef7\u503c\u4e3b\u5f20\uff0c\u4f46\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u6c99\u76d2\u201d\u6216\u201c\u5feb\u901f\u539f\u578b\u5de5\u5177\u201d\u3002\u8981\u6210\u4e3a\u4f01\u4e1a\u4fe1\u8d56\u7684\u201cAI\u540c\u4e8b\u201d\uff0c\u5b83\u9700\u8981\u5728\u6743\u9650\u6a21\u578b\u7684\u900f\u660e\u5ea6\u3001\u6570\u636e\u540c\u6b65\u7684\u4e00\u81f4\u6027\u3001\u4ee5\u53ca\u5931\u8d25\u5904\u7406\u7684\u53ef\u9760\u6027\u4e0a\uff0c\u8bc1\u660e\u81ea\u5df1\u7ecf\u5f97\u8d77\u771f\u5b9e\u4e1a\u52a1\u6d41\u91cf\u7684\u62f7\u6253\u3002\u80fd\u5426\u4ece\u201c\u8ba9\u56e2\u961f\u81ea\u5df1\u80fd\u505a\u201d\u8fdb\u5316\u5230\u201c\u8ba9\u56e2\u961f\u653e\u5fc3\u5730\u8ba9AI\u505a\u201d\uff0c\u624d\u662f\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u7684\u5173\u952e\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\"> Jet AI Agents<\/span>\n <\/div>\n<div class=\"comment-content\">Jet AI Agents is the AI builder that lets teams create business apps and AI agents on top of 200+ tools \u2014 without code. Work with agents like teammates directly in Slack, WhatsApp, or Telegram. Marketing, sales, operations, and support teams use Jet to build AI agents, AI workflows, and apps that don\u2019t just display data \u2014 they take action. Teams use Jet to automate the workflows that matter most. AI agents your team will trust \u2014 because they built them themselves.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>We built Jet AI Agents because most teams still:<br \/>– jump between tools<br \/>– manually run workflows<br \/>– rely on engineering for simple internal tools<\/p>\n<p>So we asked:<br \/>\ud83d\udc49 what if business teams could build their own AI agents \u2014 on top of real data \u2014 and actually automate work?<\/p>\n<p>With Jet, you can:<\/p>\n<p>– build ai agents without code<\/p>\n<p>– enrich AI with your data & 200+ integrations<\/p>\n<p>– let them answer questions <em>and take action<\/em> in Slack, Telegram, WhatsApp and more<\/p>\n<p>– instantly generate visual reports<\/p>\n<p>– self-host in your own environment<\/p>\n<p>– use open-source AI models<\/p>\n<p>– bring your knowledge into AI \u2014 from files, drives, websites, and multiple formats like DOCX, PDF, JSON, MP3.<\/p>\n<p>We\u2019ve also created a few templates to help you get started (the real magic is in customizing them \u2728):<br \/>\ud83d\udcca Data Analysis Agent \ud83d\udc49 <a href=\"https:\/\/www.jetadmin.io\/agent-templates\/bigquery-data-analyst\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.jetadmin.io\/agent-templates\/bigquery-data-analyst<\/a><\/p>\n<p>\ud83d\uddd3\ufe0f Meeting Preparation Agent \ud83d\udc49 <a href=\"https:\/\/www.jetadmin.io\/agent-templates\/meeting-prep-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.jetadmin.io\/agent-templates\/meeting-prep-agent<\/a><\/p>\n<p>\ud83c\udfa7 Support Agent \ud83d\udc49 <a href=\"https:\/\/www.jetadmin.io\/agent-templates\/customer-support-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.jetadmin.io\/agent-templates\/customer-support-agent<\/a><\/p>\n<p>\ud83d\udcdd Meeting Analysts Agent \ud83d\udc49 <a href=\"https:\/\/www.jetadmin.io\/agent-templates\/meeting-notes-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.jetadmin.io\/agent-templates\/meeting-notes-agent<\/a><\/p>\n<p>Would love your feedback:<br \/>\ud83d\udc49 What\u2019s the first workflow you\u2019d automate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anton_svetlov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anton_svetlov<\/a> This hits a real gap \u2014 no\u2011code AI agents on real data, with actions, not just answers. Nicely done \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ‘relying on engineering for simple internal tools’ line is the story of my life. My backlog is 6 months deep with ‘just one more internal dashboard’ requests. If Jet lets my business ops team build their own BigQuery analyst without touching a line of code, you\u2019ve just saved me 20 hours a week. Does it handle write-back permissions safely?<br \/><a href=\"https:\/\/www.producthunt.com\/@anton_svetlov\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"anton_svetlov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anton_svetlov<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> thanks for question! sure, you can either specify agents read\/write\/delete operations granularly per each collection or even create exactly workflows with applied filtering, sorting, etc. which agents can use<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>interesting take on bundling workflows + agents under one platform. one thing i’d be curious about \u2014 when you have agents calling into the same data layer simultaneously, how do you handle scope conflicts? in my own setup (claude code on a nuxt 3 + go-zero stack) i ended up writing per-folder <a href=\"https:\/\/AGENTS.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AGENTS.md<\/a> files just so concurrent sub-agents wouldn’t step on each other.<\/p>\n<\/p>\n<p>does jet handle that internally or is it more about the orchestration layer? curious about the design choice.<\/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\/@ethanfrostlove\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethanfrostlove<\/a> thanks for question! for cases when you need fixed flow or data segments applied – we suggest adding exact Workflows to Agent instead of adding full resource\/collection, in Workflows you can apply any filters, sorting, etc. depending on Agent or other conditions using our no-code or AI workflow builder<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“AI agents your team will trust – because they built them themselves” hits different. we’ve had mixed results with off-the-shelf AI tools in healthcare workflows, but letting domain experts build their own makes sense. what’s the learning curve like for non-technical users?<\/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\/@piotr_pasierbek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_pasierbek<\/a> thanks, and you nailed it on generic AI tools in regulated workflows.<\/p>\n<p>The learning curve is surprisingly gentle: most non-technical folks ship their first agent in 5-10 minutes, especially when starting from a template. It’s a visual builder (no code), and you can ground the agent in your own SOPs and PDFs so it speaks your domain from day one.<\/p>\n<p>Would love to hear what use case you’d tackle first! \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the Slack integration is smart – we’ve been looking for something that lets our team build agents without pulling devs away from core product work. curious how the 200+ tool connections handle auth and permissions? does each team member need to connect their own accounts or can you set up shared service accounts?<\/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\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a> thanks for feedback and question! Permissions are specified per Agent, while service accounts are connected to Agents. You can think of each Agent as a separate employee with its own permissions. Different users can have access to different Agents depending on their role.<\/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 knowledge ingestion piece is interesting. When you bring in docs from drives and websites, how does the system handle freshness? Is it a one-time import or does it stay in sync with the source? That feels like the part that makes or breaks trust in agent answers over time.<\/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\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> thanks for question! for Google Drive and Websites you specify sync interval in minutes, for static files it is one-time import.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 founder, I\u2019m tired of asking my engineers to build simple internal automations. If I can connect our BigQuery data to a Slack agent without a ticket, it changes our speed entirely. Grabbing the PH exclusive now to test this out. <a href=\"https:\/\/www.producthunt.com\/@f1nal\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"f1nal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@f1nal<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/jet-admin\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"jet-admin\" target=\"_blank\" rel=\"noopener\">@Jet Admin<\/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\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> thanks a lot for your feedback! feel free to ask any questions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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. the “answer questions AND take action” piece is the part i’d want to grill when an agent has write access through 200+ integrations, how does jet handle action scoping ? does the business user who builds the agent have to whitelist specific actions per integration, or is it all-or-nothing per connection ? a poorly scoped agent firing into the wrong slack channel or messaging the wrong whatsapp contact is the failure mode that scares me as a builder.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vincentf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincentf<\/a> thanks for feedback and question! you can specify granularly which collections\/actions agent has access to or even create exact workflows (where you can limit\/specify parameters\/filters\/sorting etc.) agents will use using no-code builder or ai assistant<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 a solid alternative to stitching together multiple tools. Especially for things like admin panels and client portals. How do you see this fitting into more engineering-heavy stacks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> thanks for question! right, we believe that combining different products inside one platform could give new oportunities. For example, on our platform you can even build internal tools \/ client portals that will use agents to display data or execute workflows, but we are not focusing on this use-case in this PH launch. As for extensibility – we always focus on providing ways to integrate Agents\/Apps\/Workflows into other environments by providing APIs, custom code embedding or embedding our Apps inside others.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 curious where the 200 integrations thing breaks down in practice. Every tool says that and then you find out your specific tool is the one that doesn’t work. what are the gaps rn?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ahmadhajj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmadhajj<\/a> thanks for question! I believe every service with so many integrations would be missing some tools\/parameters\/etc. So it is a matter of how fast companies can improve their integrations or provide workarounds. We do both – we are actively improving our integrations (within days thanks to AI) when users ask and there is always Custom HTTP support where you can integrate any API using no-code or AI assistant<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this. Building agents that actually live inside Slack and WhatsApp instead of yet another dashboard tab is the right call. Curious which integrations teams reach for first when getting started?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/BHVF4YXQZYKB75\" class=\"app-title\">Logic<\/a><\/p>\n<div class=\"one-liner\">Build and operate fleets of agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">244<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Logic\u901a\u8fc7\u7ed3\u6784\u5316\u89c4\u683c\u63cf\u8ff0\u4ee3\u7406\u884c\u4e3a\uff0c\u81ea\u52a8\u751f\u6210\u53ef\u89c2\u6d4b\u3001\u53ef\u56de\u6eda\u3001\u8de8\u6a21\u578b\u8def\u7531\u7684\u751f\u4ea7\u7ea7AI\u4ee3\u7406\uff0c\u89e3\u51b3\u4eceDemo\u5230\u7a33\u5b9a\u90e8\u7f72\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u5730\u72f1\u201d\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d301e98-50da-4637-8800-1dacbf61c620.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\/71f9993a-3561-474d-a857-03c08d3936da.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\/b5d95453-9da9-43fb-aa55-58b31377d6b7.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\/c3e903bb-80c3-4726-813a-57992145a37b.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\/132f3856-72ad-431b-a24d-a79c792e713f.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\/035c6a58-10cc-4690-88c0-4e851eef977a.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\/87b006e1-e94d-4cb9-9aea-59bc0ab4ae6f.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\/3a3b5367-a14e-459d-a578-08f3dac58267.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=tFrfHyRxpU0\"><source src=\"https:\/\/www.youtube.com\/watch?v=tFrfHyRxpU0\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8def\u7531<\/span><br \/>\n <span class=\"tag\">Eval\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u591a\u4f9b\u5e94\u5546\u5907\u964d<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\uff08SOC2\/HIPAA\uff09<\/span><br \/>\n <span class=\"tag\">Prompt\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/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\u9ad8\u5ea6\u8ba4\u53ef\u7ed3\u6784\u5316Spec\u601d\u8def\u548c\u8de8\u6a21\u578b\u8def\u7531\u529f\u80fd\uff0c\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u8c03\u8bd5\u56de\u6eaf\u96be\u6613\u5ea6\u3001\u6076\u52a3\u51b3\u7b56\u6839\u56e0\u5b9a\u4f4d\u3001Spec\u6f14\u5316\u7248\u672c\u56de\u6eda\u6d41\u7545\u5ea6\u3001IFBench\u6027\u80fd\u589e\u76ca\u6765\u6e90\u3001\u533b\u7597\u573a\u666f\u4e0b\u884c\u4e3a\u4e00\u81f4\u6027\u4fdd\u969c\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 Logic\u7684\u903b\u8f91\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u505aAI\u4ee3\u7406\u5f00\u53d1\u9886\u57df\u7684\u201c\u62bd\u8c61\u5c42\u201d\u751f\u610f\u3002\u5f53\u524dAI\u5e94\u7528\u5c42\u6700\u5927\u7684\u8ba4\u77e5\u9677\u9631\u662f\u201c\u6a21\u578b\u80fd\u529b == \u4ea7\u54c1\u80fd\u529b\u201d\uff0c\u56e2\u961f\u6c89\u8ff7\u4e8e\u8c03Prompt\u548c\u62fcSDK\uff0c\u5374\u5ffd\u89c6\u4e86\u751f\u4ea7\u73af\u5883\u7684\u590d\u6742\u5ea6\u2014\u2014Eval\u3001\u56de\u6eda\u3001\u53ef\u89c2\u6d4b\u6027\u3001\u6210\u672c\u63a7\u5236\uff0c\u8fd9\u4e9b\u624d\u662f\u51b3\u5b9a\u9879\u76ee\u6210\u8d25\u7684\u9690\u5f62\u9ad8\u5899\u3002Logic\u806a\u660e\u5730\u9009\u62e9\u4e86\u201c\u7ed3\u6784\u5316Spec\u201d\u4f5c\u4e3a\u6838\u5fc3\u62bd\u8c61\uff0c\u7528\u4e00\u4e2a\u5143\u63cf\u8ff0\u66ff\u4ee3\u4e00\u5806\u788e\u7247\u5316\u7684Prompt\u3001\u91cd\u8bd5\u903b\u8f91\u548c\u5de5\u5177\u51fd\u6570\uff0c\u76f4\u63a5\u8f93\u51fa\u4e00\u4e2a\u5e26\u76d1\u63a7\u3001\u5e26\u6d4b\u8bd5\u3001\u5e26\u7248\u672c\u7ba1\u7406\u7684\u6258\u7ba1Agent\u3002\u8fd9\u786e\u5b9e\u780d\u6389\u4e863\u4e2a\u6708\u57fa\u7840\u8bbe\u65bd\u5f2f\u8def\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u7280\u5229\u70b9\u5728\u4e8e\uff1a\u8fd9\u662f\u4e00\u4e2a\u201c\u5148\u751c\u540e\u82e6\u201d\u7684\u67b6\u6784\u3002\u7528\u6237\u4ece\u201c\u5168\u6808\u81ea\u5efa\u201d\u5207\u6362\u5230\u201c\u4f7f\u7528Logic\u7684\u62bd\u8c61\u5c42\u201d\uff0c\u610f\u5473\u7740\u8981\u4ea4\u51fa\u5e95\u5c42\u63a7\u5236\u6743\u2014\u2014\u5f53Spec\u65e0\u6cd5\u8986\u76d6\u7684\u8fb9\u7f18\u60c5\u51b5\u51fa\u73b0\uff0c\u6216Logic\u7684\u6a21\u578b\u8def\u7531\u7b56\u7565\u5728\u65b0\u6a21\u578b\u8fed\u4ee3\u4e2d\u51fa\u73b0\u504f\u5dee\u65f6\uff0c\u7528\u6237\u7684\u6392\u67e5\u94fe\u6761\u4f1a\u53d8\u957f\u3002\u53e6\u5916\uff0cIFBench 83.3%\u7684\u5206\u6570\u5f88\u4eae\u773c\uff0c\u4f46\u8fd9\u662f\u201cLogic harness + \u540c\u4e00\u57fa\u5ea7\u6a21\u578b\u201d\u7684\u7ec4\u5408\u6210\u7ee9\uff0c\u82e5\u7528\u6237\u81ea\u9009\u6a21\u578b\u6216\u540e\u7eed\u57fa\u5ea7\u6a21\u578b\u5347\u7ea7\uff0c\u8fd9\u4e2a\u5206\u6570\u4f18\u52bf\u662f\u5426\u8fd8\u80fd\u4fdd\u6301\uff1f\u76ee\u524d\u7684\u56de\u7b54\u662f\u201c\u4f53\u7cfb\u534f\u540c\u201d\uff0c\u8fd9\u4e0d\u591f\u5177\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u662f\u90a36%\u7684IFBench\u589e\u76ca\uff0c\u800c\u662f\u884c\u4e1a\u5408\u89c4\uff08SOC2\/HIPAA\uff09+ \u7248\u672c\u5316\u7684\u56de\u6eda\u4f53\u7cfb + \u751f\u6210\u7684\u5408\u6210\u6d4b\u8bd5\u3002\u8fd9\u6070\u597d\u6233\u4e2d\u4e86\u533b\u7597\u3001\u91d1\u878d\u3001\u5185\u5bb9\u5ba1\u6838\u7b49\u9ad8\u5408\u89c4\u9886\u57df\u6700\u75db\u7684\u201c\u4e0d\u6562\u4fe1\u4efbAgent\u201d\u7684\u75db\u70b9\u3002\u5bf9\u4e8e\u53ea\u60f3\u5feb\u901f\u9a8c\u8bc1Agent\u60f3\u6cd5\u7684\u4e2d\u5c0f\u56e2\u961f\uff0cLogic\u63a8\u51fa\u514d\u8d39\u5c42\u7ea7\u662f\u660e\u667a\u7684\u62c9\u65b0\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7ffb\u8bd1\u6210\u5927\u767d\u8bdd\uff1a\u5b83\u5e2e\u4f60\u628a\u201c\u6d41\u6d6a\u72d7\u201d\u8bad\u6210\u201c\u8b66\u72ac\u201d\uff0c\u4f46\u6700\u7ec8\u80fd\u5426\u4e0a\u8857\u5de1\u903b\uff0c\u8fd8\u5f97\u770bSpec\u5199\u5f97\u6709\u591a\u7ec6\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\">Logic<\/span>\n <\/div>\n<div class=\"comment-content\">Shipping a real AI agent can mean weeks of wiring up prompts, retries, eval harnesses, and logging before you see production. Logic solves that. You write a structured spec that describes what the agent should do, and Logic gives you a fully managed agent, with evals, observability, model routing and more built in, ready to be called from anywhere.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt. I’m Steve, co-founder of Logic.<\/p>\n<p>When you build an AI agent, the call to the LLM API is the easy part. The hard parts are evals, RAG, observability, prompt refinement, model selection, fallback, cost and latency tuning, system integrations, and giving the agent tools to do useful work in the rest of the world.<\/p>\n<\/p>\n<p>Logic gives you an out-of-the-box answer for all of that, while also improving how reliably your agents follow instructions.<\/p>\n<\/p>\n<p>With Logic, you write a simple spec that explains what the agent should do. We give you back a managed agent that can be called via <strong>MCP, REST, a web UI, or a dedicated email address<\/strong>. We generate well-typed schemas and synthetic tests, handle versioning, observability, and RAG, and give your agents a “batteries included” tool suite:<\/p>\n<ul>\n<li>\n<p><strong>Real-World Capabilities:<\/strong> All Logic agents can read 130+ document formats, fill out PDF forms, semantically search your knowledge library, send and receive email, do research, generate and annotate images, and call HTTP APIs.<\/p>\n<\/li>\n<li>\n<p><strong>Smart Model Routing:<\/strong> Route across OpenAI, Anthropic, Google, and hardware-accelerated open-source models, with fallback and cost\/latency tuning, so you can improve reliability without being locked into one provider.<\/p>\n<\/li>\n<li>\n<p><strong>Deep Integrations:<\/strong> Easily connect to external tools like Linear, Notion, and any MCP endpoint.<\/p>\n<\/li>\n<\/ul>\n<p><strong>We make your agents smarter.<\/strong><\/p>\n<p>When Logic’s agent harness was measured against <a href=\"https:\/\/artificialanalysis.ai\/evaluations\/ifbench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Allen AI’s IFBench<\/a>, one of the hardest public tests for precise instruction following, Logic scored <strong>83.3% <\/strong>\u2013 higher than any model on the Artificial Analysis leaderboard. This is a six-point gain for the agent harness above the same base model (Gemini 3.1 Pro) when called directly.<\/p>\n<p>So far, <strong>250+ organizations have automated over 4M agentic tasks with Logic<\/strong>. Common use cases include things like content moderation, document parsing, data extraction, medical coding, and user onboarding.<\/p>\n<p>Logic is SOC 2 Type II and HIPAA certified, there’s a free tier, and paid plans that scale with usage.<\/p>\n<p>Jess, my co-founder and CTO, and I will be in the comments. We’re excited to see what you build with it, and we’d love to hear what else you wish it could do.<\/p>\n<p>Thanks for taking a look.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>routing across multiple providers is a strong feature. vender lock-in has been a real concern lately, so this helps reduce that risk.<\/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\/@nitesh_kumar98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitesh_kumar98<\/a> one thing i would want to understand better is debugging. When an agent makes a wrong decision, how easy is it to trace back and fix the root cause?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nitesh_kumar98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitesh_kumar98<\/a> one thing i would want to understand better is debugging. When an agent makes a wrong decision, how easy is it to trace back and fix the root cause?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nitesh_kumar98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitesh_kumar98<\/a> Thanks Nitesh, that was definitely the point. We wanted teams to be able to route across providers so they are not tied to one vendor\u2019s pricing, rate limits, or availability.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 spec-driven approach is the right abstraction here. When I was CTO scaling from 15 to 120 engineers, the biggest pain with internal AI tooling wasn’t the LLM call itself – it was everything around it: eval harnesses that nobody maintained, prompt versions scattered across repos, and zero observability into why an agent started failing on Tuesday. The fact that Logic handles model routing, versioning, and evals out of the box means teams can skip the 3-month infrastructure detour and actually ship. Curious how you handle spec evolution – when a team realizes their agent needs a fundamentally different approach mid-production, how smooth is the transition between spec versions?<\/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\/@avrisimon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avrisimon<\/a> thank you! The transition is actually pretty smooth. Teams update their spec, Logic keeps the API contract stable, runs generated tests and evals, and lets you publish with approval if needed. Each version is immutable. If it regresses, you can roll back in one click and inspect the execution history to see what changed. If the new approach is better, it ships instantly without any code deploy.<\/p>\n<p>It ends up feeling much more like a versioned release process than prompt editing in production. You can even use multiple versions of the agent in parallel at the same time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The SOC2 HIPAA angle is important if this is truly targeting enterprise adoption.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elliot_grant1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elliot_grant1<\/a>, we completely agree! If you’re asking teams to trust agents in real workflows, security and compliance can’t be an afterthought.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 like this direction. Turning plain English specs into production-ready agents is a big unlock. How are teams typically structuring their specs to keep outputs consistent?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> The teams getting the most consistent outputs usually keep their specs very explicit: clear inputs, a strict output shape, direct decision rules, and the edge cases they care about. We\u2019ve also found it helps to keep shared reference material in the knowledge library instead of stuffing it into every spec, then use tests to catch drift before publish. And thank you, that\u2019s exactly the unlock we\u2019re going after.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Spec-driven agents with versioned rollback is rare. How much of the IFBench gain comes from the harness vs the synthetic test generation step?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Thanks, Mart\u00ed. The short answer is we have not broken the gain out into a clean harness-versus-synthetic-test percentage split. The harness gives us the reproducible execution, typed validation, versioning, and rollback layer, but the synthetic generation step is doing real work too, because it creates scenario-based tests from the spec and pushes on edge cases people usually miss. In practice the IFBench lift comes from the system working together, not one isolated trick.<\/p>\n<p>There’s more detail here in our recent blog post: <a href=\"https:\/\/logic.inc\/resources\/logic-scores-83-3-on-ifbench-beating-every-model-on-the-public-leaderboard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/logic.inc\/resources\/logic-scores-83-3-on-ifbench-beating-every-model-on-the-public-leaderboard<\/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>model routing caught my attention. are you handling fallbacks automatically when one model is down, or is it more about cost\/performance optimization? seems like a huge operational headache to manage manually across different 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\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a> Hi Piotr – we offer both! As you mention there are two different dimensions here: performance and reliability.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 structured spec approach is interesting – how granular can you get with the agent behavior definitions? we’ve been building healthcare agents and the biggest pain is always the gap between “here’s what it should do” and actually getting consistent behavior in production.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piotr_pasierbek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_pasierbek<\/a> Piotr, pretty granular. You can define exact inputs, outputs, validation rules, edge cases, and processing guidelines, whether that starts as a 3 line prompt or a much longer spec. The part we care most about is what happens after authoring: we turn that spec into typed contracts, auto generate tests, block publishes when tests fail, keep immutable versions, and let you pin models when consistency matters. That gap between intent and production behavior is exactly the problem we built around, especially for high stakes workflows like healthcare.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a big unlock for teams shipping agents. Writing a spec instead of stitching together prompts, retries, and eval harnesses sounds like a huge time saver. Any plans for letting teams share or remix specs across orgs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Looks awesome. Getting an agent to actually work in production is a whole different challenge vs vibe coding automations, and this feels like it removes a lot of that headache. Excited to try this as a PM.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@robmcarpenter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robmcarpenter<\/a>, we appreciate that. We built Logic for exactly that jump from a cool demo to something a team can actually ship and sleep well at night knowing it’ll just keep working.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 6 point gain on IFBench over the base model is pretty impressive. what’s actually happening in the harness that improves instruction following that 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ahmadhajj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmadhajj<\/a> Thanks, Ahmad! We wrote up a detailed description of exactly that in a recent blog post: <a href=\"https:\/\/logic.inc\/resources\/logic-scores-83-3-on-ifbench-beating-every-model-on-the-public-leaderboard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/logic.inc\/resources\/logic-scores-83-3-on-ifbench-beating-every-model-on-the-public-leaderboard<\/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 structured spec approach is a smart bet. Most agent frameworks right now ask you to wire everything imperatively, which makes it really hard to reason about what the agent is supposed to do versus what it actually does. Curious how the spec handles cases where an agent needs to adapt its behavior based on context it did not have at definition time. Is there a way to express conditional logic in the spec, or does that get pushed into tool implementations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> Appreciate that. Our view is: put adaptive judgment in the spec, put deterministic actions in tools. The spec can describe how the agent should behave under different conditions, and at execution time Logic can pull in context from the knowledge library, similar past runs, or external systems before responding. So conditional logic does not have to get pushed down into tool code by default. We usually only push it into tools when you need exact side effects, strict business rules, or system-specific operations. That keeps the agent flexible without turning it into a branching workflow graph.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Deep integrations + smart model routing = agents that actually work in production, not just demos. Great job Logic team!<\/div>\n<div class=\"comment-actions\">\n<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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Thanks, Odeth. That was exactly our goal. Appreciate the shout-out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>multi-provider routing with fallback is usually the thing that gets rebuilt from scratch on every project. either you’re locked into one provider or you’ve added a custom routing layer on top of whatever sdk you started with. having it in the agent harness directly is the right place for it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> Thanks, Alex! I couldn’t agree more. Every LLM-based project needs fallback, as well as the ability to switch models for specific features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/5GOOLU6RCSY5YM\" class=\"app-title\">Waitlister<\/a><\/p>\n<div class=\"one-liner\">The waitlist software to launch your product<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">228<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Waitlister\u662f\u4e00\u6b3e\u65e0\u9700\u7f16\u7a0b\u3001\u53ef\u5feb\u901f\u521b\u5efa\u5e26\u63a8\u8350\u5956\u52b1\u548c\u90ae\u4ef6\u81ea\u52a8\u5316\u7684\u75c5\u6bd2\u5f0f\u5019\u8865\u540d\u5355\u843d\u5730\u9875\u5de5\u5177\uff0c\u5e2e\u52a9\u521b\u4e1a\u8005\u5728\u4ea7\u54c1\u6b63\u5f0f\u53d1\u5e03\u524d\u9ad8\u6548\u83b7\u53d6\u548c\u8f6c\u5316\u65e9\u671f\u7528\u6237\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1dcb8558-ace2-4ce0-803b-90be7a5b6b93.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\/07a42ef4-e689-41e8-9f2b-621aa797bb55.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\/4ce3664b-99ad-4de3-a27d-99b8e792d512.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\/7e0b0758-da39-41d7-bcf6-dbb8ba17deb8.webp?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\">Email Marketing<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5019\u8865\u540d\u5355\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u843d\u5730\u9875\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u63a8\u8350\u5956\u52b1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u6b3a\u8bc8\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">SaaS<\/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\u8d5e\u8d4f\u63a8\u8350\u7cfb\u7edf\u3001AI\u5efa\u9875\u548c\u8bbe\u5907\u6307\u7eb9\u53cd\u6b3a\u8bc8\u529f\u80fd\uff0c\u63d0\u51fa\u5e0c\u671b\u539f\u751f\u652f\u6301\u6309\u6ce8\u518c\u987a\u5e8f\u5206\u6bb5\u5b9a\u4ef7\uff08\u5982\u999650\u540d\u4f18\u60e0\uff09\uff0c\u4ee5\u53ca\u4ed8\u8d39\u6a21\u5f0f\u5e94\u8003\u8651\u4e00\u6b21\u6027\u6536\u8d39\u800c\u975e\u8ba2\u9605\u3002\u4e5f\u6709\u7528\u6237\u53cd\u9988\u514d\u8d39\u7248\u9650\u5236\u591a\u3001\u843d\u5730\u9875\u5728\u9ad8\u5206\u8fa8\u7387\u663e\u793a\u5668\u4e0a\u6392\u7248\u53d8\u5f62\uff0c\u5e76\u8d28\u7591\u5019\u8865\u540d\u5355\u7528\u6237\u7684\u5b9e\u9645\u8f6c\u5316\u7387\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 Waitlister\u5728\u201c\u5019\u8865\u540d\u5355\u201d\u8fd9\u4e2a\u770b\u4f3c\u72ed\u7a84\u7684\u8d5b\u9053\u91cc\uff0c\u7cbe\u51c6\u51fb\u4e2d\u4e86\u65e9\u671f\u521b\u4e1a\u8005\u7684\u4e00\u4e2a\u6838\u5fc3\u75db\u70b9\uff1a\u5728\u4ea7\u54c1\u5c1a\u672a\u4ea4\u4ed8\u524d\uff0c\u5982\u4f55\u7528\u6700\u4f4e\u6210\u672c\u5b8c\u6210\u6700\u5c0f\u5355\u5143\u7684\u9a8c\u8bc1\u4e0e\u84c4\u6c34\u3002\u5b83\u5c06\u843d\u5730\u9875\u3001\u63a8\u8350\u673a\u5236\u3001\u90ae\u4ef6\u81ea\u52a8\u5316\u3001\u57df\u540d\u7ed1\u5b9a\u3001Webhook\u751a\u81f3AI\u5efa\u9875\u6253\u5305\u6210\u4e00\u4e2a\u201c\u5373\u5f00\u5373\u7528\u201d\u7684\u5957\u88c5\uff0c\u5bf9\u4e8e\u975e\u6280\u672f\u521b\u59cb\u4eba\u800c\u8a00\uff0c\u8fd9\u786e\u5b9e\u662f\u201c\u9ad8\u6760\u6746\u201d\u7684\u5de5\u5177\u2014\u2014\u80fd\u628a\u53d1\u5e03\u524d\u7684\u96f6\u6563\u52a8\u4f5c\u7cfb\u7edf\u5316\uff0c\u8ba9\u589e\u957f\u5728\u6b63\u5f0f\u4e0a\u7ebf\u524d\u5c31\u53d1\u751f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u201cAll-in-One\u201d\u7684\u53e6\u4e00\u9762\uff0c\u662f\u6bcf\u9879\u529f\u80fd\u90fd\u65e0\u6cd5\u4e0e\u4e13\u4e1a\u5de5\u5177\u6b63\u9762\u6297\u8861\u3002AI\u751f\u6210\u7684\u5185\u5bb9\u4ecd\u9700\u8981\u5927\u91cf\u4eba\u5de5\u4fee\u6539\uff0c\u903b\u8f91\u66f4\u50cf\u4e00\u4e2a\u5f00\u5934\u7684\u201c\u6a21\u677f\u751f\u6210\u5668\u201d\u800c\u975e\u771f\u6b63\u7684\u201c\u5185\u5bb9\u5f15\u64ce\u201d\uff1b\u63a8\u8350\u7cfb\u7edf\u867d\u7136\u5f15\u5165\u4e86\u8bbe\u5907\u6307\u7eb9\u53cd\u6b3a\u8bc8\uff0c\u4f46\u7528\u6237\u7684\u771f\u6b63\u7591\u95ee\u59cb\u7ec8\u60ac\u800c\u672a\u51b3\uff1a\u8fd9\u4e9b\u6d8c\u5165\u7684\u201c\u5019\u8865\u540d\u5355\u201d\u7528\u6237\uff0c\u6700\u7ec8\u6709\u591a\u5c11\u4f1a\u53d8\u6210\u4ed8\u8d39\u5ba2\u6237\uff1f\u5982\u679c\u53ea\u662f\u5806\u780c\u4e00\u4e2a\u6f02\u4eae\u7684\u6ce8\u518c\u6570\u5b57\uff0c\u90a3\u5b83\u672c\u8d28\u4e0a\u4e0e\u793e\u4ea4\u5a92\u4f53\u4e0a\u7684\u70b9\u8d5e\u65e0\u5f02\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u91cc\u6700\u5c16\u9510\u7684\u6279\u8bc4\u76f4\u6307\u5b9a\u4ef7\u6a21\u5f0f\uff1a\u7528\u6237\u53ea\u60f3\u4e3a\u201c\u53d1\u5e03\u524d\u201d\u8fd9\u4e00\u9636\u6bb5\u4ed8\u8d39\uff0c\u800c\u975e\u6bcf\u6708\u8ba2\u9605\u3002\u8fd9\u66b4\u9732\u4e86\u4ea7\u54c1\u903b\u8f91\u4e0e\u7528\u6237\u9700\u6c42\u4e4b\u95f4\u7684\u9519\u4f4d\u2014\u2014Waitlister\u7684\u6838\u5fc3\u4ef7\u503c\u662f\u201c\u9636\u6bb5\u6027\u5de5\u5177\u201d\uff0c\u4f46\u6536\u8d39\u6a21\u5f0f\u5374\u662f\u201c\u6c38\u4e45\u6027SaaS\u201d\u3002\u5982\u679c\u65e0\u6cd5\u63d0\u4f9b\u66f4\u7075\u6d3b\u7684\u4ed8\u8d39\u65b9\u6848\u6216\u5411\u540e\u8854\u63a5\u4ea7\u54c1\u6b63\u5f0f\u4e0a\u7ebf\u540e\u7684\u7528\u6237\u6fc0\u6d3b\u4e0e\u7ba1\u7406\u529f\u80fd\uff0c\u5b83\u5f88\u5bb9\u6613\u88ab\u7528\u6237\u7528\u5b8c\u5373\u5f03\uff0c\u6ca6\u4e3a\u201c\u4e00\u6b21\u6027\u7684\u589e\u957f\u5de5\u5177\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u201c\u589e\u957f\u5e73\u53f0\u201d\u3002\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u8ba9\u4eba\u6ce8\u518c\uff0c\u800c\u5728\u4e8e\u8ba9\u6ce8\u518c\u540e\u7684\u4eba\u771f\u6b63\u6210\u4e3a\u4f60\u7684\u7528\u6237\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\">Waitlister<\/span>\n <\/div>\n<div class=\"comment-content\">Build a viral waitlist in minutes. Free landing pages, referral system, and email automation \u2014 no code required. Start free, no credit card needed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Hunters! \ud83d\udc4b<\/p>\n<p>I launched Waitlister on Product Hunt a while back as an easy way to spin up waitlist landing pages. Since then, it’s grown into a full platform powering waitlists for thousands of users.<\/p>\n<p>What’s new since last time:<\/p>\n<p>\ud83d\udd0c Native plugins for Framer, Webflow, WordPress, and Wix<br \/>\n\ud83e\udd16 AI landing page builder that generates a full waitlist page from a one-line description<br \/>\n\ud83c\udf10 Custom domains + custom email sending domains so your waitlist looks like part of your brand<br \/>\n\ud83d\udd17 Webhook events (signups, referrals, milestones, unsubscribes) for connecting Waitlister to anything<br \/>\n\ud83d\udee1\ufe0f Smart referral fraud detection with device fingerprinting + multi-signal scoring<br \/>\n…and more<\/p>\n<p>The thesis hasn’t changed: waitlists are one of the highest-leverage things a pre-launch product can do, and many existing tools either cost too much or do too little.<\/p>\n<p>Free plan is generous, and if you remember it from last time, Pro now does a lot more at the same price.<\/p>\n<p>Hit me with questions, ideas, or feature requests \ud83d\ude4f<\/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\/@devin_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devin_dev<\/a> Congratulations on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Do you have an SDK or API for engineers building pages?<\/div>\n<div class=\"comment-actions\">\n<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\/@jon_vogel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jon_vogel1<\/a> Yes, we have an API. More here: <a href=\"https:\/\/waitlister.me\/docs\/api\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/waitlister.me\/docs\/api<\/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>Does Waitlister cover opt-in for B2C marketing? I didn’t bother with a waitlist for my product but now I only have the setup to generated & communicate with B2B leads. Would’ve been great if I captured B2C opt-in’s prior to launch using a waitlist.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@naumaan_zahid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naumaan_zahid<\/a> Yes, you can use double opt-in for B2C emails.<\/p>\n<p>Or were you thinking about consent\/compliance specifically, or more about capturing and separating B2C leads pre-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>congrats on the relaunch. prepping my own PH launch in 2 weeks and the question i actually care about does waitlister natively segment signups by order ? trying to do honest founding-member scarcity (first 50 at price A, next 50 at price B, then standard) without faking a live counter. saw you have webhook events so worst case i wire the cutoff myself, but native would be cleaner. and fwiw the device fingerprinting on referrals is the spec i wish more tools had had to roll my own trial-fingerprint table for similar reasons.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vincentf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincentf<\/a> Appreciate it, and good luck with your launch \ud83d\udc4a<\/p>\n<p>It’s not native, but signup order + timestamps + tagging are all there, so you can handle tiered cutoffs pretty cleanly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this focus. Building a waitlist before launching is still underrated. How are people typically driving traffic to their waitlist pages once they\u2019re set up?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> Ads and social media are popular, but the largest waitlists are typically grown with UGC.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 AI landing page from one line is either going to be really good or really generic. curious what the output actually looks like \u2014 does it pull in real copy or is it placeholder vibes until you edit 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\/@ahmadhajj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmadhajj<\/a> It can do a decent job. That said, at the current state, I always edit heavily AI generated copy and design.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratz on launch. Just some feedback about the page design. Basically I like that it is full screen width, but these elements get stretched out on 2560x1440p monitors so that the illustrations and text-boxes are at the opposite sides of the page making it look kind of wonky: <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b163226-b3bc-4f68-9a6d-3ab2077d3edd.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yodalr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yodalr<\/a> You are right. Thank you for pointing this 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>Really dig the approach here. Going live in 10 minutes with referrals and email automation baked in is exactly what most early-stage founders need. Curious how the referral system tends to perform compared to plain signup flows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Everything is locked behind a paywall. It makes you wonder why even have a free version in the first place\u2026 also, another small gripe I have is why does every company go for the subscription model? It\u2019s getting real tiresome needing to subscribe to everything and racking up hundreds of dollars in subscription payments every month for something I\u2019ll only use for a limited time\u2026 this would fall into that category unless I plan to stay in waitlist mode forever, eventually I\u2019m going to launch and I won\u2019t need the software anymore. A better pricing model in my opinion is charging a one time fee per waitlist since you can\u2019t change the name once it\u2019s set so if someone is creating multiple products they have to pay a fee for each. You would be able to charge more, make more, and acquire more users<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Waitlists sound great on paper, but a lot of them end up being just a list of emails that never really convert<\/p>\n<p>The hard part is what happens after someone signs up<\/p>\n<p>Would be interesting to hear how this performs when it comes to actual users, not just signups<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7226TDHR4QPWZ3\" class=\"app-title\">VIDEO AI ME<\/a><\/p>\n<div class=\"one-liner\">Create videos with AI actors that sound and look real<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">185<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>VIDEO AI ME \u8ba9\u7528\u6237\u901a\u8fc7\u81ea\u62cd\u6216\u8f93\u5165\u811a\u672c\uff0c\u5feb\u901f\u751f\u6210\u7531AI\u6f14\u5458\u51fa\u6f14\u7684\u771f\u5b9e\u611f\u89c6\u9891\uff0c\u5e2e\u52a9\u4e0d\u60f3\u51fa\u955c\u7684\u521b\u59cb\u4eba\u3001\u8425\u9500\u4eba\u5458\u7b49\u4f4e\u6210\u672c\u5236\u4f5c\u5e7f\u544a\u3001\u8bb2\u89e3\u7b49\u5185\u5bb9\uff0c\u89e3\u51b3\u89c6\u9891\u751f\u4ea7\u8017\u65f6\u3001\u95e8\u69db\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/bc5f920d-437e-4c58-a15b-5809d1d9e7de.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/AGpeYJb82_0\"><source src=\"https:\/\/www.youtube.com\/shorts\/AGpeYJb82_0\" 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\/d2a2ad97-c642-4cb8-98fa-bfb2fa8f6287.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=td2j5K6sv14\"><source src=\"https:\/\/www.youtube.com\/watch?v=td2j5K6sv14\" 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\/e137dad4-197c-4c45-9579-8b538f024722.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\/7cdc4b8a-9b79-4563-948a-5383872f2d66.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\/710072e8-218c-4182-9f23-496331411b7e.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\/10b0896d-a419-4a2a-bdaf-fee74eebe349.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Photo & Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u6f14\u5458<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u4eba<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u89c6\u9891\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">UGC\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">AI\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u63a8\u5e7f<\/span><br \/>\n <span class=\"tag\">\u77ed\u89c6\u9891\u8425\u9500<\/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\u4e86\u89c6\u9891\u5236\u4f5c\u6548\u7387\u4f4e\u3001\u51fa\u955c\u5c34\u5c2c\u7684\u75db\u70b9\uff0c\u4f46\u5173\u5fc3AI\u6f14\u5458\u7684\u201c\u6050\u6016\u8c37\u201d\u6548\u679c\u3001\u5bf9\u4eba\u7269\u8868\u60c5\u548c\u8282\u594f\u7684\u63a7\u5236\u3002\u6709\u7528\u6237\u8d28\u7591AI\u751f\u6210\u5185\u5bb9\u7684\u4fe1\u4efb\u5ea6\u548c\u8f6c\u5316\u6548\u679c\uff0c\u53e6\u6709\u4eba\u62c5\u5fe7\u672a\u7ecf\u8bb8\u53ef\u4f7f\u7528\u4ed6\u4eba\u5f62\u8c61\u8bad\u7ec3\u6a21\u578b\u7684\u98ce\u9669\uff0c\u5b98\u65b9\u56de\u5e94\u9700\u7528\u6237\u81ea\u62cd\u6216\u83b7\u5f97\u660e\u786e\u6388\u6743\u5e76\u8bbe\u5b89\u5168\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 VIDEO AI ME \u5207\u5165\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u5207\u80a4\u7684\u75db\u70b9\uff1a\u89c6\u9891\u5185\u5bb9\u7684\u9ad8\u8f6c\u5316\u7387\u4e0e\u751f\u4ea7\u8005\u7684\u201c\u793e\u6050\u201d\u53ca\u65f6\u95f4\u6210\u672c\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u521b\u59cb\u4eba\u4ece\u81ea\u8eab\u9700\u6c42\u51fa\u53d1\uff0c\u7528\u5de5\u5177\u8dd1\u901a\u4e8615k\u7c89\u4e1d\u7684TikTok\u8d26\u53f7\u548c\u4ed8\u8d39\u5e7f\u544a\u6848\u4f8b\uff0c\u8fd9\u6bd4\u4efb\u4f55\u5ba3\u4f20\u90fd\u66f4\u5177\u8bf4\u670d\u529b\u3002\u4ea7\u54c1\u4ef7\u503c\u5f88\u6e05\u6670\u2014\u2014\u5b83\u4e0d\u662f\u5728\u521b\u9020\u4e00\u4e2a\u65b0\u7684\u5185\u5bb9\u5f62\u6001\uff0c\u800c\u662f\u8ba9\u201c\u4e0d\u60f3\u9762\u5bf9\u955c\u5934\u7684\u4eba\u201d\u4e5f\u80fd\u53c2\u4e0e\u9ad8\u8f6c\u5316\u7684\u89c6\u9891\u6e38\u620f\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u751f\u4ea7\u529b\u5e73\u6743\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u5728\u8fd9\u91cc\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u76ee\u524d\u6700\u6838\u5fc3\u7684\u6311\u6218\u5e76\u975e\u529f\u80fd\uff0c\u800c\u662f\u201c\u4fe1\u4efb\u201d\u4e0e\u201c\u6548\u679c\u201d\u3002\u7528\u6237\u62c5\u5fc3\u201c\u6050\u6016\u8c37\u6548\u5e94\u201d\u548cAI\u89c6\u9891\u7684\u201c\u5ec9\u4ef7\u611f\u201d\uff0c\u8fd9\u76f4\u63a5\u51b3\u5b9a\u4e86\u5e7f\u544a\u8f6c\u5316\u7387\u3002\u867d\u7136\u5b98\u65b9\u5f15\u5bfc\u770b\u793a\u4f8b\u9875\u9762\uff0c\u4f46\u5982\u679c\u793a\u4f8b\u65e0\u6cd5\u5728\u9ad8\u5206\u8fa8\u7387\u3001\u5fae\u8868\u60c5\u63a7\u5236\u4e0a\u8fbe\u5230\u4e0e\u771f\u4eba\u7c7b\u4f3c\u7684\u81ea\u7136\u5ea6\uff0cAI\u6f14\u5458\u5c31\u59cb\u7ec8\u662f\u4e2a\u201c\u73a9\u5177\u201d\uff0c\u800c\u975e\u5e7f\u544a\u4e3b\u7684\u201c\u6b66\u5668\u201d\u3002\u6b64\u5916\uff0c\u5bf9\u4eba\u7269\u8868\u60c5\u548c\u8282\u594f\u63a7\u5236\u80fd\u529b\u7684\u7f3a\u5931\u88ab\u7528\u6237\u660e\u786e\u63d0\u53ca\uff0c\u8fd9\u9650\u5236\u4e86\u5bf9\u811a\u672c\u7684\u7cbe\u51c6\u6f14\u7ece\u80fd\u529b\uff0c\u662f\u6280\u672f\u6df1\u5ea6\u7684\u5f85\u8865\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u6765\u770b\uff0c\u4ea7\u54c1\u8def\u5f84\u4f9d\u8d56\u201c\u91cf\u201d\uff08\u591a\u8bed\u8a00\u3001\u591a\u6a21\u677f\uff09\u6765\u63a9\u76d6\u201c\u8d28\u201d\uff08\u6f14\u6280\u3001\u771f\u5b9e\u611f\uff09\uff0c\u8fd9\u5728\u7ade\u54c1\u8fed\u51fa\u7684AIGC\u8d5b\u9053\u662f\u9ad8\u98ce\u9669\u7b56\u7565\u3002\u5b89\u5168\u673a\u5236\u867d\u5728\u8bc4\u8bba\u4e2d\u627f\u8bfa\u4e25\u683c\uff0c\u4f46\u81ea\u52a8\u5316\u548c\u89c4\u6a21\u5316\u8fc7\u7a0b\u4e2d\u5bf9\u4fb5\u6743\u5185\u5bb9\u7684\u68c0\u6d4b\u4ecd\u662f\u7741\u4e00\u53ea\u773c\u95ed\u4e00\u53ea\u773c\u7684\u96be\u9898\u3002VIDEO AI ME \u7684\u7ec8\u5c40\u4e0d\u662f\u505a\u201cAI\u89c6\u9891\u6a21\u677f\u5de5\u5382\u201d\uff0c\u800c\u5e94\u805a\u7126\u5728\u201c\u751f\u6210\u53ef\u4fe1\u4efb\u7684\u3001\u9ad8\u8f6c\u5316\u7387\u7684\u5e7f\u544a\u5185\u5bb9\u201d\u8fd9\u4e00\u4e2a\u7a84\u800c\u6df1\u7684\u5355\u70b9\u3002\u5982\u679c\u4e0d\u80fd\u63d0\u4f9b\u8ba9\u6d88\u8d39\u8005\u201c\u770b\u4e0d\u51fa\u662fAI\u201d\u7684\u89c6\u9891\uff08\u5728UGC\u573a\u666f\u4e2d\u5c24\u4e3a\u5173\u952e\uff09\uff0c\u5b83\u53ea\u4f1a\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u751f\u6210\u5bb9\u6613\uff0c\u53d1\u51fa\u53bb\u6ca1\u4eba\u770b\u201d\u7684\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">VIDEO AI ME<\/span>\n <\/div>\n<div class=\"comment-content\">Create stunning AI videos with realistic actors. A selfie, a prompt, a product photo, a script, a reference clip, feed the platform anything and get ads, explainers, talking content, courses, shorts ads and viral content in 70+ languages.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I built <a href=\"http:\/\/VIDEOAI.ME\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">VIDEOAI.ME<\/a> because I needed it myself.<\/p>\n<\/p>\n<p>Here’s the truth: video is the #1 channel right now, but most of us hate being on camera.<\/p>\n<\/p>\n<p>Founders are heads down shipping. Marketers don’t want to be the face of the brand. Ecom owners don’t have time to film, light, edit, reshoot.<\/p>\n<\/p>\n<p>So we all just\u2026 don’t post. And we lose to the few who do.<\/p>\n<\/p>\n<p>I started making AI videos just to solve my own problem.<\/p>\n<\/p>\n<p>Then it worked too well to keep to myself:<\/p>\n<p>– Grew a TikTok channel to 15k followers using videos made with this tool<\/p>\n<p>– Ran winning UGC ads for top ecom and SaaS brands (the kind that actually scale)<\/p>\n<p>– Use it daily for my own user acquisition<\/p>\n<\/p>\n<p><a href=\"http:\/\/VIDEOAI.ME\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">VIDEOAI.ME<\/a> lets you create your own AI actor (or a cast of them), give them new looks, and turn a script into a real talking video. No camera, no studio, no awkward takes. Just type, generate, post.<\/p>\n<\/p>\n<p>If you’re a founder, a marketing team of one, or an ecom owner who knows you should be doing video but keeps putting it off, this is for you. Stop being shy, start shipping videos!!!<\/p>\n<\/p>\n<p>Would love your feedback, thanks for the support of this special day \ud83d\ude4f<\/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\/@grsl_fr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grsl_fr<\/a> You describe a real issue. That’s me, to put it simply.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 friction you’re solving is real\u2014most teams know video converts but the production overhead keeps them from actually doing it. Curious how you’re handling the uncanny valley problem with the AI actors, since that’s usually where people get skeptical on first impression.<\/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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Thanks Saul! Check our examples from our landing page to see by yourself \ud83d\ude42 + check the quality also go on page \/examples, there is a lot of video ideas generated with VIDEO AI 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly this hits a real pain point. I’ve tried forcing myself to record videos before and it’s always a mess or just takes too long… so I end up not posting atall. This feels like something I’d actualy use consistenly, especially if the actors don’t look too AI-ish. Gonna give it a try and see how it performs for ads!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@oghustain\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oghustain<\/a> That\u2019s exactly the goal of VIDEO AI ME:<br \/> not having to buy filming equipment > learn how to use it > do a 1st shoot\u2026 start over > fail x 10 > get discouraged > end up posting : nothing<\/p>\n<p>Now you can get an idea and 5 imuntes later you ahve your video ready to post <\/p>\n<\/p>\n<p>AI actors are getting better and better, faster and faster, and cheaper and cheaper\u2026 it works really well for ads and explainer videos (how-tos, documentation, SaaS demos, product showcases…).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What if someone wants to train an AI model on a person who didn’t permit it to do 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> good question! Users agree at signup to only create actors from their own photos (Ai generated or selfie for examples) or with explicit consent (to prevent deepfakes!). We add security filters at every step with email, card veirfication, business ID and content checks. Safety is non-negotiable for us (and for our different provider, like payments! so we are very strict on this point) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This project looks really realistic ! Interesting, looks really realistic!! bsaed on the videos on your landing page, it could really replace UGC.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alice_guionnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alice_guionnet<\/a> thanks \ud83d\ude42 this is the top 1 use case: UGC and ads and second use case is mostly explainer videos \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! Spinning up an AI clone from a single selfie and shipping native-feeling videos in 70+ languages is wild. Any plans to add more control over actor expressions and pacing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\u2019s trying to solve the \u201cmaking videos easier\u201d part<br \/>But feels like the harder problem is whether people actually watch and trust AI-generated content long enough to convert<\/p>\n<p>A lot of content gets produced, not much of it sticks <a href=\"https:\/\/www.producthunt.com\/@grsl_fr\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"grsl_fr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grsl_fr<\/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<\/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\/YK6JO5TJYLMSY2\" class=\"app-title\">Atech<\/a><\/p>\n<div class=\"one-liner\">Snap-together electronics built from a chat<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Atech\u901a\u8fc7\u201c\u786c\u4ef6\u6a21\u5757+AI\u751f\u6210\u56fa\u4ef6\u201d\u7684\u65b9\u5f0f\uff0c\u8ba9\u7528\u6237\u50cf\u642d\u4e50\u9ad8\u4e00\u6837\u5feb\u901f\u5b9e\u73b0\u7535\u5b50\u521b\u610f\uff0c\u5f7b\u5e95\u7701\u53bb\u710a\u63a5\u3001\u67e5\u6570\u636e\u624b\u518c\u548c\u56fa\u4ef6\u8c03\u8bd5\u7684\u7e41\u7410\u8fc7\u7a0b\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bada34d6-f9b3-463e-a3b2-9c2ae0d40583.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\/8f2d13b6-80b0-4c62-9277-a1d034fed596.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\/f29ce2bc-ac88-418f-9468-bb190ae35559.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\/757f0702-64bc-4a49-a4d1-ac06a70bd384.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=yOLGVdIq2Rg\"><source src=\"https:\/\/www.youtube.com\/watch?v=yOLGVdIq2Rg\" 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\">Robots<\/span><br \/>\n <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u786c\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6a21\u5757\u5316\u7535\u5b50<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u786c\u4ef6\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u56fa\u4ef6\u81ea\u52a8\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u4e50\u9ad8<\/span><br \/>\n <span class=\"tag\">\u521b\u5ba2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">IoT\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u62bd\u8c61\u5c42<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u7406\u5ff5\u65b0\u9896\uff0c\u662f\u786c\u4ef6\u754c\u7684\u201cvibe coding\u201d\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1aAI\u751f\u6210\u56fa\u4ef6\u51fa\u73b0\u9519\u8bef\u65f6\u80fd\u5426\u624b\u52a8\u7f16\u8f91\uff1b\u5982\u4f55\u8c03\u8bd5\u65f6\u5e8f\u654f\u611f\u7684\u903b\u8f91\uff1b\u6a21\u5757\u56fa\u4ef6\u7248\u672c\u5982\u4f55\u7ba1\u7406\u4ee5\u907f\u514dLLM\u91cd\u5199\u7834\u574f\u914d\u7f6e\uff1b\u4ee5\u53ca\u7b80\u5316\u65b0\u624b\u6c9f\u901a\u7684\u6307\u5f15\u8bbe\u8ba1\u3002\u56e2\u961f\u56de\u5e94\u91c7\u7528\u201c\u6a21\u5757\u56fa\u4ef6\u9884\u7f6e+\u7cfb\u7edf\u903b\u8f91\u751f\u6210\u201d\u7684\u6df7\u5408\u65b9\u6848\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 Atech\u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\u7cbe\u51c6\u6293\u4f4f\u4e86\u786c\u4ef6\u5f00\u53d1\u4e2d\u6700\u53cd\u4eba\u6027\u7684\u4e24\u4e2a\u73af\u8282\u2014\u2014\u710a\u63a5\u4e0e\u56fa\u4ef6\u8c03\u8bd5\uff0c\u5e76\u7528\u201c\u4e50\u9ad8\u6a21\u5757+AI\u5199\u4f5c\u201d\u7684\u7ec4\u5408\u62f3\u8bd5\u56fe\u4e00\u6b21\u6027\u89e3\u51b3\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5b83\u786e\u5b9e\u5f15\u53d1\u4e86\u786c\u4ef6\u8001\u70ae\u548c\u8f6f\u4ef6\u65b0\u624b\u7684\u53cc\u91cd\u5171\u9e23\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u201c\u770b\u8d77\u6765\u5f88\u7f8e\u597d\uff0c\u7528\u8d77\u6765\u770b\u7ec6\u8282\u201d\u3002\u6838\u5fc3\u8d28\u7591\u5728\u4e8e\uff1a\u8c03\u8bd5\u73af\u8282\u4f9d\u7136\u662f\u8f6f\u4ef6\u903b\u8f91\uff0c\u786c\u4ef6\u4e00\u65e6\u710a\u9519\u662f\u7269\u7406\u635f\u574f\uff0c\u800cAtech\u5c06\u9519\u8bef\u79fb\u5230\u4e86AI\u56fa\u4ef6\u751f\u6210\u7684\u4e0d\u786e\u5b9a\u6027\u4e0a\u3002\u5f53\u7528\u6237\u8bf4\u201c\u6211\u5f00\u59cb\u89c9\u5f97\u786c\u4ef6\u5e94\u8be5\u6bd4vibe coding\u7b80\u5355\u201d\u65f6\uff0c\u5176\u5b9e\u66b4\u9732\u4e86\u4e00\u4e2a\u6df1\u5c42\u77db\u76fe\u2014\u2014\u786c\u4ef6\u51fa\u9519\u7684\u6210\u672c\u8fdc\u9ad8\u4e8e\u8f6f\u4ef6\u3002\u5982\u679cAI\u5199\u51fa\u7684\u56fa\u4ef6\u8ba9\u7535\u673a\u70e7\u4e86\u3001\u4f20\u611f\u5668\u5931\u63a7\u4e86\uff0c\u7528\u6237\u80fd\u50cf\u64a4\u56de\u4ee3\u7801\u4e00\u6837\u8f7b\u677e\u5417\uff1f\u6781\u5ba2\u4eec\u53ef\u4ee5\u201creroll prompt\u201d\uff0c\u4f46\u666e\u901a\u7528\u6237\u53ef\u80fd\u4f1a\u76f4\u63a5\u653e\u5f03\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u6a21\u5757\u517c\u5bb9\u6027\u3001\u4f9b\u7535\u7a33\u5b9a\u6027\u3001\u5b9e\u65f6\u6027\u4e2d\u65ad\u5904\u7406\u7b49\u786c\u4ef6\u5e95\u5c42\u95ee\u9898\uff0c\u662fLLM\u76ee\u524d\u96be\u4ee5\u4f18\u96c5\u5efa\u6a21\u7684\u3002Atech\u7684\u201c\u6df7\u5408\u786e\u5b9a+\u751f\u6210\u201d\u8def\u7ebf\u662f\u52a1\u5b9e\u9009\u62e9\uff0c\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u4ea7\u54c1\u7684\u4e0a\u9650\u53d6\u51b3\u4e8e\u9884\u7f6e\u6a21\u5757\u7684\u4e30\u5bcc\u5ea6\u548c\u751f\u6001\uff0c\u800c\u4e0d\u662fAI\u7684\u201c\u65e0\u6240\u4e0d\u80fd\u201d\u3002\u5f53\u4e0b\u5b83\u66f4\u50cf\u4e00\u4e2a\u201cAI\u589e\u5f3a\u7684\u6a21\u5757\u5316\u539f\u578b\u5e73\u53f0\u201d\uff0c\u800c\u975e\u201c\u786c\u4ef6\u5373\u5199\u5373\u7528\u201d\u7684\u7ec8\u6781\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n Atech\u6700\u5927\u7684\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u89e3\u51b3\u201c\u6781\u5ba2\u505a\u4ea7\u54c1\u201d\u7684\u75db\u70b9\uff0c\u800c\u662f\u6253\u5f00\u4e86\u201c\u666e\u901a\u4eba\u505a\u73a9\u5177\u201d\u7684\u60f3\u8c61\u529b\u2014\u2014\u8ba9\u4ea7\u54c1\u7ecf\u7406\u3001\u5b66\u751f\u3001\u827a\u672f\u5bb6\u80fd\u5feb\u901f\u4ea4\u4ed8\u4e00\u4e2a\u52a8\u8d77\u6765\u7684\u5c55\u793a\u54c1\u3002\u81f3\u4e8e\u771f\u6b63\u91cf\u4ea7\uff0c\u4f9d\u7136\u9700\u8981\u4e13\u4e1a\u5de5\u7a0b\u5e08\u4ecb\u5165\u3002\u8fd9\u672c\u8eab\u662f\u4e00\u4e2a\u5229\u57fa\u4f46\u771f\u5b9e\u7684\u5e02\u573a\uff0c\u914d\u5f97\u4e0a\u4e00\u53e5\u201c\u52c7\u6c14\u53ef\u5609\uff0c\u524d\u9014\u5c1a\u8fdc\u201d\u3002\u5982\u679c\u5b83\u80fd\u6301\u7eed\u8fed\u4ee3\u6a21\u5757\u5e93\u5e76\u4f18\u5316AI\u751f\u6210\u7684\u53ef\u9760\u6027\uff0c\u6216\u8bb8\u771f\u80fd\u6210\u4e3a\u786c\u4ef6\u754c\u7684\u201cGitHub Copilot\u201d\uff0c\u800c\u975e\u6619\u82b1\u4e00\u73b0\u7684\u5671\u5934\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\">Atech<\/span>\n <\/div>\n<div class=\"comment-content\">Hardware is still built with processes that are 10-100 years old. Software got layers of abstraction decades ago while hardware never did. Atech is Lego for real electronics. Snap modules together, describe what you want it to do, and we generate the firmware. Idea to working device in minutes. No datasheet deep-dives, no soldering, no wondering “why doesn’t it work?”<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>We built Atech because getting from “I have an idea” to “working electronics” still takes weeks of soldering, datasheets, and firmware debugging, even for engineers. And It shouldn’t.<\/p>\n<p>Atech is collection of hardware modules + AI that writes the firmware for you. Describe what you want, and Atech picks the modules and generates the code. Snap them together. Done.<\/p>\n<p>We’re starting with makers, students, and hardware tinkerers, but the bigger vision is making electronics as approachable as Lego, real projects, for ordinary people<br \/>\nWould love your feedback, especially:<\/p>\n<p>What would you build first?<br \/>\nWhat modules would you like to see introduced?<\/p>\n<p>Happy to answer anything else as well!<\/p>\n<p>The Atech team<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>yo this is unreal, can’t wait to build my cat feeder with atech\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nafis_amiri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nafis_amiri<\/a> Thaaaanks! Make sure you share it with us when you do!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Genuinely unique idea. I’ve spent way too many late nights hunched over Arduino boards, scrubbing through bad YouTube tutorials trying to build stuff that should not be that hard to build. Looking back in a few years this idea is going to seem sooooo obvious – hardware shouldn’t be harder than vibe coding. Loved the vision so much I just vibed my first hardware on the site. Can’t wait for the kit to show up and test the upper limits?! I wanna vibe build freaking rockets \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@christian_vestergaard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_vestergaard<\/a> Rocket module coming 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Woohoo, congrats on the launch! \ud83d\udc4f\ud83d\udc4f\ud83d\udc4f<\/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\/@endore8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@endore8<\/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>This is such an amazing way to bring the playfulness of LLM into the world of hardware design!<br \/>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>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\/@tonyb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tonyb<\/a> Thank you Tony!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the first time hardware has actually felt vibe\u2011codable to me. As a software + real estate guy, I usually avoid soldering and firmware entirely. Very excited to follow this along! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kgodbey1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kgodbey1<\/a> Thank you Kevin! Hardware for everyone is the spirit! Atech real estate monitoring system upcoming???<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 of hardware never getting the abstraction layers software did really lands. Curious about the boundary you draw between what the chat layer generates versus what is baked in at the module level. When I add a new sensor module, does the model see the schema and rewrite firmware on the fly, or is it more declarative than 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> Thank you and great question! I\u2019d call it hybrid deterministic on the module level and generative on the system level. Plug in a temp sensor and say alert me if it exceeds 40\u00b0C, the module firmware is baked in, the logic tying it to your alert system is written on the fly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> Thank you and great question! I\u2019d call it hybrid deterministic on the module level and generative on the system level. Plug in a temp sensor and say alert me if it exceeds 40\u00b0C, the module firmware is baked in, the logic tying it to your alert system is written on the fly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Snap-together hardware with auto-generated firmware is a fresh take \u2014 most “easy electronics” stops at a USB cable to your laptop. The bit I’d want pressure-tested is the firmware-by-prompt loop. When the generated code doesn’t quite work on a specific module, can you inspect and edit it, or do you reroll the whole prompt? And how does it handle timing-sensitive logic where AI-generated code can quietly miss interrupt windows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 idea of making hardware feel like LEGO is really interesting. But feels like the real challenge starts when things don\u2019t work as expected.<\/p>\n<p>Debugging in hardware is usually where most of the friction is. Curious how you\u2019re thinking about that part?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 really interesting idea, the key will be how do you communicate it in simple English!<\/p>\n<\/p>\n<p>Are you targetting the people that already know they have this problem or are you trying to generate awareness?<\/p>\n<\/p>\n<p>For example I just tried to use the query on the website front page and I got confused by the first card that popped up talking about how many ports, also I cannot seem to get past this screen?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hybrid deterministic modules with generative system logic is a sharp split. How do you version module firmware so an LLM regen does not break existing setups?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> Thanks! We write our own custom firmware for each module.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NEOOBMKSSJPIUA\" class=\"app-title\">Brew Finder<\/a><\/p>\n<div class=\"one-liner\">Discover the best coffee shops to work at around you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">137<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Brew Finder \u662f\u4e00\u6b3e\u5e2e\u52a9\u8fdc\u7a0b\u5de5\u4f5c\u8005\u548c\u6570\u5b57\u6e38\u6c11\u5b9e\u65f6\u7b5b\u9009\u9002\u5408\u529e\u516c\u7684\u5496\u5561\u9986\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u201c\u5230\u4e86\u5730\u65b9\u624d\u53d1\u73b0\u6ca1\u63d2\u5ea7\u3001WiFi\u5dee\u3001\u4eba\u592a\u591a\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e361b72c-72cc-4f24-a263-5fcb028e9179.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\/440029cc-bd02-4496-956e-7d6703f3ffee.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\/a13f649c-34f9-4dc5-a7ea-f3e3b3c3e209.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\/33996694-b628-4124-99cc-70a85138e5fd.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\/9a1c542b-02c9-4ad1-8d80-113531151dfc.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\/c69fffcc-2694-445e-a091-6bc345e11826.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\">Social Network<\/span><br \/>\n <span class=\"tag\">Coffee<\/span><br \/>\n <span class=\"tag\">Maps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8fdc\u7a0b\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u6e38\u6c11<\/span><br \/>\n <span class=\"tag\">\u5496\u5561\u9986\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">WiFi\u8d28\u91cf<\/span><br \/>\n <span class=\"tag\">\u63d2\u5ea7\u53ef\u7528\u6027<\/span><br \/>\n <span class=\"tag\">\u4eba\u6d41\u91cf<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u7b7e\u5230<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\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\u8ba4\u53efWiFi\u548c\u63d2\u5ea7\u4fe1\u606f\u7684\u4ef7\u503c\uff0c\u4f46\u62c5\u5fe7\u51b7\u542f\u52a8\u9636\u6bb5\u6570\u636e\u53ef\u4fe1\u5ea6\u548c\u5b9e\u65f6\u6027\uff08\u7b7e\u5230\u4e09\u5c0f\u65f6\u540e\u6570\u636e\u662f\u5426\u8fc7\u65f6\uff09\u3002\u6709\u7528\u6237\u53cd\u9988\u5b9a\u4f4d\u670d\u52a1\u62a5\u9519\uff0c\u5efa\u8bae\u589e\u52a0\u566a\u97f3\u548c\u6c1b\u56f4\u7b5b\u9009\u3002\u5f00\u53d1\u8005\u56de\u5e94\u8ba1\u5212\u589e\u52a0\u8fc7\u6ee4\u529f\u80fd\uff0c\u5e76\u5df2\u901a\u8fc7\u90ae\u4ef6\u8054\u7cfb\u5496\u5561\u9986\u5e97\u4e3b\u7ef4\u62a4\u6570\u636e\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 Brew Finder \u5207\u4e2d\u4e86\u4e00\u4e2a\u6781\u5176\u5177\u4f53\u4e14\u9ad8\u9891\u7684\u75db\u70b9\u2014\u2014\u90a3\u4e9b\u201c\u770b\u8d77\u6765\u50cf\u5496\u5561\u9986\uff0c\u5b9e\u9645\u4e0a\u4e0d\u9002\u5408\u5e72\u6d3b\u7684\u96f7\u533a\u201d\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u6210\u4e3a\u53e6\u4e00\u4e2a\u5927\u4f17\u70b9\u8bc4\u6216\u8c37\u6b4c\u5730\u56fe\u7684\u5e73\u66ff\uff0c\u800c\u662f\u7cbe\u51c6\u5b9a\u4f4d\u5728\u201c\u5de5\u4f5c\u53cb\u597d\u578b\u201d\u8fd9\u4e2a\u5b50\u54c1\u7c7b\u4e0a\uff0c\u8fd9\u6070\u6070\u662f\u5de8\u5934\u4eec\u4e0d\u613f\u6df1\u8015\u7684\u7f1d\u9699\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u6a21\u7cca\u7684\u4f53\u9a8c\u201d\u8f6c\u5316\u4e3a\u201c\u53ef\u91cf\u5316\u7684\u51b3\u7b56\u56e0\u5b50\u201d\uff1aWiFi\u901f\u5ea6\u3001\u63d2\u5ea7\u6570\u91cf\uff08\u800c\u975e\u201c\u6709\/\u65e0\u201d\uff09\u3001\u5b9e\u65f6\u62e5\u6324\u5ea6\u3002\u8fd9\u6bd4\u661f\u7ea7\u8bc4\u5206\u548c\u7528\u6237\u6e38\u8bb0\u8981\u6709\u6548\u5f97\u591a\u3002\u7136\u800c\uff0c\u5176\u81f4\u547d\u5f31\u70b9\u5728\u4e8e\u6570\u636e\u7f51\u7edc\u6548\u5e94\u7684\u5f62\u6210\u95e8\u69db\u3002\u8bc4\u8bba\u533a\u70b9\u8d5e\u6700\u9ad8\u7684\u56de\u5e16\u4e00\u9488\u89c1\u8840\uff1a\u4e00\u4e2a\u7a7a\u8361\u8361\u7684\u5496\u5561\u9986\uff0c\u6ca1\u6709\u4eba\u7b7e\u5230\uff0c\u6570\u636e\u5c31\u662f\u6b7b\u6570\u636e\u3002\u5f00\u53d1\u8005\u60f3\u5230\u7684\u201c\u8054\u7cfb\u5496\u5561\u9986\u5e97\u4e3b\u7ef4\u62a4\u201d\u65b9\u6848\uff0c\u5728\u8fd0\u8425\u6210\u672c\u548c\u5e97\u4e3b\u914d\u5408\u5ea6\u4e0a\u90fd\u662f\u5de8\u5927\u6311\u6218\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e2a\u9700\u8981\u201c\u5730\u63a8+\u4f17\u5305\u201d\u7684\u82e6\u6d3b\uff0c\u800c\u975e\u7eaf\u7cb9\u7684\u4ea7\u54c1\u6280\u672f\u6d3b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5f53\u524d\u7248\u672c\u8fc7\u4e8e\u529f\u80fd\u5316\uff0c\u7f3a\u4e4f\u9ecf\u6027\u3002\u793e\u4ea4\u529f\u80fd\u662f\u53cc\u5203\u5251\uff1a\u505a\u91cd\u4e86\u504f\u79bb\u5de5\u5177\u5c5e\u6027\uff0c\u505a\u6d45\u4e86\uff08\u7c7b\u4f3cFoursquare\u7684\u201c\u5230\u6b64\u4e00\u6e38\u201d\uff09\u53c8\u65e0\u6cd5\u6784\u5efa\u62a4\u57ce\u6cb3\u3002\u672a\u6765\u771f\u6b63\u7684\u58c1\u5792\u53ef\u80fd\u4e0d\u5728C\u7aef\uff0c\u800c\u5728B\u7aef\u2014\u2014\u5982\u679c\u5b83\u80fd\u8bc1\u660e\u81ea\u5df1\u53ef\u4ee5\u4e3a\u5496\u5561\u9986\u7cbe\u51c6\u5f15\u6d41\uff08\u6bd4\u5982\u5728\u975e\u9ad8\u5cf0\u65f6\u6bb5\uff09\uff0c\u90a3\u5b83\u5c31\u80fd\u4ece\u201c\u627e\u5e97\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u6d41\u91cf\u5206\u53d1\u5e73\u53f0\u201d\uff0c\u4f46\u8fd9\u662f\u4e0b\u4e00\u9636\u6bb5\u7684\u53d9\u4e8b\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u5728\u5c0f\u4f17\u7231\u597d\u8005\u5708\u5b50\u4e2d\u6709\u660e\u786e\u4ef7\u503c\uff0c\u4f46\u8981\u7a81\u7834\u201c\u7528\u5b8c\u5373\u8d70\u201d\u7684\u5bbf\u547d\uff0c\u4ecd\u9700\u5728\u6570\u636e\u771f\u5b9e\u6027\u548c\u573a\u666f\u8fd0\u8425\u4e0a\u4e0b\u4e00\u756a\u82e6\u529f\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\">Brew Finder<\/span>\n <\/div>\n<div class=\"comment-content\">Discover the best coffee shops around you. Check real-time crowd levels, seat availability, WiFi quality, and power availability.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch! Real-time crowd levels and WiFi quality in one place is something that is super necessary to know when picking the right coffee shop to do your work at. As someone who works half remote and basically lives out of coffee shops, the amount of times I’ve shown up somewhere packed with no outlets is too many to count. The check-in feature is a great touch for keeping the data actually accurate. Are there any plans to let users filter by noise level, or vibe, like quiet vs. lively spots?<\/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\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> The social layer could be a strong differentiator. Seeing that someone is currently there makes the into feel more reliable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> – Yes I am planning on adding better filtering in the near future<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 work from home and I started going to different coffee shops to work and be around people, but I quickly realized that there are a lot of cafes that don’t have plugs, good wifi or good coffee so it was always a toss-up. As a result I ended up building a tool where people can get better information about cafes before going there. Then I added a new feature where people can check-in and tell others that they are there and how busy it is and that became brefinder.io. <\/p>\n<p>This is the first product I build, and I am hoping to release it as a mobile app soon but would love any feedback any of you have for me. I also have some good social feature updates coming soon and will have more info on cafes available!!!<\/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>The wifi-and-plug data is genuinely the gap nobody fills \u2014 Google Maps reviews are useless for “can I actually get four hours done here.” Cold-start is the part I’d worry about though. In a city where Brew Finder is new, how do the first few real-time signals get bootstrapped before there’s enough check-in volume to be trusted? And does stale data decay fast \u2014 if someone checked in three hours ago saying it was empty, does that still show up at peak 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>Tried it out but keep hitting the \u2018Location information is unavailable\u2019 message even with access turned on. <\/p>\n<\/p>\n<p>As a dev, curious if this is built on Google Maps API with restaurant\/cafe tags or using a different architecture.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>finding good spots to work is always harder than it should be<\/p>\n<p>but feels like the tricky part here is keeping the data actually up to date in real time<\/p>\n<p>if that works well, this becomes super useful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> – Yes that is something I have been staggering my mind with but then I realized that the people who will want to keep the cafe information up to date are the same people who will want people at their cafes SO I wrote code that emails the different cafes to fill out their cafe profiles and manage 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>Genuinely useful.<\/p>\n<\/p>\n<p>Got all the signals that matter when I think “can I actually work<\/p>\n<p>here”?<\/p>\n<ul>\n<li>\n<p>Wifi reliability <\/p>\n<\/li>\n<li>\n<p>Plug count<\/p>\n<\/li>\n<li>\n<p>Noise level <\/p>\n<\/li>\n<\/ul>\n<p>These are never on Google reviews!<\/p>\n<\/p>\n<p>If you are crowdsourcing those three, that is the moat!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naumaan_zahid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naumaan_zahid<\/a> – thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this idea. How oriented is this to customer experience versus coffee quality? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacinto_salz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacinto_salz<\/a> – I definitely have to say it is more oriented to customer experience over coffee quality at the moment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 want this for Lisbon!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alara_akcasiz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alara_akcasiz<\/a> This works in Lisbon! You should try it and let me know!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 person who works from home, I’d love this to become a bit more social \ud83d\ude00<\/p>\n<\/p>\n<p>Does it work for places outside of massive urban centers, and for balkan countries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kastelicjakob\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kastelicjakob<\/a> – I use the google apis so if google has it and its a coffee shop it’ll be on here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ASEXZJ4WEQTBCD\" class=\"app-title\">GitBar<\/a><\/p>\n<div class=\"one-liner\">Every pull request, one menubar. GitHub, GitLab & Azure<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">120<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GitBar \u662f\u4e00\u6b3e macOS \u83dc\u5355\u680f\u5e94\u7528\uff0c\u5c06 GitHub\u3001GitLab\uff08\u542b\u81ea\u6258\u7ba1\uff09\u548c Azure DevOps \u7684\u62c9\u53d6\u8bf7\u6c42\uff08PR\uff09\u96c6\u4e2d\u7ba1\u7406\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u56e0\u591a\u5e73\u53f0\u3001\u591a\u8d26\u53f7\u5207\u6362\u5bfc\u81f4\u7684 PR \u9057\u6f0f\u4e0e\u5ba1\u67e5\u5ef6\u8fdf\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68fbffa1-3f0a-4e95-b440-749c52c31250.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\/fb63aef2-4f8c-4805-8937-e6fb5515d6c2.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\/0091f130-2db5-4411-8235-e1162511af5a.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\/e10acdbc-866c-43f3-992a-384fcf792e10.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\/c4c14764-0d51-4503-84ab-cb73c6ef7cde.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u83dc\u5355\u680f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u62c9\u53d6\u8bf7\u6c42\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">PR\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">GitLab\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201cMine\/Review\/All\u201d\u4e09\u6807\u7b7e\u5212\u5206\uff0c\u4e0e\u5f00\u53d1\u8005\u5fc3\u667a\u6a21\u578b\u543b\u5408\u3002\u6279\u8bc4\u70b9\u5c11\uff0c\u5f00\u53d1\u8005\u5df2\u57283\u5206\u949f\u5237\u65b0\u95f4\u9694\u4e0e\u5e76\u884c\u5ba1\u67e5\u540c\u6b65\u673a\u5236\u4e0a\u56de\u5e94\u3002\u6709\u7528\u6237\u63d0\u53caCI\u72b6\u6001\u5361\u7247\u53ef\u51cf\u5c11\u9ad8\u9891\u4e0a\u4e0b\u6587\u5207\u6362\u3002\u5efa\u8bae\uff1a\u4f18\u5316\u540c\u6b65\u9891\u7387\u4e0e\u63a8\u9001\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GitBar \u89e3\u51b3\u7684\u5e76\u975e\u201c\u627e\u4e0d\u5230PR\u201d\uff0c\u800c\u662f\u201c\u5fc3\u7406\u8ba4\u77e5\u8d1f\u62c5\u201d\u2014\u2014\u5f00\u53d1\u8005\u4e0d\u518d\u9700\u8981\u624b\u52a8\u68c0\u67e55\u4e2a\u9875\u9762\u548c200\u6761\u672a\u8bfb\u6d88\u606f\u53bb\u786e\u8ba4\u81ea\u5df1\u8be5\u505a\u4ec0\u4e48\u3002\u5176\u201cMine\/Review\/All\u201d\u4e09\u6807\u7b7e\u8bbe\u8ba1\u7cbe\u51c6\u5bf9\u5e94\u4e86\u201c\u6211\u521b\u5efa\u7684\u3001\u7b49\u6211\u5ba1\u7684\u3001\u5168\u52a8\u6001\u201d\u8fd9\u4e00\u65e5\u5e38\u4e09\u95ee\uff0c\u5b9e\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u8f7b\u91cf\u7ea7\u5f00\u53d1\u5de5\u5355\u5927\u8111\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u5b9e\u62a4\u57ce\u6cb3\u5728\u4e8e\u201c\u8de8\u5e73\u53f0+\u591a\u8d26\u53f7+\u5355\u83dc\u5355\u680f\u201d\u7684\u805a\u5408\u80fd\u529b\uff0c\u8fd9\u5728\u56e2\u961f\u4ece15\u4eba\u81a8\u80c0\u5230120\u4eba\u7684\u89c4\u6a21\u589e\u957f\u4e2d\u5c24\u5176\u81f4\u547d\uff1a\u901a\u77e5\u6df9\u6ca1\u5728\u6d4f\u89c8\u5668\u6807\u7b7e\u9875\u548cSlack\u9891\u9053\u91cc\u6210\u4e3a\u6c89\u9ed8\u6740\u624b\u3002GitBar \u901a\u8fc7\u5c06PR\u72b6\u6001\u7f16\u7801\u4e3aicon\u5fbd\u7ae0\uff08\u6279\u51c6\u3001\u8349\u7a3f\u3001\u51b2\u7a81\u3001CI\u72b6\u6001\uff09\uff0c\u628a\u201c\u6253\u5f00\/\u68c0\u67e5\/\u5173\u95ed\/\u5207\u6362\u201d\u76844\u6b65\u5faa\u73af\u7f29\u51cf\u4e3a\u5355\u6b21\u83dc\u5355\u680f\u70b9\u51fb\uff0c\u5728\u6beb\u79d2\u7ea7\u6d88\u89e3\u4e86\u5de5\u7a0b\u5e08\u6bcf\u65e5\u6570\u5341\u6b21\u7684\u65e0\u610f\u8bc6\u4e0a\u4e0b\u6587\u5207\u6362\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u76ee\u524d\u76843\u5206\u949f\u8f6e\u8be2\u7b56\u7565\u4ecd\u663e\u62d9\u52a3\uff0c\u5c24\u5176\u5728\u591a\u4eba\u5e76\u884c\u5ba1\u67e5\u573a\u666f\u4e0b\u6781\u6613\u4ea7\u751f\u72b6\u6001\u6ede\u540e\u3002\u82e5\u65e0\u6cd5\u5b9e\u73b0event-source\u6216webhook\u7ea7\u5b9e\u65f6\u66f4\u65b0\uff0c\u5176\u201c\u5373\u65f6\u611f\u201d\u5c06\u8fdb\u4e00\u6b65\u892a\u8272\u3002\u6b64\u5916\uff0c\u5b9a\u4f4d\u505c\u7559\u5728\u201c\u770b\u677f\u201d\u800c\u975e\u201c\u64cd\u4f5c\u201d\uff0c\u7f3a\u4e4f\u5728\u83dc\u5355\u680f\u5185\u76f4\u63a5\u6279\u51c6\/\u8bc4\u8bba\/\u5408\u5e76\u7684\u80fd\u529b\uff0c\u8fd9\u662f\u4e0e\u5b8c\u6574\u5de5\u4f5c\u6d41\u5e73\u53f0\u7684\u672c\u8d28\u5dee\u8ddd\u3002MAC\u539f\u751f\u5e02\u573a\u5c0f\u800c\u7cbe\uff0cGitBar \u627e\u51c6\u4e86\u7f3a\u53e3\uff0c\u4f46\u5fc5\u987b\u52a0\u901f\u4ece\u201c\u76d1\u63a7\u5668\u201d\u8fdb\u5316\u4e3a\u201c\u9065\u63a7\u5668\u201d\uff0c\u5426\u5219\u968f\u65f6\u4f1a\u88ab\u6d4f\u89c8\u5668\u4fa7\u680f\u63d2\u4ef6\u6216TUI\u5de5\u5177\u8695\u98df\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\">GitBar<\/span>\n <\/div>\n<div class=\"comment-content\">GitBar is the macOS menubar app for pull requests. Connect GitHub, GitLab (cloud or self-hosted), and Azure DevOps across any number of accounts, and every PR you care about is one click away. See what’s yours, what’s waiting on your review, and what’s happening across your team. Status badges show approved, draft, conflicts, and checks at a glance. A live PR count lives in your menubar. Built with React Native for macOS. Free on the Mac App Store.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<\/p>\n<p>I built GitBar because I was tired of juggling PRs across GitHub, GitLab, self-hosted GitLab, and Azure. Five browser tabs, a Slack reminder, and I was still missing reviews.<\/p>\n<p>GitBar lives in your menubar. A number tells you how many PRs need you. Click it and you get a list split into three tabs: <strong>Mine<\/strong> (PRs you authored), <strong>Review<\/strong> (PRs waiting on you), and <strong>All<\/strong>.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Multi-platform.<\/strong> GitHub, GitLab (cloud and self-hosted), Azure DevOps.<\/p>\n<\/li>\n<li>\n<p><strong>Multi-account.<\/strong> Personal and work, side by side.<\/p>\n<\/li>\n<li>\n<p><strong>Mine \/ Review \/ All tabs.<\/strong> With filters you can tune in settings.<\/p>\n<\/li>\n<li>\n<p><strong>Status badges.<\/strong> Approved, draft, conflicts.<\/p>\n<\/li>\n<li>\n<p><strong>CI status on the card.<\/strong> So you know when a PR is ready to review.<\/p>\n<\/li>\n<li>\n<p><strong>Compact view.<\/strong> Fit more PRs on screen when you’re juggling many at once.<\/p>\n<\/li>\n<li>\n<p><strong>Hide PRs.<\/strong> Right-click to hide them from Mine & Review.<\/p>\n<\/li>\n<li>\n<p><strong>Live menubar count.<\/strong> Glance, don’t click.<\/p>\n<\/li>\n<li>\n<p><strong>GitHub Issues.<\/strong> For the work that isn’t code review.<\/p>\n<\/li>\n<li>\n<p><strong>Native notifications, launch at login.<\/strong><\/p>\n<\/li>\n<\/ul>\n<p>Today I’m shipping <strong>2.0<\/strong>. New Mine \/ Review \/ All tabs, redesigned cards and onboarding, new app icon, GitHub Issues, and it’s running on React Native’s new architecture, so it’s noticeably snappier than v1.<\/p>\n<\/p>\n<p>Free on the Mac App Store. Would love to hear what’s missing.<\/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\/@tlamars\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tlamars<\/a> a Huge props for moving to the React Native new architecture You can really feel the difference in ‘snappiness’ with v2.0. A native menubar tool should be light and fast, and GitBar nails 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>This solves a real pain point. When I was running engineering at a company that grew from 15 to 120 engineers, PR review latency became our silent killer – not because people didn’t want to review, but because the notification was buried in a browser tab they forgot about or a Slack channel with 200 unread messages. Having it in the menubar with that Mine\/Review\/All split is exactly right because the mental model matches how engineers actually think about PRs. The multi-platform support is clutch too – we had teams split across GitHub and self-hosted GitLab and the context-switching between them was brutal.<\/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>CI status on the card is the quiet feature in this launch. the loop without it: open browser, check if CI passed, close tab, go back to what you were doing. repeat. having that in the menubar removes a small context-switch that happens more times a day than i’d like to admit<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 this. Makes daily dev work feel lighter already.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 super cool, I’ve built a tui to handle this at git-switchboard.com, but having it right in the native menubar is a really nice addendum<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Having every PR consolidated across providers in one menubar is the kind of thing I keep meaning to build for myself and never finish. Curious how you handle review state synchronization when reviewers are working in the actual web UIs in parallel. Do you poll on focus, or is there something smarter going on under the hood?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> it currently refreshes every 3 minutes. I\u2019m looking into ways to improve that, but for now it should work 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<\/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\/ODLA4BSYGYFI2C\" class=\"app-title\">Odyssey-2 Max<\/a><\/p>\n<div class=\"one-liner\">Physical accuracy takes a leap in world models<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Odyssey-2 Max \u662f\u4e00\u6b3e\u80fd\u591f\u5b9e\u65f6\u4ea4\u4e92\u6a21\u62df\u7684\u901a\u7528\u4e16\u754c\u6a21\u578b\uff0c\u901a\u8fc7\u81ea\u56de\u5f52\u7269\u7406\u9884\u6d4b\u89e3\u51b3\u4e86\u6a21\u62df\u73af\u5883\u7f3a\u4e4f\u7269\u7406\u771f\u5b9e\u6027\u548c\u957f\u671f\u7a33\u5b9a\u6027\u7684\u75db\u70b9\uff0c\u9002\u7528\u4e8e\u673a\u5668\u4eba\u3001\u6e38\u620f\u548c\u4eff\u771f\u7cfb\u7edf\u5f00\u53d1\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d76bc724-856c-4ecc-8a7a-ea9a6d8f7c54.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=6xfOUwWy49g\"><source src=\"https:\/\/www.youtube.com\/watch?v=6xfOUwWy49g\" 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\/da05a7ee-2ee9-4cdc-bed1-1974471c85a6.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\/3bb68e32-176c-432a-bfce-e0944bd87330.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\/5a83786e-cd96-486e-a315-ab272db2a9fd.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\/96ffab6d-0a50-42c7-8d05-ab106c46d3cf.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\/0e2189e5-091f-4fbd-bd4c-84b1d1f38695.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\/89aa8998-bf04-4f49-9168-60018feffa17.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\/d15950a3-2164-424c-a3d9-6239e4fdb549.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\/be297e50-f07c-4300-ab6b-9ea1fb1f1a9c.jpeg?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\">3D Modeling<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e16\u754c\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u7269\u7406\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u81ea\u56de\u5f52\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u4eba\u4eff\u771f<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0f\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u7269\u7406\u667a\u80fd<\/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\u70b9\u8d5e\u4ea7\u54c1\u5c06\u6a21\u578b\u5b9a\u4e49\u4e3a\u201c\u9884\u8bad\u7ec3\u7269\u7406\u667a\u80fd\u201d\uff0c\u8ba4\u4e3a\u5176\u80fd\u5b66\u4e60\u573a\u666f\u6f14\u5316\u3001\u7269\u4f53\u8fd0\u52a8\u548c\u4ea4\u4e92\u7ed3\u679c\uff0c\u867d\u7136\u4ecd\u65e9\u671f\uff0c\u4f46\u4e3a\u673a\u5668\u4eba\u3001\u6e38\u620f\u548c\u4eff\u771f\u7cfb\u7edf\u63d0\u4f9b\u4e86\u66f4\u6613\u7406\u89e3\u7684\u6280\u672f\u65b9\u5411\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Odyssey-2 Max \u7684\u5356\u70b9\u5f88\u660e\u786e\u2014\u2014\u7528\u81ea\u56de\u5f52\u201c\u4e0b\u4e00\u72b6\u6001\u9884\u6d4b\u201d\u66ff\u4ee3\u4f20\u7edf\u7269\u7406\u5f15\u64ce\u7684\u786c\u7f16\u7801\u89c4\u5219\uff0c\u8bd5\u56fe\u8ba9\u6a21\u62df\u4e16\u754c\u5b66\u4f1a\u201c\u808c\u8089\u8bb0\u5fc6\u201d\u3002\u8fd9\u79cd\u601d\u8def\u672c\u8d28\u4e0a\u662f\u5c06\u7269\u7406\u5b9a\u5f8b\u201c\u6a21\u7cca\u5316\u201d\uff0c\u4ee5\u727a\u7272\u5fae\u7c73\u7ea7\u7cbe\u5ea6\u6362\u53d6\u5927\u89c4\u6a21\u5b9e\u65f6\u4ea4\u4e92\u7684\u6d41\u7545\u6027\u3002\u4f46\u95ee\u9898\u5728\u4e8e\uff1a\u5b83\u5230\u5e95\u662f\u5728\u201c\u5b66\u4e60\u7269\u7406\u201d\uff0c\u8fd8\u662f\u5728\u201c\u8bb0\u5fc6\u7269\u7406\u8868\u8c61\u201d\uff1f\u5f53\u524d\u6f14\u793a\u53ef\u80fd\u66f4\u63a5\u8fd1\u9ad8\u5e27\u7387\u89c6\u9891\u8865\u95f4\uff0c\u800c\u975e\u771f\u6b63\u7406\u89e3\u725b\u987f\u529b\u5b66\u3002\u5bf9\u4e8e\u673a\u5668\u4eba\u4eff\u771f\uff0c\u4e00\u6b21\u6ed1\u5012\u6216\u649e\u5899\u540e\u7684\u9519\u8bef\u8bb0\u5fc6\u79ef\u7d2f\uff0c\u53ef\u80fd\u6bd4\u4f20\u7edf\u5f15\u64ce\u7684\u5d29\u6e83\u66f4\u81f4\u547d\u3002\u6b64\u5916\uff0c\u201c\u901a\u7528\u201d\u4e8c\u5b57\u662f\u53cc\u5203\u5251\u2014\u2014\u4ec0\u4e48\u90fd\u6a21\u62df\u5f80\u5f80\u610f\u5473\u7740\u4ec0\u4e48\u90fd\u4e0d\u7cbe\uff0c\u5c24\u5176\u5728\u9700\u8981\u7cbe\u786e\u78b0\u649e\u53cd\u9988\u7684\u5de5\u4e1a\u7ea7\u573a\u666f\u3002\u4e0d\u8fc7\uff0c\u5176\u5546\u4e1a\u5207\u5165\u70b9\u9887\u4e3a\u806a\u660e\uff1a\u907f\u5f00\u4e0eNVIDIA PhysX\u7b49\u4f20\u7edf\u5f15\u64ce\u5728\u7269\u7406\u7cbe\u5ea6\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u76f4\u63a5\u7784\u51c6\u9700\u8981\u5f00\u653e\u4e16\u754c\u53d9\u4e8b\u548c\u4f4e\u6210\u672c\u5b9e\u65f6\u4ea4\u4e92\u7684\u72ec\u7acb\u6e38\u620f\u548c\u5143\u5b87\u5b99Demo\u3002\u8fd9\u79cd\u201c\u8db3\u591f\u597d\u201d\u7684\u7269\u7406\u4f53\u9a8c\uff0c\u914d\u5408\u5feb\u901f\u8fed\u4ee3\u7684\u4ea4\u4e92\u903b\u8f91\uff0c\u786e\u5b9e\u53ef\u80fd\u50ac\u751f\u4e00\u6279\u65b0\u578b\u52a8\u6001\u6c99\u76d2\u5e94\u7528\u3002\u957f\u8fdc\u770b\uff0c\u82e5\u5176\u6a21\u578b\u80fd\u8854\u63a5\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\uff0c\u5c06\u53ef\u80fd\u53d6\u4ee3\u90e8\u5206Gym\u73af\u5883\uff0c\u6210\u4e3aAI\u539f\u751f\u6a21\u62df\u5668\u7684\u96cf\u5f62\u3002\u4f46\u5728\u6b64\u4e4b\u524d\uff0c\u8fd8\u9700\u6446\u8131\u201c\u9ed1\u76d2\u7269\u7406\u201d\u7684\u4fe1\u4efb\u5371\u673a\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\">Odyssey-2 Max<\/span>\n <\/div>\n<div class=\"comment-content\">Odyssey-2 Max is Odyssey\u2019s largest general-purpose world model yet, built for real-time interactive simulation. It uses autoregressive next-state prediction to improve physical accuracy, long-horizon stability, and open-ended interaction across worlds that evolve with user actions.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>I like <a href=\"https:\/\/www.producthunt.com\/products\/odyssey-5\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"odyssey-5\" target=\"_blank\" rel=\"noopener\">@Odyssey<\/a>\u2019s framing of this as <strong>pretrained physical intelligence<\/strong>.<\/p>\n<p>The model learns how scenes evolve, how objects move, how interactions play out, and how the world holds together over time. Odyssey-2 Max is still early, but this direction makes the robotics, gaming, simulation, and interactive systems angle much easier to understand.<\/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<\/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\/74QRCZZSP3M4N6\" class=\"app-title\">SNEWPapers<\/a><\/p>\n<div class=\"one-liner\">The World’s First AI Newspaper Archive<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SNEWPapers\u662f\u5168\u7403\u9996\u4e2aAI\u62a5\u7eb8\u6863\u6848\u5e93\uff0c\u901a\u8fc7\u8bed\u4e49\u641c\u7d22\u548cAI\u7814\u7a76\u52a9\u624b\uff0c\u8ba9\u5386\u53f2\u7814\u7a76\u8005\u3001\u5bb6\u8c31\u5b66\u5bb6\u7b49\u4ece\u626b\u63cf\u7248\u62a5\u7eb8\u4e2d\u9ad8\u6548\u63d0\u53d6\u548c\u7406\u89e3250\u5e74\u95f4600\u4e07+\u6761\u771f\u5b9e\u6545\u4e8b\uff0c\u89e3\u51b3\u4f20\u7edf\u6863\u6848\u641c\u7d22\u6162\u3001\u7ed3\u679c\u4e71\u3001\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53fd6e45-19b0-4aec-bbf8-321640c17296.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\/457336c9-fbf2-4757-be0d-549cfcd54b20.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\/dcfd9e75-bf70-4868-a168-703f4e2f3095.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\/7664174d-3928-4a8a-98d8-9f6cbc376850.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\/bd192da2-cfeb-4efd-8a16-f264fc71ace9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/OAww5owYt_0?si=iuceZA-p38QJyBAk\"><source src=\"https:\/\/youtu.be\/OAww5owYt_0?si=iuceZA-p38QJyBAk\" 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\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6863\u6848<\/span><br \/>\n <span class=\"tag\">\u5386\u53f2\u62a5\u7eb8<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">OCR\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">AI\u7814\u7a76\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u4eba\u6587<\/span><br \/>\n <span class=\"tag\">\u5bb6\u8c31\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u7f8e\u56fd\u62a5\u7eb8<\/span><br \/>\n <span class=\"tag\">\u96c6\u5408\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u96c6<\/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\u5185\u5bb9\u6269\u5c55\uff08\u652f\u6301\u5176\u4ed6\u5730\u533a\/\u56fd\u5bb6\u62a5\u7eb8\u63d0\u4ea4\u3001\u6dfb\u52a0\u5230\u73b0\u6709\u6570\u636e\u6d41\u7a0b\uff09\u548c\u5b9e\u9645\u4f7f\u7528\u53cd\u9988\uff08\u5982\u6bcf\u65e5\u5386\u53f2\u63a8\u9001\u662f\u5426\u6709\u5438\u5f15\u529b\uff09\u3002\u5f00\u53d1\u8005\u4e5f\u56de\u5e94\u4e86\u6570\u636e\u96c6\u6210\u4e0e\u9a8c\u8bc1\u7684\u96be\u5ea6\uff0c\u5e76\u5f00\u653e\u4e86\u90e8\u5206\u529f\u80fd\u7ed9\u975e\u8ba2\u9605\u7528\u6237\u8bd5\u7528\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 SNEWPapers\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u53bb\u8ddfGoogle\u6216LLM\u519b\u5907\u7ade\u8d5b\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u4e86\u5386\u53f2\u7814\u7a76\u9886\u57df\u4e00\u4e2a\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u201c\u6697\u6570\u636e\u201d\u75db\u70b9\uff1a\u6570\u767e\u4e07\u5f20\u9ad8\u6e05\u62a5\u7eb8\u626b\u63cf\u56fe\uff0c\u88abOCR\u548c\u4f20\u7edf\u7d22\u5f15\u8005\u629b\u5f03\u3002\u5b83\u7528\u81ea\u7814\u591a\u6a21\u6001\u7cfb\u7edf\uff08\u6587\u7ae0\u5206\u5272\u3001\u7248\u5f0f\u7406\u89e3\u3001\u5b9a\u5236OCR+LLM\u6e05\u6d17\uff09\u5c06\u201c\u56fe\u7247\u201d\u53d8\u6210\u53ef\u68c0\u7d22\u7684\u201c\u8bed\u6599\u201d\uff0c\u8fd9\u662f\u628a\u6570\u636e\u4ece\u201c\u5e93\u5b58\u201d\u63a8\u5411\u201c\u8d44\u4ea7\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u6700\u5927\u7684\u547d\u95e8\u5728\u4e8e\u6570\u636e\u96c6\u9650\u5236\u3002\u76ee\u524d\u4ec5\u8986\u76d6\u7f8e\u56fd\u62a5\u7eb8\uff081730s\u20131960s\uff09\uff0c\u4e14\u6570\u636e\u6e90\u4e3a\u201c\u516c\u5171\u9886\u57df\u9ad8\u5206\u8fa8\u7387\u56fe\u7247\u201d\uff0c\u8fd9\u610f\u5473\u7740\u975e\u7f8e\u56fd\u7684\u3001\u975e\u516c\u6709\u9886\u57df\u7684\u3001\u6216\u9700\u8981\u4ed8\u8d39\u8bb8\u53ef\u7684\u62a5\u7eb8\u5e93\uff08\u5982\u82f1\u56fd\u7684\u300a\u536b\u62a5\u300b\u6216\u300a\u6cf0\u6664\u58eb\u62a5\u300b\u6863\u6848\uff09\u5c06\u5f88\u96be\u7eb3\u5165\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5df2\u7ecf\u51fa\u73b0\u201c\u80fd\u5426\u6dfb\u52a0\u5176\u4ed6\u56fd\u5bb6\u548c\u5730\u533a\u201d\u7684\u547c\u58f0\uff0c\u5982\u679c\u6269\u5f20\u901f\u5ea6\u65e0\u6cd5\u8ddf\u4e0a\uff0c\u5b83\u5c06\u6c38\u8fdc\u662f\u4e00\u4e2a\u201c\u7f8e\u56fd\u672c\u5730\u5316\u7684\u6709\u8da3\u5782\u76f4\u5de5\u5177\u201d\uff0c\u800c\u975e\u5168\u7403\u6570\u5b57\u4eba\u6587\u57fa\u7840\u5e73\u53f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u9690\u5fe7\u662f\u5b9a\u4ef7\u7b56\u7565\u3002\u867d\u7136\u521b\u59cb\u4eba\u5728\u9884\u70ed\u4e2d\u8bf4\u201c\u6bd4\u4f20\u7edf\u6863\u6848\u4fbf\u5b9c50%\u201d\uff0c\u4f46\u4f20\u7edf\u6863\u6848\u5927\u591a\u7531\u5927\u5b66\u6216\u673a\u6784\u6253\u5305\u8ba2\u9605\uff0c\u800cSNEWPapers\u770b\u8d77\u6765\u9762\u5411\u4e2a\u4eba\u7528\u6237\u30027\u5929\u514d\u8d39\u8bd5\u7528\u540e\uff0c\u5355\u4eba\u8ba2\u9605\u8d39\u80fd\u5426\u5f62\u6210\u89c4\u6a21\u6548\u5e94\u5b58\u7591\u3002\u5bf9\u6bd4Google Scholar\u6216\u6536\u8d39\u7684Open Access\u6570\u636e\u5e93\uff0c\u7528\u6237\u662f\u5426\u613f\u610f\u4e3a\u201c\u66f4\u597d\u7528\u7684\u641c\u7d22\u201d\u957f\u671f\u4ed8\u8d39\uff0c\u53d6\u51b3\u4e8e\u5b83\u7684AI\u7814\u7a76\u52a9\u624bSleuth\u80fd\u5426\u63d0\u4f9b\u8d85\u8d8a\u666e\u901a\u5173\u952e\u8bcd\u68c0\u7d22\u7684\u72ec\u7279\u4ef7\u503c\uff0c\u6bd4\u5982\u81ea\u52a8\u751f\u6210\u4e3b\u9898\u65f6\u95f4\u7ebf\u3001\u4ea4\u53c9\u5f15\u7528\u5206\u6790\u7b49\u66f4\u63a5\u8fd1\u201c\u667a\u80fd\u52a9\u7406\u201d\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6280\u672f\u4e0a\u8d5e\u8bb8\u5176\u5de5\u7a0b\u6295\u5165\uff0844.7B token\u5904\u7406\u3001GPU GB\u5c0f\u65f6\u7b49\uff09\uff0c\u4f46\u201c\u5c06\u4eba\u5de5\u9a8c\u8bc1\u653e\u5165\u5f3a\u5316\u5b66\u4e60\u5faa\u73af\u201d\u624d\u662f\u672a\u6765\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u3002\u5982\u679c\u80fd\u50cf\u8bc4\u8bba\u8005\u63d0\u5230\u7684Recaptcha\u90a3\u6837\uff0c\u5229\u7528\u7528\u6237\u884c\u4e3a\u5f62\u6210\u53cd\u9988\u95ed\u73af\u4f18\u5316\u6a21\u578b\uff0cSNEWPapers\u5c31\u6709\u53ef\u80fd\u4ece\u201c\u4e00\u4e2a\u806a\u660e\u4eba\u7684\u9879\u76ee\u201d\u8fdb\u5316\u4e3a\u201c\u6d3b\u7740\u7684\u6570\u636e\u4f53\u201d\u3002\u5426\u5219\uff0c\u5b83\u7ec8\u5c06\u56f0\u5728\u4e0d\u65ad\u589e\u52a0\u7684\u6570\u636e\u91cf\u548c\u4e0d\u65ad\u8870\u51cf\u7684\u65b0\u7528\u6237\u6d3b\u8dc3\u5ea6\u4e4b\u95f4\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\">SNEWPapers<\/span>\n <\/div>\n<div class=\"comment-content\">I taught machines to read newspapers, gave them 250 years of data, extracted everything (6 million+ stories so far), separated the ads from the content, and categorized it all. You can search semantically or with you own AI research assistant and get the actual articles with full text extraction, as well as build and share collections. As far as I know, this has never been done before, the data isn’t on Google or in any LLM, only on SNEWPAPERS<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can someone else submit newspapers?<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> I hadn’t thought of this, but it’s a good idea. If there are high res images in the public domain we could create a request process to add them to our pipeline, ideally it wouldn’t be just one issue, but the whole history that we could grab, or more ideally other archives that want to use our tech could request for us to process their entire dataset and we host the data and provide SSO for their users. There’s a lot of them out there… <a href=\"https:\/\/en.wikipedia.org\/wiki\/Wikipedia:List_of_online_newspaper_archives#United_States\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/en.wikipedia.org\/wiki\/Wikipedia:List_of_online_newspaper_archives#United_States<\/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><strong>Hey Product Hunt!<\/strong> \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m excited to share <strong>SNEWPapers<\/strong> \u2014 the world\u2019s first AI-powered historical newspaper archive. We\u2019ve read and organized <strong>6 million+ stories<\/strong> from 250 years of American newspapers (1730s\u20131960s) so you can finally explore history by meaning, not just broken keywords.<\/p>\n<\/p>\n<p>Maybe the biggest news since sliced bread for digital humanities, historians, researchers, genealogists?<\/p>\n<\/p>\n<p>I built this after trying to research references in <em>The Fourth Turning<\/em>. Traditional archives dumped me into faded page scans with terrible search. So I created my own.<\/p>\n<\/p>\n<p>The result: clean, summarized articles and <strong>nearly perfect full-text OCR<\/strong> extractions + <strong>The Sleuth<\/strong> (your personal AI research assistant), smart categorization (24 categories \/ 1,000+ sub-categories), Collections for sharing, and a fun <strong>Today in History<\/strong> daily feed.<\/p>\n<\/p>\n<p><strong>Quick start<\/strong> (10 minutes): \u2192 <a href=\"https:\/\/snewpapers.com\/guide\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Tutorials<\/a><\/p>\n<p><strong>A few things I\u2019d love your thoughts on:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Today in History<\/strong> \u2014 Would you actually open this daily?<\/p>\n<\/li>\n<li>\n<p><strong>Search + Sleuth<\/strong> \u2014 How useful is semantic search and the AI assistant for your research?<\/p>\n<\/li>\n<li>\n<p><strong>Collections<\/strong> \u2014 Would you use\/share public collections?<\/p>\n<\/li>\n<\/ul>\n<p><strong>Pricing<\/strong>: 7-day free trial. I priced it ~50% below traditional archives because we actually deliver usable, intelligent access. <strong>Product Hunt special<\/strong>: Use <strong>PRODUCTHUNT20<\/strong> for 20% off any plan (valid until May 8).<\/p>\n<\/p>\n<p>Huge technical journey. I had to figure out how to acquire, store and process nearly a million high-resolution newspaper images, build custom multi-modal systems to detect and segment articles, massively improve OCR on centuries old ink, train models to understand newspaper layout and context, run prompt engineering at scale, balance cost vs quality with LLMs and vLLMs, build <strong>semantic and agentic search<\/strong> infrastructure that actually works on millions of documents, and scale a cost-effective GPU fleet.<\/p>\n<\/p>\n<p><strong>Some \u201cAWS-ish\u201d stats so far:<\/strong><\/p>\n<ul>\n<li>\n<p>115,000+ GPU GB-hours (OCR \/ Layouts)<\/p>\n<\/li>\n<li>\n<p>26,000+ Lambda GB-hours moving data around<\/p>\n<\/li>\n<li>\n<p><strong>44.7 billion LLM\/vLLM tokens processed<\/strong><\/p>\n<\/li>\n<li>\n<p>7 months of 80+ hour work weeks (organic neural network compute)<\/p>\n<\/li>\n<\/ul>\n<p>Would love your honest feedback and discoveries you make in the archive! \ud83e\udee1 (here or <a href=\"mailto:hello@snewpapers.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hello@snewpapers.com<\/a>)<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly, this is quite cool! <\/p>\n<p>Do you plan to expand the newspaper libraries to other countries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@markocki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markocki<\/a> Thank you! I just opened up the “Today in History” summary page a moment ago for any authed-but-not-subscribed users (only the full extraction details are behind the subscription wall now), feel free to check that out! There’s plenty more US papers to get to first, but UK would probably be easy as well, and other languages that read left-to-right and have latin character sets. Partially it’s also harder to do data validations when you don’t know the language, but all possible<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool! <br \/>What APIs did you use to scrap all the Newspaper archive? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Incredible scale!<br \/>You mentioned training the model to handle degraded paper and faded ink. Google famously used recaptcha v1 for the same problem, having millions of users unknowingly label words from old NYT archives. How have you coped this issue?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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_utkin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_utkin<\/a> Haha I didn’t know about the recaptcha story, that’s very clever. There are quite a few decent OCR tools out there that are open source, a lot of getting it to work right is first to understand the settings and limitations, ideal DPI for character recognition, GPU settings for aspect ratios, then of course LLM and VLLM tech can help clean things up, then human verification, which you could then turn into a reinforcement loop for transfer learning on an open weights model<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4ZM47YZ3CK7WBT\" class=\"app-title\">Replyless<\/a><\/p>\n<div class=\"one-liner\">AI Email app that sends daily email briefs on Telegram<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Replyless \u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u90ae\u4ef6\u5ba2\u6237\u7aef\uff0c\u901a\u8fc7\u667a\u80fd\u5206\u7bb1\u3001AI\u8349\u7a3f\u548c\u6bcf\u65e5Telegram\u7b80\u62a5\uff0c\u5e2e\u52a9\u7528\u6237\u4eceGmail\/Outlook\u7684\u6536\u4ef6\u7bb1\u8fc7\u8f7d\u4e2d\u89e3\u8131\uff0c\u5feb\u901f\u5b9e\u73b0\u201c\u6536\u4ef6\u7bb1\u96f6\u201d\u72b6\u6001\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebf4d934-bdd1-4878-a4dd-edc9a4a12900.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\/05238945-3852-46eb-aeda-e8e2cafd92d8.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\/79c8d262-fc70-45fa-b4bb-879faddfeca1.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\/d8e06047-22fc-45a6-99dd-aa42bab8dc32.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\/c7fbe8be-cf28-42bd-bdab-1437c51ceb98.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\/02f01cd6-5d01-4619-92d5-a771cff7f463.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\">Email<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u90ae\u4ef6\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">\u6536\u4ef6\u7bb1\u96f6<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5206\u7bb1<\/span><br \/>\n <span class=\"tag\">\u7535\u62a5\u7b80\u62a5<\/span><br \/>\n <span class=\"tag\">Gmail\/Outlook<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u8349\u7a3f<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u7ba1\u7406<\/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\u5176\u89e3\u51b3\u90ae\u7bb1\u8fc7\u8f7d\u548c\u5b9e\u73b0\u6536\u4ef6\u7bb1\u96f6\u7684\u80fd\u529b\u3002\u8bc4\u8bba\u4e2dMaker Sree\u5f3a\u8c03\u4ea7\u54c1\u57fa\u4e8e\u6b64\u524d\u88ab\u6536\u8d2d\u7ecf\u9a8c\uff0c\u5e76\u5f00\u653e50\u4e2a\u7ec8\u8eab\u8bb8\u53ef\u5e2d\u4f4d\uff0c\u5438\u5f15\u65e9\u671f\u652f\u6301\u8005\u3002\u672a\u89c1\u5177\u4f53\u95ee\u9898\u6216\u6279\u8bc4\uff0c\u591a\u4e3a\u4ea7\u54c1\u4f53\u9a8c\u671f\u5f85\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 Replyless \u7684\u5de7\u5999\u4e4b\u5904\u4e0d\u5728\u4e8eAI\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u628aAI\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\u7cbe\u51c6\u547d\u4e2d\u4e86\u73b0\u4ee3\u4eba\u6700\u75db\u7684\u90ae\u4ef6\u7126\u8651\u3002\u901a\u8fc7\u5c06\u6536\u4ef6\u7bb1\u62c6\u89e3\u4e3a\u201c\u667a\u80fd\u5206\u7bb1\u201d\u548c\u5c06\u65e5\u5e38\u7b80\u62a5\u8fc1\u79fb\u5230Telegram\uff0c\u5b83\u5b9e\u8d28\u4e0a\u91cd\u65b0\u5b9a\u4e49\u4e86\u90ae\u4ef6\u7684\u6d88\u8d39\u573a\u666f\u2014\u2014\u4ece\u88ab\u52a8\u201c\u5904\u7406\u201d\u8f6c\u4e3a\u4e3b\u52a8\u201c\u6d4f\u89c8\u201d\u3002\u8fd9\u79cd\u201c\u53bb\u4e2d\u5fc3\u5316\u201d\u601d\u8def\uff08Telegram\u4f5c\u4e3a\u51fa\u53e3\uff09\u65e2\u907f\u5f00\u4e86\u4f20\u7edf\u90ae\u4ef6\u5e94\u7528\u7684\u539a\u91cd\u8d1f\u62c5\uff0c\u53c8\u5229\u7528\u4e86\u5373\u65f6\u901a\u8baf\u7684\u9ad8\u9891\u89e6\u8fbe\u5c5e\u6027\uff0c\u582a\u79f0\u201c\u90ae\u4ef6\u754c\u7684RSS\u9605\u8bfb\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u5176\u6838\u5fc3\u5356\u70b9\u201cAI\u81ea\u52a8\u6574\u7406\u201d\u548c\u201c\u6bcf\u65e5\u7b80\u62a5\u201d\u5e76\u975e\u72ec\u5bb6\u6280\u672f\u3002\u4e0d\u5c11\u540c\u7c7b\u4ea7\u54c1\uff08\u5982Superhuman\u3001Missive\uff09\u5df2\u5728\u505a\u7c7b\u4f3c\u5de5\u4f5c\uff0c\u800cGmail\u81ea\u8eab\u4e5f\u63d0\u4f9b\u4e86\u667a\u80fd\u5206\u7c7b\u3002Replyless \u7684\u5dee\u5f02\u5316\u5728\u4e8e\u5c06\u201c\u8f7b\u91cf\u5316\u201d\u505a\u5230\u6781\u81f4\uff1a\u53ea\u4fdd\u7559\u6700\u5173\u952e\u7684\u6536\u4ef6\u7bb1\u3001\u96f6\u72b6\u6001\u58c1\u7eb8\u548cTelegram\u7b80\u62a5\uff0c\u800c\u975e\u8bd5\u56fe\u6210\u4e3a\u5168\u80fd\u529e\u516c\u4e2d\u5fc3\u3002\u8fd9\u79cd\u201c\u505a\u51cf\u6cd5\u201d\u7684\u7b56\u7565\u5bf9\u91cd\u5ea6\u90ae\u4ef6\u7528\u6237\uff08\u5982\u521b\u4e1a\u8005\u3001\u6295\u8d44\u4eba\uff09\u786e\u5b9e\u5177\u5907\u5438\u5f15\u529b\uff0c\u5c24\u5176\u9002\u5408\u90a3\u4e9b\u538c\u5026\u4e86\u4f20\u7edf\u90ae\u4ef6\u5ba2\u6237\u7aef\u4f46\u53c8\u4e0d\u613f\u8fc1\u79fb\u6574\u4e2a\u5de5\u4f5c\u6d41\u7684\u7fa4\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u4e24\u4e2a\u5173\u952e\u70b9\uff1a\u4e00\u662fTelegram\u7b80\u62a5\u80fd\u5426\u771f\u6b63\u66ff\u4ee3\u5b9e\u65f6\u90ae\u4ef6\u5904\u7406\uff0c\u907f\u514d\u7528\u6237\u56e0\u9519\u8fc7\u7d27\u6025\u901a\u77e5\u800c\u8fd4\u56de\u5230Gmail\uff1b\u4e8c\u662f\u201cAI\u8349\u7a3f\u201d\u548c\u201c\u6e05\u7406\u201d\u529f\u80fd\u5728\u590d\u6742\u5546\u52a1\u573a\u666f\u4e0b\u7684\u51c6\u786e\u7387\u3002Maker Sree\u6b64\u524d\u9879\u76ee\u88ab\u6536\u8d2d\u867d\u6709\u5149\u73af\uff0c\u4f46\u90ae\u7bb1\u8d5b\u9053\u5df2\u88ab\u591a\u4e2a\u5de8\u5934\u548c\u72ec\u89d2\u517d\uff08\u5982Superhuman\u4f30\u503c11\u4ebf\u7f8e\u5143\uff09\u5360\u636e\uff0cReplyless \u82e5\u4e0d\u80fd\u51ed\u501f\u201c\u6781\u81f4\u7b80\u7ea6+Telegram\u751f\u6001\u201d\u6253\u51fa\u7834\u5708\u6548\u5e94\uff0c\u6781\u6613\u9677\u5165\u201c\u5c0f\u800c\u7f8e\u4f46\u96be\u76c8\u5229\u201d\u7684\u9677\u9631\u3002\u5f00\u653e\u7ec8\u8eab\u8bb8\u53ef\u786e\u5b9e\u80fd\u5feb\u901f\u79ef\u7d2f\u79cd\u5b50\u7528\u6237\uff0c\u4f46\u540e\u7eed\u8ba2\u9605\u5236\u8f6c\u5316\u624d\u662f\u68c0\u9a8c\u4ea7\u54c1\u7c98\u6027\u7684\u8bd5\u91d1\u77f3\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\">Replyless<\/span>\n <\/div>\n<div class=\"comment-content\">Replyless is a beautiful and productive AI email app. Save hours, free your mind space with prompt-based split inbox setup, inbox zero wallpapers & AI agent. Connect email accounts and Replyless automatically organizes your emails into Split Inboxes. Now with daily email briefs on Telegram.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Sree, maker of Replyless.<\/p>\n<p>I built Replyless because email has become a second job.<\/p>\n<p>Replyless is an AI-native email app for Gmail & Outlook that helps you reach Inbox Zero faster with smart split inboxes, AI drafts, clutter cleanup and daily briefs.<\/p>\n<p>I previously built Super.page, which was acquired by a YC-backed company. Now I\u2019m building Replyless to make inbox overload feel manageable again.<\/p>\n<p>We\u2019re also opening 50 limited lifetime licenses for early supporters.<\/p>\n<p>Ask me anything, answering all the QnA today! \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/7CIGUDWJONPYQM\" class=\"app-title\">PlayJoob<\/a><\/p>\n<div class=\"one-liner\">turns dead task boards into a shared strategy map<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PlayJoob\u5c06\u67af\u71e5\u7684\u4efb\u52a1\u770b\u677f\u8f6c\u5316\u4e3a\u4e92\u52a8\u7b56\u7565\u5730\u56fe\uff0c\u5e2e\u52a9\u5c0f\u578b\u4ea7\u54c1\u56e2\u961f\u5728\u51b2\u523a\u4e2d\u76f4\u89c2\u770b\u5230\u56e2\u961f\u524d\u8fdb\u7684\u8f68\u8ff9\u4e0e\u6210\u957f\uff0c\u89e3\u51b3\u4f20\u7edf\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u7f3a\u4e4f\u52a8\u529b\u611f\u548c\u53ef\u89c6\u5316\u8fdb\u5ea6\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/5abd9332-e464-4bdf-b565-ea269dd588b6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=52LP4v_ApBw&t=271s\"><source src=\"https:\/\/www.youtube.com\/watch?v=52LP4v_ApBw&t=271s\" 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\/84829a91-f135-4dd7-818f-94b928ee24d1.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\/9d73d116-4859-4813-a8d0-8ca78e006961.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\/d00a41f2-0753-4339-a6b4-2e527f1169ed.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\/1a7ad275-41ef-4db3-9e84-5897c27ecafb.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\">Task Management<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u770b\u677f<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u51b2\u523a\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u5730\u56fe<\/span><br \/>\n <span class=\"tag\">\u8fdb\u5ea6\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u5de5\u4f5c\u53f0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6307\u51faJira\u7b49\u5de5\u5177\u8ba9\u4efb\u52a1\u770b\u677f\u53d8\u6210\u201c\u5893\u5730\u201d\uff0c\u7f3a\u4e4f\u52a8\u91cf\u548c\u53ef\u89c1\u8fdb\u5ea6\u3002\u6838\u5fc3\u7591\u95ee\u662f\uff1a\u6e38\u620f\u5316\u5143\u7d20\uff08\u5730\u56fe\u3001\u6280\u80fd\u5361\u3001\u6210\u957f\u6811\uff09\u5728\u65b0\u9c9c\u611f\u6d88\u9000\u540e\u7684\u957f\u671f\u6548\u679c\u5982\u4f55\uff1f\u521b\u59cb\u4eba\u56de\u5e94\u6b63\u5728\u6536\u96c6\u6570\u636e\uff0c\u5e76\u9080\u8bf7\u8bd5\u7528\u4e24\u5468\u51b2\u523a\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 PlayJoob\u7684\u5207\u5165\u70b9\u7cbe\u51c6\u2014\u2014\u5b83\u4e0d\u8bd5\u56fe\u5728\u529f\u80fd\u4e0a\u786c\u521aJira\u3001Asana\u7b49\u6210\u719f\u5de5\u5177\uff0c\u800c\u662f\u76f4\u51fb\u5b83\u4eec\u6700\u987d\u56fa\u7684\u8f6f\u808b\uff1a\u7528\u6237\u7684\u5fc3\u7406\u75b2\u52b3\u3002\u8fd9\u4e9b\u4f20\u7edf\u5de5\u5177\u628a\u5de5\u4f5c\u201c\u53bb\u9b45\u201d\uff0c\u53d8\u6210\u4e00\u884c\u884c\u51b0\u51b7\u7684\u5de5\u5355\uff1bPlayJoob\u5219\u52aa\u529b\u4e3a\u5de5\u4f5c\u7684\u8fc7\u7a0b\u201c\u52a0\u9b45\u201d\uff0c\u7528\u5730\u56fe\u3001\u6210\u957f\u6811\u3001\u6280\u80fd\u5361\u7b49\u6e38\u620f\u5316\u5143\u7d20\uff0c\u628a\u4e00\u4e2a\u62bd\u8c61\u7684\u9879\u76ee\u8fdb\u5ea6\u91cd\u65b0\u5305\u88c5\u6210\u4e00\u4e2a\u6709\u7a7a\u95f4\u3001\u6709\u53d9\u4e8b\u3001\u6709\u53cd\u9988\u7684\u201c\u65c5\u7a0b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u79cd\u8bbe\u8ba1\u54f2\u5b66\u7684\u8f6c\u53d8\u5177\u6709\u6df1\u5c42\u4ef7\u503c\u3002\u5b83\u5c06\u9879\u76ee\u7ba1\u7406\u4ece\u201c\u76d1\u5de5\u201d\u89c6\u89d2\uff08\u8fd8\u5269\u591a\u5c11\u6d3b\u6ca1\u5e72\uff09\u8f6c\u5411\u201c\u5192\u9669\u201d\u89c6\u89d2\uff08\u6211\u4eec\u5df2\u7ecf\u8d70\u4e86\u591a\u8fdc\uff0c\u4e0b\u4e00\u4e2a\u91cc\u7a0b\u7891\u662f\u4ec0\u4e48\uff09\u3002\u5bf9\u4e8e5-10\u4eba\u7684\u5c0f\u56e2\u961f\uff0c\u5c24\u5176\u662f\u65e9\u671f\u521b\u4e1a\u56e2\u961f\uff0c\u8fd9\u80fd\u663e\u8457\u7f13\u89e3\u201c\u6c38\u8fdc\u505a\u4e0d\u5b8c\u201d\u7684\u7126\u8651\u2014\u2014\u6bcf\u4e00\u6b21\u5b8c\u6210\u4efb\u52a1\u90fd\u80fd\u770b\u5230\u4e00\u4e2a\u50cf\u7d20\u70b9\u7684\u79fb\u52a8\uff0c\u8fd9\u5728\u5fc3\u7406\u5c42\u9762\u662f\u4e00\u6b21\u5fae\u5c0f\u7684\u6b63\u5411\u5f3a\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u6838\u5fc3\u98ce\u9669\u5728\u4e8e\u201c\u6e38\u620f\u5316\u6210\u763e\u201d\u7684\u8fb9\u9645\u6548\u5e94\u9012\u51cf\u3002\u6b63\u5982\u8bc4\u8bba\u6240\u8d28\u7591\u7684\uff0c\u5230\u4e86\u7b2c\u516b\u5468\uff0c\u5f53\u201c\u6280\u80fd\u5361\u201d\u53d8\u6210\u65e5\u5e38\u3001\u5730\u56fe\u4e0a\u7684\u4f4d\u7f6e\u4e0d\u518d\u65b0\u9c9c\u65f6\uff0cPlayJoob\u662f\u5426\u4f9d\u7136\u80fd\u652f\u6491\u56e2\u961f\u71ac\u8fc7\u75db\u82e6\u7684\u9700\u6c42\u53d8\u66f4\u6216\u9ad8\u5f3a\u5ea6\u51b2\u523a\uff1f\u521b\u59cb\u4eba\u76ee\u524d\u7684\u56de\u7b54\u7565\u663e\u7a7a\u6cdb\uff08\u201c\u7b2c\u4e8c\u5468\u66f4\u55e8\u201d\uff09\uff0c\u8fd9\u6697\u793a\u4ea7\u54c1\u53ef\u80fd\u7f3a\u4e4f\u7cfb\u7edf\u6027\u7684\u957f\u671f\u7c98\u6027\u8bbe\u8ba1\u2014\u2014\u6bd4\u5982\u5730\u56fe\u662f\u5426\u53ef\u4ee5\u7531\u56e2\u961f\u5171\u540c\u81ea\u5b9a\u4e49\u7ed8\u5236\uff1f\u6e38\u620f\u5316\u5956\u52b1\u662f\u5426\u53ef\u4ee5\u4e0e\u771f\u5b9e\u4e1a\u52a1\u76ee\u6807\uff08\u5982\u7528\u6237\u589e\u957f\u3001\u4ee3\u7801\u90e8\u7f72\uff09\u6302\u94a9\uff1f\u5982\u679c\u4e0d\u80fd\u5c06\u5916\u5c42\u6fc0\u52b1\u5185\u5316\u4e3a\u56e2\u961f\u7684\u201c\u610f\u4e49\u611f\u201d\uff0cPlayJoob\u5f88\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u4e3b\u9898\u76ae\u80a4\u7684\u66f4\u82b1\u54e8\u7684\u770b\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0cPlayJoob\u6d4b\u8bd5\u4e86\u4e00\u4e2a\u53ef\u80fd\u6027\uff1a\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u80fd\u5426\u4ece\u201c\u8ddf\u8e2a\u8bb0\u5f55\u201d\u8fdb\u5316\u4e3a\u201c\u60c5\u611f\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u76ee\u524d\u5b83\u8fd8\u53ea\u662f\u4e00\u6b21\u52c7\u6562\u7684\u5c1d\u8bd5\uff0c\u4f46\u65b9\u5411\u503c\u5f97\u5173\u6ce8\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\">PlayJoob<\/span>\n <\/div>\n<div class=\"comment-content\">PlayJoob is a visual workspace for product teams where sprints and tickets live on an interactive strategy\u2011style map. Each completed mission shows how you move across the world, grow your shared \u201ctree of progress,\u201d and collect skill cards that mark what you\u2019ve learned together.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built PlayJoob because classic boards are great for structure but terrible for motivation. You see endless tickets, not real progress.<\/p>\n<p>In PlayJoob, your sprint lives on an interactive map: tasks become missions on a shared world every completed mission visibly moves your team across the map<\/p>\n<p>you grow a shared \u201ctree of progress\u201d and collect skill cards for what you\u2019ve learned<\/p>\n<p>It\u2019s for small product teams and startups that want a serious project management workflow, but a more engaging way to see progress together.<\/p>\n<p>I\u2019d love feedback: what frustrates you most about your current PM tools, and what would your ideal \u201cmotivating\u201d sprint view look like?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You’re onto something real here. I managed engineering teams for years and watched Jira boards become graveyards – hundreds of tickets nobody looked at, zero sense of momentum, and sprint retros where everyone just shrugged. The core problem isn’t the tool, it’s that task boards show work as an infinite list rather than a journey with visible progress. Reframing tasks as missions on a shared map is a clever way to give teams spatial awareness of where they are and where they’re heading. Curious whether you’ve seen this change how teams handle scope creep – when progress is visual like this, does it make it harder for stakeholders to quietly add tickets without anyone noticing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@avrisimon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avrisimon<\/a> Exactly, you nailed it. Right now I\u2019m in the early beta stage and collecting data to make the product more robust and more useful. It\u2019s also important to understand how much team engagement has increased and how much stress levels have decreased when using Playjoob.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Week one with a tool like this is easy. The map view can be really motivating. But I’d want to know what week eight looks like? When the skill cards feel routine and the tree of progress is just… there. Does PlayJoob still carry teams through a rough sprint?<\/p>\n<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> Thanks a lot, that\u2019s a great question! Actually, week two feels even more euphoric (assuming your sprint is two weeks \ud83d\ude42, because that\u2019s when you really launch the rocket…all planned tasks are done, and for completed tickets your team can plant more forest, get new cards, or upgrade existing ones.<\/p>\n<\/p>\n<p>To be honest, I can\u2019t rely on data I don\u2019t have yet, so I\u2019d be really happy to invite you to plan a two-week sprint in PlayJoob! \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<\/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\/LHW2EU2MO2ZTDF\" class=\"app-title\">Wafaa.io<\/a><\/p>\n<div class=\"one-liner\">Create secure digital contracts in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wafaa.io\u8ba9\u975e\u6cd5\u5f8b\u7528\u6237\u4e5f\u80fd\u5728\u51e0\u5206\u949f\u5185\u521b\u5efa\u3001\u7b7e\u7f72\u548c\u7ba1\u7406\u5177\u5907\u9632\u6b3a\u8bc8\u529f\u80fd\u7684\u6570\u5b57\u5408\u540c\uff0c\u89e3\u51b3\u4e86\u7d27\u6025\u573a\u666f\u4e0b\u5408\u540c\u6d41\u7a0b\u590d\u6742\u3001\u5de5\u5177\u5206\u6563\u4e14\u7f3a\u4e4f\u5b89\u5168\u6027\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e625af12-30ef-496d-a632-be93abc7f590.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\/4e9b32b0-0c0b-4a6d-851f-7278e68abb60.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\/8a745463-8922-4cc6-8301-0137eb37310f.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\/977907b0-1598-4ae5-be6c-3affc636e00d.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\/65006437-10b1-4f12-ab85-d27a13e61572.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\/b4ef0196-da70-4c67-ac74-a1a63b8dc289.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=9HllmRudA44\"><source src=\"https:\/\/www.youtube.com\/watch?v=9HllmRudA44\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Legal<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u5408\u540c<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u7b7e\u540d<\/span><br \/>\n <span class=\"tag\">\u5408\u540c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9632\u6b3a\u8bc8<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u5c0f\u989d\u5408\u540c<\/span><br \/>\n <span class=\"tag\">\u4f4e\u9891\u7387\u9ad8\u65f6\u6548<\/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\u5bf9\u201c\u975e\u6cd5\u5f8b\u4eba\u58eb\u5b9a\u4f4d\u201d\u8868\u793a\u5174\u8da3\uff0c\u8ba4\u4e3a\u73b0\u6709\u5de5\u5177\u592a\u590d\u6742\uff1b\u6709\u7528\u6237\u5173\u5fc3\u8eab\u4efd\u9a8c\u8bc1\u662f\u5426\u589e\u52a0\u6469\u64e6\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u91c7\u7528\u8f7b\u91cf\u9a8c\u8bc1(OTP+\u8bbe\u5907\u5143\u6570\u636e)\u800c\u975e\u5f3a\u5236KYC\uff0c\u5e76\u6ce8\u91cd\u5ba1\u8ba1\u6eaf\u6e90\uff1b\u4e5f\u6709\u7528\u6237\u8ba4\u53ef\u96c6\u4e2d\u7ba1\u7406\u5408\u540c\u907f\u514d\u9057\u6f0f\u7684\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 Wafaa.io\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u5e38\u88ab\u5ffd\u89c6\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u90a3\u4e9b\u9700\u8981\u5feb\u901f\u3001\u5b89\u5168\u5730\u8ba2\u7acb\u5408\u540c\uff0c\u5374\u53c8\u4e0d\u9700\u8981\u5f8b\u5e08\u6216\u4f01\u4e1a\u7ea7\u8ba2\u9605\u5de5\u5177\u7684\u201c\u4e2d\u95f4\u7528\u6237\u201d\u3002\u5176\u4ef7\u503c\u6838\u5fc3\u5e76\u975e\u98a0\u8986\u6cd5\u5f8b\u6d41\u7a0b\uff0c\u800c\u662f\u5c06\u201c\u5408\u540c\u201d\u4ece\u6c89\u91cd\u3001\u6b63\u5f0f\u7684\u5de5\u5177\u9690\u55bb\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8f6c\u53d8\u4e3a\u4e00\u79cd\u8f7b\u91cf\u7ea7\u3001\u53ef\u8ffd\u6eaf\u7684\u6c9f\u901a\u786e\u8ba4\u673a\u5236\u3002\u4ea7\u54c1\u654f\u9510\u5730\u5c06\u201c\u9632\u6b3a\u8bc8\u201d\u4e0e\u201c\u7b80\u5316\u6d41\u7a0b\u201d\u6346\u7ed1\uff0c\u7528\u6280\u672f\u624b\u6bb5\uff08\u65f6\u95f4\u6233\u3001\u8bbe\u5907\u6307\u7eb9\u3001OTP\u9a8c\u8bc1\uff09\u5efa\u7acb\u4e00\u4efd\u4e8b\u5b9e\u4e0a\u7684\u201c\u94fe\u4e0b\u5b58\u8bc1\u201d\uff0c\u800c\u975e\u8bd5\u56fe\u89e3\u51b3\u53f8\u6cd5\u7ea7\u8eab\u4efd\u9a8c\u8bc1\u95ee\u9898\u2014\u2014\u8fd9\u6070\u6070\u662f\u660e\u667a\u4e4b\u5904\uff0c\u907f\u514d\u4e86\u9677\u5165KYC\u6ce5\u6f6d\u800c\u4e27\u5931\u6613\u7528\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u5b58\u5728\u3002\u5f53\u524d\u7684\u81ea\u9648\u8eab\u4efd+\u8f7b\u91cf\u9a8c\u8bc1\u6a21\u5f0f\u5728\u771f\u6b63\u6d89\u53ca\u8f83\u5927\u91d1\u989d\u6216\u7ea0\u7eb7\u65f6\uff0c\u53f8\u6cd5\u6548\u529b\u5b58\u7591\u3002\u4e00\u65e6\u7528\u6237\u906d\u53d7\u6b3a\u8bc8\uff0cWafaa\u7684\u201c\u5ba1\u8ba1\u8ffd\u8e2a\u201d\u5b9e\u9645\u66f4\u63a5\u8fd1\u201c\u589e\u5f3a\u578b\u65e5\u5fd7\u201d\u800c\u975e\u6cd5\u5f8b\u8ba4\u53ef\u7684\u6570\u5b57\u8bc1\u636e\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u5176\u6838\u5fc3\u5356\u70b9\u201c\u9632\u6b3a\u8bc8\u201d\u5728\u6781\u7aef\u6848\u4f8b\u4e2d\u6ca6\u4e3a\u8425\u9500\u8bdd\u672f\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u5178\u578b\u7684\u201c\u4f4e\u9891\u7387\u9ad8\u65f6\u6548\u201d\u573a\u666f\u4ea7\u54c1\uff0c\u7528\u6237\u7559\u5b58\u4e0e\u4ed8\u8d39\u8f6c\u5316\u9ad8\u5ea6\u4f9d\u8d56\u5173\u952e\u65f6\u523b\u7684\u4f53\u9a8c\uff0c\u75c5\u6bd2\u4f20\u64ad\u6f5c\u529b\u6709\u9650\uff0c\u4e14\u9762\u4e34DocuSign\u7b49\u5de8\u5934\u964d\u7ef4\u6253\u51fb\u7684\u5a01\u80c1\u3002Wafaa\u5fc5\u987b\u5c3d\u5feb\u8bc1\u660e\u5176\u201c\u7b80\u5355\u201d\u5e76\u975e\u201c\u7b80\u964b\u201d\uff0c\u4f8b\u5982\u4e0e\u7b2c\u4e09\u65b9\u5b58\u8bc1\u673a\u6784\u6216\u516c\u8bc1\u670d\u52a1\u6253\u901a\uff0c\u5f62\u6210\u66f4\u7a33\u56fa\u7684\u4ef7\u503c\u95ed\u73af\uff0c\u5426\u5219\u5f88\u5bb9\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u6f02\u4eae\u7684\u5de5\u5177\uff0c\u800c\u975e\u771f\u6b63\u7684\u751f\u610f\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\">Wafaa.io<\/span>\n <\/div>\n<div class=\"comment-content\">Meet Wafaa, your new one-stop shop for digital contracts. (1) Create. Sign. Send. Back to work. (2) Replace scattered and unsecured agreements across platforms. (3) Manage the full contract lifecycle at a glance. (4) Protect your money and time with built-in fraud prevention. (5) Skip the subscriptions and just pay as you go. (6) Try before you buy \u2192 your first contract is on us.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone, thanks for checking <a href=\"http:\/\/Wafaa.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Wafaa.io<\/strong><\/a>.<\/p>\n<p>Building Wafaa began with a simple idea: creating a secure contract should be as easy as creating a WhatsApp group.<\/p>\n<\/p>\n<p>For many people, contracts are low-frequency but high-urgency. When you need one, you tend to need one immediately\u2014but most of the existing tools feel overly complex or like they’re built for legal teams and large enterprises, not everyday users.<\/p>\n<\/p>\n<p>At the same time, digital commerce has a growing problem: fraud and disputes are becoming more common, especially when agreements are informal or poorly documented.<\/p>\n<\/p>\n<p>We built Wafaa to address both.<\/p>\n<\/p>\n<p>In short, the platform simplifies how agreements are created, while adding structure, traceability, and verification. This helps both parties know exactly what was agreed to, and can prove it if needed.<\/p>\n<\/p>\n<p>Instead of replacing lawyers or overcomplicating the process, Wafaa focuses on making agreements clear, structured, and reliable from the start\u2014and providing users with a centralized hub to keep all contracts organized in one secure location.<\/p>\n<\/p>\n<p>We’re still early and have plenty of room for improvement \u2014 would genuinely value your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yalroumi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yalroumi<\/a> nice 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yalroumi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yalroumi<\/a> Huge congrats on the launch! Love how you’ve made secure, high-urgency contracts so simple. Wishing you a big day and a successful run on Product Hunt! \u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 postioning toward non-legal users is interesting. A lot of people avoid contracts just because the tools feel intimidating.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@susie_johns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@susie_johns<\/a> Having everything in one place is useful. I\u2019ve personally lost track of agreements across emails and random files more than once.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you,<a href=\"https:\/\/www.producthunt.com\/@susie_johns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@susie_johns<\/a> <\/p>\n<p>That’s exactly the gap we’re addressing.<\/p>\n<p>Many users get stuck between subscription tools they don\u2019t really need, and free tools that only handle e-signatures or basic document generation.<\/p>\n<p>We built Wafaa to feel simple and approachable, while still giving structure and clarity to agreements.<\/p>\n<p>If you get a chance, I\u2019d love for you to try it on a mobile device and share your thoughts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The built-in fraud prevention angle is interesting. How do you actually verify counterparty identity at signing without making the flow feel like a bank KYC?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> that tradeoff is something we are actively trying to address, as it really depends on the use case.<\/p>\n<p>We don’t force a heavy KYC flow. Instead, we rely on lightweight verification like email\/WhatsApp OTP, along with metadata such as time, device, and IP address captured at signing.<\/p>\n<p>This creates a traceable audit trail of who signed what and when, which is enough to establish accountability without adding friction.<\/p>\n<p>For now, identity details are self-declared, and we\u2019re transparent about that. Our goal is to make trust progressive rather than forcing bank-style onboarding on every agreement.<\/p>\n<\/p>\n<p>If you\u2019re curious, we wrote more about how digital contracts help prevent fraud here: <a href=\"https:\/\/www.wafaa.io\/blog\/691b4e2b926114eb53636f5c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.wafaa.io\/blog\/691b4e2b926114eb53636f5c<\/a><\/p>\n<p>Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>All the best Yousif.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you,<a href=\"https:\/\/www.producthunt.com\/@mustapha_ajermou1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustapha_ajermou1<\/a> <br \/>I appreciate the support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/XQSIA3LICDYPCN\" class=\"app-title\">Epismo Agent Package<\/a><\/p>\n<div class=\"one-liner\">Run agent workflows the community already built<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Epismo Agent Package \u5c06AI\u5de5\u4f5c\u6d41\u6253\u5305\u4e3a\u53ef\u590d\u7528\u7684\u201c\u5de5\u4f5c\u6d41\u5305\u201d\u4e0e\u201c\u4e0a\u4e0b\u6587\u5305\u201d\uff0c\u89e3\u51b3\u7528\u6237\u5728\u5207\u6362\u5de5\u5177\u6216\u4f1a\u8bdd\u65f6\u91cd\u590d\u6784\u5efa\u4e0a\u4e0b\u6587\u3001\u5de5\u4f5c\u6210\u679c\u65e0\u6cd5\u79ef\u7d2f\u7684\u75db\u70b9\uff0c\u5e76\u652f\u6301\u793e\u533a\u5206\u4eab\u4e0e\u4e8c\u6b21\u5f00\u53d1\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de872a62-409e-4775-bd5c-02ef7b319bb9.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\/04283638-19ca-4eba-9ed5-73cfeaa0d54a.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\/77cee9cc-5ee1-4b7c-9b9d-31428088cbab.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\/7e8f2b47-3c6b-4f32-8585-96636307a22a.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\/c345f3cb-9b24-4793-a574-cd606b60a521.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\/a4325c67-976b-4560-8edd-ba9a8232be1f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ephOFgmDj7M\"><source src=\"https:\/\/youtu.be\/ephOFgmDj7M\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Community<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u6301\u4e45\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">MCP<\/span><br \/>\n <span class=\"tag\">CLI<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">AI Agent<\/span><br \/>\n <span class=\"tag\">Prompt\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u590d\u7528<\/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\u7248\u672c\u7ba1\u7406\u673a\u5236\uff08\u5982fork\u540e\u7684\u66f4\u65b0\u901a\u77e5\u4e0e\u5408\u5e76\uff09\uff0c\u4ee5\u53ca\u9762\u5411\u56e2\u961f\u7684API\u4e0a\u4e0b\u6587\u5305\u53d1\u5e03\u573a\u666f\u3002\u521b\u59cb\u4eba\u8868\u793a\u5185\u90e8\u4f7f\u7528\u4e3a\u4e3b\uff0c\u4f46\u5bf9\u5916\u53d1\u5e03\u65b9\u5411\u4ee4\u4eba\u671f\u5f85\u3002\u7528\u6237\u8ba4\u53ef\u89e3\u51b3\u8de8\u5de5\u5177\u4e0a\u4e0b\u6587\u4e22\u5931\u7684\u75db\u70b9\uff0c\u5e76\u8d5e\u8d4f\u4eceprompt\u5230\u5de5\u4f5c\u6d41\u903b\u8f91\u7684\u8f6c\u53d8\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 Epismo\u7684\u5207\u5165\u70b9\u662f\u201cAI\u5de5\u4f5c\u7684\u7d2f\u79ef\u7834\u4ea7\u201d\u2014\u2014\u6bcf\u4e2a\u4eba\u90fd\u5728\u672c\u5730\u7684\u5355\u6b21\u5bf9\u8bdd\u4e2d\u7834\u4ea7\uff0c\u6bcf\u6b21\u5207\u6362\u5de5\u5177\u5c31\u50cf\u683c\u5f0f\u5316\u5927\u8111\u3002\u5b83\u7684\u6838\u5fc3\u521b\u65b0\u4e0d\u5728\u4e8eAI\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u5bf9\u5de5\u4f5c\u6d41\u7684**\u7ed3\u6784\u5316\u5c01\u88c5**\uff1a\u628a\u9690\u6027\u7684\u201c\u6b65\u9aa4\u3001\u51b3\u7b56\u3001\u4ea4\u63a5\u3001\u9a8c\u8bc1\u89c4\u5219\u201d\u56fa\u5316\uff0c\u8ba9AI\u884c\u4e3a\u7684\u53ef\u590d\u73b0\u6027\u4e0e\u53ef\u534f\u4f5c\u6027\u4ece\u201c\u7384\u5b66\u201d\u53d8\u6210\u201c\u6a21\u677f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u8fd9\u4e2a\u8d5b\u9053\u7684\u6838\u5fc3\u74f6\u9888\u4e0d\u5728\u5305\u88c5\uff0c\u800c\u5728**\u7528\u6237\u7684\u5de5\u4f5c\u4e60\u60ef**\u3002\u7edd\u5927\u591a\u6570\u7528\u6237\u751a\u81f3\u4e0d\u4f1a\u7cfb\u7edf\u5730\u8bb0\u5f55\u81ea\u5df1\u7684\u63d0\u793a\u8bcd\uff0c\u66f4\u9051\u8bba\u62bd\u8c61\u51fa\u5b8c\u6574\u7684\u201c\u5de5\u4f5c\u6d41\u5305\u201d\u3002\u4ea7\u54c1\u82e5\u65e0\u6cd5\u63d0\u4f9b\u6781\u4f4e\u95e8\u69db\u7684\u81ea\u52a8\u8bb0\u5f55\uff08\u6bd4\u5982\u81ea\u52a8\u6355\u83b7Claude Code\u7684\u5b8c\u6574\u64cd\u4f5c\u5e8f\u5217\uff09\uff0c\u7528\u6237\u5f88\u53ef\u80fd\u9677\u5165\u201c\u672c\u60f3\u628a\u5de5\u4f5c\u6d41\u6253\u5305\uff0c\u7ed3\u679c\u53d1\u73b0\u6253\u5305\u672c\u8eab\u624d\u662f\u6700\u5927\u5de5\u4f5c\u91cf\u201d\u7684\u5c34\u5c2c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u9690\u5f62\u95ee\u9898\u662f**\u683c\u5f0f\u788e\u7247\u5316**\u3002\u867d\u7136\u81ea\u79f0\u8de8\u5de5\u5177\uff0c\u4f46\u4e0d\u540cAI\u6a21\u578b\u7684\u5de5\u4f5c\u6d41\u8bed\u4e49\u5dee\u5f02\u5de8\u5927\uff1aClaude\u7684tool-use\u63a7\u5236\u6d41\u4e0eChatGPT\u7684GPTs\u7ed3\u6784\u5b8c\u5168\u4e0d\u540c\u3002\u76ee\u524d\u53ea\u662f\u901a\u8fc7CLI\/MCP\u505a\u6d45\u5c42\u517c\u5bb9\uff0c\u957f\u671f\u770b\u80fd\u5426\u5f62\u6210\u771f\u6b63\u7684\u8de8\u5e73\u53f0\u6807\u51c6\uff0c\u8fd8\u662f\u6ca6\u4e3a\u53e6\u4e00\u5957\u5782\u76f4\u7ed1\u5b9a\u89c4\u5219\uff0c\u5c06\u6709\u51b3\u5b9a\u6027\u5f71\u54cd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u81f3\u4e8e\u793e\u533a\u751f\u6001\uff0c\u672c\u8d28\u662f\u5012\u903c\u201c\u5de5\u4f5c\u6d41\u5373\u77e5\u8bc6\u8d44\u4ea7\u201d\u7684\u65b0\u7ecf\u6d4e\u6a21\u578b\u2014\u2014\u672a\u6765\u516c\u53f8\u91cc\u6700\u503c\u94b1\u7684\u4e0d\u662f\u4ee3\u7801\uff0c\u800c\u662f\u7ecf\u8fc7\u9a8c\u8bc1\u7684AI\u51b3\u7b56\u6d41\u6c34\u7ebf\u3002\u4f46\u8fd9\u9700\u8981\u6781\u5176\u7cbe\u7ec6\u7684\u7248\u672c\u63a7\u5236\u3001\u51b2\u7a81\u89e3\u51b3\u548c\u4fe1\u7528\u8bc4\u4ef7\u4f53\u7cfb\uff0c\u76ee\u524d\u7684\u4ea7\u54c1\u5f62\u6001\u8fd8\u5dee\u5f97\u5f88\u8fdc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u8bf4\uff1a\u60f3\u6cd5\u4e0d\u9519\uff0c\u4f46\u773c\u4e0b\u89e3\u51b3\u7684\u662f\u201c\u613f\u610f\u82b1\u8d39\u5927\u91cf\u65f6\u95f4\u53bb\u6807\u51c6\u5316\u81ea\u5df1\u5de5\u4f5c\u6d41\u7684\u4eba\u201d\u7684\u95ee\u9898\uff0c\u800c\u975e\u201c\u6240\u6709\u4eba\u201d\u7684\u95ee\u9898\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\">Epismo Agent Package<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI work disappears into personal chat histories. Agent Package helps you turn it into reusable workflows and portable context that humans and agents can fork, improve, and build on. It\u2019s not only what to prompt, but the whole actual workflow. The decisions, steps, review logic, and the entire background context. You can then reuse that knowledge across different tools (Claude Code, ChatGPT, Slack, whatever you use), share it to any discussion threads and your team. Stop starting over.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<br \/>\nI’m Hiroki, founder of Epismo. I built Agent Package because I kept getting the same problem: had an efficient workflow with my AI agent, and the session ends, and the work disappears. And I had to rebuild context from scratch next session or when switching to another tool. Sometimes I share a chat link to a teammate and I get it, it\u2019s just tedious to read through.<\/p>\n<p>The real issue is that we’ve been sharing the wrong unit. Prompts capture what to ask, but they don’t capture the decisions, the steps, logic, or the context that made the best results.<\/p>\n<p>Agent Package turns AI work into reusable packs:<br \/>\nWorkflow Pack captures how work runs: steps, human-agent handoffs, review logic, and acceptance checks, basically the whole operational path.<br \/>\nContext Pack captures what the work depends on: project background, decisions, standards, assumptions, and reusable knowledge.<\/p>\n<p>You don’t have to build it yourself. Fork a workflow from the community, whether that’s market research, hiring, or product launches, then customize it anyhow. It\u2019s simple normally (answer a few questions, or just chat with the AI using prompts that are already written) and from there, your only job is to make sure it runs well. No researching, no planning nor discussing, it saves a lot of time!<\/p>\n<p>You can install packs via CLI or MCP, load them into your agent, and use them across Claude, ChatGPT, Cursor, Slack, or whatever you\u2019re already using.<\/p>\n<p>What I’m most excited about is the community layer. You can keep packs private, share them with your team, or publish them so others can fork and improve them. The best AI workflows shouldn’t stay locked in one person’s chat history. They should compound.<\/p>\n<p>I’d love to hear: what’s the AI workflow you keep rebuilding from zero? Drop it below and I’ll help turn a few into packs in this thread.<br \/>\nThanks for checking this out \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hirokiyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hirokiyn<\/a> Upvoted! How does Epismo handle versioning when someone improves a forked pack? Does it notify the original author or allow pull\u2011style updates? I’m curious.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 see a world where teams publish context packs for their APIs so that anyone building integrations with them gets better AI results out of the box. Are you seeing that kind of use case emerge yet, or is it mostly individual teams packaging their own internal context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> Yes, definitely. I think a big opportunity is for teams to package their docs and product context in a way that works much better for agents. A lot of usage today is still internal, but this is one of the directions I\u2019m most excited about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits a real pain point, especially losing context between sessions and having to rebuild the same thinking over and over. I like the shift from just prompts to capturing the actual workflow and decisions behind the work, that part feels more useful long term. I\u2019ve run into this a lot switching tools mid-task, so this resonates. I just upvoted it, nice work shipping 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<\/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\/ME6RFXEWT6PXG3\" class=\"app-title\">Vouch API<\/a><\/p>\n<div class=\"one-liner\">AI equity research that proves it isn’t lying<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vouch API \u4e3a\u91d1\u878d\u5408\u89c4\u573a\u666f\u63d0\u4f9b\u53ef\u52a0\u5bc6\u6eaf\u6e90\u3001\u53ef\u9a8c\u8bc1\u7684AI\u80a1\u6743\u7814\u62a5\uff0c\u89e3\u51b3AI\u5206\u6790\u7ed3\u679c\u96be\u4ee5\u5e94\u5bf9\u76d1\u7ba1\u5ba1\u67e5\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d4e8a60-7c4a-49c2-b3af-5dda145d11b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Investing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u91d1\u878d\u7814\u62a5<\/span><br \/>\n <span class=\"tag\">SEC XBRL\u6570\u636e<\/span><br \/>\n <span class=\"tag\">DCF\u4f30\u503c<\/span><br \/>\n <span class=\"tag\">\u8499\u7279\u5361\u6d1b\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u52a0\u5bc6\u8ba4\u8bc1<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u673a\u6784\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u81ea\u6108\u7ba1\u9053<\/span><br \/>\n <span class=\"tag\">NVIDIA Inception<\/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>\u521b\u59cb\u4eba\u4e0e\u7528\u6237\u4ea4\u6d41\u56f4\u7ed5\u91d1\u878d\u5408\u89c4\u75db\u70b9\uff0c\u5f3a\u8c03AI\u8f93\u51fa\u7f3a\u4e4f\u53ef\u5ba1\u8ba1\u8ffd\u6eaf\u7684\u201c\u7eb8\u9762\u8bb0\u5f55\u201d\u662f\u673a\u6784\u91c7\u7eb3\u7684\u963b\u529b\u3002\u5f53\u524d\u52a0\u5bc6\u8ba4\u8bc1\u5c42\u5df2\u67b6\u6784\u5b8c\u6210\u4f46\u672a\u5b8c\u5168\u4e0a\u7ebf\uff0c\u6b63\u5bfb\u6c42\u98ce\u9669\u538c\u6076\u578b\u4e70\u65b9\u7684\u771f\u5b9e\u53cd\u9988\u4e0e\u83b7\u5ba2\u7b56\u7565\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 Vouch API\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5c06AI\u7814\u62a5\u7684\u4fe1\u4efb\u95ee\u9898\u4ece\u201c\u7ed3\u679c\u8d28\u91cf\u201d\u8f6c\u79fb\u5230\u4e86\u201c\u8fc7\u7a0b\u53ef\u8bc1\u6027\u201d\u2014\u2014\u540e\u8005\u624d\u662f\u91d1\u878d\u673a\u6784\u7684\u771f\u6b63\u95e8\u69db\u3002\u7528\u52a0\u5bc6\u7b7e\u540d\u9501\u5b9a\u6570\u636e\u6765\u6e90\u3001\u4f30\u503c\u6a21\u578b\u4e0e\u6a21\u62df\u8def\u5f84\uff0c\u5b9e\u8d28\u4e0a\u662f\u7528\u5de5\u7a0b\u624b\u6bb5\u5e94\u5bf9\u6cd5\u5f8b\u5408\u89c4\u9700\u6c42\uff0c\u8fd9\u662f\u6bd4\u201c\u66f4\u51c6\u7684\u9884\u6d4b\u201d\u66f4\u52a1\u5b9e\u7684\u5207\u5165\u70b9\u3002\u521b\u59cb\u4eba\u9009\u62e9SEC XBRL\u4f5c\u4e3a\u552f\u4e00\u6570\u636e\u6e90\uff0c\u65e2\u907f\u514d\u4e86AI\u5e7b\u89c9\u6269\u6563\uff0c\u4e5f\u8ba9\u5ba1\u8ba1\u94fe\u6761\u7b80\u6d01\u53ef\u63a7\uff1b\u81ea\u6108\u7ba1\u9053\u4ece45%\u523096.8%\u7684\u6210\u529f\u7387\u8bf4\u660e\u5176\u5bf9\u6570\u636e\u6e05\u6d17\u4e0e\u6a21\u578b\u81ea\u4f18\u5316\u7684\u91cd\u89c6\u3002\u503c\u5f97\u7559\u610f\u7684\u98ce\u9669\u662f\uff1a\u52a0\u5bc6\u8ba4\u8bc1\u5c42\u5c1a\u672a\u5b8c\u5168\u4e0a\u7ebf\uff0c\u8fd9\u6070\u662f\u4ea7\u54c1\u6838\u5fc3\u5dee\u5f02\u70b9\uff0c\u5ef6\u8fdf\u4ea4\u4ed8\u53ef\u80fd\u524a\u5f31\u65e9\u671f\u53e3\u7891\uff1b\u53e6\u5916\u5355\u67aa\u5339\u9a6c\u505a\u673a\u6784\u7ea7\u5de5\u5177\uff0c\u9500\u552e\u4e0e\u5ba2\u6237\u6210\u529f\u80fd\u529b\u662f\u66f4\u5927\u74f6\u9888\uff0c\u800c\u975e\u6280\u672f\u3002\u60f3\u6253\u52a8FINRA\u7ea7\u522b\u7684\u4e70\u5bb6\uff0c\u4e0e\u5176\u5c55\u793a\u6280\u672f\u67b6\u6784\uff0c\u4e0d\u5982\u7ed9\u51fa\u4e00\u4e2a\u6a21\u62df\u5408\u89c4\u573a\u666f\u4e0b\u7684\u5b8c\u6574\u5ba1\u8ba1\u8ffd\u8e2a\u6848\u4f8b\u3002\u4ea7\u54c1\u7a00\u7f3a\u6027\u9ad8\uff0c\u4f46\u5546\u4e1a\u5316\u8010\u5fc3\u8981\u6c42\u66f4\u9ad8\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\">Vouch API<\/span>\n <\/div>\n<div class=\"comment-content\">Vouch API generates institutional-grade equity research and certifies its correctness with cryptographic proof. SEC XBRL data, DCF valuation, Monte Carlo simulation with deterministic verification. Built for compliance teams, portfolio managers, and anyone who needs AI research they can actually defend to a regulator. Backed by OpenAI SMB and NVIDIA Inception. Built solo. Early alpha \u2014 would love your feedback.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey! Owais here, solo founder and MBA.<\/p>\n<p>I spent a long time watching institutional finance firms want to use AI and not be able to. Not because the outputs were bad, because there was no paper trail. FINRA doesn’t care how good your summary is. It cares that you can reproduce and defend the decision.<\/p>\n<p>So I built the thing I kept wishing existed. 80+ specialized agents, SEC XBRL as the ground truth, a self-healing pipeline that went from 45% to 96.8% success over 3 months by detecting its own failure patterns and rewriting its own prompts.<\/p>\n<p>Honest alpha moment: the cryptographic certification layer is architecturally done but not fully live in prod yet. Shipping it this week. Wanted to put this in front of real people before I did.<\/p>\n<p>Would especially love to hear from anyone in finance, compliance, or who has tried to sell AI tools to risk-averse buyers. What actually got the meeting?<\/p>\n<p>Thanks for being here \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/JJGB7BNCTRLAHA\" class=\"app-title\">Subgrapher<\/a><\/p>\n<div class=\"one-liner\">P2P desktop app for building, browsing, & sharing knowledge<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Subgrapher \u662f\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u3001\u53bb\u4e2d\u5fc3\u5316\u7684 P2P \u77e5\u8bc6\u684c\u9762\u5e94\u7528\uff0c\u65e8\u5728\u6253\u7834\u5e94\u7528\u548c\u6570\u636e\u5b64\u5c9b\uff0c\u8ba9\u7528\u6237\u80fd\u50cf\u6784\u5efa\u8bed\u4e49\u7f51\u7edc\u4e00\u6837\u81ea\u7531\u5730\u6d4f\u89c8\u3001\u5206\u4eab\u548c\u63a8\u7406\u7814\u7a76\u8d44\u6599\uff0c\u8fdc\u79bb\u4e2d\u5fc3\u5316\u5e73\u53f0\u7684\u9650\u5236\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/dd1a96ab-6c6f-4fb0-98cd-12aee3d24acc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/l4z1ddCcjEQ?si=T0BvRP0nkr6yJSNZ\"><source src=\"https:\/\/youtu.be\/l4z1ddCcjEQ?si=T0BvRP0nkr6yJSNZ\" 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\/2b33b8dd-1f08-4ca6-b375-3c84813384c2.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\/58ddfa61-8373-4262-bf9b-26dc2b0120ee.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\/fa09ffc3-d253-4099-b4c1-341e072bc0b0.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\/a3033553-af22-48e2-b773-45c5c124e869.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\/1ca8a324-f459-4327-b36f-357917ba850f.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\/c8064f80-4b8b-42d0-b7c1-58587ff17f67.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\/cc767616-52d9-4313-bb02-444b0f0166de.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\/edbf4245-df3d-4788-a630-a389ed1da299.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\/ad540d1f-d8c0-4ff6-b678-096468fa37f8.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\/bff2e14e-d11c-4cf5-b6be-34852e6b2124.jpeg?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\">Email<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">P2P<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u53f0<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u7535\u62a5\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u8d85\u7f51<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u7ec4\u7ec7\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\u8ba4\u53ef\u672c\u5730\u4f18\u5148\u548c\u53bb\u4e2d\u5fc3\u5316\u5bf9\u77e5\u8bc6\u5206\u4eab\u7684\u4ef7\u503c\uff0c\u4f46\u8d28\u7591\u5728\u65e0\u4e2d\u5fc3\u7d22\u5f15\u4e0b\u5982\u4f55\u53d1\u73b0\u4ed6\u4eba\u77e5\u8bc6\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u901a\u8fc7\u201c\u8bed\u4e49\u5f15\u7528\u201d\u548c\u201c\u8d85\u7f51\u201d\u673a\u5236\uff0c\u7528\u6237\u53ef\u53d1\u5e03\u5f15\u7528\u5e76\u5141\u8bb8\u4ed6\u4eba\u5206\u53c9\u3001\u6295\u7968\u548c\u63d0\u95ee\uff0c\u4ece\u800c\u5b9e\u73b0\u53bb\u4e2d\u5fc3\u5316\u53d1\u73b0\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 Subgrapher \u7684\u91ce\u5fc3\u5f88\u5927\uff0c\u8bd5\u56fe\u7528\u4e00\u4e2a\u5de5\u5177\u89e3\u51b3\u201c\u77e5\u8bc6\u5b64\u5c9b\u201d\u3001\u201c\u4e2d\u5fc3\u5316\u4f9d\u8d56\u201d\u548c\u201c\u4e2a\u4eba\u751f\u4ea7\u529b\u201d\u4e09\u4e2a\u957f\u671f\u75db\u70b9\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u67d0\u4e2a\u5177\u4f53\u529f\u80fd\uff08\u5982AI\u6216\u90ae\u4ef6\u5ba2\u6237\u7aef\uff09\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u8bed\u4e49\u5f15\u7528\u201d\u4e0e\u201cP2P\u8d85\u7f51\u201d\u7ed3\u5408\uff0c\u6784\u5efa\u4e00\u4e2a\u53ef\u590d\u7528\u3001\u53ef\u4f20\u64ad\u7684\u77e5\u8bc6\u56fe\u3002\u8fd9\u6bd4\u4f20\u7edf\u7684\u6807\u7b7e\u6216\u6587\u4ef6\u5939\u65b9\u5f0f\u66f4\u63a5\u8fd1\u4eba\u7c7b\u601d\u8003\u672c\u8d28\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u5b83\u9762\u4e34\u5de8\u5927\u7684\u843d\u5730\u6311\u6218\uff1a1\uff09\u7528\u6237\u6559\u80b2\u6210\u672c\u6781\u9ad8\u3002\u201c\u8bed\u4e49\u5bb9\u5668\u201d\u548c\u201c\u53bb\u4e2d\u5fc3\u5316\u5206\u53c9\u201d\u8fd9\u7c7b\u6982\u5ff5\u5bf9\u666e\u901a\u7528\u6237\u95e8\u69db\u8fc7\u9ad8\uff0c\u65e9\u671f\u5fc5\u7136\u9677\u5165\u6781\u5ba2\u81ea\u55e8\u30022\uff09P2P\u7f51\u7edc\u7684\u51b7\u542f\u52a8\u95ee\u9898\u7a81\u51fa\u3002\u6ca1\u6709\u8db3\u591f\u7684\u9ad8\u8d28\u91cf\u5185\u5bb9\u7f51\u7edc\uff0c\u5f15\u7528\u548c\u5206\u53c9\u5c31\u53d8\u6210\u7a7a\u8c08\uff0c\u7528\u6237\u7f3a\u4e4f\u53c2\u4e0e\u52a8\u529b\u30023\uff09\u529f\u80fd\u8fc7\u4e8e\u5e9e\u6742\u3002\u96c6\u6210AI\u3001\u90ae\u4ef6\u3001\u65e5\u7a0b\u4e0eP2P\u77e5\u8bc6\u5e93\uff0c\u5f88\u53ef\u80fd\u8ba9\u6bcf\u4e2a\u6a21\u5757\u90fd\u4e0d\u591f\u6df1\uff0c\u6ca6\u4e3a\u201c\u5927\u800c\u5168\u4f46\u5904\u5904\u6d45\u201d\u7684\u534a\u6210\u54c1\u30024\uff09\u5176\u4f9d\u8d56\u7684\u672c\u5730\u6a21\u578b\u548c\u7535\u62a5\u63a8\u7406\uff0c\u770b\u4f3c\u9177\u70ab\uff0c\u5b9e\u5219\u5bf9\u8ba1\u7b97\u80fd\u529b\u548c\u7528\u6237\u4f53\u9a8c\u662f\u53cc\u91cd\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f52\u6839\u7ed3\u5e95\uff0cSubgrapher \u66f4\u50cf\u4e00\u4e2a\u7406\u5ff5\u5148\u8fdb\u7684\u539f\u578b\uff0c\u800c\u975e\u6210\u719f\u4ea7\u54c1\u3002\u5982\u679c\u56e2\u961f\u80fd\u805a\u7126\u4e8e\u201cP2P\u77e5\u8bc6\u5f15\u7528\u4e0e\u53d1\u73b0\u201d\u8fd9\u4e00\u6838\u5fc3\u5dee\u5f02\u70b9\uff0c\u780d\u6389\u5197\u4f59\u529f\u80fd\uff0c\u5e76\u91c7\u7528\u66f4\u7b80\u5355\u7684\u4ea4\u4e92\uff08\u5982\u63d2\u4ef6\u6216\u6d4f\u89c8\u5668\u6269\u5c55\uff09\u6765\u964d\u4f4e\u5fc3\u667a\u8d1f\u62c5\uff0c\u624d\u771f\u6b63\u6709\u53ef\u80fd\u4ece\u201c\u521b\u65b0\u73a9\u5177\u201d\u8fdb\u5316\u6210\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u4f1a\u6210\u4e3a\u53c8\u4e00\u4e2a\u4ee4\u4eba\u60cb\u60dc\u7684\u3001\u88ab\u5b8f\u5927\u53d9\u4e8b\u538b\u57ae\u7684\u5f00\u6e90\u5b9e\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Subgrapher<\/span>\n <\/div>\n<div class=\"comment-content\">a local-first AI workspace a mail client a personal organizer for time and events a decentralized knowledge and message sharing platform a remote interface for reasoning over your work through Telegram with local models The project exists because I wanted a better way to share research with other people. It is open source and still in progress.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Human knowledge usually lives in semantic containers, not in flat lists of links or isolated files.<\/p>\n<p>Most software keeps knowledge trapped in separate apps, inboxes, and private silos. Most sharing tools also depend on centralized servers.<\/p>\n<p>Subgrapher is an attempt to build for the open web and open communication instead: a system where references, research, messages, and agents can move across those walls without defaulting to closed platforms.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>P2P knowledge sharing is genuinely interesting because the centralized model has so many failure points \u2014 the platform changes, goes down, or starts optimizing for things you don’t care about. Local-first makes real sense as a counter to that. Curious how you’re thinking about discovery though: how do people find relevant knowledge from others on the network without some kind of central index pulling it together?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@pratikraj semantic reference and hyperweb, these are the key words will be helpful when you use the system, you will make references for yourself and publish some of the references in the hyperweb, so that other users can import them by forking – while everything is decentralised.<br \/>\nNow the discovery part,<br \/>\nPeople can vote on the references, even they can send messages or post questions.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/4OC5EFWECSDQJR\" class=\"app-title\">White Rabbit<\/a><\/p>\n<div class=\"one-liner\">AI-powered B2B matchmaking that drives leads<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">64<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>White Rabbit \u662f\u4e00\u4e2a\u4e13\u4e3aB2B AI\u4ee3\u7406\u6253\u9020\u7684\u201c\u53cd\u793e\u4ea4\u201d\u5b9e\u65f6\u4f9b\u9700\u5339\u914d\u7f51\u7edc\uff0c\u5e2e\u52a9\u4f01\u4e1a\u81ea\u52a8\u5bfb\u627e\u5ba2\u6237\u3001\u8c08\u5224\u5e76\u83b7\u53d6\u9ad8\u610f\u5411\u5546\u673a\uff0c\u5f7b\u5e95\u6539\u53d8\u4f4e\u6548\u7684\u4eba\u5de5\u62d3\u5ba2\u6a21\u5f0f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37bd1e1f-7c8d-4016-9f1e-fcaa4abccd7d.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\/dcab469a-5592-49e5-b0d6-cc427096cd1f.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\/ab8ac8c6-5976-44fc-b058-515010ad2013.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\/5869387c-c10c-42db-870d-f74df4d8095d.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\/83699fd2-6e69-4f6e-a8d0-f2a9beafc999.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\/0ea20b2d-4253-468c-9f7f-9dec55add2f1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/TqEKBIN6Occ\"><source src=\"https:\/\/youtu.be\/TqEKBIN6Occ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">LinkedIn<\/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\u521b\u65b0\u6027\uff0c\u79f0\u586b\u8865\u4e86\u5e02\u573a\u7a7a\u767d\uff1b\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728AI\u4ee3\u7406\u95f4\u7684\u4fe1\u4efb\u4e0e\u9a8c\u8bc1\u673a\u5236\u3001\u5982\u4f55\u5904\u7406\u4e0d\u7b26\u5408\u89c4\u5219\u7684\u51fa\u4ef7\uff08\u5982\u4ef7\u683c\u5e95\u7ebf\uff09\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301\u4e0e\u5e73\u53f0\u5916AI\u4ee3\u7406\u4ea4\u4e92\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u6700\u7ec8\u51b3\u7b56\u4ecd\u7531\u4eba\u638c\u63a7\uff0c\u5e76\u6b63\u8003\u8651\u5f00\u653e\u5916\u90e8\u4ee3\u7406\u8fde\u63a5\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 White Rabbit \u5207\u4e2d\u4e86B2B\u9500\u552e\u9886\u57df\u6700\u539f\u59cb\u7684\u75db\u70b9\u2014\u2014\u4fe1\u606f\u4e0d\u5bf9\u79f0\u4e0e\u4e2d\u4ecb\u5197\u4f59\u3002\u5c06\u201c\u793e\u4ea4\u201d\u5c5e\u6027\u4ece\u4eba\u5265\u79bb\uff0c\u4ea4\u7ed9AI\u4ee3\u7406\u505a\u201c\u53cd\u793e\u4ea4\u201d\u5339\u914d\uff0c\u8fd9\u4e00\u53cdLinkedIn\u7684\u5b9a\u4f4d\u786e\u5b9e\u5927\u80c6\u4e14\u5bcc\u6709\u6d1e\u5bdf\u529b\u3002\u5176\u8bbe\u60f3\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u7528\u7b97\u6cd5\u5b9e\u65f6\u64ae\u5408\u4f9b\u9700\uff0c\u6709\u671b\u5927\u5e45\u964d\u4f4e\u4f01\u4e1a\u83b7\u5ba2\u6210\u672c\uff0c\u5c24\u5176\u5bf9\u4e2d\u5c0f\u516c\u53f8\u6765\u8bf4\uff0c\u786e\u5b9e\u53ef\u80fd\u6210\u4e3a\u6253\u7834\u5927\u4f01\u4e1a\u8d44\u6e90\u5784\u65ad\u7684\u5229\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u9762\u4e34\u6700\u5927\u7684\u201c\u4fe1\u4efb\u9e3f\u6c9f\u201d\u5e76\u672a\u88ab\u5145\u5206\u89e3\u7b54\u3002B2B\u4ea4\u6613\u4e0d\u662fC\u7aef\u78b0\u8fd0\u6c14\uff0c\u6d89\u53ca\u4f01\u4e1a\u8d44\u8d28\u3001\u5408\u540c\u6548\u529b\u3001\u4ea4\u6613\u5b89\u5168\u7b49\u6df1\u5c42\u95ee\u9898\u3002\u7528\u6237\u53cd\u590d\u8ffd\u95ee\u7684\u201c\u5982\u4f55\u786e\u4fdd\u4ee3\u7406\u771f\u5b9e\u4ee3\u8868\u5408\u6cd5\u4f01\u4e1a\u201d\u3001\u201c\u5982\u4f55\u9650\u5236\u4ee3\u7406\u7684\u8c08\u5224\u6743\u9650\uff08\u5982\u5e95\u4ef7\uff09\u201d\uff0c\u8fd9\u4e9b\u90fd\u76f4\u6307\u5e73\u53f0\u80fd\u5426\u6784\u5efa\u8d77\u53ef\u4fe1\u7684\u5546\u4e1a\u57fa\u7840\u8bbe\u65bd\u3002\u4ec5\u9760\u201c\u6700\u7ec8\u7531\u4eba\u7c7b\u51b3\u7b56\u201d\u6765\u56de\u5e94\uff0c\u66b4\u9732\u4e86\u5f53\u524d\u4ea7\u54c1\u5728\u4ea4\u6613\u95ed\u73af\u4e0a\u7684\u8584\u5f31\uff1a\u5982\u679cAI\u53ea\u662f\u5e2e\u4eba\u7b5b\u9009\u566a\u97f3\uff0c\u90a3\u5b83\u548c\u201c\u9ad8\u7ea7\u7248BP\u673a\u201d\u6ca1\u6709\u672c\u8d28\u533a\u522b\uff0c\u65e0\u6cd5\u771f\u6b63\u66ff\u4ee3\u4e2d\u95f4\u5546\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662f\u7f51\u7edc\u6548\u5e94\u9677\u9631\u2014\u2014\u6b63\u5982\u521b\u59cb\u4eba\u627f\u8ba4\uff0c\u5e73\u53f0\u4ef7\u503c\u968f\u7528\u6237\u89c4\u6a21\u589e\u957f\uff0c\u4f46\u65e9\u671f\u51b7\u542f\u52a8\u9636\u6bb5\uff0c\u7a00\u758f\u7684\u4ee3\u7406\u6c60\u53ea\u4f1a\u5bfc\u81f4\u5339\u914d\u6548\u7387\u4f4e\u4e0b\uff0c\u7528\u6237\u53c2\u4e0e\u5ea6\u96be\u4ee5\u4e3a\u7ee7\u3002\u6b64\u5916\uff0c\u201c\u81ea\u5e26API\u5bc6\u94a5\u53ef\u514d\u8d39\u4f7f\u7528\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u5728AI\u7b97\u529b\u6210\u672c\u9ad8\u4f01\u7684\u80cc\u666f\u4e0b\uff0c\u53ef\u6301\u7eed\u6027\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cWhite Rabbit \u63d0\u51fa\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u65b9\u5411\uff0c\u4f46\u4ece\u6982\u5ff5\u9a8c\u8bc1\u5230\u53ef\u4fe1\u8d56\u7684B2B\u4ea4\u6613\u57fa\u7840\u8bbe\u65bd\uff0c\u4e2d\u95f4\u9694\u7740\u201c\u9a8c\u8bc1\u673a\u5236\u201d\u3001\u201c\u9690\u79c1\u5408\u89c4\u201d\u3001\u201c\u4ea4\u6613\u4fdd\u969c\u201d\u4e09\u5ea7\u5927\u5c71\u3002\u5982\u679c\u4e0d\u80fd\u5728\u4fe1\u4efb\u5c42\u548c\u4ea4\u6613\u95ed\u73af\u4e0a\u7ed9\u51fa\u5b9e\u8d28\u6027\u65b9\u6848\uff0c\u5b83\u6700\u7ec8\u53ef\u80fd\u53ea\u6ca6\u4e3a\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684AI\u540d\u7247\u4ea4\u6362\u5668\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\">White Rabbit<\/span>\n <\/div>\n<div class=\"comment-content\">World’s first “asocial”, professional network for B2B AI Agents. Think of LinkedIn, but for AI agents, which acts as real time supply & demand matching engine. Create your agent within minutes and let it do your job – finding customers, negotiation with other agents, sourcing products and suppliers. Generate B2B leads by real-time matching with highest intent buyers. It\u2019s a shift from manual prospecting to continuous, autonomous discovery.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt community,<\/p>\n<p>The other day, I caught myself thinking about how outdated B2B sales and marketing still are: inefficient, expensive, and full of intermediaries just to reach your own customers.<\/p>\n<p>So I asked a simple question: what if supply and demand could be matched in real time using algorithms and AI agents?<\/p>\n<p>Why spend time on repetitive outreach or burn budgets on rising ad costs, when AI agents could handle discovery, qualification, and even negotiation, while humans step in only at the final stage?<\/p>\n<p>That\u2019s how <a href=\"https:\/\/white-rabbit.social\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">White Rabbit<\/a> was born: the first \u201casocial\u201d B2B network built for AI agents. Think of it as a stock exchange for B2B products and services, or a version of LinkedIn where posting and conversations are handled entirely by AI.<\/p>\n<p>This isn\u2019t just another commercial project for me. It\u2019s a mission to level the playing field between large and small companies, giving everyone equal access to demand.<\/p>\n<p>If that resonates, join me on this journey \ud83d\ude80 <br \/>Davit<\/p>\n<\/p>\n<p>P. S. Feel free to join our <a href=\"https:\/\/discord.gg\/qb5kPMtZ\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Discord<\/a> as well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Congratulations on the launch Davit! This seems to cover an much needed gap in the market. Agents finding other agents and completing tasks – you are essentially creating a LinkedIn for AI Agents. <br \/>The extra cool stuff would be, if the agents could actually scout business data on databases, data points and sentiment. <br \/>Well done and wishing you much success 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\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Congrats Davit! \ud83d\ude80 wild idea but makes total sense. btw what’s the verification mechanism to ensure an agent actually represents a legit business?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Really interesting direction \u2014 moving from people-powered networking to agents doing the matching is a pretty big shift.<\/p>\n<p>I’m curious: how do you handle trust and verification between agents? Especially in B2B deals where quality and reliability really matter.<\/p>\n<p>Also, love the name White Rabbit. Super memorable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Davit – great work! <\/p>\n<p>Just a question on AI agents – does it only work well if there is a big pool of AI agents within White Rabbit or you’d also fetch \/ try to interact with public AI agents outside of the tool? and can I create multiple AI agents at the same time as I have different service offerings etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@withstephen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@withstephen<\/a> Hi Stephen, good questions! Yes, obviously it is a network and larger the pool, better for the overall network. Think of social media or dating, similar dynamics here. But we are growing pretty fast, so I think we’ll reach a critical mass soon.<\/p>\n<\/p>\n<p>As for outside agents: I’m thinking about adding it but for now, you can create an agent directly on the platform, its very easy and self explaining process. You can create several (we have some limitations, just to fight the spam) and if you bring own key, you have pretty generous limits. Plus its free all the way (as long as I can pay the infra costs \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>WOW congrats for launching such a product. I haven’t seen this category of product before!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alara_akcasiz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alara_akcasiz<\/a> Thanks. Yes you didn’t because it’s my invention \ud83d\ude42 Its really pretty unique.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks for the encouragement. The positioning came from watching how much time our early users spent manually sorting through noise on traditional networks. Flipping it to let AI agents do the heavy lifting felt like the natural next step.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Thanks Saul. I see it in same way. Besides manual sorting we help companies to skip the gatekeepers and intermediaries alltogether!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on launch! b2b sales really does feel broken in many places. Curious how you\u2019ll solve trust between AI agents \u2013 that feels like the key part 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\/@ikalimullin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ikalimullin<\/a> Thanks Ilnur. Better the prompts, higher the quality of agent interaction. The final decision is still on humans, whether they want to continue the talks with each other, or one of the sides thinks that the lead\/offer is irrelevant.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Davit!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Thanks Aleksandar!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wishing you a successful 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thanks Nika!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “asocial professional network” framin, flipping LinkedIn for AI agents instead of humans is one of the boldest positioning lines I’ve seen on PH this week. Rooting for where this goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@linoy_bar_gal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linoy_bar_gal<\/a> Thanks Linoy! I hope I can deliver on my promise to revolutionise B2B! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations. And happy product launch. <a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/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\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thank you Huisong!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very cool – how to you add parameters or deterministic restrictions to the AI Agents so they don’t violate some no-gos from either party? (price floor… stipulations etc )<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YN5CZXXQZEJNB6\" class=\"app-title\">Mirr<\/a><\/p>\n<div class=\"one-liner\">Fire your social media agency. Mirr posts for you.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">39<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mirr \u662f\u4e00\u6b3e\u4e3a\u72ec\u7acb\u521b\u59cb\u4eba\u6253\u9020\u7684AI\u793e\u4ea4\u5a92\u4f53\u4ee3\u7406\uff0c\u53ea\u9700\u8f93\u5165\u4e00\u4e2a\u521b\u610f\u70b9\u5b50\uff0c\u5373\u53ef\u81ea\u52a8\u751f\u6210\u5e76\u53d1\u5e03\u4e00\u5468\u7684\u56fe\u6587\u3001\u89c6\u9891\u3001\u535a\u5ba2\u7b49\u5185\u5bb9\uff0c\u5f7b\u5e95\u544a\u522b\u624b\u52a8\u8fd0\u8425\u548c\u6602\u8d35\u5916\u5305\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd6a9633-f71f-44a8-a56f-8212416f40a8.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\/58d3d85e-f131-4387-ac6d-1b5bbda692a9.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\/bedd2354-df32-41fd-af11-f6b1b0a07d2e.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\/91682c9c-ac28-4a66-a39b-08962d1c8d06.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\/2f62a4d1-72a7-4e0b-bdd9-7fa11a4aaae6.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\/2877b2fa-ce48-4f97-a4a6-e68f5a976e8e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/FaNP6c7ES3E\"><source src=\"https:\/\/youtu.be\/FaNP6c7ES3E\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Social media marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u793e\u4ea4\u5a92\u4f53\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u81ea\u52a8\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u521b\u59cb\u4eba<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">AI\u5b66\u4e60\u7528\u6237\u98ce\u683c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u65e5\u5386<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8c03\u6027\u5b66\u4e60<\/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\u793e\u4ea4\u5a92\u4f53\u8fd0\u8425\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u8d5e\u8d4f\u201c\u4e00\u4e2a\u60f3\u6cd5\u751f\u6210\u4e00\u5468\u5185\u5bb9\u201d\u7684\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u5305\u62ec\uff1a\u662f\u5426\u652f\u6301Reddit\u5e73\u53f0\uff1f\u4ee5\u53ca\u5982\u4f55\u786e\u4fdd\u5185\u5bb9\u957f\u671f\u4e0d\u91cd\u590d\u3001\u4e0d\u8dd1\u504f\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u901a\u8fc7\u201c\u89d2\u8272\u7cfb\u7edf\u201d\u5b66\u4e60\u54c1\u724c\u8bed\u8c03\u6765\u4fdd\u8bc1\u4e00\u81f4\u6027\u548c\u975e\u91cd\u590d\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mirr\u7cbe\u51c6\u5207\u4e2d\u4e86\u72ec\u7acb\u521b\u59cb\u4eba\u201c\u65e2\u8981\u53c8\u8981\u8fd8\u8981\u201d\u7684\u4f2a\u547d\u9898\u2014\u2014\u65e2\u60f3\u7ef4\u6301\u793e\u4ea4\u5b58\u5728\u611f\uff0c\u53c8\u4e0d\u613f\uff08\u6216\u6ca1\u94b1\uff09\u6295\u5165\u65f6\u95f4\u6216\u8d44\u91d1\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201cAI\u5185\u5bb9\u521b\u4f5c\u201d\uff0c\u800c\u662f\u201c\u6d41\u7a0b\u81ea\u52a8\u5316\u95ed\u73af\u201d\uff1a\u5c06\u7075\u611f-\u521b\u4f5c-\u6392\u671f-\u53d1\u5e03-\u4e92\u52a8\u6574\u5408\u81f3\u4e00\u4e2a\u754c\u9762\uff0c\u5f7b\u5e95\u6253\u788e\u73b0\u5b58\u7684\u591a\u5de5\u5177\u62fc\u51d1\u6d41\uff08Canva+CapCut+Buffer+ChatGPT\uff09\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u514b\u9686\u4e00\u4e2a\u6210\u672c3000\u7f8e\u5143\/\u6708\u7684\u793e\u5a92\u4ee3\u8fd0\u8425\u56e2\u961f\uff0c\u4f46\u53ea\u5356Netflix\u7684\u8ba2\u9605\u4ef7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e76\u975eAI\u751f\u6210\u80fd\u529b\uff08GPT\u7c7b\u6a21\u578b\u5747\u5df2\u5185\u7f6e\uff09\uff0c\u800c\u662f\u5176\u201c\u89d2\u8272\u7cfb\u7edf\u201d\u5bf9\u54c1\u724c\u8bed\u8c03\u7684\u6301\u7eed\u5b66\u4e60\u4e0e\u8bb0\u5fc6\u80fd\u529b\u3002\u8fd9\u51b3\u5b9a\u4e86\u5185\u5bb9\u662f\u5426\u80fd\u5728\u7b2c\u4e09\u5468\u540e\u4f9d\u7136\u50cf\u201c\u4eba\u201d\u800c\u975e\u201cAI\u5e9f\u6599\u201d\u3002\u76ee\u524d39\u7968\u7684\u8f83\u4f4e\u70ed\u5ea6\u4e5f\u6697\u793a\uff0c\u4ea7\u54c1\u66f4\u9002\u7528\u4e8e\u6781\u5ea6\u8ffd\u6c42\u6548\u7387\u7684\u6781\u5ba2\u578b\u521b\u59cb\u4eba\uff0c\u800c\u975e\u9700\u8981\u4e13\u4e1a\u7b56\u7565\u7684\u6210\u957f\u578b\u54c1\u724c\u3002\u6b64\u5916\uff0c\u7f3a\u5c11\u5bf9Reddit\u7b49\u957f\u5c3e\u8ba8\u8bba\u5e73\u53f0\u7684\u652f\u6301\uff0c\u66b4\u9732\u51fa\u5176\u521d\u671f\u76ee\u6807\u660e\u786e\u4f46\u573a\u666f\u8986\u76d6\u6709\u9650\u3002\u5982\u679cMirr\u672a\u6765\u80fd\u8fdb\u5316\u51fa\u201c\u57fa\u4e8e\u7528\u6237\u56de\u590d\u7684\u81ea\u52a8\u4e92\u52a8\u4e0e\u4e8c\u6b21\u521b\u4f5c\u201d\u80fd\u529b\uff0c\u5b83\u5c06\u4e0d\u4ec5\u662f\u4ee3\u8fd0\u8425\u7684\u5e73\u66ff\uff0c\u66f4\u53ef\u80fd\u6210\u4e3a\u521b\u59cb\u4eba\u624b\u4e2d\u771f\u6b63\u7684\u589e\u957f\u5f15\u64ce\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\">Mirr<\/span>\n <\/div>\n<div class=\"comment-content\">Social media agency $3,000\/month. Mirr costs less than Netflix. AI social media team for founders who’d rather ship than post. Drop one idea \u2014 get a week of content. Carousels, videos, blogs, and texts generated in your voice, then scheduled and auto-published across Instagram, Threads, X, and LinkedIn in one click. Built for solo founders and lean teams. No more blank Notion docs. No more stitching Canva + CapCut + Buffer + ChatGPT together. Fire the agency. Run social on autopilot.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m Tae \u2014 solo founder, also solo marketer, also solo support team. You know the drill.<\/p>\n<p>Mirr started from a selfish problem: I was spending 3 hours a day making carousels, scripts, and captions just to stay “consistent” on socials. Meanwhile the actual product wasn’t getting built. <\/p>\n<\/p>\n<p>A social media agency quoted me $3K\/month. Absolutely not.<\/p>\n<p>So I built the thing I wanted \u2014 an AI team that takes one idea and turns it into a week of content across Instagram, Threads, X, and LinkedIn. In my voice. Scheduled. Published. Done.<\/p>\n<p>A few things I’m proud of:<br \/>\u2192 One prompt \u2192 carousel + short-form video + blog + captions (not just captions like 90% of AI tools)<br \/>\u2192 Actually learns your voice from your past posts<br \/>\u2192 Scheduling + comment inbox + analytics in one tab, not five<\/p>\n<p>\ud83c\udf81 PH exclusive: code <strong>PRODUCTHUNT<\/strong> = 40% off your first month.<\/p>\n<p>Honest question for you: what’s the one part of social media you’d pay anything to never do again? I’m reading every comment today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@greythegyutae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@greythegyutae<\/a> One idea into a week of content… the dream of every ‘build in public’ founder. I\u2019d happily never touch a carousel design again. Love the aesthetic of the platform too. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>A service with massive growth potential. The essential AI for SNS marketing that early-stage startups need most. An automated traffic-hunting machine.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Been using Mirr and genuinely love how much time it saves. As a founder, social always felt like something I <em>should<\/em> do but kept pushing off. Mirr makes it way easier to turn one idea into consistent content without juggling five different tools. Huge 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\/@bigmacfive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bigmacfive<\/a> Thank you bro, I’m really happy to help you with mirr!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 waiting for something like this. as a founder, managing social media has always been such a pain. congrats on the launch, mirr! gonna try it out this week <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaeho_lee3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaeho_lee3<\/a> Give it a try! It\u2019s a product made just for founders like 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>Cool idea, I\u2019d love to give it a try. How does it work for <strong>Reddit,<\/strong> does it mirror posts there too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Not gonna lie, most \u201cAI content\u201d tools fall apart at consistency.<br \/>Week 1 looks great, week 3 it\u2019s already dead.<br \/>Curious how you\u2019re solving that long-term<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@selena1230\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@selena1230<\/a> We use a persona system. This persona system is an agent equipped with memory that has learned all aspects of the brand\u2019s tone. As a result, it can generate content that is not repetitive but fully captures the brand\u2019s tone. If you\u2019re interested, you should definitely give it a try! The core strength of our product lies in its learning-based approach<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EYJXEUACBXXQQS\" class=\"app-title\">Anthum<\/a><\/p>\n<div class=\"one-liner\">AI ads that don’t look like AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">30<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Anthum \u662f\u4e00\u4e2aAI\u9a71\u52a8\u7684\u9ad8\u8d28\u91cf\u89c6\u9891\u5e7f\u544a\u521b\u4f5c\u5e73\u53f0\uff0c\u901a\u8fc7\u8fde\u63a5\u4e13\u4e1a\u521b\u4f5c\u8005\u548c\u63d0\u4f9b\u81ea\u7814AI\u5de5\u5177\uff0c\u5e2e\u52a9\u54c1\u724c\u5927\u89c4\u6a21\u751f\u4ea7\u201c\u4e0d\u50cfAI\u201d\u7684\u4f18\u8d28\u5e7f\u544a\uff0c\u89e3\u51b3\u4f20\u7edf\u5e7f\u544a\u4ee3\u7406\u8d39\u7528\u9ad8\u3001\u521b\u610f\u65b9\u5411\u5355\u4e00\u3001\u8bd5\u9519\u6210\u672c\u5927\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7ea25fa-7932-4b55-a6a1-ce8949137cc0.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\/cf4c5019-68b7-4865-925e-fd6f91b972be.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\/8220036d-47b8-4878-8fea-9096f7ad944c.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\/3d22237e-91d7-4bb1-ae09-bd66f3474bfc.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\/42e6abde-0901-44c1-9f35-8351c548fd1c.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\/f7bd40be-0235-4daf-9dca-cedbd1a20d5a.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\/0d1d681b-8b1c-4112-b6d3-7d029a7922ef.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\/c90efe64-051e-4c5b-9271-93b54eabde23.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\/efb5f78e-066d-4e56-ba07-d166dcd9fbde.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/a8-6RgU0ZVg?si=l7naLTkwiWrjclxG\"><source src=\"https:\/\/youtu.be\/a8-6RgU0ZVg?si=l7naLTkwiWrjclxG\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video Art<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e7f\u544a\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5e7f\u544a\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u4f17\u5305<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u6bd4\u8d5b<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u7ba1\u7406<\/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\u8d5e\u5e73\u53f0\u793e\u533a\u8d28\u91cf\u9ad8\u3001\u6bd4\u8d5b\u673a\u5236\u4e13\u4e1a\u3002\u521b\u4f5c\u8005\u53cd\u9988\u79f0\u5176\u662f\u201c\u6700\u6709\u7528\u201d\u7684AI\u5e73\u53f0\uff0c\u80fd\u5e2e\u52a9\u79ef\u7d2f\u4f5c\u54c1\u96c6\u5e76\u83b7\u53d6\u6536\u5165\uff1b\u54c1\u724c\u65b9\u5219\u9700\u5173\u6ce8\u8bc4\u8bba\u4e2d\u6697\u793a\u7684\u201c\u54c1\u724c\u5165\u9a7b\u89c4\u6a21\u201d\u7591\u95ee\uff0c\u53ca\u201c\u662f\u5426\u771f\u6b63\u80fd\u6311\u6218\u5927\u5e7f\u544a\u516c\u53f8\u201d\u7684\u89c2\u671b\u6001\u5ea6\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 Anthum\u5de7\u5999\u89c4\u907f\u4e86\u201cAI\u5e7f\u544a\u5373\u5ec9\u4ef7\u5783\u573e\u201d\u7684\u9677\u9631\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u751f\u6210\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u4eba\u673a\u534f\u540c\u201d\u7684\u5e7f\u544a\u751f\u4ea7\u6d41\u6c34\u7ebf\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a**\u53bb\u4e2d\u4ecb\u5316\u7684\u5e7f\u544a\u521b\u4f5c\u8005\u5e02\u573a**\uff0c\u901a\u8fc7\u201c\u7ade\u8d5b+\u76f4\u8058+\u81ea\u670d\u52a1\u201d\u4e09\u6a21\u5f0f\uff0c\u5c06\u4f20\u7edf\u52a8\u8f84\u6570\u4e07\u7f8e\u5143\u7684\u4ee3\u7406\u8d39\u7528\uff0c\u62c6\u89e3\u4e3a\u53ef\u91cf\u5316\u7684\u3001\u6309\u6548\u679c\u4ed8\u8d39\u7684\u96f6\u6563\u6295\u5165\u3002\u8fd9\u89e3\u51b3\u4e86\u4e2d\u5c0f\u4f01\u4e1a\u201c\u82b1\u5927\u94b1\u8bd5\u9519\u4e0d\u8d77\u3001\u82b1\u5c0f\u94b1\u8d28\u91cf\u4f4e\u52a3\u201d\u7684\u4e98\u53e4\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9762\u4e34\u8003\u9a8c\uff1a\u7b2c\u4e00\uff0c\u5982\u4f55\u4fdd\u8bc1\u7ade\u8d5b\u4e2d\u672a\u88ab\u91c7\u7eb3\u7684\u521b\u4f5c\u8005\u6301\u7eed\u6709\u52a8\u529b\u53c2\u4e0e\uff1f\u4f4e\u4e2d\u7b7e\u7387\u53ef\u80fd\u5bfc\u81f4\u4f18\u79c0\u521b\u4f5c\u8005\u6d41\u5931\uff0c\u5f62\u6210\u201c\u53ea\u6709\u65b0\u624b\u5728\u5377\u201d\u7684\u5c40\u9762\uff0c\u6700\u7ec8\u5f71\u54cd\u5e7f\u544a\u8d28\u91cf\u5929\u82b1\u677f\u3002\u7b2c\u4e8c\uff0c\u201cPremium ads, made by pros\u201d\u7684\u5b9a\u4f4d\u4e0e\u6d77\u91cf\u4f17\u5305\u4e4b\u95f4\u5929\u7136\u5b58\u5728\u5f20\u529b\u3002\u82e5\u65e0\u6cd5\u6709\u6548\u7b5b\u9009\u548c\u6fc0\u52b1\u9876\u5c16\u521b\u4f5c\u8005\uff0c\u5e73\u53f0\u6781\u6613\u6ed1\u5411\u201cAI slop\u201d\u7684\u53e6\u4e00\u79cd\u5f62\u5f0f\u2014\u2014\u53ea\u662f\u4ece\u673a\u5668\u4ea7\u751f\u53d8\u6210\u4e86\u4f4e\u7ea7\u4f17\u5305\u3002\u7b2c\u4e09\uff0c\u8bc4\u8bba\u4e2d\u51e0\u4e4e\u5168\u662f\u521b\u4f5c\u8005\u5355\u65b9\u9762\u6652\u53cd\u9988\uff0c\u7f3a\u4e4f\u5e7f\u544a\u4e3b\u89c6\u89d2\u7684\u201cROI\u8f6c\u5316\u6570\u636e\u201d\uff0c\u8fd9\u662f\u8bc4\u6d4b\u4e00\u4e2a\u5e7f\u544a\u5e73\u53f0\u662f\u5426\u6210\u529f\u7684\u6700\u5927\u76f2\u533a\u3002Anthum\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u201c\u521b\u4f5c\u8005\u798f\u5229\u793e\u533a\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u201c\u54c1\u724c\u8425\u9500\u5229\u5668\u201d\uff0c\u5176\u80fd\u5426\u4ece\u201c\u597d\u73a9\u201d\u8d70\u5411\u201c\u597d\u7528\u201d\uff0c\u5c24\u5176\u9700\u8981\u9a8c\u8bc1\u5176\u6700\u7ec8\u4ea4\u4ed8\u7684\u5e7f\u544a\u6548\u679c\u662f\u5426\u771f\u7684\u4f18\u4e8e\u7eafAI\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Anthum<\/span>\n <\/div>\n<div class=\"comment-content\">Anthum is an AI-powered ad platform that helps brands create high-performing video ads at scale. Launch a contest and get concepts from hundreds of professional creators, hire a creator directly for a 1-to-1 project, or use our self-serve AI tools to generate hooks, static ads, and product shots in-house. No agencies. No $10k retainers. No AI slop. Just premium ads, made by pros, at the scale you need to find what works.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Joseph, co-founder of Anthum. We built this after watching founders burn $10k+ on agencies, only to get one creative direction they hated and couldn’t change.<\/p>\n<\/p>\n<p>The real problem wasn’t the content. It was being locked into one vision.<\/p>\n<p>Anthum was born to fix that by connecting brands with hundreds of professional video creators who compete to make your ads. Run a contest and only pick your favorite concepts, hire a creator 1-to-1, or use our self-serve AI-generation tools to make ads in-house.<\/p>\n<p>No agencies. No overhead. No AI slop. Just premium ads, made by pros, at the scale you need to find what actually works.<\/p>\n<p>Would love your feedback \u2014 happy to answer any questions \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joseph_weinerman1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_weinerman1<\/a> only one question – how are you so smart AND handsome?<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joseph_weinerman1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_weinerman1<\/a> I am now 2 months in roughly, and as an AI Content Director, i must say, i love the infrastructure Anthum has created for people seeking a paycheck from Ai Content Curation!.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@joseph_weinerman1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_weinerman1<\/a> Where there’s anthum, I’m there.<\/p>\n<\/p>\n<p>Founders just haven’t realized what they’re missing out on<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, I’m Naitik, Founding Engineer at Anthum.<\/p>\n<p>Excited to be live on Product Hunt today.<\/p>\n<p>Would love to hear your thoughts.<\/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\">@naitik_kapadia Nice meeting you<\/div>\n<div class=\"comment-actions\">\n<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>Been competing on Anthum for a few months and honestly it\u2019s become my favorite thing to work on! Real brands, real briefs, and a community that actually watches your work carefully. It\u2019s pushed me to experiment with things I probably wouldn\u2019t have tried on my own. Pretty rare in the AI space right now, worth it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@unrealbrands\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"unrealbrands\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@unrealbrands<\/a> , it\u2019s great to have you as part of Anthum.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@unrealbrands\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@unrealbrands<\/a> FIRST ROUND<\/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>Thrilled to be live today! We’ve spent months building the infrastructure to turn chaotic AI video contests into a seamless, beautiful experience for brands and creators. Would love to hear your feedback or talk shop about the build!<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, I’m Andriyand, one of thousands of AI creators that Anthum has. I’ve been joining Anthum for the past few months and participating in their contests. So far, Anthum has really helped me build my portfolio with a very supportive community.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>thanks so much for the vouch <a href=\"https:\/\/www.producthunt.com\/@andriyand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andriyand<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@andriyand\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"andriyand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andriyand<\/a>! A privilege to have you as part of Anthum.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Anthum for 4 months and I’m very happy with it. Very much so. I’m a simple user, with no financial or personal connection to the site’s owners. I consider myself an expert in AI sites because I have accounts everywhere, and Anthum is the one I find most useful. I use Anthum Studio almost daily and it’s a great tool. I’ve earned credits very easily just by judging contest videos and placing in a couple of them. Their Discord is a place full of creative and friendly people, and I’ve attended some really interesting webinars.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been creating on Anthum since the early days, and I keep coming back because of the quality of the creators on the platform. It’s an inspiring group! In every contest, someone submits work that teaches me something new and sharpens my approach for the next one. Great work, guys, and huge congrats on the PH launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@newyorkrobots\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@newyorkrobots<\/a> Oh yes, I’ve been following your work. I really like it: both the ideas themselves and their execution!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@newyorkrobots\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@newyorkrobots<\/a> the mechanical goat is here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey I’m Vitaly, I have a really positive experience with Anthum AI. What I like most is that it gives creators a real opportunity to showcase their skills in AI ad creation while working with actual brand briefs.<\/p>\n<\/p>\n<p>The platform is well-structured, with consistent contests, solid prize pools, and clear creative directions. It feels motivating because there is always a new challenge to work on, which helps improve both creativity and storytelling skills.<\/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>I joined Anthum a few months ago and am really happy I did. I enjoy the contests, the workshops, and the community. I\u2019ve even fully transitioned to using their built in Studio for creators and it was a decision I am completely happy with. I fully support Anthum and want them to succeed beyond all they could have imagined and I know they will. <\/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>I gotta say, using Anthum as a creator is really good experience for me. I liked the peer judging feature a lot because it actually helped my first video get noticed and gave me useful feedback. The platform is easy to navigate, so I didn\u2019t struggle to find my way around or create content. Everything feels simple and smooth while using it. I also feel like Anthum still has more to offer as time goes on, which makes me excited to keep using it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Anthum truly is one of the greatest platform out there to both create with AI and get work directly through their system connecting with agencies. I have been using their services for the past few months and was able to create some of my best work (cheap, reliable generation models, Kling 3 , Multi reference Seedance 2.0) and affordable. Their frequent contests provide a true professional experience and encourages every users to push the boundaries with AI, get better, learn and share with other members of the community. The team is extremely active, responsive and helpful. I recommend it to anyone who want to get their feet into AI filmmaking for both beginners and advanced. Here is a short clip make with anthum: <a href=\"https:\/\/x.com\/MoussTvAI\/status\/2046269020949655721\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/MoussTvAI\/status\/2046269020949655721<\/a> <\/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>Spent a few months on Anthum and it\u2019s easily become my go-to. Real brands, real creative briefs, and a community that actually cares about the work. It\u2019s pushed me to experiment in ways I normally wouldn\u2019t. Honestly, that\u2019s rare in the AI space right now\u2014definitely worth it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi project hunt <\/p>\n<p>I’m Zivah <\/p>\n<\/p>\n<p>A creator under Anthum AI, I joined the platform few months ago and from my experience with them this few months, I’ve learnt how to upscale my skills in AI, learnt how to prompt, edit, camera shots and so many stuff I would need funds to learn, but I got it all in Anthum AI community where knowledge is shared every single time.<\/p>\n<\/p>\n<p>They most importantly help other projects and platforms to grow and gain visibility through contest and other means.<\/p>\n<\/p>\n<p>From what I can say, Anthum AI is not just a platform but a community that carries its members along, fulfilling a great future where every one benefits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>In my 3 weeks using <strong><em>Anthum<\/em><\/strong> i have became part of a network of peer reviewing AI videos, grounding market opportunities, creative passion and product vision into a very confortable workflow. Product and manufacturers requesting ads to follow branding guidelines, A new world to land as a marketing analyst graduating to use AI for specific goals in serious marketing campaigns.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 wonder, is Anthum aiming to level the playing field and give everyone a fair shot at competing with the big advertising agencies? hmm, Exciting! Can’t wait to see if Anthum will bring in those major brands that we usually don’t have access to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 think it has potential, I entered a contest, and it was quite a bit of work, very intelligent system of constantly referring back to the creative brief, as you chat with the ad helper, it guided me to completion and I submitted. I would have added more bells and whistles to the ad, but they require you use their Ad maker, which is robust enough to get the tasks done. I did find the needing to buy credits to finish up the video renders to be somewhat gimmicky. Its almost like gambling, you pay $20 (how much credits i paid for ) for a chance to win, $5000? AI video is a passion for me, so i dont mind, crunching through commercial stuff once in a while. I like their discord as well, informative, they found me on kling discord which I thought was smart too. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Saya sudah menggunakan Anthum 3 bulan lamanya. Saya mendapatkan pengalaman berarti dalam mengerjakan tugas tugas yang diberikan oleh Anthum. Saya benar-benar berlatih untuk bisa menjadi juara walaupun belum dapat. AI nya lengkap, mulai dari buat image, membuat suara, hingga editing video. Yang perlu diperbaiki adalah layer di editing, entah saya yang belum bisa menggunakannya atau memang belum tersedia.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 mean, as a user, Anthum has really called up my video content creation games. From engaging in some of their recent contests where we created video content for an health brand and also one for a bed mattress production company and even now to their current video ads, for someone like me without a very heavy background in video content. And I’m looking towards exploring beyond the limit of what this platform has to offer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WZ4NMZIANGDWYJ\" class=\"app-title\">Anjiz<\/a><\/p>\n<div class=\"one-liner\">We help small businesses run smarter <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">28<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Anjiz\u662f\u4e00\u6b3e\u4e13\u4e3a\u5c0f\u5fae\u4f01\u4e1a\u6253\u9020\u7684\u5168\u80fd\u79fb\u52a8\u7ba1\u7406\u5de5\u5177\uff0c\u5c06\u6563\u843d\u5728\u8111\u6d77\u3001\u793e\u4ea4\u8f6f\u4ef6\u548c\u7b14\u8bb0\u672c\u4e2d\u7684\u5e93\u5b58\u3001\u8ba2\u5355\u3001\u652f\u51fa\u7b49\u4fe1\u606f\u96c6\u4e2d\u7ba1\u7406\uff0c\u8ba9\u8001\u677f\u544a\u522b\u201c\u9760\u8111\u5b50\u7b97\u8d26\u201d\u7684\u6df7\u4e71\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8628ddc-fb91-48ae-89a8-aaa64d231659.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\/3e39e874-ae23-449e-88e7-83bc733754ea.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\/ef5af492-4d95-4a2a-b9e3-f3376aacdcee.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\/c911c608-52a3-4ceb-8026-4731a7429a69.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\/06cae748-aa54-4401-bd52-99560e944ae2.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\">Business<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c0f\u5fae\u4f01\u4e1aSaaS<\/span><br \/>\n <span class=\"tag\">\u5e93\u5b58\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8ba2\u5355\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u53d1\u7968<\/span><br \/>\n <span class=\"tag\">\u652f\u51fa\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">CRM<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cfERP<\/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\u5bf9\u8bbe\u8ba1\u8868\u793a\u559c\u7231\uff0c\u8ba4\u4e3a\u4f53\u9a8c\u6109\u60a6\u3002\u521b\u59cb\u4eba\u5206\u4eab\u4e86\u4e2a\u4eba\u5728\u6218\u4e71\u4e2d\u575a\u6301\u5f00\u53d1\u7684\u7ecf\u5386\uff0c\u83b7\u5f97\u7528\u6237\u795d\u798f\u3002\u8bc4\u8bba\u591a\u4e3a\u9f13\u52b1\uff0c\u6682\u65e0\u7ed3\u6784\u5316\u7684\u529f\u80fd\u6027\u95ee\u9898\u6216\u6539\u8fdb\u5efa\u8bae\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Anjiz\u6253\u52a8\u4eba\u7684\u5730\u65b9\u4e0d\u5728\u4e8e\u6280\u672f\u58c1\u5792\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u5c0f\u5fae\u4f01\u4e1a\u4e3b\u201c\u788e\u7247\u5316\u7ecf\u8425\u201d\u7684\u96c6\u4f53\u75db\u70b9\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u7528\u5927ERP\u7684\u5e9e\u6742\u903b\u8f91\u53bb\u78be\u538b\u5c0f\u751f\u610f\uff0c\u800c\u662f\u628a\u201c\u624b\u673a\u201d\u4f5c\u4e3a\u7ba1\u7406\u4e2d\u67a2\uff0c\u5c06\u5e93\u5b58\u3001\u8ba2\u5355\u3001WhatsApp\u804a\u5929\u8bb0\u5f55\u8fd9\u4e9b\u6563\u843d\u7684\u788e\u7247\u7c98\u5408\u8d77\u6765\uff0c\u8ba9\u8001\u677f\u4ece\u201c\u7eb8\u4e0a\u7b97\u8d26\u201d\u5207\u6362\u5230\u201c\u6570\u5b57\u5316\u8fd0\u8425\u201d\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u6781\u7b80\u7684\u201c\u79fb\u52a8\u7aefERP\u201d\uff0c\u5bf9\u4e8e\u96c7\u4f63\u4e09\u4e94\u4e2a\u4eba\u3001\u4f9d\u8d56\u793e\u4ea4\u8f6f\u4ef6\u6210\u4ea4\u7684\u592b\u59bb\u5e97\u3001\u5c0f\u5de5\u574a\u6765\u8bf4\uff0c\u4ef7\u503c\u5c24\u4e3a\u76f4\u89c2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u76ee\u524d\u4ea7\u54c1\u7684\u201c\u5168\u80fd\u201d\u66f4\u591a\u4f53\u73b0\u5728\u529f\u80fd\u7f57\u5217\u4e0a\u300228\u4e2a\u6295\u7968\u6570\u30011000\u5bb6\u6ce8\u518c\u4e5f\u8bf4\u660e\u4e0d\u4e86\u7559\u5b58\u7387\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5f53\u7528\u6237\u6570\u91cf\u589e\u52a0\uff0c\u5e93\u5b58\u53d8\u590d\u6742\u65f6\uff0c\u529f\u80fd\u6df1\u5ea6\u662f\u5426\u591f\u7528\uff1f\u6570\u636e\u51c6\u786e\u6027\u5982\u4f55\u4fdd\u8bc1\uff1f\u5728\u514d\u8d39\u6216\u4f4e\u4ef7\u6a21\u5f0f\u4e0b\uff0c\u5546\u4e1a\u6a21\u578b\u5982\u4f55\u8dd1\u901a\uff1f\u521b\u59cb\u4eba\u9762\u5bf9\u7684\u662f\u5168\u7403\u7ade\u4e89\uff0c\u540c\u7c7b\u201c\u8d85\u7ea7App\u201d\u5c42\u51fa\u4e0d\u7a77\u3002Anjiz\u76ee\u524d\u6700\u5927\u7684\u8d44\u4ea7\u662f\u521b\u59cb\u4eba\u7684\u771f\u5b9e\u6545\u4e8b\u6240\u5e26\u6765\u7684\u4fe1\u8a89\uff0c\u4ee5\u53ca\u201c\u6781\u7b80\u201d\u7684\u514b\u5236\u3002\u672a\u6765\u82e5\u4e0d\u80fd\u53ca\u65f6\u8865\u4e0a\u81ea\u52a8\u5316\uff08\u5982WhatsApp\u8ba2\u5355\u81ea\u52a8\u6293\u53d6\uff09\u548c\u8d22\u52a1\u6838\u7b97\u7684\u786c\u6838\u80fd\u529b\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u529f\u80fd\u5806\u780c\u7684\u534a\u6210\u54c1\u201d\u3002\u5b83\u80fd\u6d3b\u591a\u4e45\uff0c\u53d6\u51b3\u4e8e\u521b\u59cb\u4eba\u80fd\u5426\u5728\u88ab\u5927\u516c\u53f8\u6284\u88ad\u524d\uff0c\u628a\u7528\u6237\u4f53\u9a8c\u6253\u78e8\u6210\u96be\u4ee5\u590d\u5236\u7684\u201c\u5e73\u6ed1\u611f\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\">Anjiz<\/span>\n <\/div>\n<div class=\"comment-content\">Every small business owner knows the pain. Inventory in your head, orders on WhatsApp, expenses in a notebook, profit calculated by hand. Partner? You’re meeting every two days to figure out where the money went. Employees? Arguing about what happened to which order. Anjiz puts it all in one place. Products, orders, invoices, expenses, CRM, tasks, and reports from your phone, Give your team access. Export your data. No more guessing.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b<\/p>\n<p>I’m Basil, founder of Anjiz.<\/p>\n<p>I’ve always loved starting small businesses. But every time, I hit the same wall \u2014 tracking inventory in my head, managing orders on WhatsApp, writing expenses in a notebook, and never really knowing my actual profit. The tools out there were built for big companies, expensive, and each one only solved one problem. Nothing was built for someone like me.<\/p>\n<p>In 2022, I decided to build it myself. By March 2023, I was finally making progress \u2014 then war broke out in my country. My family and I lost everything. For three years, I couldn’t touch Anjiz. We left the country, started over in a new city, and I focused on surviving \u2014 finding a job, rebuilding from zero. But day after day, Anjiz stayed in my head. The dream never left.<\/p>\n<p>Now, after 4 years Anjiz is live. And in just our first three days, 1,000+ businesses from 34+ countries signed up.<\/p>\n<p>One app for everything: products, orders, invoices, expenses, CRM, tasks, and reports..<\/p>\n<p>I’d love your feedback \ud83d\udcac<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@basil_adel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basil_adel<\/a> Love the design, actually enjoyable to use \u2764\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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@basil_adel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basil_adel<\/a> everything is amazing \ud83d\udc4c\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@basil_adel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basil_adel<\/a> Wish you all the best Basil \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<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ 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