{"id":219,"date":"2026-05-12T12:10:51","date_gmt":"2026-05-12T04:10:51","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/12\/2026-05-11\/"},"modified":"2026-05-12T12:10:51","modified_gmt":"2026-05-12T04:10:51","slug":"2026-05-11","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/12\/2026-05-11\/","title":{"rendered":"PH\u70ed\u699c | 2026-05-11"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-11<\/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 | 2026-05-11<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZTPLA6JAPDGMNV\" class=\"app-title\">articuler.ai<\/a><\/p>\n<div class=\"one-liner\">Describe your goal. Meet the right professional.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">369<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Articuler.ai \u662f\u4e00\u4e2a\u57fa\u4e8e\u610f\u56fe\u5339\u914d\u7684\u4e13\u4e1a\u4eba\u8109\u5e73\u53f0\uff0c\u901a\u8fc7\u5206\u67909.8\u4ebf\u516c\u5f00\u8d44\u6599\uff0c\u5e2e\u52a9\u7528\u6237\u7cbe\u51c6\u627e\u5230\u6295\u8d44\u4eba\u3001\u5408\u4f19\u4eba\u3001\u5ba2\u6237\u6216\u5bfc\u5e08\uff0c\u5e76\u751f\u6210\u9ad8\u56de\u590d\u7387\u7684\u5b9a\u5236\u5316\u8054\u7cfb\u90ae\u4ef6\uff0c\u89e3\u51b3\u4f20\u7edf\u5173\u952e\u8bcd\u641c\u7d22\u65e0\u6cd5\u8bc6\u522b\u771f\u5b9e\u9700\u6c42\u548c\u4eba\u9645\u5173\u7cfb\u5339\u914d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cc5ce32-f73c-4e51-859b-7476f86a249e.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\/f46c546f-c6bc-4946-90ee-7e1ac2c9aa30.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\/822b8796-036c-4a83-86ca-4fed582d7737.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\/eb2b1932-84db-484c-91f2-9f2f6f7c34b0.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\/9421c1cf-7bdf-4872-b945-ff0a129de180.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\/97d6de4c-434a-493b-bf14-5009a14765fb.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\/422456d4-d1cd-440c-85d3-a001012d4907.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\/33966512-8c10-478d-ac24-b2489d5617da.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\">Social Network<\/span><br \/>\n <span class=\"tag\">Career<\/span><br \/>\n <span class=\"tag\">Community<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4eba\u8109\u5339\u914d<\/span><br \/>\n <span class=\"tag\">AI\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u610f\u56fe\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u51b7\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u5bf9\u63a5<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e8b\u4ef6\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u5411\u91cf\u641c\u7d22<\/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\u610f\u56fe\u5339\u914d\u201d\u6bd4\u5173\u952e\u8bcd\u641c\u7d22\u66f4\u7cbe\u51c6\uff0c\u5173\u6ce8\u51b7\u90ae\u4ef6\u7684\u771f\u5b9e\u611f\u3002\u6838\u5fc3\u7591\u95ee\u5305\u62ec\uff1a\u5bf9\u201c15%\u56de\u590d\u7387\u201d\u7684\u771f\u5b9e\u6027\u6709\u5f85\u9a8c\u8bc1\uff0c\u80fd\u5426\u7528\u4e8e\u62db\u52df\u5de5\u7a0b\u5e08\u6216\u627e\u5ba2\u6237\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301\u6279\u91cf\u53d1\u9001\u3002\u56e2\u961f\u80cc\u666f\uff08\u66fe\u5f00\u53d12.5\u4ebf\u7528\u6237\u793e\u4ea4\u5e94\u7528\uff09\u589e\u52a0\u4e86\u4fe1\u4efb\u5ea6\uff0c\u4f46\u4ea7\u54c1\u5c1a\u672a\u89e3\u51b3\u5927\u89c4\u6a21\u53d1\u9001\u4e0e\u4e2a\u6027\u5316\u4e4b\u95f4\u7684\u5e73\u8861\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Articuler.ai \u5728\u6982\u5ff5\u4e0a\u786e\u5b9e\u51fb\u4e2d\u4e86 LinkedIn \u7684\u8f6f\u808b\u2014\u2014\u540e\u8005\u672c\u8d28\u662f\u4e00\u4e2a\u9759\u6001\u76ee\u5f55\uff0c\u800c\u524d\u8005\u8bd5\u56fe\u5c06\u201c\u4eba\u8109\u641c\u7d22\u201d\u4ece\u201c\u67e5\u9ec4\u9875\u201d\u5347\u7ea7\u4e3a\u201c\u8bed\u4e49\u7406\u89e3\u201d\u3002\u56e2\u961f\u66fe\u642d\u5efa\u8fc7\u6570\u4ebf\u7528\u6237\u7684\u7ea6\u4f1a\u5339\u914d\u7cfb\u7edf\uff0c\u8fd9\u79cd\u7ecf\u9a8c\u5728\u6784\u5efa\u9ad8\u7ef4\u5ea6\u504f\u597d\u5411\u91cf\u548c\u51b7\u542f\u52a8\u7b56\u7565\u4e0a\u5177\u5907\u5929\u7136\u4f18\u52bf\uff0c\u56e0\u6b64\u4ea7\u54c1\u5728\u201c\u5339\u914d\u7cbe\u5ea6\u201d\u800c\u975e\u201c\u8986\u76d6\u9762\u201d\u4e0a\u7684\u7ade\u4e89\u529b\u503c\u5f97\u671f\u5f85\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u4e00\u76c6\u51b7\u6c34\uff1a\u5e73\u53f0\u9ad8\u8c03\u5ba3\u4f20\u768415%\u56de\u590d\u7387\u7f3a\u4e4f\u4e25\u683c\u7684AB\u6d4b\u8bd5\u5bf9\u6bd4\u548c\u884c\u4e1a\u57fa\u51c6\u3002\u5728B2B\u573a\u666f\u4e2d\uff0c\u51b3\u7b56\u94fe\u590d\u6742\uff0c\u56de\u590d\u7387\u4e0d\u7b49\u4e8e\u6210\u4ea4\u7387\uff1b\u800c\u5728C\u7aef\u793e\u4ea4\u4e2d\uff0c\u9ad8\u56de\u590d\u7387\u53ef\u80fd\u66f4\u591a\u53cd\u6620\u7684\u662f\u4fe1\u606f\u5dee\u4ef7\u503c\u800c\u975e\u957f\u671f\u5173\u7cfb\u5efa\u7acb\u80fd\u529b\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u5f3a\u8c03\u201c\u975e\u6570\u636e\u5e93\u3001\u975e\u6279\u91cf\u5de5\u5177\u201d\uff0c\u8fd9\u5728\u5546\u4e1a\u53d8\u73b0\u4e0a\u662f\u4e00\u628a\u53cc\u5203\u5251\u2014\u2014\u9ad8\u5ba2\u5355\u4ef7\u7684\u79c1\u5bc6\u5339\u914d\u670d\u52a1\u80fd\u5426\u652f\u6491\u89c4\u6a21\u5316\u589e\u957f\uff0c\u4ecd\u9700\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u5173\u952e\u7684\u95ee\u9898\u5728\u4e8e\u7528\u6237\u6570\u636e\u4e3b\u6743\u548c\u9690\u79c1\u98ce\u9669\u3002\u867d\u7136\u58f0\u660e\u57fa\u4e8e\u201c\u516c\u5f00\u8d44\u6599\u201d\uff0c\u4f46\u901a\u8fc7\u5927\u91cf\u975e\u7ed3\u6784\u5316\u6570\u636e\u751f\u6210\u4e2a\u4eba\u753b\u50cf\u7684Playbook\u529f\u80fd\uff0c\u5728\u6b27\u6d32GDPR\u6216\u7f8e\u56fdCCPA\u7b49\u6cd5\u5f8b\u6846\u67b6\u4e0b\u5b58\u5728\u6a21\u7cca\u5730\u5e26\u3002\u53e6\u5916\uff0c\u8be5\u6a21\u5f0f\u80fd\u5426\u771f\u6b63\u89e3\u51b3\u201c\u5f31\u5173\u7cfb\u6fc0\u6d3b\u201d\u8fd9\u4e00\u793e\u4ea4\u7f51\u7edc\u7ecf\u5178\u96be\u9898\uff0c\u8fd8\u662f\u6700\u7ec8\u6ca6\u4e3a\u66f4\u667a\u80fd\u7684\u7248\u9886\u82f1InMail\u5783\u573e\u90ae\u4ef6\u751f\u6210\u5668\uff0c\u53d6\u51b3\u4e8e\u5b83\u5bf9\u201c\u610f\u56fe\u201d\u4e8c\u5b57\u7684\u5b9a\u4e49\u2014\u2014\u5982\u679c\u7b97\u6cd5\u4f9d\u7136\u504f\u7231\u9ad8\u85aa\u3001\u9ad8\u5b66\u5386\u3001\u9ad8\u70ed\u5ea6\u7684\u5019\u9009\u5bf9\u8c61\uff0c\u5c06\u4f1a\u91cd\u6784\u7cbe\u82f1\u4eba\u8109\u5708\u800c\u975e\u6253\u7834\u4fe1\u606f\u58c1\u5792\u3002\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u5c1d\u9c9c\u9636\u6bb5\uff0c\u80fd\u5426\u4ece\u201c\u7ea6\u4f1a\u6e38\u620f\u7684\u6253\u5de5\u8005\u201d\u8fdb\u5316\u4e3a\u201c\u5546\u4e1a\u5173\u7cfb\u7684\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u56e2\u961f\u8fd8\u9700\u8981\u8865\u4e0a\u4fe1\u4efb\u673a\u5236\u3001\u5408\u89c4\u4f53\u7cfb\u548c\u4ed8\u8d39\u6a21\u578b\u8fd9\u4e09\u5757\u62fc\u56fe\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\">articuler.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Networking is broken because keyword search is broken. We bring real connections to the table \u2014 the investor who funds your round, the hire who ships your roadmap, the partner who opens your next market. Tell us your intent and Articuler does three things: (1) Match across 980M public profiles, or within a scope like “VCs who wrote checks in Q1 2026.” (2) Playbook: decode anyone from their public footprint. (3) Cold email: a first note that actually lands. 15% reply rate. 8x cold outreach.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Jason, CEO of <a href=\"http:\/\/Articuler.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Articuler.ai<\/a>. Before this, I was a VC \u2014 and the hardest part of the job was never closing the deal. It was finding the right person in the first place.<\/p>\n<\/p>\n<p><strong>LinkedIn works like the Yellow Pages<\/strong>: you have to already know who you’re looking for. That’s <strong>broken<\/strong>.<\/p>\n<\/p>\n<p><strong>Articuler.ai matches on intent, not keywords.<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Describe what you need<\/strong> in plain language \u2014 e.g., <em>“early-stage consumer AI investors who wrote checks recently.”<\/em><\/p>\n<\/li>\n<li>\n<p><strong>We match across 980M public profiles<\/strong> and surface the people who actually fit.<\/p>\n<\/li>\n<li>\n<p><strong>Playbook decodes them.<\/strong> For every match, we read their public footprint and tell you what they care about, how they think \u2014 and the things you should <em>never<\/em> say. <em>(“Don’t ask Chris Messina to be your hunter \u2014 his FAQ says he doesn’t charge.”)<\/em> The intel you used to only get from a friend who knew them.<\/p>\n<\/li>\n<li>\n<p><strong>We draft the first note<\/strong> \u2014 anchored in shared context. 15% reply rate. 8x cold outreach.<\/p>\n<\/li>\n<\/ol>\n<p>\ud83d\udd0d<strong>For founders sourcing co-founders, hires, or investors<\/strong>, and <strong>young professionals<\/strong> exploring their next move. If your next opportunity depends on a person who isn’t in your contacts yet, <a href=\"https:\/\/Articuler.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Articuler.ai<\/a> is for you.<\/p>\n<\/p>\n<p><strong>What’s next:<\/strong> Event Match (pre-event matchmaking) launches next month.<\/p>\n<\/p>\n<p>\ud83c\udf81 <strong>PH gift:<\/strong> apply code <strong>PH26Q2<\/strong> at checkout \u2192 one month free of our Pro features.<\/p>\n<\/p>\n<p>Drop a comment and tell us what do you think!<\/p>\n<\/p>\n<p>\u2014 Jason<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jason_shen3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_shen3<\/a> Honestly the matching part makes sense to me because searching LinkedIn with keywords feels useless half the time. <\/p>\n<\/p>\n<p>I\u2019m more curious about the outreach stuff though, since most AI-written cold emails are painfully obvious after the first line. Wondering how natural these actually sound when people reply back.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 get a load of cold outreach that opens like, <em>“based on your experience with the Ride Home AI Fund\u2026”<\/em> \u2014 and I laugh, because I’m not actively investing from the fund now.<\/p>\n<\/p>\n<p>In these cases, someone’s AI agent scraped some stale info, deemed it “relevant,” and sent it to me anyway.<\/p>\n<\/p>\n<p>With Articuler, that problem goes away.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@jason_shen3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_shen3<\/a> and <a href=\"https:\/\/www.producthunt.com\/@hotwheels_bo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hotwheels_bo<\/a> built two of China’s largest dating apps \u2014 Tantan (acquired by Momo \/ <a href=\"https:\/\/en.hellogroup.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Hello Group<\/a>) and Jimu (acquired by Inke \/ Inkeverse) \u2014 and they made an observation: <em>dating apps got cannibalized by Instagram and Snapchat because people found more natural ways to meet. <\/em><strong><em>The professional equivalent hasn’t happened yet.<\/em><\/strong><\/p>\n<\/p>\n<p>LinkedIn is still the default, and LinkedIn is full of AI garbage that nobody wants to read.<\/p>\n<\/p>\n<p>Articuler starts from <em>intent<\/em>: you describe who you’re trying to reach, it runs conversational clarification, then surfaces ranked matches from ~980M public profiles with a “<em>why connect<\/em>” annotation baked in. The cold email writes itself from there.<\/p>\n<\/p>\n<p>The relevance problem is real and unsolved. But if anyone has the pattern-matching instincts to crack professional matchmaking, it’s a team that already did it twice in a harder market.<\/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\/@jason_shen3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_shen3<\/a>  <a href=\"https:\/\/www.producthunt.com\/@hotwheels_bo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hotwheels_bo<\/a>  <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> The strongest signal here is still intent \u2192 relevance \u2192 explanation that why connect layer is what makes it feel less like scraping and more like real matchmaking. If that reasoning stays accurate at scale, this could genuienly rehape cold outreach quality \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>Hey PH \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Bob, co-founder & CTO of <a href=\"http:\/\/Articuler.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Articuler.ai<\/a>.<\/p>\n<\/p>\n<p>Before <a href=\"http:\/\/Articuler.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Articuler.ai<\/a>, I spent a decade developing human-matching systems \u2014 as Tech VP at Tantan and CTO at Jimu. <strong>Two dating apps, 6M+ DAU combined \ud83d\udc68\ud83c\udffb\ud83c\udf93<\/strong>.<\/p>\n<\/p>\n<p><strong>You might think dating apps and professional networking tools are different things, but the core challenge was always the same:<\/strong><\/p>\n<blockquote>\n<p><strong>How do you identify the right person out of millions, fast and accurately?<\/strong><\/p>\n<\/blockquote>\n<p>\ud83d\udc95 Twenty years ago, you met your spouse in your village, your church, your office, or your social circle. Dating apps decoupled romance from those institutions \u2014 now you can match with anyone, anywhere, based purely on signals.<\/p>\n<\/p>\n<p>\ud83c\udf93 The same thing is happening to professional life, just faster. <strong>AI is unbundling individuals from organizations.<\/strong> A solo operator with Cursor and Claude ships what used to take a 10-person team. The unit of value creation is shrinking from the company to the person.<\/p>\n<\/p>\n<p><strong>Which means: who you find, and who finds you, stop being a career nicety and become infrastructure,<\/strong> as critical as your bank account.<\/p>\n<\/p>\n<p>LinkedIn is a directory. Warm intros don’t scale. What’s needed is matching at internet scale, on intent \u2014 which wasn’t possible until GenAI turned every public footprint into a vector.<\/p>\n<\/p>\n<p>That’s what we’re building. 980M+ professionals, vectorized. Match on intent.<\/p>\n<blockquote>\n<p><strong>Romance got its decoupling tools twenty years ago. Professional life is getting them now. And that is what <\/strong><a href=\"http:\/\/Articuler.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Articuler.ai<\/strong><\/a><strong> is doing.<\/strong><\/p>\n<\/blockquote>\n<p>Have a great day guys!<\/p>\n<p>\u2014 Bob<\/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>Has anyone used this for finding mentors rather than transactional connections?<\/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\/@jissin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jissin<\/a> lu \ud83d\ude04 If Confucius had Articuler, <em>“in any group of three, one of them is my teacher”<\/em> would’ve become <em>“in any group of 980 million, the right teacher is one query away.” \uff08I really like your porofile pic haha \ud83d\ude42<\/em><\/p>\n<\/p>\n<p>Jokes aside \u2014 mentorship is one of our favorite use cases, and not just for founders. <strong>College students and young professionals use us heavily<\/strong> \u2014 the question <em>“who walked the path I’m trying to walk”<\/em> is the deepest networking need most young people have.<\/p>\n<\/p>\n<p>Try a Directory Match like <em>“USC grads who broke into big tech in the last 3 years”<\/em> \u2014 that scopes the search to your alumni network specifically and surfaces people who remember exactly what your stage feels like. Way more useful than a generic LinkedIn search for “Google PM.”<\/p>\n<\/p>\n<p>Founders find investors. Students find mentors. Different intent, same engine. What domain are you in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jissin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jissin<\/a> Hi Lu, happy to share a little personal story! I’ve seen it firsthand.<\/p>\n<\/p>\n<p>I just graduated last year, and when my friends were job searching, they had the drive but not the network. I let them try <a href=\"http:\/\/Articuler.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Articuler.ai<\/a>, and the most valuable matches weren’t recruiters \u2014 they were mentors. Alumni and professionals who actually took the time to review resumes, reframe their story, and show them how to reach out.<\/p>\n<p>As a recent grad, I can tell you: the biggest gap early in your career isn’t skills. It’s access. You don’t have 20 years of warm intros to fall back on. <a href=\"http:\/\/Articuler.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Articuler.ai<\/a> closes that gap \u2014 not by handing you a list of strangers, but by finding people who are willing to help and telling you how to start that conversation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 solo founder, finding the right people is literally my biggest bottleneck. This feels like it was built for me.<\/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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Luo, this is exactly who we built Articuler for \ud83d\ude4f Solo founders feel this bottleneck the hardest \u2014 every hire, every investor, every first 10 customers is a single-person decision with no team to crowdsource intros from.<\/p>\n<p>Try a query like <em>“early-stage operator who’s done 0-to-1 GTM at a solo or 2-person team, open to fractional or advisory roles”<\/em> \u2014 that’s the kind of search LinkedIn can’t run. And Playbook will tell you things like <em>“this person turned down 3 fractional offers last quarter because the founders pitched salary instead of equity”<\/em> \u2014 the intel you’d never find on a profile.<\/p>\n<p>What’s the most painful “right person” search on your list right now? Happy to run it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Thank you for liking our product! Perhaps you can take a look at our directory feature, it helps you with finding very specific people for your need. If there isn’t one that suits you, you can always reach out for us to give us ideas!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Does this work for recruiting as well? Can I find a growth engineer on Articuler?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@venier\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@venier<\/a> Giacomo, thanks \ud83d\ude4f Yes \u2014 recruiting is one of our strongest use cases, with one specific philosophy: <strong>good hiring isn’t finding a list, it’s finding people whose background aligns with what you’re building.<\/strong><\/p>\n<\/p>\n<p>“Growth engineer” returns 50,000 LinkedIn results. For Snaply, you’d want something like <em>“growth engineers who’ve shipped voice\/audio products or written about real-time AI infra.”<\/em> LinkedIn can’t filter for that. Public footprints (tweets, blogs, GitHub) can. Happy to run it for you.<\/p>\n<\/p>\n<p>Also worth flagging: a real chunk of Articuler’s users are <strong>young professionals actively looking to join startups exactly like Snaply<\/strong> \u2014 they’re already on our platform describing what they want. We’ve been thinking about building a <strong>dedicated startup-hiring directory<\/strong> that matches founders like you with these candidates. Snaply feels like the right launch partner for this \u2014 <strong>are you in?<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@venier\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@venier<\/a> Thank you for your comment, Giacomo. Yes, just as Jason mentioned, we do exactly what you asked! <\/p>\n<p>We find you the right person for your next hire, but we can also do matching on the other side and connect potential employees to you by adding founders and job seekers into the same directory. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. Do I understand correctly, it’s a database of users\/companies, where you can use text search to narrow down results and then sent them email?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Davit, we’re not a database \u2014 and respectfully, not trying to be a better one.<\/p>\n<\/p>\n<p>The “database + search + cold email” stack \u2014 ZoomInfo, Apollo, Lemlist \u2014 is structurally <strong>spam infrastructure<\/strong>. Buy a list, run keyword filters, blast templates. The whole industry’s TAM depends on filling professional inboxes with messages people don’t want to read.<\/p>\n<\/p>\n<p>Articuler is on the opposite side. We’re a <strong>content distribution network for professional intent.<\/strong><\/p>\n<\/p>\n<p>Keyword search matches strings: <em>“VP of Marketing”<\/em> returns every VP of Marketing. Intent matching understands meaning \u2014 we read 980M public footprints (posts, podcasts, hiring patterns, check histories, etc.,) and surface the specific humans whose current intent overlaps with yours. Where there’s actual exchangeable value on the table.<\/p>\n<\/p>\n<p>A database tells you <em>who exists.<\/em> We tell you <em>who’s worth meeting, and why.<\/em><\/p>\n<\/p>\n<p>Worth noting \u2014 FlowMarket and Articuler are pointed at the same horizon from different starting points. You’re letting AI agents discover and negotiate B2B deals; we’re building the layer where humans find the right humans to begin with. Different problems, shared belief: the future is about <em>fit and intent<\/em>, not lists and blasts. Would love to chat someday about how the layers might compose \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I run a founder community with monthly events. Could I use Articuler.ai to match attendees before they show up?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@erictian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erictian<\/a> Yes, you can! In-event matching is on the last stage of beta testing, please dm me, and I can provide you more details. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@erictian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erictian<\/a> Of course! Our event matchmaking function will be launched no later than late June. Happy to reach out and discuss further details with 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>How specific can I get with my search? Like can I say “founders in Austin who just raised a seed 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ann_y1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ann_y1<\/a> Yes, just as simple as that! Then you will get a list of profiles with a detailed summary about why they fit your profile and your goal!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ann_y1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ann_y1<\/a> just tell us your target’s image, and we deliver!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8c216bf-c803-4699-b613-7fcdfff68a17.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch! This looks like a powerful way for companies to move beyond keyword search and build real, outcome\u2011driven connections.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> Thank you Charlene! We only want to deliver connections that are 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks pretty useful tbh. If it can actually match you with the right investors, hires, or partners without endless keyword searching, that\u2019s a big win. The 15% reply rate sounds impressive, but I\u2019d definitely want to test it myself<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@le_ng_c_dan_nhi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@le_ng_c_dan_nhi<\/a> \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is interesting \u2014 the framing of “define your goal, not the person” actually flips how I usually think about networking. Most tools I’ve tried make me start with a name or a title, then I’m basically guessing whether that person is the right fit. Starting from intent feels much closer to how I actually think when I need help with something.<\/p>\n<p>The 980M number is wild but what caught me more is the “filtered through yours” part \u2014 outreach grounded in their public footprint AND mine. That’s the gap in every cold email tool I’ve used: they help you research the recipient but the message still sounds like it could’ve been sent by anyone.<\/p>\n<p>Curious about a few things:<\/p>\n<ol>\n<li>\n<p>How does it handle softer intents like mentorship or peer connections vs transactional ones like sales\/hiring? Feels like those need very different tones.<\/p>\n<\/li>\n<li>\n<p>For the “8x better than cold outreach” \u2014 is that across all use cases or skewed toward certain categories?<\/p>\n<\/li>\n<li>\n<p>Can you bring your own context (notes, past convos, what you’re actually working on) to sharpen the match, or is it all inferred from your public footprint?<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hans_c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hans_c<\/a> Hans, this is one of the most thoughtful reads of the product I’ve seen \ud83d\ude4f You caught the “filtered through yours” detail that we obsess over most \u2014 most cold email tools research the recipient but treat the sender as anonymous. The message ends up technically accurate and emotionally hollow.<\/p>\n<p>To your three questions:<\/p>\n<p><strong>1. Softer vs transactional<\/strong> \u2014 We don’t think they’re that different. <strong>Sustainable connections are built on exchangeable value<\/strong> \u2014 what changes is just the <em>form<\/em>. \u00b7 Sales: a specific insight matching what their company’s working on (recent hires, launches, public asks). \u00b7 Fundraising: your domain insight intersecting their current thesis (recent posts, podcasts, check history). \u00b7 Mentorship: genuine curiosity from someone walking their path \u2014 sometimes a shared alma mater is enough.<\/p>\n<p>Generated Email and Playbook adjusts the form, so a sales pitch doesn’t read like a mentor request, and vice versa.<\/p>\n<\/p>\n<p><strong>2. The 8x figure<\/strong> \u2014 Overall rate, not cherry-picked. Caveat: consumer\/SMB sees higher reply rates than enterprise \u2014 senior recipients are harder regardless of personalization quality.<\/p>\n<\/p>\n<p><strong>3. Bring your own context<\/strong> \u2014 Current version infers from your public footprint + auto-learns from your preference signals (saves, outreaches, conversions). Next version lets you bring explicit context (notes, what you’re working on, who you’ve talked to). Exactly how you framed it.<\/p>\n<p>Also \u2014 <a href=\"http:\/\/Me.bot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Me.bot<\/a> is the <em>adjacent<\/em> problem we care about deeply. The day everyone has a real personal memory layer, Articuler’s “filtered through yours” gets exponentially better. Rooting for you \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@hans_c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hans_c<\/a> Thank you Hans, really appreciate the thoughtful breakdown \u2014 and you nailed exactly why Jason and Bob built <a href=\"http:\/\/Articuler.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Articuler.ai<\/a> this way. Starting from intent rather than a name or title is how people actually think about networking. You don’t wake up thinking “I need to find John Smith.” You think, “I need someone who can help me with X.” Every tool on the market forces you to translate that backward into keywords. We wanted to skip that step entirely.<\/p>\n<\/p>\n<p>And yes \u2014 the “filtered through yours” piece is what we’re most proud of. The Playbook doesn’t just research the other person. It reads both sides and finds the threads between you. That’s why the outreach doesn’t sound generic \u2014 it’s grounded in what you actually have in common, not just what they’ve done.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hans_c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hans_c<\/a> That\u2019s exactly what caught my attention too most networking tools still feel very search-first instead of goal-first.<\/p>\n<p>The part about outreach being filtered through both profiles feels especially interesting because generic personalization is becoming easier to spot now. Curious to see how well it handles more relationship-driven networking compared to transactional outreach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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, congrats! Quick question: is it mainly for finding investors, or can it also help with finding and pitching potential clients?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jojo_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jojo_li<\/a> JoJo, great question \ud83d\ude4f Short answer: <strong>both \u2014 but finding and pitching clients is actually where Articuler shines hardest.<\/strong><\/p>\n<\/p>\n<p>Two sides of the same engine:<\/p>\n<p>\u00b7 <strong>Finding<\/strong> \u2014 instead of “VP of Marketing at SaaS companies,” you can run <em>“VPs of Marketing at mid-market SaaS companies who recently mentioned localization pain or hired international growth roles.”<\/em> That’s signal, not title \u2014 and signal is what tells you who’s actually ready to buy.<\/p>\n<p>\u00b7 <strong>Pitching<\/strong> \u2014 this is where Playbook earns its keep. For every prospect, we read their entire public footprint and tell you what they care about, what they’ve publicly criticized, what kind of pitches they’ve responded well to. <strong>Think of it as the briefing you’d get from a friend who actually knows them<\/strong> \u2014 the friend most BD reps wish they had before every cold call.<\/p>\n<\/p>\n<p>Then we draft the first email anchored in shared context, not a template. 15% reply rate, 8x cold outreach.<\/p>\n<p>What does your ICP look like? Happy to run a sample search \u2014 would love to see Articuler land a Vozo deal \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Recently what makes me headache is to send out cold reach out emails in batches… what platforms or social media apps do you support now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> We’re deliberately not a batch tool. Articuler drafts a separate message per person based on that specific person’s profile, recent activity, and your overlap with them \u2014 sending the same message to a list isn’t really the workflow. Today you can use the drafts in email, LinkedIn DMs, or anywhere else you paste text. The tradeoff is real: you send fewer messages, but reply rate is the multiplier (we see ~8x over generic blast). If your headache is <em>prep time per email<\/em> rather than send mechanics, you’re in the right place. If it’s pure volume, we’re probably not the right fit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Right now, <a href=\"http:\/\/articular.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">articular.ai<\/a> can connect directly to your Gmail. However, we can also craft dedicated messages for you to copy and paste on other social media platforms for outreach (for example: LinkedIn, Twitter, etc.).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>made by dating app guys, so they literally know how to match humans!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yankun_zhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yankun_zhao<\/a> \ud83d\ude80\ud83d\ude80You next financing round is on us!\ud83d\ude80\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yankun_zhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yankun_zhao<\/a> Hey Yankun, you get the gist!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Could a BD lead use this to find partnership opportunities, or is it more focused on people-to-people connections<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@haoran_fok\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haoran_fok<\/a> Henry, yes \u2014 strongly yes \ud83d\ude4f BD is one of our top use cases, because every partnership is ultimately people-to-people. The deal closes between two humans.<\/p>\n<p>Real examples from our users: <\/p>\n<p>\u00b7 Consumer electronics brand \u2192 finding EU distributors who’ve ranged competing audio products <\/p>\n<p>\u00b7 CRM SaaS \u2192 mapping VPs of RevOps at companies that just switched off Salesforce <\/p>\n<p>\u00b7 Forklift manufacturer \u2192 finding warehouse automation integrators with Tier-1 deployments<\/p>\n<\/p>\n<p>None findable on LinkedIn keyword search. Partnership BD lives in the <em>signal<\/em> layer, not the <em>title<\/em> layer. What angle are you working on?<\/p>\n<p>(BizCard looks slick \ud83d\udc4c)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 + event networking = actually useful combo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@novamaker01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@novamaker01<\/a> Glad that landed. In-Event Match is the part we think gets least talked about and matters most \u2014 it’s the only place where the cost of meeting the wrong person gets paid in real-world hours, not just an unread email. If you’ve got a conference coming up, worth signing up an event slot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@novamaker01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@novamaker01<\/a> Thank you Felix! Event matchmaking comming next, feel free to connect and I will get you our first hand information!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 have you seen as the biggest issue for matchmaking so far? Also are you planning on adopting more features like they have at Boardy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 intent-based matching is a smart angle. LinkedIn search is basically keyword roulette. I’m building a startup right now and finding the right investors and advisors is one of the hardest parts. Going to try this for that exact use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 matching logic here seems really interesting. How are you handling the ‘vibe check’ between the user’s goal and the professional’s style beyond just skill keywords? Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jason_shen3\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jason_shen3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_shen3<\/a> <a href=\"https:\/\/www.producthunt.com\/@hotwheels_bo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hotwheels_bo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hotwheels_bo<\/a> <a href=\"https:\/\/www.producthunt.com\/@justin_bai\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justin_bai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin_bai<\/a> Similar to my review (jumped in to give feedback before the launch was live). Congrats on the launch and looking forward to seeing where this gets. <\/p>\n<p>The meat on the bone here is obviously the quality of the outputs. I tend to rush through onboarding (nothing different here) and even by doing so quickly – I got super tailored and unique outputs – specific to my intended need.<\/p>\n<p>Text box is great for search (vs a thousand filters) and I really love the niched product experience. Create a profile – search for X – shortlist and track those prospects.<\/p>\n<p>The simple Kanban style tracking feels intuitive and intentional.<\/p>\n<p>In a world full of AI slop products – it’s nice to see some really solid products with really specific \/ niche use cases that just feel purpose built with a clear mission.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dzaitzow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzaitzow<\/a> Thanks Daniel!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 intent-based matching is what hooks me \u2014 searching LinkedIn by keyword<\/p>\n<p>feels broken the moment you’re looking for someone with a specific perspective, not a specific job<\/p>\n<p>title. As a founder building in the AI space, the part I’m most curious about is the Playbook \u2014 how<\/p>\n<p>deep does it go on someone’s public footprint? Does it pull from podcasts\/Twitter\/Substack, or<\/p>\n<p>mostly LinkedIn + company pages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@erfanveisi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erfanveisi<\/a> Thank you for you comment Erfan! Great question, and I believe this is the reason we are different than most professional networking tools:<\/p>\n<\/p>\n<p>The Playbook doesn’t rely on a single source. We <strong>aggregate across the public professional web<\/strong> \u2014 LinkedIn, company pages, GitHub, Twitter\/X, published articles, podcast appearances, conference talks, Substack, patent filings, academic papers, and public investor\/portfolio data. Basically, if it’s public and professionally relevant, we’re indexing it. <\/p>\n<\/p>\n<p>But the real differentiator isn’t breadth of sources \u2014 it’s how we process them. <strong>Every piece of public content gets vectorized into the same semantic space<\/strong>. So when we build a Playbook, we’re not just stitching together bullet points from different platforms. We’re computing the actual relationship between what that person has said, built, invested in, and written about \u2014 and mapping that against your background and intent.<\/p>\n<\/p>\n<p>Hope this answers your question, and feel free to check out our product! Don’t forget to apply our promo code \ud83c\udf81PH26Q2 for one month free access!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4134acb-e194-4f20-90e6-6e339aa56bf7.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The cold email piece \u2014 “15% reply rate, 8x cold outreach” \u2014 is the part that genuinely stands out here. We build B2B sales automation for service firms and the hardest problem isn’t sending volume, it’s relevance at the point of first contact. Curious how Articuler handles cases where the public profile data is stale or the “why connect” annotation lands wrong \u2014 does the system have a feedback loop to recalibrate match quality over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thekrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thekrew<\/a> Really appreciate this \u2014 and you’re touching on exactly the right problem. <\/p>\n<p><strong>Volume was never the bottleneck. Relevance is.<\/strong><\/p>\n<\/p>\n<p>The 15% reply rate comes from our Playbook feature, before you even press the “send” button. Before any outreach, <a href=\"http:\/\/Articuler.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Articuler.ai<\/a> reads both sides \u2014 your background and theirs \u2014 and finds the actual shared ground between you. That’s what makes the first message land. It’s not a template with a mail-merged company name. It’s context that could only come from understanding both people. We are like that “guy who knows the other guy”.<\/p>\n<\/p>\n<p>On stale data \u2014 great question. Public profiles do go stale, and we’re aware that’s a real edge case. Right now we mitigate this by pulling from multiple public sources rather than relying on a single profile, so even if someone’s LinkedIn is outdated, their recent activity elsewhere can fill the gap. That said, this is an area we’re actively improving \u2014 the goal is to flag confidence levels on match data so you know when context is fresh vs. inferred. You can truly see the degree of matching between you and the target individuals on this list.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c102243f-de7f-4c40-b4b0-b6573400c889.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love it! so glad to see the fast iteration and yes it really works for all people 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stainlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stainlu<\/a> \u2764\ufe0f\u2764\ufe0f\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\/@stainlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stainlu<\/a> Means a lot. Shipping speed is the whole strategy this quarter, the fact that the same engine works for hiring, fundraising, and BD off one profile is the part we’re proudest of. More coming this month.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 game-changing stuff<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gavin_luo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gavin_luo<\/a> \u2764\ufe0f\u2764\ufe0f <a href=\"https:\/\/www.producthunt.com\/products\/tripo-ai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"tripo-ai\" target=\"_blank\" rel=\"noopener\">@Tripo AI<\/a> is my favorite 3D generation 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gavin_luo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gavin_luo<\/a> Bo spent years building datin apps… so the skills transfer lol<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. The “define your goal, not the person” framing is very clear.<\/p>\n<p>Curious how you avoid the system over-optimizing for obvious public signals. Do you have a way to surface less obvious but high-fit people when their profile does not use the expected keywords?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fabian_exner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabian_exner<\/a> Fabian, this is exactly the design problem we obsess over \ud83d\ude4f<\/p>\n<\/p>\n<p><strong>we don’t use keyword matching at all.<\/strong> We embed each person’s full public footprint, directly into a semantic vector. Matching happens in vector space, not in keyword space.<\/p>\n<\/p>\n<p>So the “profile doesn’t use expected keywords” failure mode doesn’t really apply. Two people writing about the same idea with different vocabulary \u2014 <em>“climate”<\/em> vs <em>“energy transition”<\/em>, <em>“distributed systems”<\/em> vs <em>“large-scale infrastructure”<\/em> \u2014 end up close in the embedding space because the model captures meaning, not surface words.<\/p>\n<\/p>\n<p><strong>We don’t search profiles, we match meanings.<\/strong> That’s the difference between matchmaking and search.<\/p>\n<p>Caveat: there’s still real work in deciding which signals to weight up (behavior vs declaration, recent vs old activity). But the “missing keyword” failure is mostly a keyword-system problem, not a vector-system problem.<\/p>\n<\/p>\n<p>Right thing to push on \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Intent-first networking is such a smarter approach than keyword-search. As a solo dev building FinTrackrr, I’ve wasted so much time on LinkedIn trying to find the right early advisors and beta users \u2014 keyword search just surfaces random people. The idea of describing your goal and letting the AI decode public footprints to find actual matches is exactly what cold outreach needs. 15% reply rate claim is impressive. Does it work well for early-stage founders looking for beta users or first customers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@asim_saeed1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asim_saeed1<\/a> Yes, with one caveat. Beta users and first customers are exactly the use case Global Match does well, because you can describe what your product <em>solves<\/em> instead of searching for a job title \u2014 “operators at sub-50-person fintech teams frustrated with [specific problem]” returns a tighter list than any LinkedIn filter combination. The caveat: match quality is sensitive to how specific your disqualifiers are. “Founders interested in fintech” returns noise; the tighter the <em>who-shouldn’t-care<\/em>, the better the shortlist.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ‘intent-based’ matching vs. keyword search is such a necessary shift.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bilal_niaz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bilal_niaz<\/a> \u2764\ufe0f\u2764\ufe0f You are more than welcome to give <a href=\"https:\/\/articuler.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">articuler.ai<\/a> a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bilal_niaz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bilal_niaz<\/a> Keyword search asks “who matches these tokens.” Intent matching asks “who can move this specific goal forward.” They look similar from the outside but produce completely different shortlists. Glad it resonates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@bilal_niaz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bilal_niaz<\/a> Thanks Bilal, it’s time for the next chapter for professional networking! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> \u2764\ufe0f\u2764\ufe0f\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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you Madalina!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Early-stage hiring is all about reaching the right people fast. Love the concept \u2014 gonna test this for my next hire.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yehan_xiao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yehan_xiao<\/a> Yehan \ud83d\ude4f Early-stage hiring is the use case we obsess over the most \u2014 the best first hires almost never show up in LinkedIn keyword filters. What’s the role? Happy to run a sample search and share the playbook on the top 3 matches.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@yehan_xiao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yehan_xiao<\/a> Feel free to just leave us one line or one goal about the type of person you are seeking. We can just run it for you and present you the results, and you can see it for yourself!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/767e5cdd-06b8-4038-860e-889b41cf2e66.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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DZIBWQICPJ7Z4E\" class=\"app-title\">OpenJobs AI<\/a><\/p>\n<div class=\"one-liner\">End-to-End Autonomous AI Recruiter<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">305<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenJobs AI \u662f\u4e00\u6b3e\u7aef\u5230\u7aef\u81ea\u4e3bAI\u62db\u8058\u4ee3\u7406\uff0c\u901a\u8fc7\u591a\u4ee3\u7406\u534f\u4f5c\u81ea\u52a8\u5b8c\u6210\u4ece\u804c\u4f4d\u9700\u6c42\u89e3\u6790\u3001\u5019\u9009\u4eba\u641c\u5bfb\u4e0e\u7b5b\u9009\u3001\u4e2a\u6027\u5316\u6c9f\u901a\u5230\u9762\u8bd5\u5b89\u6392\u7684\u5b8c\u6574\u62db\u8058\u6d41\u7a0b\uff0c\u89e3\u51b3\u62db\u8058\u4e2d\u201c\u627e\u5230\u4eba\u4f46\u7ea6\u4e0d\u5230\u4eba\u201d\u7684\u4e2d\u95f4\u73af\u8282\u65ad\u88c2\u95ee\u9898\u3002<\/p>\n<p>—<\/p>\n<p>### \u5173\u952e\u8bcd<br \/>\nAI\u62db\u8058\u4ee3\u7406, \u81ea\u52a8\u5316\u62db\u8058, \u5019\u9009\u4eba\u7b5b\u9009, \u591a\u4ee3\u7406\u534f\u4f5c, \u62db\u8058SaaS, \u4eba\u624d\u641c\u5bfb, \u9762\u8bd5\u5b89\u6392, AI\u667a\u80fd\u4f53, HR\u79d1\u6280, \u62db\u8058\u6548\u7387<\/p>\n<p>—<\/p>\n<p>### \u8bc4\u8bba\u6458\u8981<br \/>\n\u7528\u6237\u8ba4\u53ef\u5176\u591a\u4ee3\u7406\u67b6\u6784\u548c\u81ea\u4e3b\u6027\uff0c\u4f46\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u5bf9\u91cf\u5316\u3001\u751f\u7269\u7b49\u5c0f\u4f17\u5c97\u4f4d\u7684\u6709\u6548\u6027\uff1b\u79ef\u5206\u673a\u5236\u7684\u4ef7\u683c\u5408\u7406\u6027\uff1b\u5019\u9009\u4eba\u4f53\u9a8c\u662f\u5426\u4f1a\u9020\u6210\u4fe1\u606f\u9a9a\u6270\uff1bAI\u80fd\u5426\u533a\u5206\u7b80\u5386\u5305\u88c5\u4e0e\u771f\u5b9e\u80fd\u529b\uff1b\u83b7\u53d6\u9996\u6279\u5019\u9009\u4eba\u7684\u901f\u5ea6\uff1b\u4ee5\u53ca\u90ae\u4ef6\u6c9f\u901a\u7684\u81ea\u7136\u5ea6\u3002<\/p>\n<p>—<\/p>\n<p>### AI\u9510\u8bc4<br \/>\nOpenJobs AI \u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u627e\u5230\u66f4\u591a\u4eba\u201d\uff0c\u800c\u5728\u4e8e\u201c\u628a\u4eba\u7559\u4f4f\u201d\u3002\u5b83\u51c6\u786e\u5207\u4e2d\u4e86\u62db\u8058\u6d41\u7a0b\u4e2d\u6700\u88ab\u5ffd\u89c6\u7684\u201c\u9ed1\u6697\u5730\u5e26\u201d\uff1a\u5019\u9009\u4eba\u6c89\u9ed8\u540e\u7684\u4e8c\u6b21\u89e6\u8fbe\u3001\u5df2\u8868\u8fbe\u5174\u8da3\u540e\u7684\u8ddf\u8fdb\u3001\u4ee5\u53ca\u4ece\u201c\u53ef\u80fd\u5408\u9002\u201d\u5230\u201c\u786e\u5b9a\u9762\u8bd5\u201d\u4e4b\u95f4\u7684\u6f2b\u957f\u62c9\u626f\u3002\u8fd9\u4e9b\u5e74\uff0c\u62db\u8058SaaS\u51e0\u4e4e\u628a\u8d44\u6e90\u5168\u7838\u5728\u4e86\u6f0f\u6597\u9876\u90e8\uff08\u804c\u4f4d\u53d1\u5e03\u3001\u7b80\u5386\u5339\u914d\u3001ATS\uff09\uff0c\u5374\u8ba9\u6700\u52b3\u529b\u5bc6\u96c6\u578b\u7684\u4e2d\u6bb5\u73af\u8282\u2014\u2014\u4e5f\u5c31\u662f\u957f\u8fbe\u6570\u5468\u3001\u9700\u8981\u9ad8\u5ea6\u60c5\u5883\u5316\u7684\u5019\u9009\u4eba\u6c9f\u901a\u2014\u2014\u7ee7\u7eed\u7531\u4eba\u7c7b\u624b\u5de5\u9a71\u52a8\u3002MIRA\u7684\u56db\u4ee3\u7406\u67b6\u6784\u5728\u6280\u672f\u4e0a\u662f\u5408\u7406\u7684\uff1a\u641c\u7d22\u4ee3\u7406\u89e3\u51b3\u5e7f\u5ea6\uff0c\u5bf9\u8bdd\u4ee3\u7406\u89e3\u51b3\u6df1\u5ea6\uff0c\u800c\u8ddf\u8e2a\u4ee3\u7406\u89e3\u51b3\u201c\u6d41\u5931\u7387\u201d\u3002\u4f46\u771f\u6b63\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u7684\u662f\u4e24\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\u7b2c\u4e00\uff0c\u79ef\u5206\u5b9a\u4ef7\u673a\u5236\uff08\u4e00\u4e2a\u5df2\u786e\u8ba4\u610f\u5411\u7684\u5019\u9009\u4eba\u6d88\u80171\u79ef\u5206\uff09\u662f\u5426\u4f1a\u6fc0\u52b1\u5e73\u53f0\u4f18\u5148\u63a8\u9001\u9ad8\u9891\u7b80\u5386\u800c\u975e\u6700\u4f18\u5339\u914d\uff1f\u5982\u679c\u201c\u5df2\u786e\u8ba4\u201d\u662f\u4ed8\u8d39\u95e8\u69db\uff0c\u90a3AI\u7684\u7b5b\u9009\u903b\u8f91\u53ef\u80fd\u4ece\u201c\u6700\u5408\u9002\u201d\u6ed1\u5411\u201c\u6700\u53ef\u80fd\u56de\u590d\u201d\uff0c\u8fd9\u5bf9\u96c7\u4e3b\u662f\u4e00\u79cd\u9690\u6027\u4f24\u5bb3\u3002\u7b2c\u4e8c\uff0c\u5904\u7406AI\u4f18\u5316\u7684\u7b80\u5386\u662f\u4e2a\u68d8\u624b\u7684\u566a\u58f0\u95ee\u9898\u3002\u5b98\u65b9\u58f0\u79f0\u901a\u8fc7\u4ee3\u7801\u5e93\u3001\u8bba\u6587\u3001\u5bf9\u8bdd\u6df1\u5ea6\u6765\u8bc6\u522b\u201c\u771f\u5b9e\u5efa\u8bbe\u8005\u201d\uff0c\u8fd9\u5728\u6280\u672f\u53ef\u884c\uff0c\u4f46\u89c4\u6a21\u5316\u540e\u6781\u6613\u88ab\u5bf9\u6297\u6027\u624b\u6cd5\u6c61\u67d3\uff08\u4f8b\u5982Ghost Contributors\u3001\u4f2a\u88c5\u7684\u9879\u76ee\u8f68\u8ff9\uff09\u3002\u82e5\u4e0d\u80fd\u5efa\u7acb\u53ef\u4fe1\u7684\u3001\u5b9e\u65f6\u9a8c\u8bc1\u7684\u80fd\u529b\u51ed\u8bc1\u94fe\u8def\uff0c\u8fd9\u4e2a\u4f18\u52bf\u4f1a\u8fc5\u901f\u88ab\u5237\u5b50\u5de5\u5177\u6709\u6548\u653b\u51fb\u3002\u603b\u4f53\u800c\u8a00\uff0cOpenJobs AI \u7684\u4ea7\u54c1\u903b\u8f91\u662f\u8fd15\u5e74\u6765HR\u6280\u672f\u4e2d\u6700\u8bda\u5b9e\u7684\u521b\u65b0\u4e4b\u4e00\u2014\u2014\u5b83\u4e0d\u753b\u997c\u201c\u627e\u5230\u5b8c\u7f8e\u5019\u9009\u4eba\u201d\uff0c\u800c\u662f\u627f\u8bfa\u201c\u628a\u5df2\u7ecf\u5173\u6ce8\u7684\u5019\u9009\u4eba\u53d8\u6210\u9762\u8bd5\u201d\u3002\u5efa\u8bae\u56e2\u961f\u5c3d\u5feb\u5f00\u653e\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u4ef7\u683c\u654f\u611f\u6027\u7684API\u63a5\u5165\u6a21\u5f0f\uff0c\u8ba9\u62db\u8058\u4ee3\u7406\u76f4\u63a5\u5d4c\u5165ChatGPT\u3001Claude\u7b49\u4f01\u4e1a\u7ea7\u667a\u80fd\u52a9\u624b\uff0c\u5c06\u201c\u62db\u8058\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u62db\u8058\u80fd\u529b\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u5728\u4eba\u624d\u7a00\u7f3a\u7684\u884c\u4e1a\uff08AI\u3001\u751f\u7269\u6280\u672f\uff09\uff0c\u5b83\u80fd\u7acb\u523b\u521b\u9020\u53ef\u91cf\u5316\u7684ROI\uff1b\u4f46\u5728\u62db\u8058\u5df2\u662f\u4e70\u65b9\u5e02\u573a\u7684\u9886\u57df\uff0c\u5b83\u4ecd\u9700\u8bc1\u660e\u81ea\u5df1\u7684\u6210\u672c\u6548\u7387\u9ad8\u4e8e\u4e00\u4e2a\u666e\u901a\u7684\u62db\u8058\u4e13\u5458\u3002<\/p><\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f54c4e55-9ff3-4c8c-bd03-97bcee836b42.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f61b217-c3c4-44d8-afbe-6b37720dfc8f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f5ecdd7-5bbd-41b2-8409-8fffef445a6b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0942dba0-c5a9-48d2-9404-b2ffab161e6f.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\/93f27a3a-0ebe-470c-bb83-37d2f8ae8b4c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=B_tgBRNwOho\"><source src=\"https:\/\/www.youtube.com\/watch?v=B_tgBRNwOho\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hiring<\/span><br \/>\n <span class=\"tag\">Pitch Singapore<\/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>AI\u89e3\u8bfb\u5931\u8d25\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 AI\u89e3\u8bfb\u5931\u8d25\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\">OpenJobs AI<\/span>\n <\/div>\n<div class=\"comment-content\">Tell us what role you\u2019re hiring for. AI recruiter sources qualified candidates, screens them against your requirements, sends personalized outreach, tracks replies, and books interviews directly on your calendar.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been having a version of the same conversation almost every week this year.<\/p>\n<\/p>\n<p>Sometimes it’s with a founder. Sometimes a head of talent, sometimes an operator trying to grow a team while still shipping the product. The details change. An eng role that’s been open four months. A sales hire that fell apart in week three. A senior PM who finally said yes and then went quiet. But the shape underneath is always the same. They have the budget. They have the role open. The person they need exists, is reachable, is probably already somewhere in the funnel. And they still can’t get them in the door.<\/p>\n<\/p>\n<p>This isn’t a recruiter’s problem. It’s a problem every team trying to grow has felt. And it’s one of the very few places in modern business where you can have unlimited budget, urgent need, and the right person sitting one message away, and still fail.<\/p>\n<\/p>\n<p>Every recruiter, every hiring manager, every founder I know carries a private list. The senior engineer who replied three weeks late, after the team had moved on. The PM who would have been perfect, but went quiet around day 14 and nobody had the cycle to chase. The director who finally said yes to a phone screen, then no-showed, and you never found out why. The list lives in their head. They don’t talk about it. They file it under “cost of doing business.”<\/p>\n<\/p>\n<p>I’ve spent more than a decade circling this same problem from different angles. First inside large hiring platforms, then working alongside more than 1,000 enterprise teams and recruiting agencies trying to make hiring actually work. The thing I can’t stop thinking about is that quiet list. Because it isn’t a cost. It’s a system that’s broken in a place no tool ever tried to fix.<\/p>\n<\/p>\n<p>Every wave of recruiting tech solved the front of the funnel. Find more people. Find them faster. Score them better. Then the brutal middle got handed back to one human, sitting at a desk, writing one email at a time. The half-finished conversations. The candidates going cold. The no-shows nobody recovers. That’s where most of the work actually happens. That’s also where most of it dies.<\/p>\n<\/p>\n<p>Nobody fixed it. Not because it didn’t matter. Because until recently, the technology to fix it didn’t exist.<\/p>\n<p>Now it does. Agents, not a single model but a coordinated team of them, can hold a real conversation with a candidate over weeks. Pick up tone. Notice when someone’s hesitating. Re-engage when they go cold. Not at the level of a great recruiter on their best day. At the level of a steady, attentive one. Working every conversation. Never tired. Never out of patience.<\/p>\n<\/p>\n<p><strong>MIRA is what came out of that.<\/strong> Four agents that share the load. One turns a fuzzy job description into a real search strategy. One finds the right people. One runs the conversations. One watches every candidate at once, and flags the ones about to slip.<\/p>\n<\/p>\n<p>The deliverable isn’t a list. <strong>It’s the person who didn’t get away.<\/strong><\/p>\n<\/p>\n<p>The bigger picture underneath: hiring is the most important workflow in any company actually trying to grow. And the one most clearly designed for a world that no longer exists. A world where the bottleneck was <em>finding<\/em> people, not engaging with them. As agents start to work with other agents to get real work done, the layer that’s missing isn’t another database. It’s a system that actually understands people. One that can find the right human, hold a real conversation, and bring them into the room.<\/p>\n<\/p>\n<p>That’s the layer we’re building.<\/p>\n<\/p>\n<p>If any of those private lists sound familiar, I’d love to hear your story. Whether you’re a founder who’s watched a quarter slip because the right hire didn’t land, a hiring manager carrying the weight of an empty seat, or a recruiter staring at the names you wish you’d kept warm. Especially the ones you don’t usually tell. Those are the ones I keep learning from.<\/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>We have increased the free trial quota for new users, so you have more room to explore and get a real feel for what we can do.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>How does Mira handle niche roles like quant or biotech? Or is it mostly noise?<\/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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a>Niche is exactly where Mira shines. Keyword sourcing breaks on quant and biotech because the signal is in the sub-specialty, not the title. Mira reads JDs at that resolution: stat arb vs market making, wet-lab vs computational bio, mRNA delivery vs protein engineering. That’s why AI, robotics, and biotech became our biggest verticals, the deeper the domain, the worse traditional tools perform, and the bigger our edge. Quant’s the same architecture. Give Mira a real JD and you’ll see a slate same-day from a pool 300x larger than manual sourcing. Try it on your hardest open role.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> thanks for the comments, please see my CTO’s feedback. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> <br \/>To add some context \u2014 the objective scarcity of qualified candidates is a genuinely difficult challenge, and one that no algorithm alone can solve. It is fundamentally a supply problem. That said, when each role is communicated with greater clarity and specificity, it meaningfully improves the likelihood of a successful match.<\/p>\n<p>What traditional recommendation engines and search engines have failed to deliver, we have built: a results-driven, interactive talent-sourcing Agent. When you experience it firsthand, I am confident it will exceed your expectations. 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\">How do the credits work? The FAQ didn\u2019t seem to cover that detail.<\/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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> One Credit allows you to unlock a candidate who has already confirmed their interest\u2014meaning they\u2019ve expressed enthusiasm for both the company and the position. You can then schedule an interview and wait for the appointment to be confirmed. Thank you so much, I\u2019ll make improvements right away!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@genedai one credit for an unconfirmed candidate seems steep. Has the pricing been tested in different markets and at different salary levels?<\/div>\n<div class=\"comment-actions\">\n<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\">@genedai many thanks.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 PH launch. Calling it “autonomous” instead of “assisted” is the right framing. I don’t want a copilot, I want the agent to just do the work and tell me when there’s an interview to take.<\/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\/@jocky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jocky<\/a> Thank you<br \/>Communicate like a seasoned recruiter\u2014one deep conversation, and you\u2019re ready to extend the final interview invitation. That\u2019s all it takes.<\/p>\n<p>You can have the right candidate in hand the same day and send the invitation immediately, instead of ending up with just a shortlist after a hectic search. Simple and efficient.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jocky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jocky<\/a> You just drew the line we built the company on. Copilot is what you build when you don’t trust the model yet. Agent is what you build when you do. The whole point is that you shouldn’t be in the loop until there’s an actual decision to make, and screening 200 resumes is not a decision, it’s a tax. Mira pays the tax. You make the call.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jocky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jocky<\/a> yes, you are right, the next step should be a background agent !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Guys, good luck! Cool product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> many 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thanks Dmitry! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thank you so much<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious about sourcing. Are you pulling from LinkedIn, GitHub, your own database?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>What’s the user experience like as a candidate that Mira reaches out to once a call has been booked? Is the call with an AI agent or with an actual human recruiter from the hiring company?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ebroms\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ebroms<\/a> Once a candidate books a call, the experience can be fully configurable by the employer. Some companies prefer an AI-led screening interview first for speed and consistency, while others route candidates directly to a human recruiter or hiring manager. Our goal is to reduce recruiter overhead without making the candidate experience feel robotic or impersonal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ebroms\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ebroms<\/a> When someone books a call with us, they’re talking to a real human at the company. A recruiter or the hiring manager, depending on the role. Mira doesn’t sit in for the interview.<\/p>\n<p>That’s intentional. The moment a candidate agrees to a call, they’re making a real career decision, and finding an AI on the other end would feel like getting catfished. People are fine chatting with an AI to confirm the boring stuff. Timing, scope, comp range, whether the role’s actually remote. They’re not fine pitching their career to a chatbot for 30 minutes, and frankly, they shouldn’t have to.<\/p>\n<p>Our split is pretty simple. AI does what AI is actually good at: searching, personalizing, juggling async threads, getting calendars to agree with each other. Humans do what humans are still way better at: reading whether someone’s the right fit, conveying what the team’s actually like, closing. Candidates get both. Nobody has to pretend to be the other one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. Tried it. How do you find if the candidate is really fit for the job and is actually looking for the job?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lokesh_motwani1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lokesh_motwani1<\/a> Thank you! We look at two separate problems: fit and intent.<\/p>\n<\/p>\n<p>For fit, Mira evaluates candidates beyond keyword matching \u2014 including trajectory, project relevance, skill overlap, and likely success in similar environments.<\/p>\n<\/p>\n<p>For intent, we use a mix of activity signals, responsiveness patterns, and inferred openness to opportunities, so recruiters spend less time reaching out to people who are unlikely to engage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@lokesh_motwani1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lokesh_motwani1<\/a> Lokesh, thanks for trying it. You’re naming the two problems that actually matter, and most “AI sourcing” tools mash them together. They’re not the same.<\/p>\n<p>Fit is: could this person do the job well if they joined? Intent is: would they actually take it if asked? A great candidate who isn’t looking is a wasted ping. A motivated one who isn’t a fit is worse, because nobody catches it until everyone’s already burned hours on interviews. We score them separately.<\/p>\n<p>For fit, we don’t match on resume keywords. We reason about it. Which past projects actually demonstrate the role, which gaps are real, which ones a keyword filter would kill but a smart recruiter would push through.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly, I never imagined we’d be on Product Hunt at this stage, much less Hunted by Rajiv himself. Every single one of us has been heads-down solving real hiring problems for our customers, not building decks or chasing visibility.<\/p>\n<\/p>\n<p>We’re not a team that likes to talk loud. We’re pragmatic, we sit inside our customers’ workflows, and every part of Mira is built around problems we’ve watched recruiters and founders actually struggle with, not problems we imagined from a whiteboard.<\/p>\n<\/p>\n<p>So today is genuinely surreal. Thank you, Rajiv, for the trust. And thank you to everyone showing up in this thread, every comment, upvote, and piece of pushback is shaping what we build next.<\/p>\n<p>We’re listening. And we’re just getting started.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how long does it typically take to get the first batch of candidates sourced after setup?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thea5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thea5<\/a> Feel free to try it with a real open role. You will find that candidates can be scheduled for interviews the same day. It is an incredibly efficient experience \u2014 moving straight to booking, confirming a time on the calendar. It really is that simple.<br \/>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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thea5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thea5<\/a> the fastest result we recorded is half an 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thea5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thea5<\/a> generally speaking, we may receive about 10-15 candidates within 72 hours. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! <br \/>Curious how candidates experience the outreach <br \/>does it feel automated or more natural?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@blink_66\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blink_66<\/a> You can describe your hiring needs just like you would in a conversation with a seasoned recruiter, and the right candidates end up booked directly on your calendar. This is not automation for the sake of automation. This is what the hiring process was always meant to be. It starts with what the Hiring Manager actually needs, and ends with the right candidate scheduled for an interview.<br \/>Thank you so much.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@blink_66\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blink_66<\/a> <\/p>\n<blockquote>\n<p>Thanks! Funny enough, the most common reaction we get is “wait, was that actually an AI?”, and not in the bad way. Candidates tell us it felt more specific and thoughtful than 90% of recruiter outreach they get. The design principle is simple: every message is generated per-candidate per-role, references real signals from their actual work, and the candidate can reply with real questions (comp, team, scope) and get real answers back. It’s a conversation, not a blast. The bar we hold ourselves to: would a thoughtful senior recruiter on their best day send this? If not, Mira doesn’t.<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@blink_66\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blink_66<\/a> thanks for your question, so far, most of the human felt they are talking to a human recruiter. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the multi-agent angle here. Most tools stop at sourcing. Congrats on the launch, will be keeping an eye on this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Thank you for your interest. We will keep improving. The Agent has made such a tremendous difference for us, and we hope it can do the same for many more teams down the road.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> thanks for your conments, please give it a try and we appreciated any further suggestions. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Thanks. Sourcing is the easy half, the rest is where time actually goes. That’s the wedge. We’ll be here when you’re ready to look closer<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handles Resume noise? Like handling if Candidate has an AI optimised resume or he is a real 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\/@yuvraj_xyz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuvraj_xyz<\/a> This is fundamentally a complex noise-reduction problem. We tackle it by aggregating multi-dimensional data to improve the accuracy of information, all within appropriate and compliant boundaries of course.<\/p>\n<p>Our goal is to surface better, more relevant candidates and bring them into the interview process. For candidates, building their own credibility over time matters just as much. We are continuously exploring and pushing forward. Thank you.<\/p>\n<p>If you have any ideas or thoughts, we would love to hear them. Thank you so much.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuvraj_xyz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuvraj_xyz<\/a> The right question for 2026. Resume noise is no longer noise, it’s the default.<\/p>\n<p>Our take: stop treating the resume as ground truth. Mira triangulates against artifacts that are hard to fake, GitHub commits, papers, patents, OSS contributions, actual shipped products, and uses conversational screening to probe depth. Ask a real builder about a tradeoff they made and they go ten minutes. Ask an AI-optimized profile and it collapses in two turns. The asymmetry we’re betting on: AI can write a resume, but it can’t fake a track record of actually building things. The polish gets you in. The conversation gets you 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuvraj_xyz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuvraj_xyz<\/a> thanks for your comments ! AI-optimized resumes are becoming the norm, so we don\u2019t rely heavily on resume keywords alone.<\/p>\n<\/p>\n<p>At OpenJobs AI, we look much deeper into \u201cbuilder signals\u201d \u2014 things like actual project history, execution patterns, technical depth, consistency across experiences, public work, hiring context, and how candidates communicate\/problem-solve over time.<\/p>\n<\/p>\n<p>A polished resume can help someone get discovered, but it\u2019s very hard to fake real output, real momentum, and real domain understanding at scale. That\u2019s where our agents focus.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A little worried about candidate experience. Aggressive automated outreach is already burning out top candidates. How does OpenJobs AI avoid contributing to the noise?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jinhao_bai2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jinhao_bai2<\/a> Spamming candidates is simply the wrong approach. We only surface roles that are accurate and genuinely relevant to each individual. Modeling candidate intent is a complex engineering challenge, and one we are continuously iterating on and exploring.<\/p>\n<p>When information is truly precise and scarce, it carries real weight for the candidate. That is why our response rate consistently outperforms the industry average. We will keep optimizing and delivering more value.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jinhao_bai2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jinhao_bai2<\/a> This is exactly the question that should be asked, and honestly, it’s why we exist.<\/p>\n<p>The reason candidate experience is broken isn’t AI, it’s that recruiters were forced to use templates and bulk tools to keep up with volume. AI done wrong amplifies that. AI done right inverts it. Mira sends fewer messages, not more. Every outreach is gated by a qualification step, generated per-candidate per-role, and rate-limited across our entire network so no one gets hit twice. Candidates can actually have a conversation back, asking about comp, team, scope, before deciding to engage. The candidate experience metric is in our north star, not a footnote. If Mira contributes to the noise, our whole thesis collapses.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jinhao_bai2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jinhao_bai2<\/a> That\u2019s a real concern, and honestly we think the industry is heading in the wrong direction if AI just means \u201cmore spam at scale.\u201d<\/p>\n<\/p>\n<p>Our approach is to optimize for relevance, timing, and signal quality \u2014 not outreach volume. The goal is fewer but much higher-context interactions, where the agent already understands why this opportunity actually matches the candidate.<\/p>\n<\/p>\n<p>Long term, we believe recruiting agents should behave more like trusted talent scouts, not mass outbound tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried it on a niche role where I was genuinely skeptical the AI would find anyone good. It surfaced candidates I hadn’t found in 3 weeks of manual search. Real respect\uff01Curious \u2014 how are you guys approaching growth and distribution right now? Feels like this could scale really well through SEO\/GEO around hiring workflows, job titles, and recruiter intent searches.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@whitney_hong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whitney_hong<\/a> Appreciate it \u2014 that\u2019s exactly the kind of workflow we\u2019re trying to unlock.<\/p>\n<\/p>\n<p>Right now our focus is less on paid growth and more on building deep product loops inside recruiting workflows. SEO\/GEO around recruiter intent, niche roles, and hiring outcomes is definitely a big part of the strategy, especially as the agent gets better from real usage data. We think distribution in recruiting will increasingly come from performance, not just traffic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@whitney_hong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whitney_hong<\/a> Thank you for your feedback and guidance on our direction.<\/p>\n<p>The multi-agent collaborative model, built around outcomes and data, changes everything compared to traditional approaches. It brings us closer to the nuanced judgment of a seasoned recruiter, while being fairer and more efficient at the same time.<\/p>\n<p>We believe methodology and approach are everything. We also believe great products speak for themselves through word of mouth. So our focus stays on continuously raising the bar on our service and product, and delivering real, tangible results for our clients and users.<\/p>\n<p>We welcome more people to come and try it out. The more feedback we receive, the faster our Agent and our team can improve. 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@whitney_hong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whitney_hong<\/a> Three weeks of manual search beaten by an agent is exactly the wedge. Thank you for stress-testing it on a hard role, that’s the signal we actually care about. On distribution, you’re half right. SEO\/GEO around recruiter intent is the obvious play, and yes, we’re running it. But the bigger bet is agent-to-agent: Mira is exposed via API and MCP, so she shows up inside Claude, GPT, and any internal copilot a recruiter already uses. “Hiring workflow” stops being a destination, becomes a capability. Which role broke your manual search? Curious. \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 it suits for small startups OR u r targeting medium size organization?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zabbar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zabbar<\/a> till now, there are more than 100 startups tried our poduct, the feedabcks are very positive ,espsecialy from some CTOs. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zabbar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zabbar<\/a> SMBs are our target clients<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hiring as a startup founder is exhausting \u2014 sourcing, outreach, follow-ups, scheduling\u2026 it never ends. Love that MIRA handles the full loop, not just the sourcing part. Will give it a shot for our next role.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yehan_xiao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yehan_xiao<\/a> <br \/>Have an efficient conversation with the Agent\uff0ceverything becomes simple and clear! A new way of recruiting has begun.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@yehan_xiao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yehan_xiao<\/a> please give it a try! thanks for your comments <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@yehan_xiao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yehan_xiao<\/a> Founder hiring is brutal, you’re hiring while doing everything else. Sourcing is the easy half. The follow-ups, the scheduling, the chasing, that’s where founder time actually goes, and that’s the part we built Mira to take. DM me when you’re ready, I’ll personally help you set up the first role.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 problem framing is spot on. Every founder I know has that quiet list. Good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> <br \/>Thank you very much! We will continue to support startups and look forward to our startup program.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> thanks luck for your comments! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Thanks for the good wishes\uff01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gem\/LinkedIn Recruiter both stop at the reply. This one books the meeting too \u2014 which is actually the part that takes my time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cynthia220\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cynthia220<\/a> We\u2019re more than just a sourcing tool. we deliver real, efficient interview bookings with the right candidates.<\/p>\n<p>Booking is our newest feature; stay tuned for even more powerful outreach and interview scheduling.<\/p>\n<p>Welcome to continue the discussion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cynthia220\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cynthia220<\/a> thanks for your comments! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cynthia220\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cynthia220<\/a> Exactly. Sourcing without scheduling is half a product. The reply isn’t the bottleneck, the calendar Tetris after it is. Thanks for naming the wedge better than our marketing page does.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! does MIRA handle technical roles well or is it better suited for business\/sales hiring?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> <br \/>Thank you<br \/>Top-tier headhunting firms have already used us to place their technical and marketing leaders. We recommend trying it for both engineering and sales roles, you\u2019ll see outstanding results.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> so far, i would like to say both are ok . <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks! Technical is genuinely where Mira shines, AI, robotics, and biotech are our largest verticals today, and Mira reads JDs at sub-specialty resolution (not just “ML engineer” but RL vs CV vs systems). Counterintuitively, the harder and more niche the role, the bigger the edge over manual sourcing.<\/p>\n<p>What kind of role are you hiring for? Happy to run a quick test on a real JD if you’re curious. \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can I approve candidates before ai agent reaches out, or is it fully autonomous?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@linglistack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linglistack<\/a> Some parts of the process require human-in-the-loop involvement\u2014only to confirm the candidate profile and schedule the interview. Focus solely on the key decisions, not on wasting time in ineffective steps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@linglistack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linglistack<\/a> Yes, you can do the candidate review before automating the following process<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@linglistack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linglistack<\/a> really depand on what’s your needs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Open Jobs AI is awesome product. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hello_leo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hello_leo<\/a> Recruiting remains a significant challenge \u2014 one we’re committed to tackling head-on, for both our team and our AI Agent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@hello_leo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hello_leo<\/a>thanks leo for your comments ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@hello_leo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hello_leo<\/a> we will do it better!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious about data privacy. Where are candidate profiles and conversation logs stored?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “candidate identification and outreach” piece is what we pay the most attention to building in the B2B sales automation space \u2014 and it’s genuinely the hardest part to get right at scale. Curious how Mira handles the personalization-to-volume tradeoff: does it generate outreach messages per candidate, or does it work from templates the recruiter configures? The quality floor on AI outreach tends to collapse fast when volume goes up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thekrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thekrew<\/a> We think the personalization layer is the product. Mira doesn\u2019t just blast recruiter-written templates at scale \u2014 it generates candidate-specific outreach based on profile, experience, signals, and role context, while still keeping recruiters in control of tone and constraints. The hard part is maintaining a quality floor as volume increases, so we optimize more for response quality and relevance than raw send volume.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@thekrew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thekrew<\/a> Sharp question, Vamshi. You’re pointing at the exact failure mode that killed the first wave of “AI sequence” tools.<\/p>\n<p>Our framing: the personalization-volume tradeoff is a symptom of treating outreach as a writing problem. It isn’t. The real bottleneck isn’t generating words per candidate. It’s having something specific and true to say to each one that the recruiter couldn’t have written themselves at scale.<\/p>\n<p>Mira writes per-candidate, never from templates. But the part that actually matters happens upstream of the message. Before any outreach is generated, the Job Brief Agent and Search Agent produce a structured fit narrative for each candidate: which signals in their profile map to which requirements in the role, what’s core versus adjacent, and what would plausibly motivate this specific person to take a call given their trajectory and current context. The message is just the surface rendering of that reasoning.<\/p>\n<p>The reason quality doesn’t collapse at volume is that we deliberately don’t optimize volume. What we optimize for is qualified interviews, not messages sent or even reply rate. That changes the entire shape of the system. We’d rather contact 30 candidates with a 40% positive response rate than 300 with 4%. Unit economics are healthier, candidate experience stays dignified, and employers waste fewer interview slots.<\/p>\n<p>The honest tradeoff we accept: Mira is slower per candidate than a template blaster. For technical and specialist hiring, which is where we’re focused, that’s the right side of the tradeoff to be on.<\/p>\n<p>Would love to compare notes on how the sales-side version of this problem looks for you. The shapes seem to rhyme.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K4W36ZSYF7WPLV\" class=\"app-title\">Graphbit PRFlow<\/a><\/p>\n<div class=\"one-liner\">AI code reviewer that catches what others miss<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">301<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Graphbit PRFlow \u662f\u4e00\u6b3e\u57fa\u4e8e\u786e\u5b9a\u6027\u5206\u6790\u7684 AI \u4ee3\u7801\u5ba1\u67e5\u5de5\u5177\uff0c\u5b83\u80fd\u4ee5\u5355\u6b21\u904d\u5386\u8ffd\u8e2a\u8de8\u6587\u4ef6\u51fd\u6570\u4f9d\u8d56\uff0c\u5728\u6bcf\u6b21\u62c9\u53d6\u8bf7\u6c42\u53d1\u5e03\u524d\u6355\u83b7\u4ed6\u4eba\u9057\u6f0f\u7684\u4e25\u91cd\u5b89\u5168\u6f0f\u6d1e\uff0c\u89e3\u51b3\u4e86\u73b0\u6709 AI \u5ba1\u67e5\u5668\u7ed3\u679c\u4e0d\u4e00\u81f4\u3001\u566a\u97f3\u591a\u3001\u7f3a\u4e4f\u8de8\u6587\u4ef6\u4e0a\u4e0b\u6587\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/454b7b60-a4b7-4ee3-9027-f073bdc9c296.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\/a304df42-ed57-4c9b-9f2c-d853763e4d6a.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\/0ae057f2-18ae-4cd2-8095-ee09dcd62529.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\/2fea8586-2a13-4a51-bde3-53377d4f236c.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\/a466719a-c0f2-48fb-b91c-db1337d8c7b9.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\/9343d579-9cc0-4ca6-948a-c7e133ae7da3.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\/fc63d186-9f14-4036-9cf0-f2267e2c6a98.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\/327d6761-e244-4f20-a353-01f0d1b6f967.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\/9b1ebb10-b900-4624-b21b-4b841a0f37d3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/uH0zeStpnRk\"><source src=\"https:\/\/youtu.be\/uH0zeStpnRk\" 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\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">Pull Request<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u6f0f\u6d1e\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u8de8\u6587\u4ef6\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u786e\u5b9a\u6027\u8f93\u51fa<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u6309\u6b21\u8ba1\u8d39<\/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\u5176\u201c\u786e\u5b9a\u6027\u201d\u548c\u201c\u8de8\u6587\u4ef6\u8ffd\u8e2a\u201d\u80fd\u529b\uff0c\u8ba4\u4e3a\u53ef\u89e3\u51b3AI\u5ba1\u67e5\u7ed3\u679c\u4e0d\u4e00\u81f4\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u5bf9\u5927\u578b\u5b58\u50a8\u5e93\u7684\u652f\u6301\u3001\u672c\u5730\u90e8\u7f72\u53ef\u80fd\u6027\u3001\u81ea\u6258\u7ba1LLM\u652f\u6301\u3001\u4ee5\u53ca\u5982\u4f55\u5728\u56e2\u961f\u6807\u51c6\u6f14\u53d8\u4e2d\u907f\u514d\u8bef\u5224\u3002\u6709\u7528\u6237\u5efa\u8bae\u5728\u8425\u9500\u4e2d\u5f3a\u5316\u201c\u786e\u5b9a\u6027\u57fa\u7ebf\u201d\u5e26\u6765\u7684\u4fe1\u4efb\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 PRFlow 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class=\"ai-content\">\n \u5176\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u5bf9\u201c\u8de8\u6587\u4ef6\u4e0a\u4e0b\u6587\u201d\u548c\u201c\u51fd\u6570\u7ea7\u4f9d\u8d56\u8ffd\u8e2a\u201d\u7684\u5de5\u7a0b\u843d\u5730\u3002\u8fd9\u5e76\u975e\u6982\u5ff5\u521b\u65b0\uff0c\u800c\u662f\u5bf9\u4ee3\u7801\u5ba1\u67e5\u672c\u8d28\u7684\u56de\u5f52\u2014\u2014\u5371\u9669\u7684\u4ee3\u7801\u9519\u8bef\u5f80\u5f80\u9690\u85cf\u5728\u6587\u4ef6\u7684\u8fde\u63a5\u5904\uff0c\u800c\u975e\u5355\u884c diff \u4e2d\u3002\u7528\u201c14\u6bd40\u201d\u7684\u7ade\u54c1\u5bf9\u6bd4\u6765\u8bc1\u660e\u5176\u4ef7\u503c\uff0c\u8fdc\u6bd4\u5ba3\u4f20\u865a\u5e7b\u7684\u201c\u65e0\u9650\u667a\u80fd\u201d\u66f4\u5177\u8bf4\u670d\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a**\u826f\u6027\u7684\u201c\u786e\u5b9a\u6027\u201d\u80fd\u5426\u5bf9\u6297\u7cfb\u7edf\u6027\u7684\u201c\u590d\u6742\u6027\u201d**\uff1f\u7528\u6237\u7684\u7280\u5229\u63d0\u95ee\u76f4\u6307\u8981\u5bb3\uff0c\u5927\u578b\u5355\u4f53\u4ed3\u5e93\u3001\u6df1\u5ea6\u5d4c\u5957\u7684\u4f9d\u8d56\u56fe\u3001\u4ee5\u53ca\u4e0d\u65ad\u6f14\u53d8\u7684\u56e2\u961f\u7f16\u7801\u89c4\u8303\uff0c\u90fd\u53ef\u80fd\u6210\u4e3a\u786e\u5b9a\u6027\u6d41\u7a0b\u4e2d\u7684\u53d8\u91cf\u3002PRFlow \u76ee\u524d\u7684\u89e3\u6cd5\uff08Token\u9884\u7b97\u3001\u6587\u4ef6\u4f18\u5148\u7ea7\u3001\u57fa\u4e8e\u4eba\u5de5\u7ea0\u6b63\u7684\u5b66\u4e60\uff09\u867d\u662f\u5176\u7406\u6027\u56de\u5e94\uff0c\u4f46\u4ecd\u9700\u5728\u771f\u5b9e\u4f01\u4e1a\u7ea7\u9879\u76ee\u4e2d\u8bc1\u660e\u5176\u6cdb\u5316\u80fd\u529b\u548c\u9c81\u68d2\u6027\u3002\u4e00\u6b21\u6027\u57fa\u51c6\u6d4b\u8bd5\u4e0e\u6301\u7eed\u7a33\u5b9a\u670d\u52a1\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u91c7\u53d6\u201c\u6309\u6b21\u4ed8\u8d39\u201d\u7684\u6a21\u5f0f\u662f\u7cbe\u660e\u7684\u5e02\u573a\u5207\u5165\u7b56\u7565\uff0c\u964d\u4f4e\u4e86\u56e2\u961f\u7684\u91c7\u7528\u95e8\u69db\u3002\u4f46\u957f\u8fdc\u6765\u770b\uff0c\u771f\u6b63\u7684\u6311\u6218\u4e0d\u5728\u4e8e\u83b7\u5f97\u9996\u6279\u5c1d\u9c9c\u7684\u6280\u672f\u4e13\u5bb6\uff0c\u800c\u5728\u4e8e\u5982\u4f55\u8ba9\u8fd9\u5957\u5de5\u5177\u8bf4\u670d\u90a3\u4e9b\u5bf9\u201cAI\u9634\u5f71\u201d\u5145\u6ee1\u8b66\u60d5\u7684\u8d44\u6df1\u67b6\u6784\u5e08\u548cCTO\u3002\u5982\u679c\u80fd\u901a\u8fc7\u6301\u7eed\u7684\u3001\u53ef\u9760\u7684\u201c\u96f6\u566a\u97f3\u201d\u8868\u73b0\uff0c\u5c06\u81ea\u5df1\u4ece\u201c\u5de5\u5177\u201d\u5347\u7ef4\u4e3a\u201c\u5de5\u7a0b\u6587\u5316\u7684\u4e00\u90e8\u5206\u201d\uff0cPRFlow\u624d\u7b97\u771f\u6b63\u7ad9\u7a33\u4e86\u811a\u8ddf\u3002\u76ee\u524d\u770b\uff0c\u5b83\u8d70\u5728\u4e00\u6761\u6b63\u786e\u7684\u7a84\u8def\u4e0a\uff0c\u4f46\u524d\u65b9\u7684\u8def\u8fdc\u6bd4\u53d1\u5e03\u4f1a\u4e0a\u5c55\u793a\u7684\u90a310\u4e2aPR\u66f4\u5d0e\u5c96\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\">Graphbit PRFlow<\/span>\n <\/div>\n<div class=\"comment-content\">Your AI teammate that reviews every pull request before it ships. Tested on 10 real projects, PRFlow found 7 critical security issues where competitors found zero. Learns your team’s standards over time. Pay per review, not per seat.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks everyone, I’m Musa, founder of GraphBit.<\/p>\n<\/p>\n<p>We built PRFlow after getting frustrated with AI code reviewers that flood your PR with noise, miss the issues that actually matter, and feel different every time they run.<\/p>\n<\/p>\n<p>The market has options. We know that. We built PRFlow anyway because none of them solved the core problem: consistency and cross-file context in a single pass.<\/p>\n<\/p>\n<p>PRFlow is a deterministic baseline reviewer that lives inside GitHub. Open a PR and a structured review posts in minutes, every time, with the same output. It traces the exact function that changed across cross-file dependencies, not just the diff lines. That is how it caught 14 security issues on a PR where another tool found zero.<\/p>\n<\/p>\n<p>We benchmarked PRFlow on 10 real public pull requests. Rated 4.3\/5 on average. Every review is live on GitHub and readable right now.<\/p>\n<\/p>\n<p>PRFlow handles the baseline so your team focuses on architecture, intent, and edge cases. Not repeated first-pass checks.<\/p>\n<\/p>\n<p>There are other tools. Try PRFlow on a real repo and see the difference yourself. We read every comment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>47<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@musa_molla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@musa_molla<\/a> I love the idea of an AI code reviewer that can catch what others miss – it’s a game-changer for dev teams. Finding warm leads who’ve already shown interest in similar products has been key for my own launches, and I’m curious, what’s your strategy for getting Graphbit PRFlow in front of the right developers and DevOps teams? Are you targeting specific communities or forums where code review is a major pain point?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@musa_molla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@musa_molla<\/a> The deterministic angle is the most underrated part of this pitch – and I think you’re underselling it. Consistency isn’t just a UX nicety; it’s actually the precondition for trust in any review tool. Teams can’t build workflow around something that behaves differently run to run. That’s the real reason AI reviewers get abandoned, not the noise.<\/p>\n<p>The cross-file dependency tracing is where I’d love to understand more. Diff-level review is a solved (if noisy) problem; but function-level change propagation across a codebase is genuinely hard, especially at scale. How does PRFlow handle large monorepos or deeply nested dependency graphs? That’s where I’d expect the failure modes to show up, and it’s also where the 14 vs 0 security catch story gets even more compelling if you can speak to it.<\/p>\n<p>One thought on positioning: ‘deterministic baseline reviewer’ is technically precise but might undersell the outcome. You’re essentially saying ‘your senior engineer’s first-pass, codified and automatic, every time’, that’s a different emotional register than ‘reviewer.’ Something to consider as you scale past early adopters into teams that need to sell this upward.<\/p>\n<p>Congrats on shipping and putting the benchmarks in public. That’s a confident move most tools avoid.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@musa_molla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@musa_molla<\/a> Yes. Very noizy. You need a master PR reviewer jsut to review the AI reviewers \ud83d\ude05…. Is graphbit free for public repos? id love to try it on one particular public repo thats launching soon on PH <a href=\"https:\/\/github.com\/eoncode\/runner-bar\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/eoncode\/runner-bar\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the direction here. Most teams already have code review processes in place, but review fatigue and repetitive comments still slow things down a lot.<\/p>\n<p>What stood out to me about PRFlow is that it seems focused on improving reviewer focus instead of trying to fully replace human reviews. That balance is important for engineering teams.<\/p>\n<p>Curious to see how teams integrate this into their existing PR workflow over time. Congrats on the launch \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@1mirul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1mirul<\/a> Exactly the balance we were going for. PRFlow handles the repetitive stuff so the senior devs can focus on what actually needs their eyes. Thanks for getting it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks, <a href=\"https:\/\/www.producthunt.com\/@1mirul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"1mirul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1mirul<\/a>. That\u2019s very much the design philosophy behind PRFlow. We\u2019re not trying to replace human review, but to automate the repetitive process so engineers can focus on architectural decisions, business logic, and edge cases. The goal is to make review workflows more consistent inside GitHub while keeping humans in control of the final judgment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Really like this approach to AI-assisted code reviews.<\/p>\n<p>Instead of replacing engineers, GraphBit PRFlow seems focused on reducing repetitive review noise and helping teams stay focused on meaningful feedback. Cleaner PRs and faster reviews can make a huge difference for engineering teams over time.<\/p>\n<p>Curious \u2014 how are you handling context awareness across larger PRs or multi-file changes? Congrats on the launch \ud83d\ude80<\/p><\/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\/@tanjum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanjum<\/a> That’s exactly the balance we were going for, baseline handled automatically so engineers stay focused on what needs human judgment.<\/p>\n<p>On larger PRs and multi-file changes: PRFlow traces the exact function that changed and follows its dependencies across files in the same PR. Token budget is managed so larger PRs don’t get shallow reviews. The depth stays consistent regardless of PR size<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@tanjum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanjum<\/a> Thanks. For bigger PRs, PRFlow builds context in layers using our own context engine. It extracts structured context from each changed file, enriches that with cross-file dependencies, and then reviews the PR as a whole rather than one file at a time. For very large PRs, it also uses token budgeting and file prioritization so the review stays focused and 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<p>I’m Imrul, Business Development Lead at GraphBit and part of the maker team behind PRFlow.<\/p>\n<p>Before this, I spent years working closely with engineering teams across different stages of growth. The pattern I kept seeing was the same: teams slowing down not because their engineers were bad, but because code review had become the bottleneck.<\/p>\n<p>A senior engineer drowning in PRs can’t review everything properly. A junior developer waiting days for feedback loses momentum. The review process that was supposed to protect code quality was quietly killing team velocity.<\/p>\n<p>Here’s what’s interesting:<\/p>\n<p>\ud83d\udd0d Most AI code reviewers read what changed. They scan the diff and stop there. But the most dangerous bugs – XSS, auth bypass, race conditions – don’t live in a single file. They live in how files connect.<\/p>\n<p>\u2699\ufe0f PRFlow reads the function that changed and traces its dependencies across every file in the PR. That’s how it caught 14 security issues on a PR where every other tool found zero.<\/p>\n<p>The problem was never that developers write bad code. It’s that no tool could see the full picture until now.<\/p>\n<p>We benchmarked PRFlow against the leading tools on 10 real public PRs. 4.3\/5 vs 2.5\/5. Every review is live on GitHub. You can read them right now.<\/p>\n<p>Code review is infrastructure. It should be consistent, context-aware, and trustworthy, not a coin toss.<\/p>\n<p>That’s what we built.<\/p>\n<p>Have a great launch day everyone! \ud83d\ude80 <br \/>\u2014 Imrul<\/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>the ‘deterministic baseline’ part is what caught my eye. usually ai reviewers feel like a coin toss one day it\u2019s strict, the next it\u2019s lazy. having a consistent output makes it much easier to integrate into a real team’s workflow without the senior devs getting annoyed. support on the ship <a href=\"https:\/\/www.producthunt.com\/@musa_molla\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"musa_molla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@musa_molla<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Coin toss, that’s exactly it \ud83d\ude04 That frustration is why we built it this way. Same PR, same review, every time. Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Totally agree, <a href=\"https:\/\/www.producthunt.com\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> . That\u2019s exactly the bar we\u2019re aiming for. Deterministic behavior makes the review process much easier to adopt because teams know what kind of feedback to expect each time. Trust is hard to earn with AI tools, so consistency was a big design priority for us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really happy to be the hunter for PRFlow today.<\/p>\n<\/p>\n<p>The team spent serious time building an AI-native code review agent focused on consistent code review at scale, cross-file context, and detecting security vulnerabilities in pull requests before they ship.<\/p>\n<\/p>\n<p>For teams dealing with PR review bottlenecks, this is a product that genuinely deserves a closer look.<\/p>\n<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Thank you for supporting us today, means a lot to the whole team \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Quick question: does GraphBit support connecting to self-hosted or open-source LLMs (like Ollama or local Llama models), or is it limited to cloud API providers like OpenAI and Anthropic? Thinking about use cases where data can’t leave the network.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aanchal_dahiya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aanchal_dahiya<\/a> GraphBit is model-agnostic by design and on-prem deployment is supported. For data-sensitive use cases, the architecture allows local tokenization before any LLM contact. Self-hosted models including local Llama setups can be connected. Happy to walk through the specifics if you want to share more about your setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats guys, looks exciting because most AI reviewers just skim the diff and miss the bigger picture. The cross-file dependency mapping is the real unlock, and 14 issues caught where another tool found zero is a serious proof point. Excited to see this grow! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@campritchard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campritchard<\/a> That’s exactly it, the diff is just the entry point. The bug lives in what the change touches downstream. Glad that landed clearly \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b Thrilled to be here on launch day.<\/p>\n<p>I’m Junaid Hossain, one of the makers behind PRFlow, and I want to share why we built this.<\/p>\n<p>We kept hitting the same wall: AI code reviewers that catch nothing meaningful on the first pass, flood your PR with noise, and feel completely different run to run. Consistency was broken at the foundation.<\/p>\n<p>PRFlow is our answer to that. It doesn’t just scan diffs, it traces the exact function that changed and follows it across cross-file dependencies in a single pass. That’s how it caught 7 critical security issues, including an XSS vulnerability spanning a Ruby model, an HTML template, and a JavaScript file, where competitors found zero.<\/p>\n<p>What makes it different in practice:<\/p>\n<ul>\n<li>\n<p>Every PR gets a structured review, every time, not just when you’re lucky<\/p>\n<\/li>\n<li>\n<p>It learns your team’s standards from feedback, so noise goes down over time automatically<\/p>\n<\/li>\n<li>\n<p>Pay per review, not per seat. Therefore, no bloated contracts for a tool you’re still evaluating<\/p>\n<\/li>\n<\/ul>\n<p>We benchmarked on 10 real public PRs. Some of the reviews are live on GitHub. You can read them right now.<\/p>\n<p>Would love for you to install it on a real repo and tell us what you think. We read every single comment. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Musa! The ‘cross-file context’ piece is a massive differentiator. Most AI reviewers get stuck on the diff lines and miss the bigger architectural ripple effects.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bilal_niaz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bilal_niaz<\/a> Exactly that. The diff is just the surface, the bug usually lives in how the change connects to everything else. Appreciate you getting it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bilal_niaz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bilal_niaz<\/a> Thanks. Really appreciate that. That was one of the biggest things we wanted to solve, moving beyond line-by-line diff comments and giving the reviewer enough surrounding context to catch architectural or cross-file issues that would otherwise get missed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Learns your team’s standards over time” , this is where I’d love to dig deeper \ud83d\udc40 <\/p>\n<\/p>\n<p>The architectural choice that fascinates me: how do you handle the fact that team standards are themselves moving targets? A staff engineer ships a new pattern on Monday, the team adopts it by Friday, and your model has three months of “this is how we do it” in its weights. Does PRFlow have a way to detect when the team is intentionally drifting vs accidentally regressing? Feels like the hardest problem in this category. I personally need a product which can tackle this challenge.<\/p>\n<\/p>\n<p> Great launch \u2014 rooting for the team today \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jason_shen3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_shen3<\/a> This is the hardest problem in the space and you’ve articulated it perfectly.<\/p>\n<p>Honest answer: right now PRFlow learns from explicit corrections, when your team flags something as intentional, it stores and applies that. So a new pattern gets reinforced when engineers actively confirm it in review conversations.<\/p>\n<p>The drift vs regression detection you’re describing – knowing when the team is intentionally evolving vs accidentally breaking convention – that’s a deeper layer we’re working toward. The memory architecture is built to support it but we’re not claiming to solve it fully yet.<\/p>\n<p>Appreciate you pushing on this. The teams that think at this level are exactly who we’re building for \ud83d\ude4f<\/p>\n<p>And congrats on <a href=\"https:\/\/www.producthunt.com\/products\/articuler-ai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"articuler-ai\" target=\"_blank\" rel=\"noopener\">@articuler.ai<\/a>, Matching on intent across 980M profiles is a genuinely hard problem, the playbook feature especially, turning a cold connection into a warm conversation before it even starts. Rooting for you on launch day..<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does PRFlow post comments as a bot or as a check summary on GitHub?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@peyton_perez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peyton_perez<\/a> Thanks. It posts as a bot on the PR, with a review summary and inline comments when needed. Not just as a check summary.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@peyton_perez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peyton_perez<\/a> Exactly, inline comments directly on the PR, not just a check summary. So your team can reply, discuss, and resolve right in the thread where the code lives<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can teams self host PRFlow, or is it entirely GitHub cloud based?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@asher_luca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asher_luca<\/a> Thanks. Right now, PRFlow is GraphBit cloud-based rather than self-hosted. The review orchestration runs through the GraphBit cloud.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@asher_luca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asher_luca<\/a> Cloud-based for now. Self-hosting is something we hear interest in, especially from enterprise teams. Good to know it matters to you, <strong>noting it<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How long does the minutes promise take for a 500+ line PR, Musa?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@antonio_manuel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@antonio_manuel1<\/a> Thanks. The exact time depends on file count, PR complexity, and how much cross-file context needs to be pulled in, but the architecture is built to keep even larger PRs in the minutes range(0-3 minutes) through single-pass review and token-budgeted context handling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 your benchmark include PRs with generated code or vendored dependencies?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexis_rodriguez7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexis_rodriguez7<\/a> Mostly no. PRFlow filters out a lot of low-value review surface by default, including dependencies, build artifacts, binary\/non-code files, and it also supports repo-level ignore rules for auto-generated or vendored paths. So our benchmark focus was on reviewable PR code, not noise from vendored or generated files.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@alexis_rodriguez7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexis_rodriguez7<\/a> Good question. Our benchmark used real open-source PRs, generated files and vendored dependencies are automatically detected and skipped. PRFlow only reviews code your team actually wrote<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Musa! Does PRFlow handle cross file refactors where a function signature changes across 10 files?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@emily_carter18\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emily_carter18<\/a> , Thanks. Yes, within a single PR that\u2019s exactly the kind of cross-file change PRFlow is meant to handle. It analyzes the PR holistically, so a function signature change across 10 files is reviewed as one connected refactor rather than 10 unrelated edits, subject to the PR\u2019s file-size limits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! How do you define noise vs a real issue in your rule engine?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@barnaby_lloyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barnaby_lloyd<\/a> Thanks. In PRFlow, noise means low-value feedback like trivial nits, duplicate comments, or findings below the repo\u2019s configured threshold. A real issue is something actionable that affects correctness, security, performance, maintainability, or cross-file behavior.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 PRFlow support monorepos with cross-project dependencies out of the box?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@olivia_bennett7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olivia_bennett7<\/a> Yes, for monorepos inside a single repo. PRFlow uses cross-file dependency analysis and repo-level context, so it can reason across multiple projects in the same PR, with practical limits on very large PRs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@olivia_bennett7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olivia_bennett7<\/a> Within a single repo it handles cross-file dependencies well out of the box. Full cross-project monorepo support is something we’re working on.<\/p>\n<p>What’s your setup? Happy to tell you exactly what PRFlow would and wouldn’t catch for your case<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\u2019s one real issue PRFlow caught that you\u2019ve never seen another tool flag?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wyatt_carter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wyatt_carter<\/a> XSS vulnerability that spanned three files- a Ruby controller, an HTML template, and a JavaScript file. The bug only existed in how they connected, not in any single file in isolation.<\/p>\n<p>Every other tool we tested on the same PR found zero issues. PRFlow caught it because it traces the function that changed and follows its dependencies across the whole PR.<\/p>\n<p>That one finding is what convinced us we were building something genuinely different<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Does PRFlow reuse its cross file context across multiple PRs to speed up?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@owen_shaw2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@owen_shaw2<\/a> Thanks, Owen. Yes, partially. PRFlow reuses repository memory and previously indexed context across PRs, so it avoids starting from zero each time. That helps reduce repeated context-building work, while the current PR still gets a fresh review.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@owen_shaw2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@owen_shaw2<\/a> Fresh context per PR by design, stale context from previous merges would actually hurt accuracy more than help speed.<\/p>\n<p>What persists across PRs is the memory layer: team corrections, false positive flags, and coding preferences. That’s what improves over time, not the runtime.<\/p>\n<p>Latency sits at 1 to 3 minutes regardless. Consistency has been the bigger win than speed for most teams \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! How do you define noise vs a real issue in your rule engine?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> Great question. We don’t use a rule engine, that’s actually a key part of how PRFlow avoids noise in pull request security auditing.<\/p>\n<p>Instead of predefined rules, PRFlow uses context-aware pull request analysis. It extracts the exact function that changed, pulls in cross-file dependencies, and retrieves past feedback from your team’s correction history. The AI then evaluates against that full picture, not a checklist.<\/p>\n<p>What reduces noise in practice: if your team has previously flagged something as intentional, PRFlow stores that and stops raising it. Over time the signal-to-noise ratio improves automatically without you writing a single rule.<\/p>\n<p>The honest answer is no system is perfect on day one, but the memory layer is what separates it from tools that feel like a coin toss every PR. Happy to dig into specifics if you have a particular case in mind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> Thanks. In PRFlow, noise means low-value feedback like trivial nits, duplicate comments, or findings below the repo\u2019s configured threshold. A real issue is something actionable that affects correctness, security, performance, maintainability, or cross-file behavior.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the single pass analysis catch issues that span three or more dependent files?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@imogen_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imogen_wallace<\/a> Yes. PRFlow analyzes the PR holistically, not file by file, and adds cross-file dependency context during review. That makes it better at finding issues that span several dependent files.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@imogen_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imogen_wallace<\/a> Yes, that is the core of how PRFlow works. Most tools do diff-level scanning and miss issues that live in connected files. PRFlow does cross-file bug detection in GitHub PRs by tracing the actual function that changed and following its dependencies. In our benchmark we caught an XSS vulnerability spanning a Ruby model, an HTML template, and a JavaScript file – classic case of automated XSS detection that a diff-only tool would never reach. Reducing technical debt with AI code review only works if the review actually sees the full picture. Happy to share the GitHub link to that specific finding if 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the baseline approach. <br \/><a href=\"https:\/\/www.producthunt.com\/@musa_molla\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"musa_molla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@musa_molla<\/a> , Congrats on the launch! Can it run on every push or just on PR open?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Yes, it can run on every push to an open PR, not just when the PR is first opened. Right now PRFlow triggers on PR open, on new commits pushed to the branch, and when a draft is moved to ready for review.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you! PRFlow triggers on PR open and every push to an open PR, so automated pull request review happens continuously throughout the lifecycle, not just at the start. Every new commit gets a fresh pass. No gaps in coverage<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch. I am a solo dev building Badge, I will definitely try this for my repo as an AI reviewer. One question – you said you save cross file context in a single pass, one obvious questions comes – how do you deal with loss in the middle, because that directly translates to misses in review. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lokesh_motwani1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lokesh_motwani1<\/a> Great question and glad you’re going to try it on Badge.<\/p>\n<p>The single pass doesn’t mean one giant context window. PRFlow extracts only the relevant function scope and its cross-file dependencies before sending to the model, so the actual input is tight and focused, not a full repo dump. That’s what keeps the middle from getting lost.<\/p>\n<p>Token budgeting handles the rest, larger PRs get prioritized by semantic significance rather than being truncated blindly.<\/p>\n<p>Important thing is, no system is perfect on very large PRs, but the extraction step before the model call is what keeps the signal-to-noise ratio high<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 solo dev who reviews my own PRs (building FinTrackrr, a free personal finance tracker), I miss critical issues all the time. The idea of an AI teammate that learns your team’s coding standards and catches security issues that humans miss is genuinely valuable. The pay-per-review pricing model is smart \u2014 especially for solo devs and small teams without enterprise budgets. Does it support Python codebases or is it primarily focused on JS\/TS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@asim_saeed1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asim_saeed1<\/a> Thanks. Yes, it supports Python. PRFlow is not limited to JS\/TS, and Python is one of the main codebase types we\u2019ve been building and testing it around. Also, just to clarify on pricing, our plans are currently token-based, so when you buy a plan you get a graphbit coin allocation rather than being charged separately per individual use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asim_saeed1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asim_saeed1<\/a> Solo devs reviewing their own code is actually one of the use cases we care most about, you’re the ones with the least margin for error and the least backup.<\/p>\n<p>Python is fully supported and one of the stacks we’ve tested most heavily. The auth bypass we caught in our benchmark was in a Python codebase.<\/p>\n<p>Coin-based means you buy what you need and use it at your own pace. No monthly seat pressure<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can I run PRFlow retroactively on closed PRs to audit past missed issues?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gaius_loxley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaius_loxley<\/a> Not yet, PRFlow currently triggers on PR events, so it works on open and updated PRs. Retroactive auditing on closed PRs is something we’ve heard interest in. Good signal, noting 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>Can developers override or train PRFlow to learn their team\u2019s specific patterns?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_harris11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_harris11<\/a> Yes. When your team replies to a PRFlow comment, “this is intentional” or “we prefer this pattern” it stores that and applies it to future reviews automatically.<\/p>\n<p>No manual training setup. It learns from how your team actually works<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I\u2019m <strong>Rupak<\/strong>, one of the makers behind <strong>Graphbit PRFlow<\/strong>.<br \/>We built PRFlow to make pull request reviews faster, more reliable, and more context-aware, so teams can catch real issues before code ships.<br \/>It reviews PRs inside GitHub, leaves clear actionable comments, supports follow-up conversations on the PR, and gets better context over time from repository and conversation memory.<br \/>Happy to answer questions about how it works, what kinds of issues it catches and other technical functionalities.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the cross-file context piece is what gets me – most reviewers treat a PR as a flat list of diffs and miss the connective tissue entirely. curious how you handle PRs where the meaningful change is in what didn’t get updated, like a call site that should have changed but wasn’t touched?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SBMCMSDZBENDWN\" class=\"app-title\">Genpire<\/a><\/p>\n<div class=\"one-liner\">Make Real Products with AI, literally.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">272<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Genpire\u662f\u4e00\u6b3e\u5c06AI\u521b\u610f\u8f6c\u5316\u4e3a\u5b9e\u7269\u751f\u4ea7\u7684\u5e73\u53f0\uff0c\u7528\u6237\u901a\u8fc7\u6587\u5b57\u63cf\u8ff0\u6216\u8349\u56fe\u5373\u53ef\u751f\u6210\u5305\u542b\u6280\u672f\u56fe\u7eb8\u3001\u7269\u6599\u6e05\u5355\u7684\u5de5\u5382\u7ea7\u6280\u672f\u5305\uff0c\u5e76\u76f4\u63a5\u5bf9\u63a5\u5de5\u5382\u8fdb\u884c\u6253\u6837\u548c\u6279\u91cf\u751f\u4ea7\uff0c\u89e3\u51b3\u4e86\u4ece\u201c\u60f3\u6cd5\u201d\u5230\u201c\u5de5\u5382\u201d\u8fd9\u4e00\u7269\u7406\u4ea7\u54c1\u843d\u5730\u8fc7\u7a0b\u4e2d\u7684\u9ad8\u95e8\u69db\u3001\u9ad8\u6210\u672c\u3001\u957f\u5468\u671f\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d0bf45b-d354-4720-9053-d83f76ea3f18.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/228b15d2-6584-4c60-a023-82a64b44850b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1ca3381-0ae6-4186-b728-5c86f3d11714.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df5a9d3f-03eb-406b-be74-90ba0540687d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5259718-44c3-4a76-aa2a-9509fefbb18f.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\/18ae16a6-f42f-4c84-9fee-c7a0a936c644.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ZNWB357MK4k\"><source src=\"https:\/\/youtu.be\/ZNWB357MK4k\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Maker Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5236\u9020<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u54c1\u751f\u4ea7<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u5305\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5de5\u5382\u5bf9\u63a5<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4f9b\u5e94\u94feAI<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u843d\u5730<\/span><br \/>\n <span class=\"tag\">ToB SaaS<\/span><br \/>\n <span class=\"tag\">AI Agent<\/span><br \/>\n <span class=\"tag\">\u7269\u7406\u4ea7\u54c1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u6d88\u8d39\u54c1\u754c\u7684Lovable\u201d\u5b9a\u4f4d\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a1. \u6280\u672f\u51c6\u786e\u6027\u80fd\u5426\u5904\u7406\u8fd0\u52a8\u90e8\u4ef6\u4e0e\u9759\u6001\u7269\u4f53\u7684\u5dee\u5f02\uff08\u5982\u8f6c\u8f74\u516c\u5dee\uff09\uff1b2. \u4ea7\u54c1\u987b\u7ecf\u5386\u771f\u5b9e\u751f\u4ea7\u9a8c\u8bc1\uff0c\u662f\u5426\u6709\u6210\u529f\u6848\u4f8b\u94fe\u63a5\uff1b3. \u843d\u5730\u73af\u8282\u7684\u5de5\u5382\u5408\u4f5c\u6a21\u5f0f\u3001\u5b9a\u4ef7\u7b56\u7565\u53ca\u5982\u4f55\u5904\u7406\u5c65\u7ea6\u3001\u652f\u4ed8\u4e0e\u9000\u8d27\u7b49\u540e\u7aef\u95ee\u9898\u3002\u8bc4\u8bba\u4e2d\u5bf9\u201c\u4e00\u6b65\u5230\u4f4d\u201d\u7684\u751f\u4ea7\u5b9e\u73b0\u5145\u6ee1\u671f\u5f85\u4e0e\u5ba1\u614e\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 Genpire\u7684\u4ea7\u54c1\u5b9a\u4f4d\u975e\u5e38\u7cbe\u51c6\uff0c\u5b83\u6293\u4f4f\u4e86\u5f53\u524dAI\u70ed\u6f6e\u4e2d\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u5de8\u5927\u65ad\u5c42\u2014\u2014AI\u53ef\u4ee5\u5e2e\u4f60\u5199\u4ee3\u7801\u3001\u505aPPT\u3001\u753b\u56fe\uff0c\u4f46\u51e0\u4e4e\u65e0\u6cd5\u5e2e\u4f60\u5236\u9020\u4e00\u4e2a\u5b9e\u7269\u3002\u4ece\u201cvibe-coding\u201d\u5230\u201cvibe-manufacturing\u201d\u7684\u8fc1\u79fb\uff0c\u672c\u8d28\u662f\u5c06AI\u4ece\u7eaf\u7cb9\u7684\u6570\u5b57\u5316\u754c\u9762\u5ef6\u4f38\u5230\u4e86\u7269\u7406\u4f9b\u5e94\u94fe\u7684\u6700\u524d\u7aef\uff0c\u8fd9\u4e2a\u601d\u8def\u6781\u5177\u524d\u77bb\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6280\u672f\u5b9e\u73b0\u770b\uff0cGenpire\u89e3\u51b3\u4e86\u4e24\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u4e00\u662f\u5c06\u6a21\u7cca\u7684\u521b\u610f\uff08prompt\/\u8349\u56fe\uff09\u8f6c\u5316\u4e3a\u9ad8\u5ea6\u7ed3\u6784\u5316\u7684\u3001\u5de5\u5382\u53ef\u8bfb\u7684\u201c\u6280\u672f\u5305\u201d\uff0c\u8fd9\u662f\u5bf9\u5236\u9020\u4e1a\u975e\u6807\u77e5\u8bc6\u56fe\u8c31\u7684\u5de5\u7a0b\u5316\u6311\u6218\uff1b\u4e8c\u662f\u901a\u8fc7AI Agent\u548c\u591a\u5c42\u6570\u636e\u5206\u6790\uff0c\u5c06\u201c\u8bbe\u8ba1\u201d\u4e0e\u201c\u627e\u5382\u201d\u4e24\u4e2a\u4f20\u7edf\u5272\u88c2\u7684\u73af\u8282\u6253\u901a\uff0c\u8bd5\u56fe\u521b\u9020\u4e00\u79cd\u201c\u8bbe\u8ba1\u5373\u62a5\u4ef7\u3001\u5373\u751f\u4ea7\u201d\u7684\u95ed\u73af\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u6700\u5927\u7684\u98ce\u9669\u5728\u4e8e\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u4fe1\u4efb\u9e3f\u6c9f\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6280\u672f\u51c6\u786e\u6027\u201d\u548c\u201c\u6210\u529f\u6848\u4f8b\u201d\u7684\u8ffd\u95ee\u76f4\u6307\u6838\u5fc3\u2014\u2014\u6280\u672f\u4e0a\u751f\u6210\u7684\u201c\u5b8c\u7f8e\u56fe\u7eb8\u201d\u4e0e\u5de5\u5382\u7ebf\u4e0b\u5b9e\u9645\u5f00\u6a21\u3001\u8bd5\u4ea7\u65f6\u9047\u5230\u7684\u5de5\u827a\u3001\u516c\u5dee\u3001\u6750\u6599\u6536\u7f29\u7b49\u53d8\u91cf\u4e4b\u95f4\u7684\u9e3f\u6c9f\uff0c\u662f\u4efb\u4f55\u8f6f\u4ef6\u90fd\u96be\u4ee5\u5b8c\u5168\u6a21\u62df\u7684\u3002Lovable\u80fd\u5feb\u901f\u751f\u6210\u4ee3\u7801\uff0c\u662f\u56e0\u4e3a\u4ee3\u7801\u89e3\u91ca\u73af\u5883\u662f\u786e\u5b9a\u7684\uff1b\u800c\u5236\u9020\u4e1a\u7684\u53d8\u91cf\u662f\u6781\u7aef\u7684\u3001\u4f9d\u8d56\u7ecf\u9a8c\u548c\u7269\u7406\u8bd5\u9519\u7684\u3002\u5982\u679c\u6ca1\u6709\u8db3\u591f\u7684\u5b9e\u9645\u751f\u4ea7\u6570\u636e\u548c\u771f\u5b9e\u7684\u8fd4\u4fee\u6848\u4f8b\u6765\u8bad\u7ec3\u5176AI\u6a21\u578b\uff0cGenpire\u5f88\u5bb9\u6613\u53d8\u6210\u4e00\u4e2a\u201c\u6f02\u4eae\u7684\u63d0\u6848\u5de5\u5177\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u201c\u751f\u4ea7\u5f15\u64ce\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b56\u7565\u4e0a\uff0c\u521b\u59cb\u4eba\u63d0\u5230\u7684\u201c60%\u7684beta\u7528\u6237\u5df2\u6709\u4f9b\u5e94\u94fe\u201d\u503c\u5f97\u8b66\u60d5\u3002\u8fd9\u610f\u5473\u7740Genpire\u6b63\u5728\u626e\u6f14\u201c\u9526\u4e0a\u6dfb\u82b1\u201d\u7684\u8bbe\u8ba1\u5de5\u5177\u89d2\u8272\uff0c\u800c\u975e\u98a0\u8986\u6027\u7684\u751f\u4ea7\u5e73\u53f0\u3002\u5982\u679c\u6838\u5fc3\u4ef7\u503c\u5c40\u9650\u4e8e\u63d0\u5347\u65e9\u671f\u8bbe\u8ba1\u6548\u7387\uff0c\u800c\u65e0\u6cd5\u5728\u201c\u667a\u80fd\u5339\u914d\u5de5\u5382\u201d\u548c\u201c\u7ba1\u63a7\u751f\u4ea7\u8d28\u91cf\u201d\u4e0a\u5efa\u7acb\u4e0d\u53ef\u66ff\u4ee3\u7684\u58c1\u5792\uff0c\u5b83\u5f88\u53ef\u80fd\u9762\u4e34\u6765\u81eaSolidWorks\u3001Adobe\u7b49\u4f20\u7edfCAD\/\u8bbe\u8ba1\u5de5\u5177\u7684AI\u5316\u53cd\u51fb\uff0c\u6216\u6210\u4e3a\u5de5\u5382\u7aef\u81ea\u7814\u7cfb\u7edf\u7684\u201c\u524d\u83dc\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u68c0\u9a8c\u70b9\u5728\u4e8e\uff1aGenpire\u80fd\u5426\u901a\u8fc7\u5176\u201c\u5de5\u5382\u7f51\u7edc\u201d\u79ef\u7d2f\u8db3\u591f\u591a\u7684\u5b9e\u9645\u4ea4\u4ed8\u6570\u636e\u548c\u8ba2\u5355\u53cd\u9988\uff0c\u53cd\u5411\u4f18\u5316\u5176Agent\u7684\u5224\u65ad\u529b\uff0c\u6700\u7ec8\u505a\u5230\u201cAI\u751f\u6210\u7684\u65b9\u6848\u4e0d\u4ec5\u597d\u770b\uff0c\u800c\u4e14\u597d\u9020\u201d\u3002\u5982\u679c\u80fd\uff0c\u5b83\u5c06\u6253\u5f00\u4e07\u4ebf\u7ea7\u6d88\u8d39\u54c1\u5e02\u573a\u7684\u6548\u7387\u9769\u547d\uff1b\u5982\u679c\u4e0d\u80fd\uff0c\u5b83\u5c06\u4ec5\u662f\u4e00\u4e2a\u8425\u9500\u5671\u5934\uff0c\u6619\u82b1\u4e00\u73b0\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\">Genpire<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI stops at the idea. Genpire takes it to the factory. Think Lovable, but for consumer goods manufacturing – an agentic platform that turns prompts and sketches into products, collections, and factory-ready specs, then lets you work with your own factory or tap into a vetted network for instant quotation, sampling, and bulk production. One workflow, all the way from an idea to the factory floor. Genpire makes building physical products faster, simpler, and finally accessible to anyone.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Even with all the new AI tools out there, it\u2019s still way harder to launch a physical product than to launch an AI-powered app. Creating something like a flip-flop brand or an accessories line, for example, still requires design skills, tech packs, sourcing, and navigating factory workflows – all slow, expensive, and deeply manual.<\/p>\n<p>Genpire is here to change that.<\/p>\n<p>We took the \u201cvibe-coding\u201d simplicity you see in tools like Lovable and applied it to real, physical product creation. Just describe your idea and Genpire generates your product visuals, technical drawings, multi-view renders, and a complete factory-ready tech pack in minutes – no design or manufacturing experience needed.<\/p>\n<p>You can build handbags, sneakers, toys, beauty tools, lamps, apparel, gadgets – anything. Genpire supports eight major product categories, giving millions of people the ability to bring big ideas to life exactly as they envisioned them.<\/p>\n<p>For Pro users, Brand DNA lets Genpire adopt your exact style and creative identity. And with our new Manufacturer Quotes, vetted factories can help you sample and produce your product faster than ever.<\/p>\n<p>Would love your feedback – and if you drop an idea in the comments, I\u2019ll generate a tech pack or full product concept for you. Let\u2019s build your Genpire \ud83d\udc51<\/p>\n<p>– Daniel Shoshani<\/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\/@daniel_shoshani1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_shoshani1<\/a>  def. a game changer for DTC brands. how does it handle technical accuracy for moving parts vs static objects?<\/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\/@daniel_shoshani1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_shoshani1<\/a> I love the idea of bringing AI-generated products to life, the “literally” part of your tagline really stands out to me. Finding warm leads has been key for my own launches, I’ve had success targeting users who have upvoted similar products that merge tech and design. What’s your strategy for getting Genpire’s AI-created products into the hands of customers, are you planning to partner with existing manufacturers or distributors?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@daniel_shoshani1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_shoshani1<\/a> Every shortcut on the surface only feels like magic because of the stack underneath holding it up. So proud to see this finally out in the world congrats on the launch, team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\ude42<br \/>I\u2019m Muharrem, part of the engineering crew over at Genpire. I spend most of my time head-down in our marketing platform and the QA backbone that makes everything tick basically, I\u2019m the one ensuring the AI agents and brand tools actually hold up when we ship those tech packs. Genpire\u2019s whole thing is flipping a simple description into a factory-ready product in literal minutes. Truth be told, even after watching this loop run through testing thousands of times, it still catches me off guard when a real, tangible RFQ pops out at the end. I\u2019d love to hear your thoughts, so just toss an idea in the comments and let\u2019s see what Genpire whips up for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@myurtsever\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@myurtsever<\/a> The backbone of the Genpire machine!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@myurtsever\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@myurtsever<\/a> cong!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Product Hunt! <\/p>\n<\/p>\n<p>Esmat here \u2014 Co-Founder & CTO of Genpire.<\/p>\n<\/p>\n<p>I came up in enterprise security at Check Point, where the bar for “good enough” is set by the worst day a customer could have. That’s the mindset I brought into building Genpire’s technical foundation.<\/p>\n<\/p>\n<p>Genpire is an AI-native platform that takes any idea, sketch, or prompt and turns it into factory-ready files \u2014 design visuals, technical specs, materials, measurements, and manufacturer matching \u2014 all in one workflow. Under the hood, that’s multi-agent systems working across design, technical, and sourcing layers, with structured data pipelines built to be reliable and compliance-ready from day one. SOC 2 Type II and ISO 27001 are in progress \u2014 because enterprise data handling should be designed in, not bolted on.<\/p>\n<\/p>\n<p>We built this to work for a solo designer with a big idea just as well as for a procurement team at a global retailer. That’s the engineering challenge I wake up for every day.<\/p>\n<\/p>\n<p>Super excited to finally have this out in the world. Would love your feedback \u2014 drop your idea in the comments and I’ll generate a tech pack for you right here!<\/p>\n<\/p>\n<p>\u2014 Esmat Nawahda<\/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\/@esmatnawahda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@esmatnawahda<\/a> that “worst day” framing is the exact mindset I steal every time I sit down to hammer out a new test. The real reason I’m stuck in the QA and marketing infra weeds is because we made a pact on day one: if it doesn’t clear that bar, it doesn’t ship. I\u2019m incredibly proud of where we\u2019ve finally landed. It\u2019s a massive day for the whole crew<\/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>Hey Product Hunt!<\/p>\n<p>I’m Adam, Co-Founder and COO of <a href=\"https:\/\/genpire.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Genpire<\/a>.<\/p>\n<\/p>\n<p>We’re super excited to launch Genpire and introduce the the way real products get manufactured.<\/p>\n<\/p>\n<p>Genpire is an AI-powered platform that turns any idea, sketch, or prompt into a complete, factory-ready tech pack in minutes. Built for designers, brands, and creators, Genpire streamlines the entire journey from concept to production with AI-generated product specs, technical sketches, measurements, materials, and manufacturing-ready documentation with no prior experience required.<\/p>\n<\/p>\n<p>Would be happy to get your feedback! share with us your idea and I\u2019ll generate a tech pack or full product concept for you and share the link here!<\/p>\n<p>– Adam Shoshani<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Daniel here, co-founder & CEO of Genpire.<\/p>\n<p>We built Genpire because making physical products is still absurdly hard – endless agencies, slow tech packs, ten Slack threads to get a single revision. So we built the platform we wished existed: one place to design, edit, spec, and hand off real products to manufacturers, end to end.<\/p>\n<p>Today on Product Hunt is genuinely a big day for us. We’d love your feedback – what works, what’s confusing, what you’d want to make first. Plus there’s a PH-exclusive discount on every plan if you want to take it for a real spin.<\/p>\n<p>Ask us anything. We’re here!<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been waiting for this a very long time. If it works you have yourself a lifetime customer. Selfish ask, will you move to larger product sourcing, say container house? Asking for a friend \ud83d\ude02<\/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\/@olumidegbenro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olumidegbenro<\/a> Thank you, Olumide!<\/p>\n<p>Thing is – we’re in the design-to-manufacturing business, interesting to see that more than 60% of our beta users already have their sourcing and supply chain all sorted out, while Genpire plays a role in their planning, design and specs workflows, in parallel with allowing them to manage the sampling process and sourcing through our agentic sourcing interface offered both for new comers who wants to use our built-in, vetted network of factories – or their own by inviting them to collabrate.<\/p>\n<p>Container house are naturally on a later stage (and plenty of players in this space) – we might launch this on PH sometime during 2027 \ud83c\udfed\ud83e\ude84\ud83c\udf60<\/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>Wow, super interesting. Lovable but for consumer-goods!<\/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\/@musharofchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@musharofchy<\/a> Its sure is! We’re applying what’s good in vibe-coding, into the design, specs and manufacturing workflows of consumer goods. Challenging, but pretty usefull for both non-experienced indie makers, up to product and design teams!<\/p>\n<p>Any idea for a real product? We’ll share a free AI powered tech pack for you to use!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@musharofchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@musharofchy<\/a> Exactly the comparison we love! And honestly it shaped how we thought about the architecture from day one.<\/p>\n<p>With Lovable, the “compiler” is code. With Genpire, it’s a factory-ready tech pack. That sounds similar but it’s a fundamentally harder output to get right. Code either runs or it doesn’t. Manufacturing specs need to be accurate in dimensions, materials, tolerances, and structure because a real factory is on the other end.<\/p>\n<p>That’s the engineering challenge that gets me out of bed every morning. Really glad it’s resonating!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 <\/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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you, Madalina, any product in mind? We’ll share with a free tech pack to get it made \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/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>Hey Product Hunt! \ud83d\udc4b Noa here- project manager by day, recovering fashion designer by heart.<\/p>\n<p>My brain lives at the intersection of creative chaos and structured execution, and Genpire was built with exactly that in mind.<\/p>\n<p>So proud to see this finally out in the world- congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@noa_dichno\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noa_dichno<\/a> Hi Noa!<\/p>\n<p>Good to have you here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hello Product Hunt \ud83d\udc4b<\/strong><br \/>I\u2019m Sahar, a Frontend Developer at Genpire, and I\u2019ve had the opportunity to help build the product, mainly on the frontend side.<\/p>\n<p>What excites me most about Genpire is how thoughtfully it blends creativity and technology. It\u2019s been incredibly rewarding to help shape the experience and see our ideas come to life.<\/p>\n<p>So happy to see Genpire launched and out in the world, and excited to hear your thoughts \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow Daniel! Sounds like magic. Guessing what’s the pricing or business model cause physical products can have many variations. Anyway I feel it’s worth it and I wish you all the best here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Pricing and business model for AI-native platform like Genpire are such a huge space! We offer a 3-tiered monthly plan (with annual discounts), that usually suits the needs of indie-makers, DTC brands and large enterprise consumer goods teams alike. We also offer a team plan soon, with SKU based pricing, but more on that later.<\/p>\n<p>Appreciate the comment! <\/p>\n<p>Best<br \/>Daniel<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting. Any links to products taken to production from this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Following \u2014 the “literally” is doing a lot of work in that tagline, and I’m here for it. The last-mile in AI-generated products is the vendor layer (fulfillment, payments, returns); that’s where most demos break. Curious how you’re handling it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super interesting! I was hoping to see something like this come out soon. Congrats on the launch! <\/p>\n<\/p>\n<p>For the built-in manufactures , where did you find them and why did you decide to partner with them specifically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congratulations on the launch \ud83d\ude80 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/CBB34LD6UL5TT2\" class=\"app-title\">ClawSecure<\/a><\/p>\n<div class=\"one-liner\">The AI-Powered Antivirus for AI Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">251<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ClawSecure \u662f\u4e00\u4e2a\u4e13\u4e3a AI Agent \u751f\u6001\u6253\u9020\u7684 AI \u9a71\u52a8\u5b89\u5168\u5de5\u5177\uff0c\u901a\u8fc7\u9884\u5b89\u88c5\u626b\u63cf\u3001\u5b9e\u65f6\u8fd0\u884c\u65f6\u76d1\u63a7\u548c\u4e9a 200ms \u9a8c\u8bc1 API\uff0c\u89e3\u51b3 AI \u667a\u80fd\u4f53\u5728\u65e0\u76d1\u7ba1\u73af\u5883\u4e0b\u4ee3\u7801\u7a81\u53d8\u3001\u6743\u9650\u6ee5\u7528\u548c\u6570\u636e\u6cc4\u9732\u7b49\u6838\u5fc3\u5b89\u5168\u9690\u60a3\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4140b97f-6a6a-4761-bbd5-37d55149940e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d0fbb74-6935-4988-85ef-be1f05f4bca0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8a9fb19-4ea4-4a68-9771-2bf296154b52.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98772840-6e27-4f11-bca3-6e80f7ee74b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7872edb9-20f1-4924-9a92-372fd803d655.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4be693a-8b7d-4951-854a-bb528772afb0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a91c98f7-ad31-425c-af0b-2a9e9e4f24cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Pitch Singapore<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI Agent\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6740\u6bd2\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8fd0\u884c\u65f6\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">OWASP<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u9632\u62a4<\/span><br \/>\n <span class=\"tag\">\u5a01\u80c1\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/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\u4ea7\u54c1\u6982\u5ff5\u9ad8\u5ea6\u8ba4\u53ef\uff0c\u79f0\u5176\u4e3a\u201c\u65e0\u804a\u4f46\u5fc5\u987b\u201d\u7684\u5de5\u5177\u3002\u6838\u5fc3\u95ee\u9898\u56f4\u7ed5\uff1a\u5982\u4f55\u533a\u5206\u4ee3\u7801\u7a81\u53d8\u662f\u6076\u610f\u8fd8\u662f\u6b63\u5e38\u66f4\u65b0\uff1f\u5982\u4f55\u5904\u7406\u8bef\u62a5\uff1f\u540c\u65f6\u7528\u6237\u671f\u671b\u96c6\u6210 Slack \u8b66\u62a5\u3002\u6709\u7528\u6237\u5b9e\u6d4b\u53d1\u73b0\u6743\u9650\u9690\u85cf\u95ee\u9898\uff0c\u5e76\u9a8c\u8bc1\u4e86 30 \u79d2\u626b\u63cf\u627f\u8bfa\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u5982\u4f55\u4ece\u624b\u52a8\u5ba1\u67e5\u8fc1\u79fb\u5230\u91c7\u7528\u8be5\u4ea7\u54c1\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 ClawSecure \u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6b63\u5728\u8fc5\u901f\u6076\u5316\u7684\u75db\u70b9\uff1aAI Agent \u751f\u6001\u7684\u201c\u88f8\u5954\u201d\u72b6\u6001\u3002\u521b\u59cb\u4eba\u63d0\u51fa\u7684\u201c\u4ee3\u7801\u5373\u653b\u51fb\u201d\u5e76\u975e\u5371\u8a00\u8038\u542c\u2014\u2014\u5f53\u6bcf\u4e2a Agent \u90fd\u62e5\u6709\u7cfb\u7edf\u7ea7\u6743\u9650\u4e14\u65e0\u6c99\u7bb1\u9694\u79bb\u65f6\uff0c\u4f20\u7edf\u7684\u5b89\u5168\u8303\u5f0f\u5f7b\u5e95\u5931\u6548\u3002\u8be5\u4ea7\u54c1\u5e76\u975e\u7b80\u5355\u7684\u201c\u4e3a AI \u505a\u6740\u6bd2\u201d\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u5957\u8d34\u5408 Agent \u8fd0\u884c\u7279\u5f81\u7684\u52a8\u6001\u9632\u62a4\u4f53\u7cfb\uff1a\u5229\u7528\u54c8\u5e0c\u6f02\u79fb\u68c0\u6d4b\u4ee3\u7801\u7a81\u53d8\uff0c\u7ed3\u5408\u884c\u4e3a\u4e0a\u4e0b\u6587\u800c\u975e\u9759\u6001\u89c4\u5219\u6765\u533a\u5206\u6076\u610f\u64cd\u4f5c\u4e0e\u6b63\u5e38\u8fdb\u5316\uff0c\u8fd9\u6bd4\u4f20\u7edf AV \u5f15\u64ce\u5bf9\u96f6\u65e5\u653b\u51fb\u7684\u611f\u77e5\u80fd\u529b\u81f3\u5c11\u9886\u5148\u4e00\u4e2a\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u7b56\u7565\u4e0a\uff0c\u901a\u8fc7\u514d\u8d39\u65e0\u6ce8\u518c\u7684 30 \u79d2\u626b\u63cf\u4f5c\u4e3a\u201c\u6f0f\u6597\u201d\u5165\u53e3\uff0c\u5229\u7528\u201c\u6570\u636e\u9707\u60ca\u201d\u2014\u2014\u7528\u6237\u53d1\u73b0\u81ea\u5df1\u4fe1\u4efb\u7684 Agent \u6b63\u5077\u5077\u5916\u6cc4\u6570\u636e\u2014\u2014\u5b8c\u6210\u4ece\u514d\u8d39\u5230\u4ed8\u8d39\u7684\u8f6c\u5316\uff0c\u903b\u8f91\u6e05\u6670\u4e14\u6740\u4f24\u529b\u5f3a\u3002\u7f3a\u5931\u7684 Slack \u96c6\u6210\u662f\u660e\u663e\u77ed\u677f\uff0c\u4f46\u5df2\u5728\u8def\u7ebf\u56fe\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u76ee\u524d\u6700\u5927\u7684\u6311\u6218\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u751f\u6001\u3002\u201c41% \u7684 Agent \u6709\u98ce\u9669\u201d\u8fd9\u4e2a\u6570\u5b57\u672c\u8eab\u5c31\u610f\u5473\u7740\uff0c\u5982\u679c\u5e02\u573a\u6559\u80b2\u4e0d\u8db3\uff0cClawSecure \u53ef\u80fd\u9762\u4e34\u201c\u4ea7\u54c1\u597d\u4f46\u7528\u6237\u8fd8\u6ca1\u611f\u53d7\u5230\u75db\u201d\u7684\u7a98\u5883\u3002\u53e6\u5916\uff0c\u201cAI \u9a71\u52a8\u201d\u662f\u73b0\u4ee3 SaaS \u7684\u6807\u914d\u7528\u8bed\uff0cClawSecure \u9700\u8981\u66f4\u660e\u786e\u5730\u5c55\u793a\u5176 AI \u6a21\u578b\u5728\u5177\u4f53\u573a\u666f\u4e0b\uff08\u5982\u4ee3\u7801\u7a81\u53d8 vs \u4ee3\u7801\u66f4\u65b0\uff09\u7684\u51b3\u7b56\u903b\u8f91\u548c\u51c6\u786e\u7387\u6570\u636e\uff0c\u800c\u975e\u505c\u7559\u5728\u201c\u884c\u4e3a\u5206\u6790\u201d\u7684\u5ba3\u4f20\u4e0a\u3002\u5982\u679c\u5b83\u771f\u80fd\u6210\u4e3a Agent \u751f\u6001\u7684\u201cWindows \u5b89\u5168\u4e2d\u5fc3\u201d\uff0c\u90a3\u4f30\u503c\u5929\u82b1\u677f\u4f1a\u5f88\u9ad8\u3002\u4f46\u524d\u63d0\u662f\uff0c\u5b83\u5fc5\u987b\u5148\u6d3b\u8fc7\u8fd9\u4e2a\u5b89\u5168\u4ea7\u54c1\u201c\u53eb\u597d\u4e0d\u53eb\u5ea7\u201d\u7684\u521d\u671f\u9636\u6bb5\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\">ClawSecure<\/span>\n <\/div>\n<div class=\"comment-content\">ClawSecure is the AI-powered antivirus for AI agents. Pre-install scanning, real-time runtime monitoring, an in-agent Security Companion Agent, and a sub-200ms Verification API. Full 10\/10 OWASP ASI coverage. 41% of top agents are dangerous. Free, no signup. clawsecure.ai<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b I’m J.D., founder of ClawSecure.<\/p>\n<\/p>\n<p>Your AI agents are running with full system access. No verification. No oversight. 41% are dangerous. 1 in 5 send data to attackers. 22.9% silently mutate code after install. 1.6M+ get installed every week. Zero security underneath. \ud83d\udea8<\/p>\n<\/p>\n<p>After a decade securing AI and Web3 at scale (2x exited founder, Bloomberg, CNBC, NYSE, NASDAQ), I’ve watched billions disappear when ecosystems scale faster than their security. It’s happening again, but faster than any cycle before.<\/p>\n<\/p>\n<p>We built what the AI agent economy was missing: AI-powered scanning, real-time runtime monitoring, an AI security agent, and a sub-200ms Verification API. Full 10\/10 OWASP ASI. Free, no signup, 30 seconds.<\/p>\n<\/p>\n<p>Hyped to be back on PH \ud83d\ude80<\/p>\n<\/p>\n<p>Ask us anything, challenge us, or share what’s keeping you up at night about agent security \u2014 I’ll be here all day!<\/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\/@jdsalbego\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jdsalbego<\/a> Hey J.D., huge congrats on the launch. With OWASP ASI 10\/10, how do you recommend founders prioritize between runtime monitoring vs. the Verification API for early detection of shadow agents?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jdsalbego\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jdsalbego<\/a> Many congratulations on the launch, J.D. \ud83d\ude42<\/p>\n<\/p>\n<p>Thrilled to see ClawSecure on The Pitch leaderboard. I am rooting for it since its first launch! <\/p>\n<\/p>\n<p>Everyone is building OpenClaw AI agents, there’s hardly any security solution for them. Hence this is a refreshing + critically important category to pioneer. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">If an AI agent mutates code after install, how does ClawSecure distinguish malicious behavior from self-improving workflows?<\/div>\n<div class=\"comment-actions\">\n<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\/@divyanshu_kandpal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@divyanshu_kandpal<\/a> Great question. Not every code change is malicious. Developers push legitimate updates, dependencies get patched, skills evolve. When Watchtower detects hash drift, it triggers an automatic full rescan through our 3-layer audit protocol. The updated code gets analyzed the same way a fresh install would: our proprietary engine evaluates whether the changes introduce actual threat patterns like C2 callbacks, credential exfiltration endpoints, or permission escalation, versus benign updates like bug fixes or feature additions.<\/p>\n<\/p>\n<p>The key is context-aware intelligence. Our engine understands the difference between a skill legitimately using system-level capabilities (which is standard for any useful agent) and a skill abusing those same capabilities to exfiltrate data or execute unauthorized commands. A dependency update that patches a vulnerability scores differently than one that introduces an obfuscated payload. The rescan produces an updated Security Audit Report with the new risk score, so users can see exactly what changed and whether the change made the skill safer or more dangerous.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 feels like one of those \u201cboring but super necessary\u201d tools. If AI agents are touching real user data, having security audits + live monitoring built in is a pretty big deal.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@le_ng_c_dan_nhi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@le_ng_c_dan_nhi<\/a> “Boring but necessary” is the best compliment a security product can get. The boring infrastructure is what everything else runs on top of. Nobody thinks about antivirus until they need it, and by then it’s too late.<\/p>\n<\/p>\n<p>And you’re right, once agents are touching real user data, email, files, credentials, payment tools, the blast radius of a compromised skill isn’t theoretical anymore. That’s exactly why we built runtime monitoring beyond just scanning. Knowing a skill was safe when you installed it isn’t enough. You need continuous visibility into what your entire agent environment is actually doing. Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just spent 5 mins playing with the free scanner. Found two agents I’d been using that had elevated permissions I didn’t realize. The 30-second promise seems to be delivered. Congrats <a href=\"https:\/\/www.producthunt.com\/@jdsalbego\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jdsalbego\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jdsalbego<\/a> and the team! GL today with the pitch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> That “I didn’t realize” moment is exactly why we built this. Most people have no idea what their agents are actually doing until they see it laid out in a report. Elevated permissions hiding in plain sight is one of the most common findings across the 10,000+ agents we’ve audited.<\/p>\n<\/p>\n<p>Glad the scanner delivered. And if you want to go deeper than individual scans, the runtime monitoring dashboard maps your entire agent environment, every permission, every connection, every blast radius, so nothing stays hidden. Thanks for the kind words on the pitch, appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Out of all products today this one attracted most with its 22.9% post-install mutation stat. And the “code is the attack” framing makes sense for an ecosystem with no sandboxing. Interested if you catche mutations in transitive dependencies too or just the top-level skill code itself? Anyways, solid work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Really appreciate that. The “code is the attack” framing came directly from watching what happens in an ecosystem where skills ship with full system access and no permissions model. It’s not a runtime anomaly when the code itself is the weapon.<\/p>\n<\/p>\n<p>To your question: yes, we cover both. The pre-install scan resolves the full recursive dependency tree and checks for known CVEs, compromised packages, unpinned semver ranges that are vulnerable to hijack, and typosquatting on known packages. Watchtower then monitors for hash drift across the entire skill codebase, so if a transitive dependency gets compromised in an update, the hash change triggers an automatic rescan through the full 3-layer protocol. That’s actually one of the sneakiest attack vectors in the ecosystem: the top-level skill code stays clean while a nested dependency quietly introduces the payload. We catch both layers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Congrats on the launch. Security for AI Agent, the next huge topic.<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>how you handle false positives in the audits?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@divya_kothari1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@divya_kothari1<\/a> False positive rates are low across our platform because of how the detection architecture is designed. Our proprietary engine runs context-aware intelligence that classifies threats based on how AI agents actually operate, not generic code patterns. It differentiates legitimate system-level capabilities like clipboard access, filesystem operations, and shell execution from genuine exfiltration and malicious behavior by analyzing the full behavioral context: what file the pattern appears in, how data flows through the skill, whether external endpoints match known malicious infrastructure, and whether the behavior aligns with what the skill declares it does.<\/p>\n<\/p>\n<p>Beyond static analysis, our AI-powered runtime monitoring adds a completely different detection dimension. It continuously analyzes metadata telemetry across your entire agent environment, every skill, MCP server, CLI tool, and configuration, using LLM-driven threat classification to score risk, detect behavioral anomalies, and flag deviations in tool call patterns. When you’re correlating declared permissions against actual runtime behavior and measuring that against a dataset of millions of audited agents, the signal-to-noise ratio improves significantly. Static analysis tells you what code could do. Runtime behavioral analysis tells you what it’s actually doing. The combination is what keeps false positives low and true detection high.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I would like to receive an alert on my Slack whenever Watchtower detects suspicious behavior. Congrats on launching. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iamanantgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamanantgupta<\/a> Thanks! Slack integration is on our near-term roadmap and one of the most requested features from our community. Right now Watchtower alerts surface through the runtime monitoring dashboard in real time and via email and Telegram notifications. The detection infrastructure already generates the events the moment hash drift or a behavioral anomaly is caught, so adding Slack and Discord as notification channels is a straightforward build on top of what’s already there. It’s coming soon. Appreciate the feedback, it helps us prioritize.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jdsalbego\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jdsalbego\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jdsalbego<\/a> ! Most teams I know are still on manual review and version pinning until something goes wrong. What’s usually the thing that pushes them to actually adopt ClawSecure? And what does the first week look like once they’re in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@juan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juan<\/a> Thanks! The honest answer is usually data shock. Someone scans a skill they’ve been running for months, expecting a clean report, and discovers credential exfiltration patterns or shell execution they had no idea was there. That moment shifts everything from “I should probably look into security” to “what else is running in my environment that I haven’t checked?”<\/p>\n<\/p>\n<p>The second trigger is realizing that manual review and version pinning only covers what you can see at one point in time. 22.9% of skills in our dataset changed their code after install. A skill can pass every check on day one and quietly mutate on day five. Once users experience that personally through Watchtower <\/p>\n<p>flagging something they already trusted, the need for continuous monitoring clicks immediately.<\/p>\n<\/p>\n<p>The first week is straightforward. Most users start with the free scanner to audit everything they’re currently running. That takes an afternoon since each scan is about 30 seconds. They see their Security Audit Reports, identify what’s clean and what needs attention, and Watchtower starts tracking everything for code changes automatically.<\/p>\n<\/p>\n<p>From there, the users who are running agents in any real capacity quickly move into runtime monitoring. One command installs the daemon, and suddenly they have full visibility into their entire agent environment: every skill, every MCP server, every CLI tool, permission maps showing blast radius, configuration audits, and AI-powered risk scoring across everything. The dashboard gives them a single view across all their tracked agents with real-time alerts instead of manually checking individual reports.<\/p>\n<p>The shift from “I scanned a few skills” to “I can see my entire agent environment and what every component is actually doing” is usually what converts free users to paid. That’s by design. The free tools show you the problem. Runtime monitoring shows you the full picture and keeps watching it continuously.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<\/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\/RXPBBH5AYSU33A\" class=\"app-title\">Warp Open-Source<\/a><\/p>\n<div class=\"one-liner\">Agentic development environment built with the community<\/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>Warp Open-Source \u662f\u4e00\u4e2a\u901a\u8fc7\u793e\u533a\u4e0eAI\u4ee3\u7406\u534f\u4f5c\uff0c\u5c06\u4ee3\u7801\u7f16\u5199\u3001\u6d4b\u8bd5\u7b49\u7e41\u7410\u5de5\u4f5c\u4ea4\u7531Oz\u4ee3\u7406\u5904\u7406\uff0c\u8ba9\u5f00\u53d1\u8005\u805a\u7126\u4e8e\u521b\u610f\u4e0e\u9a8c\u8bc1\u7684\u201c\u534a\u76d1\u7763\u5f0f\u201d\u5f00\u6e90\u5f00\u53d1\u73af\u5883\uff0c\u65e8\u5728\u89e3\u51b3\u4f20\u7edf\u5f00\u6e90\u9879\u76ee\u7ef4\u62a4\u8005\u4eba\u529b\u74f6\u9888\u548cAI\u5de5\u5177\u7f3a\u4e4f\u4eba\u4e3a\u5ba1\u6838\u95ed\u73af\u7684\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bdeb8ef4-4cac-41cf-8725-638894cae189.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2aaa7209-b052-4cb1-a5ff-92056ec47aeb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/39cefa5e-a11a-4e84-9fb3-40371f30fb85.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12738e4b-63c5-4227-94fc-ce3c061c82e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f226aeb-b8fc-4392-a44e-e522378cc314.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\/20f200b5-0d1e-40bb-9af5-41b2571744d6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=eRsoRbJs8O0\"><source src=\"https:\/\/www.youtube.com\/watch?v=eRsoRbJs8O0\" 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\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/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\">\u5f00\u6e90\u7ec8\u7aef<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u73af\u5883<\/span><br \/>\n <span class=\"tag\">Oz\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">PR\u5ba1\u6838<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d4b\u8bd5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5f00\u6e90\u7b56\u7565\uff0c\u4f46\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a1\uff09BYO\u672c\u5730\u6a21\u578b\u652f\u6301\uff08\u5982Ollama\uff09\u4ee5\u4fdd\u62a4NDA\u4ee3\u7801\uff1b2\uff09\u793e\u533a\u8d21\u732e\u7684PR\u5ba1\u6838\u901f\u5ea6\u4e0e\u5b89\u5168\u6846\u67b6\uff1b3\uff09AI\u81ea\u52a8\u5316\u4e0e\u5f00\u53d1\u8005\u63a7\u5236\u6743\u7684\u5e73\u8861\uff1b4\uff09\u8de8\u547d\u4ee4\u4f1a\u8bdd\u7684\u4e0a\u4e0b\u6587\u4fdd\u6301\u80fd\u529b\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u672c\u5730\u6a21\u578b\u652f\u6301\u5c06\u5728\u4e00\u4e24\u5468\u5185\u843d\u5730\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 Warp\u7684\u91ce\u5fc3\u4e0d\u6b62\u4e8e\u505aAI\u7ec8\u7aef\uff0c\u5b83\u8bd5\u56fe\u91cd\u6784\u5f00\u6e90\u534f\u4f5c\u7684\u5e95\u5c42\u8303\u5f0f\u2014\u2014\u7528\u201c\u76d1\u7763\u5f0f\u81ea\u52a8\u5316\u201d\u66ff\u4ee3\u4f20\u7edf\u7684\u201c\u4f17\u5305\u5f0f\u201d\u8d21\u732e\u3002\u521b\u59cb\u4ebaZach\u70b9\u51fa\u7684\u201c\u6700\u5927\u74f6\u9888\u5df2\u4ece\u5199\u4ee3\u7801\u53d8\u4e3a\u4eba\u4e3a\u9a8c\u6536\u201d\u662f\u7cbe\u51c6\u7684\u884c\u4e1a\u6d1e\u5bdf\u3002\u7136\u800c\uff0c\u8fd9\u6b65\u68cb\u5b58\u5728\u4e09\u91cd\u98ce\u9669\uff1a\u9996\u5148\uff0c\u76ee\u524d\u7cfb\u7edf\u9ad8\u5ea6\u4f9d\u8d56Warp\u7684\u81ea\u6709\u4e91\u4ee3\u7406Oz\uff0c\u5bf9\u4e8e\u4f01\u4e1a\u7ea7\u7528\u6237\u5173\u5fc3\u7684NDA\u4ee3\u7801\u548c\u79c1\u6709\u7f51\u7edc\u73af\u5883\uff0c\u5373\u4fbf\u627f\u8bfa1-2\u5468\u5185\u652f\u6301BYO\u6a21\u578b\uff0c\u4f46\u82e5\u65e0\u6cd5\u5728\u672c\u5730\u6216\u5185\u7f51\u5b9e\u73b0\u5b8c\u6574\u4ee3\u7406\u7f16\u6392\uff0c\u5176Agentic\u80fd\u529b\u5c06\u5927\u6253\u6298\u6263\u3002\u5176\u6b21\uff0c\u201c\u4eba\u673a\u534f\u4f5c\u201d\u8868\u9762\u662f\u63d0\u6548\uff0c\u5b9e\u5219\u662f\u5c06\u5ba1\u6838\u538b\u529b\u4ece\u4ee3\u7801\u5ba1\u67e5\u8f6c\u79fb\u5230\u4e86\u201c\u89c4\u8303\u5ba1\u67e5\u201d\u2014\u2014\u793e\u533a\u8d21\u732e\u8005\u5199\u4ee3\u7406\u6587\u6863\u7684\u80fd\u529b\u53ef\u80fd\u8fdc\u5dee\u4e8e\u5199\u4ee3\u7801\u7684\u5b9e\u529b\uff0c\u5bfc\u81f4\u201c\u4e0a\u6e38\u89c4\u8303\u6c61\u67d3\u201d\u800cOz\u65e0\u6cd5\u515c\u5e95\uff0c\u8fd9\u5728\u8bc4\u8bba\u4e2d\u5df2\u6709\u7528\u6237\u63d0\u51fa\u3002\u6700\u540e\uff0c500+\u8d21\u732e\u8005\u300156K\u661f\u6807\u7684\u7206\u53d1\u5f0f\u589e\u957f\u7a76\u7adf\u80fd\u7ef4\u6301\u591a\u4e45\uff1f\u5f53\u57fa\u7840\u8bbe\u65bd\u5e73\u53f0\uff08Warp Core\uff09\u95ee\u9898\u66b4\u9732\u65f6\uff0c\u793e\u533a\u662f\u5426\u4f1a\u56e0\u7f3a\u4e4f\u51b3\u7b56\u53c2\u4e0e\u611f\u800c\u6d41\u5931\uff1fWarp\u7684\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u5b9e\u73b0\u201cAI\u5199\u4ee3\u7801\u201d\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u8bc1\u660e\u201cAI\u80fd\u53ef\u4fe1\u3001\u53ef\u63a7\u5730\u63a5\u53d7\u793e\u533a\u96c6\u4f53\u6307\u6325\u201d\u2014\u2014\u8fd9\u6070\u6070\u662f\u6240\u6709\u5f00\u6e90\u9879\u76ee\u6cbb\u7406\u90fd\u672a\u89e3\u51b3\u7684\u5965\u5fb7\u8d5b\u3002\u5982\u679c\u505a\u6210\u4e86\uff0c\u5b83\u662f\u5f00\u6e903.0\u7684\u91cc\u7a0b\u7891\uff1b\u5982\u679c\u505a\u7838\u4e86\uff0c\u5b83\u4e0d\u8fc7\u662f\u53c8\u4e00\u4e2a\u88ab\u5f00\u53d1\u8005\u5c1d\u9c9c\u540e\u5f03\u7528\u7684\u5957\u58f3\u73a9\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\">Warp Open-Source<\/span>\n <\/div>\n<div class=\"comment-content\">The best, longest-lasting software is built with the people who use it, so we’ve opened up Warp to the community. To make this possible, Oz-managed agents do the heavy lifting (coding, planning, testing), letting community members focus on ideas, direction, and verification. 25K+ stars added and 500+ contributors in week one.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt community,<\/p>\n<\/p>\n<p>Zach here, founder of Warp. Two weeks ago we open-sourced Warp \u2014 and honestly, the response blew us away. We\u2019re bringing it to Product Hunt today because this community is exactly the kind of community we want to build with.<\/p>\n<\/p>\n<p>The short version: Warp is now open-source, and the community can participate in building it using an agent-first workflow managed by Oz, our cloud agent orchestration platform. Community members shape direction and verify behavior. Oz-managed agents do a lot of the implementation heavy lifting. The Warp team reviews and ships.<\/p>\n<\/p>\n<p>We’re doing this because we think we can ship a better Warp, more quickly, by working with our community to supervise a fleet of agents. The biggest bottleneck to development is no longer writing code \u2014 it’s the human-in-the-loop activities around it: deciding what to build, speccing it clearly, and making sure it’s right. Opening up lets us be more responsive to users and work with them on the long tail of our backlog.<\/p>\n<p>The response so far has been pretty wild:<\/p>\n<ul>\n<li>\n<p>25K+ new GitHub stars in week one \u2014 we more than doubled, to around 56K<\/p>\n<\/li>\n<li>\n<p>500+ unique contributors opened hundreds of PRs<\/p>\n<\/li>\n<li>\n<p>Great conversations with the community about what people want to see in Warp next<\/p>\n<\/li>\n<\/ul>\n<p>We still have a lot to figure out to build the right workbench for agentic development. For example, we\u2019re actively discussing how to support local and arbitrary models in a way that matches what users actually want, not just what is easiest for us.<\/p>\n<\/p>\n<p>Would love to hear: what would you want to build or fix in Warp? And what are you skeptical about?<\/p>\n<\/p>\n<p>Check out the repo: <a href=\"https:\/\/github.com\/warpdotdev\/warp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/warpdotdev\/warp<\/a><\/p>\n<p>Watch what the agents are up to: <a href=\"https:\/\/build.warp.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/build.warp.dev<\/a><\/p>\n<\/p>\n<p>Thanks for checking it out \u2014 excited to build this together.<\/p>\n<\/p>\n<p>\u2014 Zach<\/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\/@zach_lloyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zach_lloyd<\/a>  I love the idea of an agentic development environment, especially one built with the community – it’s amazing to see collaboration like that. What’s your strategy for getting Warp in front of the right developers, and do you think leveraging communities that have already shown interest in similar open-source projects will be a key part of that? Finding warm leads has been crucial for my own launches, and I’m curious if you’re taking a similar approach with Warp.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zach_lloyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zach_lloyd<\/a>  the prompt already takes longer to write than the diff takes to read on solo agent work, and that’s with the codebase in my head. spec-and-verify is what i’d watch when community contributors without that context start handing specs to Oz. specs go bad upstream and Oz can’t catch what wasn’t asked for. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super bold move, but also savvy. <\/p>\n<\/p>\n<p>Proprietary software is no longer a moat like it once was; even more important is to consider that if you’re not fixing your customer’s edge cases and bugs at <em>agentic speed<\/em>, they’re going to go elsewhere or just roll their own solution.<\/p>\n<\/p>\n<p>Warp going open source means that the community can take more agency over their experience and <a href=\"https:\/\/github.com\/warpdotdev\/warp\/blob\/master\/CONTRIBUTING.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">fix the paper cuts<\/a> that the Warp Corp team just doesn’t have enough time or attention cycles to prioritize.<\/p>\n<\/p>\n<p>I am curious about how fast PRs will be approved though, and what kind of scaffolding Warp will need to add to manage the community!<\/p>\n<\/p>\n<p>Here’s a high level look at the <strong>contribution flow<\/strong>. Steps owned by the contributor are shown in yellow; steps owned by the Warp team or Oz are shown in blue:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85539186-c92f-4a06-ac2a-abf9bab6094d.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>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>Thank you <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a>! \ud83d\ude4c <\/p>\n<\/p>\n<p>Totally agree, and it’s been super exciting to see what the community has been building and adding to Warp. Over the past 2 weeks, we’ve continuously been making changes to our internal processes so we can be on top of the repo. It’s definitely something that we expect to evolve so we can get those PRs merged in fast and give a great experience to our contributors.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>oss ftw!<\/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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> absolutely \ud83d\ude4c <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Opening the source while keeping Oz as the heavy-lift layer is an interesting bet. Most OSS terminals stall because reviewers can’t keep up with PRs, so routing implementation through managed agents and keeping humans on specs and verification might actually scale. I’m watching the local model question closely. For me, the dealbreaker is whether I can point Warp at a local Ollama endpoint without losing the agent orchestration UX. If Oz only orchestrates cloud models, that’s a non-starter for anyone with NDA codebases. Any rough timeline on a BYO-endpoint config?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@brainystudy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brainystudy<\/a> totally agree, it’s been very important to us that our process scales, and the Oz agent managed workflows have been working out very well.<\/p>\n<p>Re: BYO-endpoint, we’re currently working on adding support and is a high-prio item on our immediate roadmap. Expecting it to land in the next 1-2 weeks. You can also check out this discussion for more details: <a href=\"https:\/\/github.com\/warpdotdev\/warp\/discussions\/9619#discussioncomment-16831279\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/warpdotdev\/warp\/discussions\/9619#discussioncomment-16831279<\/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>It’s good to see Warp going open-source, but I’m curious how the community plans to handle plugin contributions. Are there frameworks in place to ensure security and compatibility, especially with potential third-party integrations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the move to open-source. For the agentic features, how are you balancing the ‘magic’ of automation with the developer’s need for granular control? It’s a tough line to walk.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> Great question! Developer control is important and keeping humans-in-the-loop is what makes this system more valuable. Human discretion comes in at a couple of places:<\/p>\n<p>1. Maintainers get to decide whether issues are complex enough to require specs or straight-forward enough to go straight to code. This keeps the decision about complexity and goals in the hands of human operators.<br \/>2. All the agents are flexible and rely on repo-specific skills that outline how they should triage, write specs, and review PRs. This let’s each repo dictate its priorities and goals in skill files that the agent respects.<br \/>3. Oz can respond to maintainer requests on any PR, allowing operators to quickly jump in and steer PRs from any contributor with Oz based on their priorities. Our team uses this to carry PRs to the last mile with fine-tuned adjustments all the time. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Going open source is a bold move for Warp. The terminal space is one of those areas where developer trust matters more than features \u2014 and open source is the fastest way to earn it.<\/p>\n<p>As someone who spends most of my day in the terminal building and deploying, the “agentic” part is what interests me most. How does it handle context? The biggest limitation I’ve seen with AI-in-terminal tools is they lose context between commands. If Warp can maintain a running understanding of what I’m working on across a whole session, that’s genuinely different from just having an inline copilot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ytubviral\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ytubviral<\/a> So, the interesting thing about Warp is that it started out as a terminal and evolved the agentic features on top. We’ve got a dedicated terminal subagent that’s really good at working with commands that are launched by the agent and processing their outputs. Warp also treats each command execution as a “block” that you can capture as explicit context into an agent request. I use this all the time to pipe build errors or logs in to the agent to analyze. If you’re curious to see all this in action, I’d definitely recommend trying Warp out yourself and seeing how it plugs into your terminal workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/33OUNMSCT7MK3F\" class=\"app-title\">Weavable<\/a><\/p>\n<div class=\"one-liner\">Give every AI agent persistent work context<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">175<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Weavable\u901a\u8fc7\u6301\u7eed\u66f4\u65b0\u7684\u6d3b\u52a8\u56fe\u8c31\u4e3aAI\u4ee3\u7406\u63d0\u4f9b\u6301\u4e45\u3001\u5b9e\u65f6\u7684\u4e1a\u52a1\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u4ee3\u7406\u56e0\u76f4\u63a5\u8fde\u63a5API\u5bfc\u81f4token\u6d6a\u8d39\u6216\u4f7f\u7528\u9759\u6001\u77e5\u8bc6\u5e93\u5bfc\u81f4\u4e0a\u4e0b\u6587\u8fc7\u65f6\u7684\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbc1f6c8-3f00-4345-b968-1d30a7065611.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f79bd370-038c-4a93-ba2c-6167b42309ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a2c8ced-4531-4912-a189-98b280197d84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/63539167-bd68-493c-b1cc-9d20c9c1865f.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\/a2df1e4f-00c2-420d-bc47-68604362608d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Lo9P7lngP7c\"><source src=\"https:\/\/youtu.be\/Lo9P7lngP7c\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Operations<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">MCP\u7aef\u70b9<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Token\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u6d3b\u52a8\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u6d3b\u52a8\u56fe\u8c31\/\u53d8\u66f4\u65e5\u5fd7\u89e3\u51b3\u4e0a\u4e0b\u6587\u52a8\u6001\u6027\u7684\u601d\u8def\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u591a\u6a21\u578b\u5bf9\u540c\u4e00\u4e0a\u4e0b\u6587\u7684\u89e3\u91ca\u5dee\u5f02\u3001\u6743\u9650\u6cbb\u7406\u5982\u4f55\u968f\u89c4\u6a21\u6269\u5c55\u3001\u5feb\u901f\u53d8\u5316\u573a\u666f\u4e0b\u7684\u5b9e\u65f6\u6027\u3001\u4ee5\u53ca\u65e7\u6570\u636e\u5bfc\u81f4\u4ee3\u7406\u6df7\u6dc6\u7684\u4e0a\u4e0b\u6587\u4fee\u526a\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 Weavable\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u6781\u5176\u7cbe\u51c6\u4e14\u6602\u8d35\u7684\u75db\u70b9\u2014\u2014AI\u4ee3\u7406\u5728\u4f01\u4e1a\u843d\u5730\u65f6\u7684\u201c\u4e0a\u4e0b\u6587\u65ad\u88c2\u201d\u3002\u4f20\u7edf\u65b9\u6848\u8981\u4e48\u8ba9\u4ee3\u7406\u5728\u539f\u59cbAPI\u6570\u636e\u4e2d\u201c\u5927\u6d77\u635e\u9488\u201d\uff0c\u70e7\u6389\u5927\u91cfToken\uff1b\u8981\u4e48\u4f9d\u8d56RAG\u7684\u5feb\u7167\uff0c\u5bfc\u81f4\u51b3\u7b56\u6ede\u540e\u4e14\u4e0d\u51c6\u786e\u3002Weavable\u63d0\u51fa\u7684\u201c\u6d3b\u52a8\u56fe\u8c31\u201d\u672c\u8d28\u4e0a\u662f\u5c06\u6602\u8d35\u7684\u3001\u5b9e\u65f6\u7684\u4e0a\u4e0b\u6587\u63a8\u7406\u5de5\u4f5c\u4ece\u6a21\u578b\u4fa7\u524d\u7f6e\u5230\u57fa\u7840\u8bbe\u65bd\u5c42\uff0c\u7528\u7ed3\u6784\u5316\u7684\u53d8\u66f4\u65e5\u5fd7\u66ff\u4ee3\u91cd\u590d\u7684\u68c0\u7d22\u548c\u63a8\u7406\u5faa\u73af\u3002\u5176\u5ba3\u79f0\u768490%Token\u8282\u7701\u548c85%\u7684\u8f93\u51fa\u504f\u597d\u5e76\u975e\u8425\u9500\u5671\u5934\uff0c\u800c\u662f\u67b6\u6784\u4f18\u5316\u7684\u76f4\u63a5\u7ed3\u679c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u5e76\u4e0d\u5728\u6280\u672f\uff0c\u800c\u5728\u751f\u6001\u4f4d\u3002\u5f53\u524d\u5e02\u573a\u4e0a\uff0cMCP\uff08Model Context Protocol\uff09\u6b63\u5728\u6210\u4e3a\u8fde\u63a5\u6a21\u578b\u4e0e\u6570\u636e\u7684\u884c\u4e1a\u6807\u51c6\uff0c\u800cWeavable\u672c\u8d28\u4e0a\u662f\u5728MCP\u4e4b\u4e0a\u6784\u5efa\u4e86\u4e00\u4e2a\u66f4\u201c\u806a\u660e\u201d\u7684\u4e2d\u95f4\u5c42\u3002\u8fd9\u4e2a\u4e2d\u95f4\u5c42\u6709\u4ef7\u503c\uff0c\u4f46\u5b83\u7684\u547d\u8fd0\u53d6\u51b3\u4e8e\u4e24\u70b9\uff1a\u5176\u4e00\uff0c\u80fd\u5426\u907f\u514d\u6ca6\u4e3a\u201c\u4e34\u65f6\u8865\u4e01\u201d\uff0c\u800c\u662f\u771f\u6b63\u6210\u4e3a\u4f01\u4e1a\u4e0a\u4e0b\u6587\u6cbb\u7406\u7684\u6807\u51c6\u5316\u5c42\uff1b\u5176\u4e8c\uff0c\u5176\u6cbb\u7406\u6a21\u578b\uff08\u57fa\u4e8eOAuth\u7684\u4e0a\u4e0b\u6587\u9694\u79bb\uff09\u5728\u4f01\u4e1a\u590d\u6742\u6743\u9650\u4f53\u7cfb\u4e0b\u7684\u53ef\u64cd\u4f5c\u6027\u4ecd\u6709\u5f85\u9a8c\u8bc1\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u591a\u6a21\u578b\u89e3\u91ca\u5dee\u5f02\u201d\u548c\u201c\u6743\u9650\u8fb9\u754c\u201d\u7684\u8ffd\u95ee\uff0c\u6070\u6070\u70b9\u51fa\u4e86\u5176\u5f53\u524d\u67b6\u6784\u7684\u76f2\u533a\u2014\u2014\u5b83\u4f18\u5316\u4e86Token\u6548\u7387\uff0c\u4f46\u6682\u672a\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u6a21\u578b\u884c\u4e3a\u7684\u4e00\u81f4\u6027\u4e0e\u6570\u636e\u5b89\u5168\u7684\u6839\u672c\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aWeavable\u662f\u5f53\u524dAI\u4ee3\u7406\u5de5\u4f5c\u6d41\u4e2d\u4e00\u4e2a\u4f18\u96c5\u4e14\u5fc5\u8981\u7684\u201c\u52a0\u901f\u5e26\u201d\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u4f01\u4e1a\u7ea7\u4e0a\u4e0b\u6587\u7684\u6838\u5fc3\u201c\u951a\u70b9\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u6807\u51c6\u5316\u4e0e\u6cbb\u7406\u6df1\u5ea6\u4e0a\u6301\u7eed\u8fdb\u5316\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Weavable<\/span>\n <\/div>\n<div class=\"comment-content\">Weavable gives AI agents persistent, live work context from the tools your business already runs on. Through a single MCP endpoint, it turns scattered updates, relationships, and system changes into a usable context layer so agents can reason more accurately without constantly re-ingesting data. The result is lower token usage, better outputs, and more reliable agent behavior across real business workflows.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I’m Abesh, co-founder of That Works, and today we are launching <a href=\"https:\/\/weavable.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Weavable.<\/a><\/p>\n<\/p>\n<p><strong>The Problem<\/strong><\/p>\n<p>Teams building agentic workflows are sitting on a goldmine of work context: decisions, relationships, pipeline data and support history that is spread across every tool they use. Getting that context into agents reliably is still harder than it should be.<\/p>\n<\/p>\n<p>Most approaches follow one of two flawed paths:<\/p>\n<p>\u274c <strong>Direct app connections<\/strong> – raw API and MCP responses flood the model, token costs balloon, and the agent burns its context window figuring out what matters instead of acting on it.<\/p>\n<p>\u274c <strong>Static knowledge bases or RAG<\/strong> – context goes stale the moment it’s captured. Agents work from the last snapshot and confidently get things wrong.<\/p>\n<\/p>\n<p>So we built <strong>Weavable<\/strong>.<\/p>\n<\/p>\n<p>The difference is measurable: <strong>one-tenth the tokens<\/strong> compared to direct app connections, with <strong>outputs preferred 85%<\/strong> of the time in LLM-as-a-judge evals.<\/p>\n<\/p>\n<p><strong>How Weavable is Different \ud83d\udd0c<\/strong><\/p>\n<p>Weavable is context infrastructure for AI agents. Instead of dumping raw data at the model or freezing a snapshot, Weavable maintains a continuous updating changelog across your actual work tools, so the knowledge graph your agents reason from is always mapped, reconciled, and up to date.<\/p>\n<\/p>\n<p>\ud83d\udd37 <strong>Connect your tools<\/strong>: one OAuth flow covers HubSpot, Slack, Zendesk, Jira, GitHub, email. Scoped access, no broad permissions.<\/p>\n<p>\ud83d\udd37 <strong>Define shared contexts<\/strong>: customer health might live across your HubSpot pipeline, Zendesk queue, and a Slack channel. Weavable pulls that together into a single context your whole team’s agents reason from. No per-agent app connections, no duplicated permissions, no visibility gaps.<\/p>\n<p>\ud83d\udd37 <strong>Plug it in<\/strong>: one MCP endpoint into Claude, Cursor, n8n, or any client you’re running. Live in a few minutes.<\/p>\n<\/p>\n<p><strong>Who is this for?<\/strong><\/p>\n<p>If you’re building or operating agentic workflows on top of real work data, and you’re tired of silent failures, token blowout, and context that’s always slightly wrong – Weavable is built for you.<\/p>\n<\/p>\n<p><strong>\ud83d\ude80 Get started today<\/strong><\/p>\n<p>Start free for 30 days, full access, no card required at <a href=\"http:\/\/weavable.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">weavable.ai<\/a><\/p>\n<p>\u2014 Abesh & Varun<\/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\/@abesh_thakur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abesh_thakur<\/a> I love how Weavable is tackling the challenge of giving AI agents persistent work context – it’s a game-changer for efficiency. The concept of persistent work context really resonates with me, especially with the tagline highlighting its importance. How are you planning to reach potential customers who have already shown interest in similar AI-related products, I’ve found targeting warm leads who have upvoted similar products to be crucial in my own launches?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@abesh_thakur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abesh_thakur<\/a> the change log is an excellent idea. Finding ways to provide contexts to agents is so valuable. 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\">\n<p>This is a really interesting point of view here. The activity-graph approach makes sense \u2014 context should reflect what’s <em>happening<\/em>, not just what was recorded.<\/p>\n<p>One question from our experience building Faindo: we connect to multiple AI models (ChatGPT, Perplexity, Gemini) and one challenge we keep hitting is that each model interprets the same context differently depending on how it was trained. Does Weavable normalize context before it hits the MCP endpoint, or does it stay model-agnostic and let the agent handle interpretation?<\/p>\n<p>Congrats on the launch, following the progress closely.<\/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\/@nerijusrimdzius\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nerijusrimdzius<\/a> Thanks, and a great question!<\/p>\n<\/p>\n<p>Weavable structures context before it hits the MCP endpoint. We rank it, denoise it, and resolve the connections that carry the most signal, so the downstream model gets a high-quality, ready-to-reason-over view rather than raw records to make sense of.<\/p>\n<\/p>\n<p>One thing we’ve noticed: because of how we construct the context, models in the same class tend to reason about it in similar ways. The structure is unambiguous enough that interpretation converges. Different classes of model still unlock different capabilities on top of that, but the floor moves up everywhere, and the variance within a class drops noticeably.<\/p>\n<\/p>\n<p>Curious where you’ve seen the biggest gaps across the three you’re running at Faindo. That’s exactly the kind of cross-model signal we want to be informed by.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nerijusrimdzius\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nerijusrimdzius<\/a> Thanks for sharing your build journey here. Since you brought up such an interesting (and real) issue with multiple models interpreting context differently, how have you been handling it so far at your end? Any good results\/hacks that you swear by?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Jumping in as the other maker.<\/p>\n<\/p>\n<p>Here\u2019s the bet underneath everything we built: work isn\u2019t just documents or records. It\u2019s activity. The things people and agents do over time. A renewal slips because three signals lined up across CRM, support, and Slack that nobody connected. A deal closes because of a conversation in a thread, not a field. <\/p>\n<p>The record is the residue. The work is what moved.<\/p>\n<\/p>\n<p>Most AI context tools either flatten all of that into a snapshot, or stitch together a handful of MCPs that make endless calls against flat records, pollute the context window, and still don\u2019t know what changed or why. We thought both were wrong.<\/p>\n<p>So we built Weavable on a deterministic engine that tracks how information changes, builds a changelog of every meaningful update, and stitches it into an activity graph. That graph is what your agent queries through the MCP endpoint. Not a summary, not a vector blob. A structured, time-aware picture of what\u2019s actually happening. And because your agent can query for the specific signals it needs, it doesn\u2019t ingest an entire workspace to find them. Less context window, less cost, sharper answers.<\/p>\n<p>Would love to hear from anyone who\u2019s tried to solve this differently. We think the activity-graph approach is the right primitive, but we\u2019re early enough that we want to be wrong out loud if we are.<\/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>This is very cool guys, congratulations. How does Weavable do in terms of speed at a practical level compared to connecting say claude code into all the individual data sources?<\/p>\n<p>We’ve found connecting to the data sources directly is slow as well as being token heavy, claude has to pull some data, build a context, then pull more data, from that figure out what else it needs, it goes on for a while, especially if some are through MCP, does this help with that as well? <\/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\/@seyed_danesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seyed_danesh<\/a> Thanks Seyed! Yes, this is one of the (many) things that Weavable is designed to fix.<\/p>\n<\/p>\n<p>You’re describing the iterative-retrieval loop: pull, reason, pull more, reason again. Each round trip costs latency and tokens, and with direct MCPs across multiple sources it compounds fast.<\/p>\n<\/p>\n<p>Weavable does that work upstream and continuously. By the time the agent queries, the connections are resolved, the signals are ranked, and the change history is already in the graph. The agent typically gets what it needs in one query against a context, not four against four data sources. Fewer round trips, lower latency, and roughly a tenth of the tokens.<\/p>\n<\/p>\n<p>In our testing we’ve not only found the responses to be of better quality but also found that the downstream model\/agent becomes better at adhering to instructions too! <\/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>Nice! I especially like the activity graph\/changelog approach because it treats context as something dynamic.<\/p>\n<p>Curious: how do you actually reduce token usage by 90%?<\/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\/@grantmac_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grantmac_<\/a> Thanks! Indeed, nothing about data is every static!<\/p>\n<\/p>\n<p>On the tokens: pulling raw data into the context window costs you twice. Once on ingestion, then again on reasoning, while the LLM connects records, sorts by recency, and figures out what matters. Weavable’s graph already knows the relationships and what changed when. The agent queries for the specific signals it needs, and the model only reasons over those.<\/p>\n<\/p>\n<p>The 90% is what we see on realistic workflows like pre-meeting briefs, renewal analysis, pipeline summaries, compared to the same thing built on raw MCP calls.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@grantmac_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grantmac_<\/a> thank you for taking a look, and for the encouragement!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Yes! I’ve been trying to solve this problem for months with various (often questionable) hacks. Love it. <\/p>\n<\/p>\n<p>One thing I\u2019ve been thinking about a lot with agentic systems is context governance.<\/p>\n<\/p>\n<p>Most team have hugely different sensitivity levels across data, customer conversations, board discussions, HR issues, commercial terms, etc. How does Weavable handle permissions and context boundaries so agents only reason from the information that specific users or teams should actually be able to see? <\/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\/@iamtherealcmk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamtherealcmk<\/a> Thanks Conor! Context governance is the right question to be asking as more sensitive work moves through agentic systems.<\/p>\n<\/p>\n<p>Two layers to how we handle it.<\/p>\n<\/p>\n<p>First, all connections to source apps are OAuth and read-only, tightly scoped. Weavable only sees what your OAuth scope permits.<\/p>\n<\/p>\n<p>Second, agents don’t connect to your data sources directly. They connect to <strong>contexts<\/strong> you’ve defined in Weavable: curated views with explicit data scopes. This set of HubSpot pipelines, those Slack channels, this Notion space, scoped to the user or team that should see it. Board discussions, HR, commercial terms each live in their own context with their own access rules. The governance boundary sits at the context layer, where you can model the actual sensitivity structure of your team, not at the data source where it’s brittle and easy to overshare.<\/p>\n<\/p>\n<p>Every query against a context is logged too: which agent, which user, which signals were retrieved. So you get an audit trail that matches the governance model.<\/p>\n<\/p>\n<p>What’s the shape of the hacks you’ve been running? \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iamtherealcmk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamtherealcmk<\/a> to add to this – you are absolutely thinking about the right things. There are some pretty good strides being made to tackle governance overall, but not at the pace at which it needs to keep up – and it’s not a matter of just shipping more dashboards.<\/p>\n<p>If you do have any working “hacks” that you are happy with – do share!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Really interesting launch, Abesh \ud83d\udc4f The continuous changelog approach feels like a big step forward compared to static RAG or raw API feeds. How do you see teams balancing the flexibility of shared contexts with the need to keep permissions tightly scoped as they scale?<\/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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Great question – it’s on point. <br \/>Every app is connected to a user’s context through OAuth, which means for teams using shared contexts, the underlying permission model is never changed – whatever they were able to see originally is what they can see using Weavable, nothing more, nothing less. This is a critical area of work for all things agentic, so clear UX and scoped context creation has been a pretty major focus for us as we build this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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 activity graph \/ changelog framing is strong.<\/p>\n<p>How do you decide which context should become a reusable workflow signal versus just being retrieved for one agent query?<\/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\/@fabian_exner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabian_exner<\/a> Thanks Fabian! That decision sits with you, not us. A context in Weavable is something you define and curate, so you decide whether a slice of your work data is worth standing up as a reusable view or just queried against a broader context.<\/p>\n<\/p>\n<p>In practice, two patterns: workflow-shaped (recurring jobs like renewal analysis or pipeline review, where the same signals get queried on a cadence) and exploratory (you query a broader context, find what matters, then decide if it’s worth crystallizing into its own).<\/p>\n<\/p>\n<p>Because the graph underneath is always live, contexts are easy to create, modify, and clone as you learn what the agent actually needs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@fabian_exner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabian_exner<\/a> Thanks 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>Massive congrats on the launch! \ud83d\ude80 One-tenth the tokens vs direct app connections, with 85% preference in LLM-as-judge evals \u2014 that’s a serious pair of numbers to lead with, and it maps to a real pain. Most agent setups I’ve seen either drown in raw API output or reason from a snapshot that’s already wrong. Treating context as live infra rather than a dump or a freeze is the right call. Signing up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dyballnoble\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dyballnoble<\/a> Thank you! “Live infra rather than a dump or a freeze” is a sharper way of putting it than we’ve managed ourselves \ud83d\ude00 <\/p>\n<p>The whole bet behind the activity graph is that context has to be a live, structured view of what’s happening, not a dump of static data handed to the model where reasoning happens at a language level. Work is about <em>things happening<\/em>, not just the end-state artifact. Looking forward to hearing what you think once you’re in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations. And happy product launch. <a href=\"https:\/\/www.producthunt.com\/@abesh_thakur\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"abesh_thakur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abesh_thakur<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks so much for your support <a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thanks for your support – means a lot to us! What kind of AI powered workflows have you been getting the most mileage out of for your day to day?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 product looks like a genuinely useful tool, but it was shared to me by somebody on LinkedIn selling upvotes as a service pretending that it is their product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lewisrogers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lewisrogers<\/a> Thanks for flagging this Lewis! To be clear, this was not us, but we really appreciate the good faith outreach to bring it up here rather than just ignoring it. If you can DM me the LinkedIn profile, we can follow up with PH so they can act on it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lewisrogers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lewisrogers<\/a> Took a quick look at ReadySetLaunch as well – congrats on building something that looks genuinely useful too! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch guys!<\/p>\n<\/p>\n<p>A lot of AI workflow tools solve \u201caccess to data,\u201d but not necessarily \u201cunderstanding evolving organizational context.\u201d <\/p>\n<p>Curious how you think about context drift over time. For example, if priorities, ownership, or relationships between systems change gradually across Slack, Jira, HubSpot, etc., how does Weavable ensure agents are reasoning from the current operational reality rather than stale inferred relationships?<\/p>\n<p>Also interested in whether you see this becoming more of a \u201csystem of context\u201d layer that other agent frameworks standardize around long term.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maxcameron\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxcameron<\/a> Excellent question Max, and thanks for the support!<br \/>There are a few ways to handle what you mentioned. We think of solving this through a combination of<\/p>\n<p>a) a changelog-based graph that keeps its context relational and up to date and<\/p>\n<p>b) being able to reason across these scoped contexts – for example, understanding the real state of a deal based on not just the last meeting notes left there, but continuing conversations on Slack threads internally<\/p>\n<p>These directionally already go a long way in determining the state of affairs, and we eventually have to get to a, as you called it, a system of context. You do raise a great point about standardization overall – lots to think through!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting approach. We use claude code heavily for our startup and the biggest friction is re-explaining context every session. Curious how this handles context that changes fast, like when you’re shipping multiple features in a day and the codebase is shifting under 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tjclayton\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tjclayton<\/a> great point, but this is also where building a changelog based graph really helps – in fact, being able to capture the fast moving codebase for example is essential because static snapshots, or multiple queries (like you hinted at in your case) isn’t going to get you reliably there or at a much greater cost.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 lack of long-term memory is usually what kills agent utility in SaaS. How does Weavable handle context pruning so the agent doesn’t get ‘confused’ by old or conflicting data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool! How do you think about trust boundaries when agents have persistent cross-system awareness?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@brucewalker_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brucewalker_<\/a> Great question! Since the apps connect to Weavable using OAuth, the system can only access and process data that a specific user is already permitted to see across contexts within the parent applications.<\/p>\n<p>On the other hand, if you want to use a global admin to share everything within a given set of tools across the organization, you can do so without having to reconfigure the entire system.<\/p>\n<\/p>\n<p>I think this approach makes governance across the AI stack much more manageable, and allows the system to scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">All the best \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<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\/@suhasmotwani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suhasmotwani<\/a> Thanks Suhas!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Persistent context across agents is the exact problem most multi-agent systems hit. Workspace isolation makes context sharing safer \u2014 without it, cross-tenant leakage is a real risk. How are you handling tenant boundaries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pengspirit666\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pengspirit666<\/a> Excellent question, and something we see quite often when working with larger companies.<br \/>The control itself is defined when you curate a context. That’s where <em>you set<\/em> which data scopes are in, which are out, and who the context is available to. Cross-tenant boundaries can be enforced both there and at the OAuth layer, depending on which connections each side of the boundary should be able to reach. Additionally, every query against a context is logged too: which agent, which user, which signals were retrieved so the entire flow becomes auditable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@pengspirit666\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pengspirit666<\/a> thanks for the great question and 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>\ud83d\udca5\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andreyv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreyv<\/a> \ud83d\ude80\ud83d\ude80\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/FZXHZAPXMQHI2M\" class=\"app-title\">MiroMiro v2<\/a><\/p>\n<div class=\"one-liner\">Inspect, edit, and export any website’s design<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">162<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MiroMiro v2\u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u8bbe\u8ba1\u5de5\u5177\uff0c\u8ba9\u5f00\u53d1\u8005\/\u8bbe\u8ba1\u5e08\u80fd\u50cf\u4f7f\u7528Figma\u4e00\u6837\uff0c\u5b9e\u65f6\u68c0\u67e5\u548c\u7f16\u8f91\u4efb\u610f\u7f51\u7ad9\u7684\u8bbe\u8ba1\u6837\u5f0f\uff08\u989c\u8272\u3001\u5b57\u4f53\u3001\u95f4\u8ddd\u3001\u9634\u5f71\uff09\uff0c\u5e76\u4e00\u952e\u5c06\u9009\u4e2d\u533a\u57df\u5bfc\u51fa\u4e3aTailwind\u6216HTML\/CSS\u4ee3\u7801\uff0c\u5927\u5e45\u7f29\u77ed\u4ece\u7075\u611f\u501f\u9274\u5230\u5b9e\u9645\u4ee3\u7801\u7684\u8f6c\u5316\u65f6\u95f4\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37eff685-6765-4ad2-813f-fe092016736a.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\/ebb1898d-27c4-4ccd-9471-18dc75473c8b.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\/e6edfe7c-450a-40ce-b63d-3639b545f2b1.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\/46e5f3da-b1e1-412c-af41-5d022326e0b1.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\/cab1220d-9157-4ac9-8fcc-d26585bb90aa.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\/16e115bc-5104-4073-9829-9e5682215243.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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bbe\u8ba1\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">Tailwind CSS<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5230\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u540c\u5176\u89e3\u51b3\u201c\u4ece\u89c6\u89c9\u5230\u4ee3\u7801\u201d\u7684\u75db\u70b9\uff0c\u5c24\u5176\u6b23\u8d4f\u201c\u5b9e\u65f6\u7f16\u8f91+\u5bfc\u51fa\u201d\u6d41\u7a0b\u548cLottie\u81ea\u52a8\u68c0\u6d4b\u3002\u6838\u5fc3\u7591\u95ee\u805a\u7126\u4e8e\u5bfc\u51fa\u7684\u4ee3\u7801\u8d28\u91cf\uff1a\u590d\u6742\u9875\u9762\u7684\u54cd\u5e94\u5f0f\u5e03\u5c40\u548c\u53ef\u590d\u7528\u7ec4\u4ef6\u662f\u5426\u9700\u5927\u91cf\u6e05\u7406\u3002\u5f00\u53d1\u8005\u5efa\u8bae\u5c06\u5176\u5b9a\u4f4d\u4e3a\u201c\u89c6\u89c9\u5230AI\u63d0\u793a\u7684\u6865\u6881\u201d\uff0c\u800c\u975e\u76f4\u63a5\u201c\u5bfc\u51fa\u5373\u7528\u201d\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 MiroMiro v2\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u8bbe\u8ba1\u53cd\u7f16\u8bd1\u5de5\u5177\u201d\u52a0\u201c\u5355\u5411\u6837\u5f0f\u540c\u6b65\u5668\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u53d6\u4ee3Figma\u6216DevTools\uff0c\u800c\u5728\u4e8e\u5207\u65ad\u4e86\u201c\u89c6\u89c9\u53c2\u8003\u2192\u624b\u52a8\u8c03\u53c2\u2192\u91cd\u65b0\u7f16\u7801\u201d\u7684\u75db\u82e6\u94fe\u6761\uff0c\u5c06\u524d\u7aef\u5f00\u53d1\u8005\u4ece\u201c\u770b\u4e00\u4e2a\u597d\u770b\u9875\u9762\uff0c\u82b120\u5206\u949f\u5728DevTools\u91cc\u7ffb\u627e\u5e76\u624b\u52a8\u91cd\u6784\u6837\u5f0f\u201d\u7684\u4f4e\u6548\u52b3\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u5b58\u5728\u4e24\u4e2a\u81f4\u547d\u5185\u4f24\uff1a\u7b2c\u4e00\uff0c\u5bfc\u51fa\u4ee3\u7801\u7684\u201c\u751f\u4ea7\u5c31\u7eea\u5ea6\u201d\u662f\u6700\u5927\u77ed\u677f\u3002\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u5df2\u76f4\u63a5\u6307\u51fa\uff0c\u590d\u6742\u9875\u9762\u5bfc\u51fa\u7684\u4ee3\u7801\u4ecd\u9700\u8981\u5927\u91cf\u4eba\u5de5\u91cd\u6784\uff0c\u8fd9\u66b4\u9732\u4e86\u5176\u6838\u5fc3\u7b97\u6cd5\u5728\u5904\u7406\u771f\u5b9e\u4e16\u754c\u201c\u6df7\u4e71\u201d\u6807\u8bb0\u7ed3\u6784\uff08\u5982\u5185\u8054\u6837\u5f0f\u3001\u5d4c\u5957\u7ec4\u4ef6\u3001CSS-in-JS\uff09\u65f6\u7684\u65e0\u529b\u611f\u3002\u5982\u679c\u4e0d\u89e3\u51b3\u5bfc\u51fa\u4ee3\u7801\u7684\u8bed\u4e49\u5316\u548c\u53ef\u590d\u7528\u6027\uff0c\u5b83\u6700\u7ec8\u53ea\u4f1a\u6ca6\u4e3a\u4e00\u4e2a\u201c\u9ad8\u7ea7\u622a\u56fe\u5de5\u5177\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u201c\u4ee3\u7801\u751f\u6210\u5668\u201d\u3002\u7b2c\u4e8c\uff0c\u5546\u4e1a\u8f6c\u5316\u573a\u666f\u6a21\u7cca\u3002\u5b83\u63d0\u4f9b\u4e86\u4ece\u201c\u770b\u5230\u201d\u5230\u201c\u62e5\u6709\u201d\u7684\u6377\u5f84\uff0c\u4f46\u201c\u5077\u201d\u6765\u7684\u8bbe\u8ba1\u4ee3\u7801\u5728\u6cd5\u5f8b\u548c\u804c\u4e1a\u9053\u5fb7\u4e0a\u5b58\u5728\u7070\u8272\u5730\u5e26\u3002\u4ea7\u54c1\u521b\u59cb\u4eba\u5efa\u8bae\u7684\u201c\u5bfc\u51fa\u2192\u63d0\u793aAI\u201d\u7b56\u7565\u5f88\u806a\u660e\uff0c\u8fd9\u5b9e\u9645\u4e0a\u5c06MiroMiro\u5b9a\u4f4d\u4e3a\u6307\u5bfcAI\u751f\u6210\u4ee3\u7801\u7684\u7cbe\u786e\u8bed\u5883\u63d0\u4f9b\u8005\uff0c\u800c\u975e\u6700\u7ec8\u4ee3\u7801\u7684\u5236\u9020\u8005\u3002\u8fd9\u4e2a\u5b9a\u4f4d\u6bd4\u201c\u4e00\u952e\u5bfc\u51fa\u751f\u4ea7\u7ea7\u4ee3\u7801\u201d\u66f4\u52a1\u5b9e\uff0c\u4e5f\u66f4\u5177\u60f3\u8c61\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n V2\u6700\u5927\u7684\u4eae\u70b9\u5176\u5b9e\u662f\u201c\u5b9e\u65f6\u7f16\u8f91\u201d\u548c\u201c\u8bbe\u8ba1\u7cfb\u7edf\u63d0\u53d6\u201d\u2014\u2014\u524d\u8005\u8ba9\u524d\u7aef\u8c03\u8bd5\u4f53\u9a8c\u4eceDevTools\u7684\u201c\u4e00\u6b21\u6027\u201d\u5347\u7ea7\u4e3a\u201c\u53ef\u6301\u4e45\u5316\u201d\uff0c\u540e\u8005\u5219\u662f\u4e00\u4e2a\u88ab\u4f4e\u4f30\u7684\u4f01\u4e1a\u7ea7\u529f\u80fd\uff0c\u80fd\u5feb\u901f\u53cd\u5411\u5de5\u7a0b\u7ade\u54c1\u7684\u8bbe\u8ba1\u7cfb\u7edf\u3002\u5bf9\u4e8e\u72ec\u7acb\u5f00\u53d1\u8005\u6216\u5c0f\u578b\u56e2\u961f\uff0c\u5728\u5feb\u901f\u539f\u578b\u9a8c\u8bc1\u548c\u7d20\u6750\u6536\u96c6\u9636\u6bb5\uff0cMiroMiro\u662f\u6781\u5177\u6740\u4f24\u529b\u7684\u3002\u4f46\u82e5\u8981\u6210\u4e3a\u65e5\u5e38\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u6838\u5fc3\uff0c\u5b83\u8fd8\u9700\u8981\u5728\u4ee3\u7801\u91cd\u6784\u548c\u56e2\u961f\u534f\u4f5c\u4e0a\u4e0b\u66f4\u591a\u529f\u592b\u3002\u76ee\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u628a\u950b\u5229\u7684\u201c\u64ac\u68cd\u201d\uff0c\u800c\u975e\u4e00\u5957\u5b8c\u6574\u7684\u201c\u5de5\u5177\u7bb1\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\">MiroMiro v2<\/span>\n <\/div>\n<div class=\"comment-content\">Inspect, edit, and export any website’s design as clean code. Hover to see styles, click to edit colors, fonts, spacing, and shadows live like in Figma. Export sections as Tailwind or HTML\/CSS. Capture the full design system: colors, fonts, spacing, radii, shadows, even the tech stack. Pull SVGs, Lottie animations, and images. Extract design tokens for Tailwind, CSS vars, or JSON. Check WCAG contrast on any text. Copy any value with one click. The fastest path from inspiration to working code.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">hey Product Hunt \ud83d\udc4b<\/p>\n<p>back with MiroMiro v2. last time it was an inspector, now it’s a full design toolkit.<br \/>\nwhat’s new since the last launch:<\/p>\n<p>\ud83c\udfa8 live editor – click any element and edit colors, fonts, spacing, borders, shadows, opacity in real time. the page updates as you type. basically Figma’s right panel, but on any website.<br \/>\n\ud83d\udcbb export to code – select any section of a page and export it as Tailwind or HTML\/CSS. the part i’m most excited about. takes the “i like how this site looks” => “working component in my editor” loop from 20 minutes to 20 seconds.<br \/>\n\ud83c\udf9e\ufe0f automatic Lottie detection – MiroMiro now finds every Lottie animation on a page automatically and lists them for you. no more hunting for the file. just open the panel, see what’s there, download what you want.<br \/>\n\u2728 overall UI overhaul – cleaner panels, better hierarchy, faster to find what you need. the old version worked, the new one feels good to use.<\/p>\n<p>still there:<br \/>\n\u2022 hover to inspect, one-click copy on every CSS value<br \/>\n\u2022 SVG and image downloads<br \/>\n\u2022 design system overview (palette, fonts, spacing, shadows, tech stack)<br \/>\n\u2022 design tokens export (Tailwind, CSS vars, JSON)<br \/>\n\u2022 WCAG contrast checker<br \/>\n\u2022 free for 3 days with full access, Pro for unlimited<\/p>\n<p>we’re at 7,000+ installs now and this release is the biggest jump since launch. would love your feedback, especially on the export to code flow. what’s missing for it to fit your workflow?<\/p>\n<p>miromiro.app<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@soraiadev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soraiadev<\/a>  I love the concept of inspecting and editing any website’s design with MiroMiro v2 – the idea of having that level of control is really intriguing. The tagline “Inspect, edit, and export any website’s design” resonates with me, especially for design-focused projects. How do you plan to reach designers and developers who could benefit from this tool, and have you considered leveraging the networks of users who’ve already shown interest in similar products, like I have with my own launches by targeting warm leads?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@soraiadev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soraiadev<\/a> This feels like the natural evolution from inspect tool to design-to-code bridge especially the 20 seconds \u2192 component loop is the real unlock here.<br \/>If the exports stay clean in real-world messy sites, this could become a daily driver for fronted workflows \u26a1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 live editor basically turns the whole web into a playground. i love the idea of tweaking a live site’s shadows and borders directly in the browser to see how it <em>actually<\/em> looks before jumping back into the codebase. congrats on the v2 ship…<\/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\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> Thank you Vikram! \ud83d\ude4c That’s exactly the feeling I was chasing with the live editor. As a front end dev I spend so much time tweaking tiny values in DevTools, then losing them on refresh and having to redo it all over again. MiroMiro is basically the tool I always wished I had open in another tab.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@vikramp7470 haven\u2019t tested this out yet but your comment reminds me of the boost feature that the arc browser (rip \ud83e\udea6) had for this.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<p>I have seen Soraia build the product since the very beginning since she shares everything on X.<\/p>\n<p>MiroMiro is one of the coolest projects from the Indiehacker community!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farid_sukurov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farid_sukurov<\/a> Thank you so much, Fred! This means a lot coming from you. <\/p>\n<p>I see you as a huge builder and someone I really look up to, you just know so much about this whole world, from building products to scaling and marketing them. <\/p>\n<p>Really grateful for the support \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The<strong> \u201cexport + prompt\u201d<\/strong> workflow is honestly the smartest part here. Giving AI tools a real visual reference instead of starting from scratch makes a huge difference.<\/p>\n<p>Also love that you can tweak styles live on the page before exporting. Feels way faster than fighting with DevTools all day \ud83d\ude02<\/p>\n<p>Congrats on the v2 launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@campritchard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campritchard<\/a> Thank you so much Cam! \ud83d\ude4f <\/p>\n<p>That’s the main reason I built this, giving AI tools a real visual reference is the perfect way to put it. <\/p>\n<p>As a front-end dev myself, it saves so much time, I really think this is how AI tools should fit into our workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks seriously useful \ud83d\udc40<\/p>\n<p>Curious about the export flow though, especially for Tailwind:<\/p>\n<p>How well does it handle responsive layouts and reusable components? Like if I export a section from a complex landing page, does it mostly come out production-ready or does it still need a lot of cleanup after?<\/p>\n<p>The \u201cFigma inspector but on live websites\u201d direction is super interesting \ud83d\udd25<\/p>\n<p>Also, good luck with the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ajaypatel9016\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajaypatel9016<\/a> Thanks Ajay \ud83d\ude4c<\/p>\n<p>MiroMiro exports the code of any section you inspect, not pre-built components. For simple sections (hero, pricing, CTA) the output is close to production. For full landing pages it’s more of a starting point.<\/p>\n<p>The workflow I’d actually recommend isn’t “export and ship” but rather “export and prompt”. Pass the code to Claude or Cursor and let the AI handle reusability, refactoring, responsive tweaks. MiroMiro becomes the visual-to-prompt bridge, so your coding agent can build with a real reference instead of making things up it can’t see.<\/p>\n<p>That said, I’m always improving the export-to-code side since it’s the most complex part of the product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck with the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@dmytro_krasun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmytro_krasun<\/a> Thank you a lot Dmytro!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Inspecting sites for font and color references is one of those things that takes you 20 minutes before you even start building. This solves it cleanly. The one-click asset extraction is the feature I’ll actually reach for daily. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5RY2SNBA24SS6Y\" class=\"app-title\">Snapseed 4.0<\/a><\/p>\n<div class=\"one-liner\">Google\u2019s best photo editor just got seriously better<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">145<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Snapseed 4.0 \u5c06\u7ecf\u5178\u514d\u8d39\u4fee\u56fe\u5de5\u5177\u5347\u7ea7\u4e3a\u5168\u6d41\u7a0b\u79fb\u52a8\u6444\u5f71\u5de5\u4f5c\u53f0\uff0c\u89e3\u51b3\u7528\u6237\u5728\u624b\u673a\u7aef\u65e0\u6cd5\u540c\u65f6\u5b8c\u6210\u80f6\u7247\u98ce\u683c\u76f4\u62cd\u3001\u7cbe\u51c6\u5c40\u90e8\u8499\u7248\u3001\u6279\u91cf\u5bfc\u51fa\u548c\u975e\u7834\u574f\u6027\u4e8c\u6b21\u7f16\u8f91\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f2d4b5b-e4d0-4216-85b7-39d3fa45a3b6.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\/a876bad8-e4b9-4737-b7f8-dda3ac4e23c7.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\/e5599160-42fc-468e-90eb-6c0bf77d6d56.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\/3328e20b-68cd-414c-8f23-53575ac33347.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\/324327d1-ad00-4fe7-9e81-0af120d82d76.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\/b873fc68-9ad7-4839-8bba-e1dc380ad00e.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\/89b0534f-9046-43f0-afd1-2e53221c8f1b.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\/3d6a2c68-cced-451c-a16d-e92a32460ac0.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=3X-3opmzGxY\"><source src=\"https:\/\/www.youtube.com\/watch?v=3X-3opmzGxY\" 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\">Android<\/span><br \/>\n <span class=\"tag\">Photography<\/span><br \/>\n <span class=\"tag\">Photo & Video<\/span><br \/>\n <span class=\"tag\">Photo editing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u79fb\u52a8\u4fee\u56fe<\/span><br \/>\n <span class=\"tag\">Google\u5b98\u65b9<\/span><br \/>\n <span class=\"tag\">\u80f6\u7247\u6ee4\u955c<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8499\u7248<\/span><br \/>\n <span class=\"tag\">RAW\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u65e0\u635f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u7f6e\u76f8\u673a<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u65e0\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u5316\u6444\u5f71<\/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\u5bf9Snapseed\u56de\u5f52\u8868\u793a\u671f\u5f85\uff0c\u4f46\u66f4\u5173\u5fc3\u201cseriously better\u201d\u5177\u4f53\u6307\u4ec0\u4e48\u2014\u2014\u662f\u589e\u52a0AI\u4fee\u56fe\u3001\u6279\u91cf\u5bfc\u51fa\u3001\u8fd8\u662f\u63d0\u5347\u539f\u6709\u5de5\u5177\u7cbe\u5ea6\uff1f\u90e8\u5206\u7528\u6237\u5e0c\u671b\u9488\u5bf9\u5185\u5bb9\u521b\u4f5c\u8005\u4f18\u5316\u793e\u4ea4\u5a92\u4f53\u7d20\u6750\u5904\u7406\u6548\u7387\uff0c\u4e5f\u6709\u7528\u6237\u62c5\u5fe7\u65b0\u7248\u80fd\u5426\u4fdd\u6301\u7ecf\u5178\u624b\u611f\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 Snapseed 4.0\u7684\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u201c\u7ecf\u5178IP\u7684\u73b0\u4ee3\u5316\u590d\u6743\u201d\u3002145\u7968\u5728Product Hunt\u4e0a\u4e0d\u7b97\u7206\u6b3e\uff0c\u4f46\u8db3\u4ee5\u8bf4\u660e\u6838\u5fc3\u7528\u6237\u7fa4\u7684\u6000\u5ff5\u4e0e\u89c2\u671b\u3002\u4ece\u4ecb\u7ecd\u6765\u770b\uff0cGoogle\u5e76\u672a\u9009\u62e9\u5806\u780cAI\u6ee4\u955c\u6216\u5f3a\u884c\u8ba2\u9605\u5316\uff0c\u800c\u662f\u8001\u8001\u5b9e\u5b9e\u8865\u9f50\u4e86\u5168\u5de5\u4f5c\u6d41\u7f3a\u53e3\uff1a\u80f6\u7247\u98ce\u683c\u5185\u7f6e\u76f8\u673a\u3001\u65e0\u635f\u7f16\u8f91\u3001\u6279\u91cf\u5904\u7406\u2014\u2014\u8fd9\u51e0\u4e2a\u529f\u80fd\u76f4\u51fb\u4e86Lightroom Mobile\u4ed8\u8d39\u7528\u6237\u7684\u8f6f\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cSnapseed\u5f53\u5e74\u5931\u52bf\u5e76\u975e\u56e0\u4e3a\u529f\u80fd\u4e0d\u8db3\uff0c\u800c\u662fGoogle\u957f\u671f\u7f3a\u4e4f\u7ef4\u62a4\u4e0e\u8fed\u4ee3\uff0c\u5bfc\u81f4\u88abAdobe\u548cVSCO\u8695\u98df\u5e02\u573a\u30024.0\u7248\u672c\u82e5\u60f3\u201c\u738b\u8005\u5f52\u6765\u201d\uff0c\u4e0d\u80fd\u53ea\u9760\u60c5\u6000\u548c\u514d\u8d39\u6807\u7b7e\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u6700\u5728\u610f\u7684\u201cAI\u4fee\u56fe\u201d\u5e76\u672a\u5728\u66f4\u65b0\u4e2d\u660e\u786e\u63d0\u53ca\uff0c\u53cd\u800c\u5f3a\u8c03\u201c\u4ecd\u50cfSnapseed\u201d\u2014\u2014\u8fd9\u65e2\u662f\u5b9a\u5fc3\u4e38\uff0c\u4e5f\u662f\u53cc\u5203\u5251\uff1a\u5982\u679c\u4ec5\u505c\u7559\u5728\u64cd\u4f5c\u624b\u611f\u548c\u514d\u8d39\u5c42\u9762\uff0c\u5728AIGC\u5e2d\u5377\u4fee\u56fe\u9886\u57df\u7684\u4eca\u5929\uff0c\u5b83\u4f9d\u7136\u53ea\u80fd\u505a\u201c\u7cbe\u51c6\u7684\u65e7\u5de5\u5177\u201d\uff0c\u800c\u975e\u201c\u9ad8\u6548\u7684\u4e0b\u4e00\u4ee3\u5de5\u5177\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff1aGoogle\u901a\u8fc7Snapseed 4.0\u91cd\u65b0\u638c\u63e1\u4e86\u4e00\u4e2a\u96f6\u95e8\u69db\u3001\u65e0\u5e7f\u544a\u7684\u79fb\u52a8\u7aef\u5165\u53e3\uff0c\u8fd9\u5bf9\u65d7\u4e0bPixel\u76f8\u673a\u751f\u6001\u548c\u7167\u7247\u5b58\u50a8\u670d\u52a1\u662f\u6f5c\u5728\u7684\u5bfc\u6d41\u5229\u5668\u3002\u4f46\u82e5\u8fd9\u662f\u53c8\u4e00\u573a\u201c\u590d\u6d3b\u5373\u5f03\u517b\u201d\u7684\u64cd\u4f5c\uff0c145\u7968\u53ef\u80fd\u5c31\u662f\u5b83\u6700\u540e\u7684\u9ad8\u5149\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\">Snapseed 4.0<\/span>\n <\/div>\n<div class=\"comment-content\">Snapseed 4.0 brings Google\u2019s classic photo editor back with film looks, smart masking, batch edits, non-destructive workflows, RAW support, and a built-in camera. Free, with no ads, watermarks, or subscription.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Snapseed is so back. The <a href=\"https:\/\/play.google.com\/store\/apps\/details?id=com.niksoftware.snapseed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Android<\/a> and <a href=\"https:\/\/apps.apple.com\/us\/app\/snapseed-photo-editor\/id439438619\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">iOS<\/a> apps have both been updated to 4.0.<\/p>\n<p>The new direction is closer to a full mobile photo workflow: shoot with film-inspired looks, keep the originals, re-edit later, mask regions quickly, and apply styles across batches.<\/p>\n<p>It still feels like Snapseed \u2014 fast, tactile, and free!<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> I love the promise of Snapseed 4.0 being “seriously better” – what specific features do you think will resonate most with users? For my own launches, I’ve found that targeting warm leads who have already shown interest in similar products is key, so I’m curious, what’s your strategy for reaching users who are already familiar with photo editing apps? Will you be leveraging Google’s existing ecosystem to drive adoption?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 used to use Snapseed all the time back in the day… it was great. Hope it holds up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Snapseed has been my go-to for quick mobile edits for years. The fact that it’s free and does 90% of what Lightroom Mobile does is wild.<\/p>\n<p>Curious what “seriously better” means in this update \u2014 is it more AI-powered editing features, or refinements to the existing tools? The selective editing and healing brush were already great. If they’ve added proper batch editing or better export options, that alone would be worth the update for content creators who need to process thumbnails and social images quickly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XBVQBUBSD7SPHT\" class=\"app-title\">ChatGPT for Google Sheets<\/a><\/p>\n<div class=\"one-liner\"> Chat with your spreadsheet, edit cell with natural language<\/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>ChatGPT for Google Sheets \u662f\u4e00\u6b3e\u5185\u5d4c\u4e8e\u7535\u5b50\u8868\u683c\u7684\u4fa7\u8fb9\u680fAI\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u76f4\u63a5\u5b8c\u6210\u516c\u5f0f\u7f16\u5199\u3001\u6570\u636e\u6e05\u7406\u548c\u6a21\u578b\u6784\u5efa\uff0c\u5f7b\u5e95\u6d88\u9664\u8de8\u5de5\u5177\u5207\u6362\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b23ef28-a43b-41f3-8943-9cf2b7584e07.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\/37a6e0ca-2c1e-40b0-ac07-fa4af65b67c7.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\/f4525465-d0ed-4ca1-a431-c1e0bb45df3c.webp?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\/609481b7-6939-4316-bfc6-3b37c0b0c35a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/NBt9RXhtlH0\"><source src=\"https:\/\/youtu.be\/NBt9RXhtlH0\" 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\">Spreadsheets<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79f0\u8d5e\u201c\u6743\u9650\u5148\u884c\u201d\u673a\u5236\u89e3\u51b3\u4e86AI\u7be1\u6539\u6570\u636e\u7684\u4fe1\u4efb\u95ee\u9898\uff0c\u5c24\u5176\u9002\u5408\u91d1\u878d\u5efa\u6a21\u573a\u666f\uff1b\u5173\u6ce8AI\u5982\u4f55\u7ef4\u6301\u6570\u636e\u683c\u5f0f\u4e00\u81f4\u6027\uff1b\u6709\u7528\u6237\u5efa\u8bae\u9488\u5bf9\u5df2\u719f\u6089Google Sheets\u7684\u6df1\u5ea6\u7528\u6237\u8fdb\u884c\u7cbe\u51c6\u83b7\u5ba2\uff0c\u5e76\u8be2\u95ee\u63a8\u5e7f\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 \u8fd9\u6b3e\u4ea7\u54c1\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u80fd\u7528AI\u5199\u516c\u5f0f\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u91cd\u5851\u4e86\u4eba\u673a\u534f\u4f5c\u7684\u4fe1\u4efb\u57fa\u7ebf\u3002\u5f53\u524d\u5e02\u9762\u4e0a\u7684AI\u529e\u516c\u63d2\u4ef6\u5927\u591a\u6ca6\u4e3a\u201c\u9ad8\u7ea7\u641c\u7d22\u5f15\u64ce\u201d\u2014\u2014\u7528\u6237\u63cf\u8ff0\u9700\u6c42\uff0cAI\u751f\u6210\u7ed3\u679c\uff0c\u4f46\u8fc7\u7a0b\u662f\u9ed1\u7bb1\u3002\u800cChatGPT for Google Sheets\u7684\u201c\u6743\u9650\u5148\u884c+\u53d8\u66f4\u8ffd\u6eaf\u201d\u8bbe\u8ba1\uff0c\u672c\u8d28\u4e0a\u662f\u628aAI\u4ece\u201c\u4ee3\u52b3\u8005\u201d\u964d\u683c\u4e3a\u201c\u53c2\u8c0b\u201d\u2014\u2014\u5b83\u4e0d\u8d8a\u4fce\u4ee3\u5e96\u5730\u4fee\u6539\u6570\u636e\uff0c\u800c\u662f\u5148\u89e3\u91ca\u903b\u8f91\u3001\u8bf7\u6c42\u8bb8\u53ef\uff0c\u518d\u5c06\u6bcf\u4e00\u6b65\u53d8\u66f4\u5177\u8c61\u5316\u5230\u5177\u4f53\u5355\u5143\u683c\u3002\u8fd9\u79cd\u514b\u5236\uff0c\u6070\u6070\u51fb\u4e2d\u4e86\u91d1\u878d\u3001\u8fd0\u8425\u7b49\u5bf9\u6570\u636e\u51c6\u786e\u6027\u6709\u96f6\u5bb9\u5fcd\u8981\u6c42\u7684\u7528\u6237\u7684\u547d\u95e8\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4ea7\u54c1\u91ca\u653e\u5230\u514d\u8d39\u548cGo\u8ba1\u5212\uff0c\u770b\u4f3c\u662f\u666e\u60e0\uff0c\u5b9e\u5219\u662f\u5728\u94fa\u6570\u636e\u98de\u8f6e\u2014\u2014\u66f4\u591a\u514d\u8d39\u7528\u6237\u610f\u5473\u7740\u66f4\u4e30\u5bcc\u7684\u81ea\u7136\u8bed\u8a00\u4e0e\u7535\u5b50\u8868\u683c\u4ea4\u4e92\u573a\u666f\u8bad\u7ec3\u6570\u636e\uff0c\u8fd9\u6bd4\u76f4\u63a5\u6536\u8d39\u66f4\u6709\u6218\u7565\u610f\u4e49\u3002\u4f46\u95ee\u9898\u540c\u6837\u5c16\u9510\uff1aAI\u662f\u5426\u771f\u80fd\u7406\u89e3\u590d\u6742\u7684\u516c\u5f0f\u7ea7\u8054\u4e0e\u9690\u542b\u5047\u8bbe\uff1f\u4ece\u8bc4\u8bba\u4e2d\u201c\u5982\u4f55\u4fdd\u8bc1\u6570\u636e\u683c\u5f0f\u4e0e\u7c7b\u578b\u4e00\u81f4\u201d\u7684\u8d28\u7591\u6765\u770b\uff0c\u4ea7\u54c1\u5728\u9762\u5bf9\u8de8\u8868\u5f15\u7528\u3001\u6761\u4ef6\u683c\u5f0f\u3001\u6570\u7ec4\u516c\u5f0f\u7b49Excel\/Sheets\u8fb9\u754c\u6848\u4f8b\u65f6\uff0c\u5927\u6982\u7387\u4f1a\u51fa\u73b0\u5e7b\u89c9\u6216\u9519\u8bef\u66f4\u65b0\u3002\u6b64\u5916\uff0c\u4fa7\u8fb9\u680f\u5f62\u5f0f\u867d\u964d\u4f4e\u4e86\u5207\u6362\u6210\u672c\uff0c\u5374\u4e5f\u5272\u88c2\u4e86\u4e0e\u4e3b\u754c\u9762\u7684\u89c6\u89c9\u8fde\u8d2f\u6027\u2014\u2014\u5bf9\u4e8e\u91cd\u5ea6\u7528\u6237\u800c\u8a00\uff0c\u5c0f\u7a97\u95f4\u7684\u6eda\u52a8\u64cd\u4f5c\u53ef\u80fd\u53cd\u800c\u62d6\u6162\u6548\u7387\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u601d\u8def\u6e05\u6670\u7684\u201c\u966a\u7ec3\u578b\u201dAI\u5de5\u5177\uff0c\u4f46\u8ddd\u79bb\u771f\u6b63\u66ff\u6362\u4eba\u7c7b\u7684\u5efa\u6a21\u80fd\u529b\uff0c\u8fd8\u6709\u5f88\u957f\u7684\u8fb9\u754c\u6848\u4f8b\u8981\u586b\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\">ChatGPT for Google Sheets<\/span>\n <\/div>\n<div class=\"comment-content\">A sidebar AI for Excel and Google Sheets that handles formula writing, data cleanup, and model building through natural language. For analysts and operations teams who live in spreadsheets.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ChatGPT is now a sidebar inside your spreadsheet, and it is now free to use.<\/p>\n<\/p>\n<p><strong>What it is<\/strong>: a native add-in for Excel and Google Sheets, powered by GPT-5.5, that lets you build, edit, analyze, and explain spreadsheets using plain language directly inside the tool.<\/p>\n<\/p>\n<p>Most AI-for-spreadsheets workflows involve switching between a chat interface and your file. You describe what you need in one place, then manually implement it in another. This add-in collapses that into a single context. You stay in the spreadsheet; the model reads your cells, understands formula chains, makes changes, and tells you exactly what it did and why.<\/p>\n<\/p>\n<p><strong>What makes it different<\/strong>: the transparency mechanic. ChatGPT explains its reasoning, links answers to the specific cells it touches, preserves existing formatting and formulas, and asks for permission before making changes. You can revert edits at any point. That permission-before-change model is not the default behavior in most AI tooling.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Generate full formatted spreadsheets from a plain language description<\/p>\n<\/li>\n<li>\n<p>Ask questions across tabs, rows, formulas, and assumptions<\/p>\n<\/li>\n<li>\n<p>Clean and standardize messy data in place<\/p>\n<\/li>\n<li>\n<p>Trace and fix formula errors with plain language explanations<\/p>\n<\/li>\n<li>\n<p>Build scenario tabs, financial models, and comparison tables from natural instructions<\/p>\n<\/li>\n<li>\n<p>Connects to apps from your ChatGPT account where plan and permissions allow<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>:<\/p>\n<ul>\n<li>\n<p>No context-switching between a chat tool and your spreadsheet<\/p>\n<\/li>\n<li>\n<p>Audit trail: see which cells were changed and why before accepting<\/p>\n<\/li>\n<li>\n<p>Works on existing files, not just new ones<\/p>\n<\/li>\n<li>\n<p>Now available on Free and Go plans, removing the previous plan restriction<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it’s for<\/strong>: analysts, operations leads, and finance professionals who spend most of their day in Excel or Google Sheets and want to run scenarios, clean data, or build models faster without leaving the file.<\/p>\n<\/p>\n<p>The GA expansion to Free and Go plans is the real news here. What was previously gated to Business, Enterprise, and Pro users is now broadly available. That changes the addressable audience significantly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> I love the idea of chatting with my spreadsheet – the tagline “edit cell with natural language” really resonates with me as someone who spends way too much time formatting cells. Finding warm leads, like people who’ve upvoted similar productivity tools, has been key for my own launches, and I’m curious to know how you’re targeting users who are already familiar with Google Sheets. What’s your strategy for getting this in front of power users who could really benefit from this level of automation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Damn just in time for me needing some spreadsheet stuff and not wanting to look at it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The permission-before-change mechanic is a genuinely smart design choice — most AI tooling acts first and explains after. For finance professionals living in spreadsheets, transparency matters enormously. I’ve been teaching financial modeling in Excel for a while (have a Udemy course covering project finance and valuation model structures — udemy.com\/course\/excel-for-financial-modelling) and the #1 friction students hit is trusting AI-generated formulas in complex models. This directly addresses that. Really solid launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Spreadsheets are the ultimate ‘unstructured’ playground. How do you ensure the AI maintains data types and formatting consistency when it’s writing back to the cells?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EORFJWPOR7CX6S\" class=\"app-title\">Web Speed<\/a><\/p>\n<div class=\"one-liner\">Kill the ‘Token Tax.’ 90% cheaper agents.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">100<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Web Speed\u901a\u8fc7\u5c06\u6df7\u4e71\u7684DOM\/HTML\u9875\u9762\u8f6c\u6362\u4e3a\u9ad8\u4fdd\u771f\u3001\u4f4eToken\u6d88\u8017\u7684\u673a\u5668\u53ef\u8bfbJSON\u5730\u56fe\uff0c\u89e3\u51b3AI\u7f51\u9875\u4ee3\u7406\u5728\u6d4f\u89c8\u7f51\u7ad9\u65f6Token\u6210\u672c\u9ad8\u6602\u548c\u8fd0\u884c\u4e0d\u7a33\u5b9a\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/22dbc895-c4da-44e1-ad94-69880adbb89f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb5fb353-1848-41bf-a3bf-b32f63d3c64d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bd0b5ad-c94b-4b3f-b9ea-f500b855ea7e.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\/e0ce0834-8225-4aa7-8b9c-1e4f0e03ea47.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=yYufReBsJic\"><source src=\"https:\/\/www.youtube.com\/watch?v=yYufReBsJic\" 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><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f51\u9875\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Token\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">DOM\u8f6cJSON<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">SDK<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u5185\u5bb9\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u53cd\u722c\u866b\u7ed5\u8fc7<\/span><br \/>\n <span class=\"tag\">Agent\u9002\u914d\u5c42<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4e86\u201cToken\u7a0e\u201d\u7684\u75db\u70b9\uff0c\u8be2\u95ee\u6210\u672c\u964d\u4f4e\u7684\u57fa\u51c6\u6d4b\u8bd5\u6570\u636e\uff0c\u5e76\u5173\u6ce8\u5904\u7406\u52a8\u6001\u5185\u5bb9\u3001SPA\u53ca\u53cd\u722c\u673a\u5236\u7684\u7ec6\u8282\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u63d0\u4f9bBenchmark\u9875\u9762\uff0c\u5e76\u8be6\u7ec6\u89e3\u91ca\u4e86\u901a\u8fc7Playwright\u6267\u884cJS\u3001CDP\u9644\u7740\u771f\u5b9e\u6d4f\u89c8\u5668\u3001\u6a21\u62df\u4eba\u7c7b\u64cd\u4f5c\u7b49\u6280\u672f\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 Web Speed\u5207\u4e2d\u4e86\u5f53\u524dAI Agent\u843d\u5730\u65f6\u6700\u73b0\u5b9e\u7684\u201c\u7ecf\u6d4e\u8d26\u201d\u2014\u2014Token\u6210\u672c\u3002\u5176\u672c\u8d28\u662f\u628a\u6d4f\u89c8\u5668\u89e3\u6790\u7684\u201c\u810f\u6d3b\u201d\uff08DOM\u53d8\u5f02\u3001JS\u5ef6\u8fdf\u52a0\u8f7d\u3001\u53cd\u722c\u68c0\u67e5\uff09\u4ece\u5927\u6a21\u578b\u6602\u8d35\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u5265\u79bb\uff0c\u8f6c\u5316\u4e3a\u4e00\u4e2a\u9884\u5904\u7406\u7684\u786e\u5b9a\u6027\u6620\u5c04\u5f15\u64ce\u3002\u8fd9\u79cd\u201c\u903b\u8f91\u5c42\u201d\u7684\u5b9a\u4f4d\u975e\u5e38\u806a\u660e\uff1a\u5b83\u4e0d\u8bd5\u56fe\u66ff\u4ee3\u5927\u6a21\u578b\u7684\u667a\u80fd\uff0c\u800c\u662f\u7528\u5de5\u7a0b\u624b\u6bb5\u964d\u4f4e\u8c03\u7528\u6210\u672c\u7684\u6307\u6570\u7ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5c06\u6210\u672c\u7ed3\u6784\u4ece\u201cToken\u6570\u00d7\u5355\u4ef7\u201d\u4f18\u5316\u4e3a\u201c\u6620\u5c04\u56fa\u5b9a\u6210\u672c+\u4f4eToken\u4ea4\u4e92\u6210\u672c\u201d\uff0c\u8ba9Agent\u5728\u957f\u94fe\u8def\u4efb\u52a1\uff08\u5982\u591a\u6b65\u8868\u5355\u586b\u5199\u3001\u4ef7\u683c\u76d1\u63a7\uff09\u4e2d\u4e0d\u518d\u56e0Token\u7206\u70b8\u800c\u4e0d\u53ef\u7528\uff1b\u4e8c\u662f\u901a\u8fc7SDK\u6a21\u62df\u4eba\u7c7b\u64cd\u4f5c\uff08\u5982\u771f\u5b9e\u6309\u952e\u3001\u9644\u7740\u6d4f\u89c8\u5668\u6307\u7eb9\uff09\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u7ea7\u81ea\u52a8\u5316\u65e0\u6cd5\u65e0\u89c6\u7684\u53cd\u722c\u5899\u95ee\u9898\uff0c\u8fd9\u662f\u666e\u901aDOM\u89e3\u6790\u5668\u505a\u4e0d\u5230\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6f5c\u5728\u98ce\u9669\u5728\u4e8e\uff1a\u4ea7\u54c1\u5bf9\u53cd\u722c\u7b56\u7565\u7684\u201c\u7070\u8272\u517c\u5bb9\u201d\u53ef\u80fd\u89e6\u78b0\u5e73\u53f0\u670d\u52a1\u6761\u6b3e\uff0c\u4e14\u4f9d\u8d56Playwright\u5728\u5927\u91cf\u5e76\u53d1\u573a\u666f\u4e0b\u7684\u7a33\u5b9a\u6027\u9700\u8981\u4e25\u82db\u6d4b\u8bd5\u3002\u82e5\u771f\u60f3\u5207\u201c90%\u66f4\u4fbf\u5b9c\u7684Agent\u201d\uff0c\u8fd8\u9700\u8bc1\u660e\u6620\u5c04\u5c42\u7684\u7ef4\u62a4\u6210\u672c\uff08\u5982\u7f51\u7ad9\u6539\u7248\u540e\u7684\u9002\u914d\u5de5\u4f5c\uff09\u4e0d\u4f1a\u8f6c\u5ac1\u7ed9\u7528\u6237\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e3aAgent\u6210\u672c\u654f\u611f\u573a\u666f\u63d0\u4f9b\u7684\u4e00\u628a\u5de5\u7a0b\u7cbe\u786e\u5200\uff0c\u800c\u975eAI\u9769\u547d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Web Speed<\/span>\n <\/div>\n<div class=\"comment-content\">Web Speed is the logic layer for web agents. Translate any website into high-fidelity, token-efficient machine maps for AI agents. Web Speed can save agents 70%-90% on token costs when navigating the web while running faster and more reliably because of its deterministic mapping engine.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone!<\/p>\n<p>I’m super happy to launch Web Speed. It’s the adaptation layer for the agentic web, converting messy DOM HTML pages into easily readable JSON files for any MCP-supported LLM. Additionally, our new SDK and MCP server allow any LLM to become an agent for you on the internet while maintaining token and speed reductions. More updates coming soon. Let me know if you have any questions.<\/p>\n<p>Thanks,<br \/>\nDominic<\/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\/@dominic_pi_dunyer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dominic_pi_dunyer<\/a> What’s one real-world task or workflow where you’ve seen the biggest wins from converting DOM to JSON (like time saved or accuracy boost)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dominic_pi_dunyer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dominic_pi_dunyer<\/a> I love the idea of killing the ‘Token Tax’ – it’s a major pain point for many users. Your claim of 90% cheaper agents is really intriguing, how do you plan to reach the web3 communities that would benefit most from this solution? Finding warm leads who have already shown interest in similar products has been key for my own launches, I’m curious to know if you’re targeting specific forums or groups to spread the word.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>do u have any testing benchmark on 70%-90% cost reductions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zabbar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zabbar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zabbar<\/a> Yep, we have run many tests and the anonymized results are on our website under the ‘Benchmarks’ page. Hope this helps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ‘token tax’ framing is spot-on. DOM-to-JSON conversion sounds straightforward but the devil is in how you handle dynamic content, SPAs with lazy-loaded sections, and sites that actively block automated access. How does Web Speed deal with pages that render heavily client-side, where the initial DOM is basically empty? That’s usually where these mapping layers fall apart.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@christian_knaut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_knaut<\/a> That would be the SDK.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@christian_knaut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_knaut<\/a> Hi there, here are a few ways that we deal with the issues that you described. <\/p>\n<p>1. Handling Client-Side Rendering (CSR) & SPAs<\/p>\n<p> Web Speed doesn’t just scrape raw HTML. When you use interpret_page(js=true) or<\/p>\n<p> evaluate(), it spins up a full Playwright-driven browser engine.<\/p>\n<p> – Hydration Wait: It executes the site’s JavaScript, waits for the application to mount,<\/p>\n<p> and only then performs the mapping.<\/p>\n<p> – State Awareness: Tools like wait_for_element and wait_for_url allow the agent to pause<\/p>\n<p> until the client-side router has finished loading the specific view.<\/p>\n<p> 2. Bypassing Bot Detection<\/p>\n<p> Standard scraping libraries often fail because they use “clean” environments. Web Speed<\/p>\n<p> allows the agent to attach to your real browser (via CDP):<\/p>\n<p> – Real Fingerprints: It inherits your active sessions, cookies, and hardware<\/p>\n<p> fingerprint.<\/p>\n<p> – Human-Like Interaction: fill_field(use_keyboard=true) simulates actual keystrokes<\/p>\n<p> rather than just setting a .value, which bypasses many “trusted input” checks used by<\/p>\n<p> modern anti-bot layers (like those on X or Amazon).<\/p>\n<p>3. Lazy-Loading & Dynamic Sections<\/p>\n<p> For infinite-scroll or lazy-loaded content, Web Speed uses the Agent Verification Loop:<\/p>\n<p> – The agent can use evaluate() to scroll the page or trigger custom events<\/p>\n<p> (dispatch(‘scroll’)).<\/p>\n<p> – It then re-calls read_page to capture the newly injected nodes, ensuring the “map”<\/p>\n<p> stays updated with the dynamic state of the application.<\/p>\n<\/p>\n<p>Please let me know if you have any other questions. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QAHXOFLHYKAOJT\" class=\"app-title\">Grok Connectors<\/a><\/p>\n<div class=\"one-liner\">Bring your daily apps into Grok<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Grok Connectors \u662f\u4e00\u4e2a\u8ba9AI\u52a9\u624b\uff08Grok\uff09\u76f4\u63a5\u8bfb\u5199\u5e76\u64cd\u4f5c\u4f60\u65e5\u5e38\u529e\u516c\u8f6f\u4ef6\uff08\u5982Gmail\u3001Notion\u3001GitHub\uff09\u7684\u96c6\u6210\u5c42\uff0c\u89e3\u51b3AI\u201c\u53ea\u5bf9\u8bdd\u4e0d\u529e\u4e8b\u201d\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u4ece\u4fe1\u606f\u83b7\u53d6\u5230\u4efb\u52a1\u6267\u884c\u7684\u95ed\u73af\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8a72874-e15b-4c28-b0b1-f307b07a77b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/004faa67-223b-4f94-9f03-1118e3bd42bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7c06be7-a4a4-4bd1-839d-827c4b9bd92c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a5c08c2-ce30-43b6-a772-13545e8f22af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24fe06b9-a3ef-4883-b22f-700fd97ed12b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a4650c54-9e4f-4479-81a7-5ffa44dfaf35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/672b15be-c0f6-4e01-a685-9d359ecefc34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28d392d3-b171-44c5-8d90-6ed5e5594f2b.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\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u8f6f\u4ef6\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u6267\u884c<\/span><br \/>\n <span class=\"tag\">SaaS\u8fde\u63a5\u5668<\/span><br \/>\n <span class=\"tag\">AI\u529e\u516c<\/span><br \/>\n <span class=\"tag\">xAI<\/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\uff08@zaczuo\uff09\u8ba4\u53ef\u5176\u6574\u5408\u65e5\u5e38\u5e94\u7528\u7684\u4ef7\u503c\uff0c\u4f46\u6838\u5fc3\u7591\u95ee\u5728\u4e8e\u5206\u53d1\u6e20\u9053\uff1a\u662f\u5426\u4e0e\u4e3b\u6d41\u5e94\u7528\u5e02\u573a\u5efa\u7acb\u4e86\u5408\u4f5c\u5173\u7cfb\uff1f\u5982\u4f55\u89e6\u8fbe\u6700\u9700\u8981\u7684\u91cd\u5ea6\u7528\u6237\uff1f\u8fd9\u66b4\u9732\u4e86\u5de5\u5177\u843d\u5730\u4e2d\u201c\u9152\u9999\u4e5f\u6015\u5df7\u5b50\u6df1\u201d\u7684\u9690\u5fe7\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 Grok Connectors \u7684\u672c\u8d28\u662f\u7ed9\u539f\u672c\u201c\u5634\u70ae\u201d\u7684AI\u88c5\u4e0a\u4e86\u4e00\u526f\u201c\u673a\u68b0\u81c2\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f\u201c\u8fde\u63a5\u5e94\u7528\u201d\u8fd9\u4e2a\u6280\u672f\u52a8\u4f5c\uff0c\u800c\u662f\u5c06Grok\u4ece\u201c\u95ee\u7b54\u52a9\u624b\u201d\u5347\u683c\u4e3a\u201c\u6570\u5b57\u6267\u884c\u8005\u201d\u2014\u2014\u5b83\u7ec8\u4e8e\u80fd\u4ee3\u4f60\u8bfb\u90ae\u4ef6\u3001\u6539\u6587\u6863\u3001\u5ba1\u4ee3\u7801\uff0c\u8fd9\u662f\u4ece\u8ba4\u77e5\u5c42\u5230\u884c\u52a8\u5c42\u7684\u8d28\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u6765\u770b\uff0c\u8fd9\u5e76\u975e\u6280\u672f\u4e0a\u7684\u58c1\u5792\u521b\u65b0\u3002\u7ade\u4e89\u5bf9\u624b\u5982Zapier\u7684AI\u3001OpenAI\u7684GPT Actions\u65e9\u5df2\u5e03\u5c40\u7c7b\u4f3cMCP\u6807\u51c6\u7684\u81ea\u52a8\u5316\u80fd\u529b\u3002Grok\u7684\u4f18\u52bf\u5728\u4e8exAI\u4e0eAnthropic\u7684\u7b97\u529b\u5408\u4f5c\u5e26\u6765\u7684\u4f4e\u6210\u672c\u63a8\u7406\uff0c\u4ee5\u53ca\u9a6c\u65af\u514b\u751f\u6001\u4e0bTwitter\/X\u5b9e\u65f6\u6570\u636e\u7684\u5148\u5929\u58c1\u5792\u2014\u2014\u8fd9\u624d\u662f\u201cConnectors\u201d\u4e2d\u6700\u72ec\u7279\u7684\u8fde\u63a5\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u7684\u62c5\u5fe7\u6781\u5176\u7cbe\u51c6\uff1a\u5728SaaS\u5de5\u5177\u6797\u7acb\u4e14\u6bcf\u4e2a\u516c\u53f8\u90fd\u62fc\u547d\u5efa\u62a4\u57ce\u6cb3\u7684\u5f53\u4e0b\uff0c\u5206\u53d1\u4e0e\u5408\u4f5c\u8fdc\u6bd4\u6280\u672f\u5b9e\u73b0\u66f4\u96be\u3002Grok Connectors\u80fd\u5426\u6253\u901aGoogle Workspace\u3001Notion\u7b49\u5e73\u53f0\u7684\u4f01\u4e1a\u7ea7API\u6388\u6743\uff0c\u80fd\u5426\u8ba9CIO\u4eec\u4fe1\u4efb\u4e00\u4e2a\u6765\u81eaxAI\u7684AI\u4ee3\u7406\u64cd\u4f5c\u6838\u5fc3\u4e1a\u52a1\u6570\u636e\uff0c\u8fd9\u4e9b\u624d\u662f\u751f\u6b7b\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u9510\u8bc4\uff1a\u8fd9\u628a\u201c\u4e07\u80fd\u94a5\u5319\u201d\u7684\u6280\u672f\u95e8\u69db\u4e0d\u9ad8\uff0c\u4f46\u80fd\u5426\u6253\u5f00\u4f01\u4e1a\u7684\u5927\u95e8\uff0c\u53d6\u51b3\u4e8exAI\u7684\u5546\u52a1\u58c1\u5792\u548c\u4fe1\u4efb\u8d44\u4ea7\uff0c\u800c\u975e\u4ee3\u7801\u7684\u5de7\u62d9\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\">Grok Connectors<\/span>\n <\/div>\n<div class=\"comment-content\">Grok Connectors is an integration layer that connects your AI assistant to workspace apps. It reads, writes, and executes tasks across your tools and supports custom MCP servers.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>After the new <a href=\"https:\/\/www.anthropic.com\/news\/higher-limits-spacex\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">compute partnership<\/a> with Anthropic, Grok from xAI \u2014 or should we call it <a href=\"https:\/\/x.com\/elonmusk\/status\/2052105373621121284\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SpaceXAI<\/a> now \u2014 is starting to move from an interesting conversational assistant into your productivity world.<\/p>\n<p>With Connectors, Grok can now go straight into your <a href=\"https:\/\/www.producthunt.com\/products\/gmail\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"gmail\" target=\"_blank\" rel=\"noopener\">@Gmail<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/notion\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"notion\" target=\"_blank\" rel=\"noopener\">@Notion<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/github\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"github\" target=\"_blank\" rel=\"noopener\">@GitHub<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/linear\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"linear\" target=\"_blank\" rel=\"noopener\">@Linear<\/a>, Google Workspace and more. It can read your emails, summarize docs, update presentations, organize your calendar, review PRs, and actually get real work done across the tools you already live in.<\/p>\n<p>What’s next?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> I love how Grok Connectors aims to bring all our daily apps into one place – the tagline really resonates with me. Finding warm leads, like those who’ve upvoted similar integration tools, has been key for my own launches, and I’m curious to know if you’ve explored any partnerships with popular app marketplaces to expand your reach. How do you plan to distribute Grok Connectors to reach the widest possible audience, especially among power users who’d benefit most from this integration?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/GZA6EWJLCDJJW2\" class=\"app-title\">Scroll Launch<\/a><\/p>\n<div class=\"one-liner\">Launch your product and get discovered by other makers<\/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>Scroll Launch \u662f\u4e00\u4e2a\u4e13\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u4e0e SaaS \u521b\u59cb\u4eba\u6253\u9020\u7684\u4ea7\u54c1\u53d1\u5e03\u5e73\u53f0\uff0c\u901a\u8fc7\u5468\u6392\u884c\u699c\u4e0e\u9ad8 DR \u5916\u94fe\uff0c\u5e2e\u52a9\u4ed6\u4eec\u907f\u5f00 Product Hunt \u62e5\u6324\u8d5b\u9053\uff0c\u66f4\u5feb\u88ab\u65e9\u671f\u7528\u6237\u53d1\u73b0\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bedf1a68-003e-4495-a771-4dbda1f99295.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/034a0de2-fb53-4315-a2d7-ed96ba5a17e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df8ce51e-0598-44a2-bf9c-8225b590d1b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca2c1d48-774f-48d6-ae68-211e4e71120b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b10abe91-b254-48b3-8eff-3981ccac068a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/086cfaca-a9fd-4cfa-bac0-7c68549ce05c.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\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">SaaS \u521b\u59cb\u4eba<\/span><br \/>\n <span class=\"tag\">Product Hunt \u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u5468\u6392\u884c\u699c<\/span><br \/>\n <span class=\"tag\">\u9ad8 DR \u5916\u94fe<\/span><br \/>\n <span class=\"tag\">\u65e9\u671f\u7528\u6237\u83b7\u53d6<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u63a8\u5e7f<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u73b0<\/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\u6838\u5fc3\u5173\u6ce8\uff1a\u2460 \u4e0e PH \u7684\u53d7\u4f17\u662f\u5426\u91cd\u5408\uff1b\u2461 \u53d1\u5e03\u65f6\u673a\u5982\u4f55\u642d\u914d PH \u7b56\u7565\uff1b\u2462 \u5f53\u524d\u6392\u961f\u9700\u7b498\u5468\uff0c\u62c5\u5fc3\u6548\u679c\u8fc7\u671f\u3002\u53e6\u6709\u53cd\u9988\u5efa\u8bae\u5c06\u201c\u66ff\u4ee3\u65b9\u6848\u201d\u5356\u70b9\u8f6c\u5316\u4e3a\u201c\u76f4\u63a5\u83b7\u76ca\u201d\u8868\u8ff0\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 Scroll Launch \u5207\u4e2d\u4e86 Product Hunt \u7684\u75db\u70b9\uff1a\u7ade\u4e89\u7ea2\u6d77\u3001\u6ce8\u610f\u529b\u788e\u7247\u5316\u3001\u540e\u7eed\u6d41\u91cf\u8870\u51cf\u3002\u5b83\u4ee5\u201c\u5468\u6392\u884c\u699c+DR\u5916\u94fe\u201d\u4f5c\u4e3a\u4ef7\u503c\u951a\u70b9\uff0c\u672c\u8d28\u662f\u7ed9\u72ec\u7acb\u5f00\u53d1\u8005\u4e00\u4e2a**\u786e\u5b9a\u6027\u66f4\u5f3a\u7684\u66dd\u5149\u7a97\u53e3**\uff0c\u800c\u975e\u968f\u673a\u62bd\u5956\u5f0f\u7684\u9996\u9875\u640f\u6740\u3002\u8fd9\u4e00\u70b9\u5728\u6807\u9898\u548c\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u76f4\u63a5\u5bf9\u6807 PH\uff0c\u7b56\u7565\u806a\u660e\u4f46\u5371\u9669\u2014\u2014\u7528\u6237\u4f1a\u62ff\u5b83\u4e0e PH \u7684\u6240\u6709\u4f18\u52bf\uff08\u6d41\u91cf\u89c4\u6a21\u3001\u5a92\u4f53\u8986\u76d6\u3001\u54c1\u724c\u80cc\u4e66\uff09\u505a\u76f4\u63a5\u5bf9\u6bd4\uff0c\u54ea\u6015\u524d\u8005\u53ea\u662f\u4e00\u6b3e\u793e\u533a\u578b\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u6700\u7126\u8651\u7684\u5e76\u975e\u201c\u503c\u4e0d\u503c\u5f97\u7528\u201d\uff0c\u800c\u662f**\u65f6\u673a\u8854\u63a5\u4e0e\u6392\u961f\u6548\u7387**\u30028\u5468\u7684\u7b49\u5f85\u671f\u51e0\u4e4e\u6467\u6bc1\u4e86\u201c\u8d81\u52bf\u53d1\u5e03\u201d\u7684\u7d27\u8feb\u611f\uff0c\u5bf9\u4e8e\u5feb\u8282\u594f\u7684\u4ea7\u54c1 Launch \u5468\u671f\u6765\u8bf4\uff0c\u8fd9\u662f\u81f4\u547d\u7684\u8bbe\u8ba1\u7f3a\u9677\u3002\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u66ff\u4ee3 PH\uff0c\u800c\u5728\u4e8e**\u4f5c\u4e3a\u7b2c\u4e8c\u901a\u9053\u4e0ePH\u5f62\u6210\u534f\u540c**\u2014\u2014\u65e9\u9e1f\u53d1\u73b0\u3001\u9ad8\u6743\u91cd\u5916\u94fe\u3001\u5468\u699c\u6301\u7eed\u66dd\u5149\uff0c\u6070\u597d\u8865\u8db3 PH \u53d1\u5e03\u540e\u7684\u957f\u5c3e\u8870\u9000\u3002\u56e2\u961f\u5e94\u5f53\u4f18\u5148\u4f18\u5316\u53d1\u5e03\u6392\u671f\uff0c\u628a\u7b49\u5f85\u65f6\u95f4\u538b\u7f29\u52301-2\u5468\u5185\uff0c\u5426\u5219\u518d\u597d\u7684\u5b9a\u4f4d\u4e5f\u4f1a\u88ab\u8fd0\u8425\u6ede\u540e\u62d6\u57ae\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5f53\u524d\u7528\u6237\u5bf9\u201c\u53d7\u4f17\u91cd\u5408\u5ea6\u201d\u7684\u8d28\u7591\u6765\u81ea\u5bf9\u5e73\u53f0\u51b7\u542f\u52a8\u7684\u5408\u7406\u8c28\u614e\u3002Scroll Launch \u82e5\u4e0d\u80fd\u8bc1\u660e\u81ea\u5df1\u62e5\u6709\u4e0e PH \u4e92\u8865\u7684\u72ec\u7acb\u7528\u6237\u753b\u50cf\uff08\u4f8b\u5982\u66f4\u5173\u6ce8\u6280\u672f\u539f\u578b\u3001\u8f83\u65e9\u671f\u7684\u5c0f\u4f17\u4e70\u5bb6\uff09\uff0c\u5c31\u4f1a\u6ca6\u4e3a\u4e00\u6b3e\u53ea\u6709\u4f9b\u7ed9\u65b9\uff08\u5f00\u53d1\u8005\uff09\u800c\u65e0\u9700\u6c42\u65b9\uff08\u771f\u5b9e\u4f7f\u7528\u8005\uff09\u7684\u96f6\u548c\u6e38\u620f\u3002\u771f\u6b63\u7684\u58c1\u5792\u4e0d\u662f\u201c\u66ff\u4ee3\u201d\uff0c\u800c\u662f**\u80fd\u5426\u5728\u4e00\u5e74\u5185\u79ef\u7d2f\u51fa1000\u4e2a\u613f\u610f\u6bcf\u5468\u4e3b\u52a8\u56de\u8bbf\u53d1\u73b0\u4ea7\u54c1\u7684\u6d3b\u8dc3\u7528\u6237**\u3002\u53ea\u6709\u505a\u5230\u8fd9\u70b9\uff0c\u5b83\u624d\u503c\u5f97\u88ab\u79f0\u4e3a\u201calternative\u201d\uff0c\u800c\u975e\u201clanding page\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\">Scroll Launch<\/span>\n <\/div>\n<div class=\"comment-content\">ScrollLaunch is the best Product Hunt alternative for indie makers and SaaS founders. Launch your product, climb the weekly rankings, earn high-DR backlinks, and get seen by thousands of early adopters.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Who’s actually discovering products here? Same early adopters as PH, or a different crowd? That changes how I’d think about using this alongside a PH launch. 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\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> thankyouuuuuuuu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<p>Just ran a logic audit on ScrollLaunch. You have a <strong>“Clarity Fail”<\/strong> in the hero. “Product Hunt Alternative” is a feature, not a benefit.<\/p>\n<p>I have a full roadmap of 10 Trust Leaks I found. Want me to drop the link 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\/@ayeshabuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayeshabuilds<\/a> sure<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@kalashvasaniya bought the car for his<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Launch your product, earn DR backlinks, and climb the weekly leaderboard.<\/div>\n<div class=\"comment-actions\">\n<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\/@kalashvasaniya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kalashvasaniya<\/a> why’s the backlog of products so long that i can only launch in 8 weeks from now? not sure if this is going to work out. in the next 8 weeks i might have already forgotten about scrolllaunch again. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is timely … I’m a solo founder launching on Product Hunt in a couple of weeks, so figuring out the right secondary-channel strategy right now.<\/p>\n<p>Quick question for the team: When you see makers using Scroll Launch alongside a PH launch, what timing works best? Same week, or staggered 3-7 days after the PH launch?<\/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<\/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\/TB5MXR4Q76PYGH\" class=\"app-title\">Hoogly.ai<\/a><\/p>\n<div class=\"one-liner\">Turn employee voice into meaningful action using AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Hoogly.ai\u5229\u7528AI\u9a71\u52a8\u7684\u4fdd\u5bc6\u5bf9\u8bdd\u66ff\u4ee3\u4f20\u7edf\u5458\u5de5\u8c03\u7814\uff0c\u89e3\u51b3\u4f01\u4e1a\u53cd\u9988\u6536\u96c6\u540e\u96be\u4ee5\u8f6c\u5316\u4e3a\u7ba1\u7406\u8005\u5b9e\u9645\u884c\u52a8\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c43d679-f774-40e4-b917-1d1b7a430183.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d9bb171-48bc-426f-a829-ca664224635f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/864073e7-913c-4430-b961-45ac84d92b66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/977acd01-4eb0-404e-8dfe-93e9d223a8dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f724b996-e3d7-4187-8791-1491b770a2ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e905d855-d0d5-457f-8754-3bde04ef5341.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a52331e7-09ae-413e-b0e5-5593dce57788.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5101e238-c80c-4066-bb08-3613c6af6b23.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\/52f93c11-e410-49cb-9b31-4dd78dbf8b37.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/y44UDvlZyYY?si=K4yYKrt5kGAZvN9N\"><source src=\"https:\/\/youtu.be\/y44UDvlZyYY?si=K4yYKrt5kGAZvN9N\" 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\">Human Resources<\/span><br \/>\n <span class=\"tag\">Pitch Singapore<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u5458\u5de5\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u53cd\u9988\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u884c\u52a8\u8ddf\u8e2a<\/span><br \/>\n <span class=\"tag\">\u533f\u540d\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u9886\u5bfc\u529b\u6559\u7ec3<\/span><br \/>\n <span class=\"tag\">\u7ec4\u7ec7\u53d1\u5c55<\/span><br \/>\n <span class=\"tag\">HR\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u8c03\u7814<\/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\u80af\u5b9a\u4ea7\u54c1\u805a\u7126\u201c\u540e\u7eed\u884c\u52a8\u201d\uff0c\u6307\u51fa\u8c03\u7814\u53cd\u9988\u540e\u7f3a\u4e4f\u8ddf\u8fdb\u662f\u884c\u4e1a\u901a\u75c5\uff1b\u540c\u65f6\u5173\u5207AI\u5982\u4f55\u5728\u4fdd\u8bc1\u5458\u5de5\u533f\u540d\u6027\uff08\u5982\u9690\u85cf\u4e2a\u4eba\u4fe1\u606f\uff09\u7684\u540c\u65f6\uff0c\u4ecd\u4e3a\u7ba1\u7406\u5c42\u63d0\u4f9b\u8db3\u591f\u5177\u4f53\u3001\u53ef\u64cd\u4f5c\u7684\u6d1e\u5bdf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Hoogly.ai\u7684\u9009\u54c1\u5207\u4e2d\u4e86\u4f01\u4e1aHR\u9886\u57df\u201c\u8c03\u7814\u75b2\u52b3\u201d\u4e0e\u201c\u884c\u52a8\u762b\u75ea\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002\u4f20\u7edf\u95ee\u5377\u53ea\u662f\u6570\u636e\u91c7\u96c6\u5668\uff0c\u800cHoogly\u8bd5\u56fe\u5c06\u95ed\u73af\u5ef6\u4f38\u5230\u201c\u5efa\u8bae-\u6d1e\u5bdf-\u884c\u52a8-\u8ddf\u8fdb\u201d\u7684\u5168\u94fe\u8def\uff0c\u8fd9\u6bd4\u5355\u7eaf\u505aAI\u5bf9\u8bdd\u5f15\u64ce\u9ad8\u660e\u4e00\u4e2a\u6bb5\u4f4d\uff0c\u4e5f\u662f\u5176\u83b7\u5f97\u65e9\u671f\u7528\u6237\u201c\u6b63\u540d\u201d\u7684\u6838\u5fc3\u539f\u56e0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6e05\u9192\u770b\u5230\uff1a89\u7968\u5bf9\u5e94\u7684\u793e\u533a\u70ed\u5ea6\u5c1a\u5c5e\u65e9\u671f\uff0c\u5176\u4ef7\u503c\u771f\u6b63\u6210\u7acb\u7684\u552f\u4e00\u6807\u51c6\u662f\u7ba1\u7406\u8005\u662f\u5426\u4f1a\u56e0\u4e3aAI\u751f\u6210\u7684\u201c\u533f\u540d\u53c8\u80fd\u843d\u5730\u201d\u7684\u6d1e\u5bdf\u800c\u6539\u53d8\u51b3\u7b56\u3002\u5f53\u524d\u8bc4\u8bba\u91cc\u5173\u4e8e\u201c\u9690\u79c1vs\u53ef\u64cd\u4f5c\u6027\u201d\u7684\u8d28\u7591\u6070\u6070\u662f\u6700\u5927\u7684\u6280\u672f\u74f6\u9888\u2014\u2014\u5982\u679cAI\u4e3a\u4e86\u5b89\u5168\u8fc7\u5ea6\u6e05\u6d17\u6570\u636e\uff0c\u7ed3\u679c\u5c31\u662f\u4e00\u5806\u6b63\u786e\u7684\u5e9f\u8bdd\uff1b\u5982\u679c\u4e0d\u591f\u6a21\u7cca\uff0c\u53c8\u4f1a\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u6253\u7740AI\u65d7\u53f7\u7684\u76d1\u63a7\u5de5\u5177\u3002\u6b64\u5916\uff0c\u5c06\u201c\u884c\u52a8\u201d\u81ea\u52a8\u5316\u4e3a\u7ba1\u7406\u8005\u63a8\u9001\u52a8\u4f5c\u5efa\u8bae\u5f88\u5bb9\u6613\uff0c\u4f46\u8ba9\u7ba1\u7406\u8005\u613f\u610f\u6267\u884c\u5e76\u627f\u62c5\u540e\u679c\uff0c\u8fd9\u4e0d\u662f\u7b97\u6cd5\u80fd\u89e3\u51b3\u7684\u4ee3\u9645\u6587\u5316\u95ee\u9898\u3002\u4ea7\u54c1\u76ee\u524d\u66f4\u50cf\u4e00\u628a\u8865\u9f50\u201c\u6f0f\u6597\u672b\u7aef\u201d\u7684\u950b\u5229\u597d\u5200\uff0c\u800c\u4f01\u4e1a\u53d8\u9769\u8fd9\u5934\u5927\u8c61\uff0c\u8fdc\u4e0d\u6b62\u4e00\u628a\u5200\u5c31\u80fd\u64ac\u52a8\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\">Hoogly.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Traditional engagement surveys are slow, generic, and rarely lead to action. Hoogly replaces them with confidential AI-powered conversations that transform employee voice into insights, coaching, and meaningful follow-through for leaders.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the focus on follow through here, because collecting feedback is one thing, but helping leaders actually act on it is most important.<\/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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> thanks Thami – this is definitely what we hear from customers 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> I was shocked to see the state of play with Action plans. It takes 4months to plan them and then no follow-through \ud83d\ude48<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We are sincerely grateful for the love we are getting from customers! \ud83e\udd70<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Super stoked for today!! <3 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anitta_krishan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anitta_krishan<\/a> me 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>The challenge with employee voice is often anonymity vs. actionability. How does the AI ensure privacy while still giving management specific enough data to fix problems? Love the concept.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> thank you! It’s a great question. As employees have their conversation, the AI strips away anything personally identifiable in real time. Employees can even see what will get shared before it gets shared. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IGTQIGCZCG2J7H\" class=\"app-title\">Suprbox<\/a><\/p>\n<div class=\"one-liner\">Box for AI agents to secure enterprise data storage<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Suprbox \u662f\u4e00\u4e2a\u7b56\u7565\u9a71\u52a8\u7684\u6570\u636e\u4fdd\u9669\u7bb1\uff0c\u4e13\u4e3a\u4f7f\u7528AI\u667a\u80fd\u4f53\u7684\u56e2\u961f\u8bbe\u8ba1\uff0c\u901a\u8fc7\u5728\u5b58\u50a8\u5c42\u8bbe\u7f6e\u7ec6\u7c92\u5ea6\u8bbf\u95ee\u89c4\u5219\uff08\u5982\u654f\u611f\u5ea6\u3001\u65f6\u95f4\u3001\u9891\u7387\u3001\u4eba\u5de5\u5ba1\u6279\uff09\uff0c\u89e3\u51b3\u667a\u80fd\u4f53\u8bef\u7528\u6216\u8d8a\u72f1\u540e\u8bfb\u53d6\u654f\u611f\u4f01\u4e1a\u6570\u636e\uff08\u5982\u85aa\u8d44\u8868\u3001\u8463\u4e8b\u4f1a\u5907\u5fd8\u5f55\uff09\u7684\u6cc4\u9732\u98ce\u9669\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d0e1d8a-a8a2-42f0-a4d5-cb50e8322bf0.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\/805dce1f-5361-4256-8040-e9959bba2143.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\/d32303a7-2d06-4522-a53c-06f1255ea20e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2436fc6-2aee-412d-9598-77fb711aea59.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\">Storage<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u6570\u636e\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6570\u636e\u4fdd\u9669\u7bb1<\/span><br \/>\n <span class=\"tag\">\u7b56\u7565\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u8bbf\u95ee\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">S3\u66ff\u4ee3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u654f\u611f\u6587\u6863\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u5b89\u5168\u57fa\u7840\u8bbe\u65bd<\/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\u5176\u9488\u5bf9\u81ea\u4e3bAI\u4ee3\u7406\u7684\u6570\u636e\u6cc4\u9732\u573a\u666f\u5207\u4e2d\u75db\u70b9\uff0c\u5e76\u8ffd\u95ee\u201c\u4eba\u5de5\u5ba1\u6279\u201d\u5728\u6267\u884c\u4e2d\u662f\u5426\u4f1a\u6682\u505cAgents\u6d41\u7a0b\uff08\u5982\u901a\u8fc7Slack\u901a\u77e5\uff09\uff0c\u8fd8\u662f\u4ec5\u9488\u5bf9\u7279\u5b9a\u6587\u6863\u7c7b\u522b\u9884\u6388\u6743\u3002\u53e6\u4e00\u8bc4\u8bba\u5173\u6ce8\u5176\u5411\u5927\u578b\u4f01\u4e1a\u63a8\u9500\u65f6\uff0c\u5982\u4f55\u5e94\u5bf9\u590d\u6742\u5b89\u5168\u534f\u8bae\u53ca\u83b7\u53d6\u6709\u6548\u5ba2\u6237\u7ebf\u7d22\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 Suprbox\u7684\u5207\u5165\u70b9\u806a\u660e\u4e14\u52a1\u5b9e\uff1a\u5b83\u4e0d\u8bd5\u56fe\u5728\u63d0\u793a\u8bcd\u5c42\u9762\u4e0eAI\u5bf9\u9f50\u535a\u5f08\uff0c\u800c\u662f\u56de\u5f52\u5230\u6570\u636e\u5b58\u50a8\u7684\u7269\u7406\u8fb9\u754c\u2014\u2014\u653f\u7b56\u95e8\u63a7\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u5e26\u201c\u89c4\u5219\u5f15\u64ce\u201d\u7684S3\u517c\u5bb9\u5b58\u50a8\u5c42\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u5b89\u5168\u63a7\u5236\u4ece\u201c\u4e0d\u53ef\u89e3\u91ca\u7684\u6a21\u578b\u884c\u4e3a\u201d\u8f6c\u79fb\u5230\u201c\u53ef\u5ba1\u8ba1\u7684\u57fa\u7840\u8bbe\u65bd\u7b56\u7565\u201d\u3002\u521b\u59cb\u4eba\u6e05\u9192\u5730\u610f\u8bc6\u5230\uff0c\u5f53\u81ea\u4e3bAgents\u5177\u5907\u8bbf\u95ee\u51ed\u8bc1\u540e\uff0c\u4e00\u5207\u63d0\u793a\u8bcd\u62a4\u680f\u90fd\u662f\u6c99\u5821\uff0c\u552f\u6709\u5bf9\u6570\u636e\u8bfb\u53d6\u672c\u8eab\u8fdb\u884c\u5f3a\u5236\u89c4\u5219\u68c0\u67e5\u624d\u662f\u6297\u9707\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u975e\u5e38\u6e05\u6670\uff1a\u5ba2\u6237\u4e0d\u662f\u9700\u8981\u53e6\u4e00\u4e2a\u201cAI\u5b89\u5168\u201d\u5671\u5934\uff0c\u800c\u662f\u9700\u8981\u4e00\u628a\u80fd\u6309\u201c\u6587\u6863\u654f\u611f\u5ea6+\u65f6\u95f4+\u9891\u7387+\u4eba\u5de5\u201d\u7b49\u591a\u7ef4\u89c4\u5219\u81ea\u52a8\u4e0a\u9501\u7684\u4fdd\u9669\u7bb1\uff0c\u4e14\u6bcf\u628a\u9501\u7684\u5f00\u542f\u90fd\u8981\u7559\u4e0b\u4e0d\u53ef\u7be1\u6539\u7684\u7b7e\u540d\u65e5\u5fd7\u3002\u8fd9\u5bf9\u4e8e\u5904\u7406\u85aa\u8d44\u3001\u6cd5\u5f8b\u5408\u540c\u3001\u5185\u90e8\u5907\u5fd8\u5f55\u7684\u91d1\u878d\u3001\u6cd5\u5f8b\u3001HR\u548cR&D\u56e2\u961f\uff0c\u662f\u786c\u521a\u9700\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u540c\u6837\u5c16\u9510\uff1a\u5728Agents\u6301\u7eed\u5f02\u6b65\u8fd0\u884c\u7684\u5178\u578b\u573a\u666f\u4e2d\uff0c\u201c\u4eba\u5de5\u5ba1\u6279\u201d\u7684\u95e8\u63a7\u5982\u4f55\u4e0d\u62d6\u6b7b\u5de5\u4f5c\u6d41\uff1f\u662f\u8bbe\u8ba1\u6210\u201c\u65e0\u654f\u611f\u64cd\u4f5c\u81ea\u52a8\u653e\u884c-\u9ad8\u654f\u611f\u64cd\u4f5c\u8fdb\u5165\u5f02\u6b65\u5ba1\u6838\u961f\u5217\u201d\u7684\u5fae\u67b6\u6784\uff1f\u8fd8\u662f\u50cf\u8bc4\u8bba\u6240\u95ee\u90a3\u6837\uff0c\u4f1a\u4e2d\u65ad\u8fdb\u7a0b\u5e76ping Slack\uff1f\u6b64\u5916\uff0c\u5373\u4fbf\u5b58\u50a8\u5c42\u6b63\u786e\uff0c\u5982\u679cAgents\u80fd\u901a\u8fc7\u805a\u5408\u591a\u4e2a\u4f4e\u654f\u611f\u6587\u6863\u63a8\u65ad\u51fa\u654f\u611f\u4fe1\u606f\uff08\u63a8\u7406\u653b\u51fb\uff09\uff0cSuprbox\u80fd\u5426\u611f\u77e5\uff1f\u76ee\u524d\u770b\uff0c\u5b83\u66f4\u64c5\u957f\u963b\u6b62\u660e\u6587\u5916\u6cc4\u800c\u975e\u8bed\u4e49\u63a8\u65ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u5316\u6311\u6218\u4e5f\u5f88\u73b0\u5b9e\uff1a\u5927\u4f01\u4e1a\u7684\u5b89\u5168\u56e2\u961f\u901a\u5e38\u4e0d\u76f8\u4fe1SaaS\u81ea\u79f0\u7684\u201c\u96f6\u4fe1\u4efb\u201d\uff0c\u5b83\u4eec\u4f1a\u8981\u6c42\u79c1\u6709\u5316\u90e8\u7f72\u6216\u786c\u4ef6\u5bc6\u94a5\u3002Suprbox\u82e5\u60f3\u4ece\u201c\u8f66\u5e93\u795e\u5668\u201d\u8d70\u5411\u201cCIO\u5fc5\u5907\u201d\uff0c\u9700\u8981\u5c3d\u5feb\u8bc1\u660e\u5b83\u6bd4S3 IAM+\u7ec4\u7ec7\u7ea7DLP\u65b9\u6848\u66f4\u7b80\u5355\u3001\u5ba1\u8ba1\u9897\u7c92\u5ea6\u66f4\u7ec6\uff0c\u4e14\u80fd\u517c\u5bb9\u5df2\u6709\u5408\u89c4\u6846\u67b6\uff08SOC2\u3001HIPAA\u7b49\uff09\u3002\u76ee\u524d86\u7968\u7b97\u662f\u5708\u5185\u53e3\u7891\u5f00\u5c40\uff0c\u4f46\u8981\u89c4\u6a21\u5316\uff0c\u8fd8\u9700\u5728\u201c\u63d2\u62d4\u5f0f\u96c6\u6210\u201d\u548c\u201c\u7b56\u7565\u6a21\u677f\u5316\u201d\u4e0a\u505a\u8db3\u529f\u592b\u3002\u4e00\u53e5\u5fe0\u544a\uff1a\u4e0d\u8981\u8ba9\u81ea\u5df1\u53d8\u6210\u53e6\u4e00\u4e2a\u201c\u9700\u8981\u4eba\u770b\u5b88\u7684\u4fdd\u9669\u7bb1\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\">Suprbox<\/span>\n <\/div>\n<div class=\"comment-content\">Suprbox is a policy-gated vault for the data your AI agents read. Instead of handing an agent your Drive or S3 key, you give it a scoped Suprbox key every read is checked against rules you set (sensitivity, time-of-day, rate limits, human approval) and signed into an immutable audit log. Unlike prompt guardrails, Suprbox protects the data itself, so even a jailbroken or misconfigured agent can’t exfiltrate what your policy denies. Built for teams running real agents on sensitive documents.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey , I built Suprbox after watching a friend’s team accidentally hand a research agent the same Google Drive credentials a human would use. Within a week the agent had read salary spreadsheets, board memos, and an un-redacted contract none of which it needed for its actual job. No prompt guardrail catches that; the agent was just doing what it was told, with the access it was given.<\/p>\n<p>So I started from the data side instead of the prompt side. Every agent gets its own scoped Suprbox key, every document lives in a vault with rules (sensitivity, rate limit, time-of-day, human approval, watermark), and every byte that leaves is signed and logged. If something goes wrong, you have a real audit trail not a chat log.<\/p>\n<p>The biggest shift while building was realizing this isn’t really an “AI tool.” It’s storage with a policy gate in front of it. That reframing made the whole thing simpler the API ended up looking like S3, just with rules.<\/p>\n<p>Would love to hear how you’re handling agent access today, and what feels broken about it. Happy to answer anything.<\/p>\n<p> \u2014 Hritvik<\/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\/@hritvik_gupta1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hritvik_gupta1<\/a> that is a useful workflow. I have yet to encounter this issue, but how autonomous Agents are becoming, I can see it being catastrophic for any team actually exposing their confidential data unintentionally.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@hritvik_gupta1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hritvik_gupta1<\/a> hritvik, how does the ‘human approval’ gate work in the middle of an agent’s loop? does it pause the execution and ping a slack channel, or is it more of a ‘pre-approval’ for certain document categories? definitely i’ll check <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@hritvik_gupta1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hritvik_gupta1<\/a> I’m really impressed by Suprbox’s focus on securing enterprise data storage with AI agents – the idea of a “box” for this purpose is really intriguing. What I’d love to know is how they plan to distribute this solution to large enterprises, given the complex security protocols in place. Finding warm leads who have already shown interest in similar data security products has been key for my own launches, and I’m curious if Suprbox is leveraging a similar approach, especially with its unique “box” concept.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice Solution, Congrats team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vrijraj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vrijraj<\/a> Thanks, hope you’ll like the product. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/QXCQOBYV5RWPNM\" class=\"app-title\">Plouton AI<\/a><\/p>\n<div class=\"one-liner\">Computer-Use AI agents for FinOps workflows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Plouton AI \u901a\u8fc7\u6d4f\u89c8\u5668\u5185\u7684AI\u4ee3\u7406\uff0c\u76f4\u63a5\u5728SAP\u3001NetSuite\u3001QuickBooks\u7b49\u8d22\u52a1\u7cfb\u7edf\u4e2d\u81ea\u52a8\u6267\u884c\u5e94\u4ed8\u8d26\u6b3e\u3001\u5bf9\u8d26\u548c\u7ed3\u8d26\u5de5\u4f5c\u6d41\uff0c\u65e0\u9700API\u96c6\u6210\uff0c\u89e3\u51b3\u8d22\u52a1\u56e2\u961f\u624b\u5de5\u64cd\u4f5c\u4f4e\u6548\u4e14\u96be\u5ba1\u8ba1\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1761f3f2-1145-4328-b2ff-30d1fd85ceac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ccf729b-a803-4149-9efe-258d855d52fc.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/32436861-cde4-4c94-9085-d7a16be925eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6dc3f019-d574-40c2-8e2a-7359a79ccce8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fee93464-02fd-493a-9a5c-650d6c693a50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d692f832-a313-43e9-8414-476c0a5bc819.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01f321e1-0211-4d1c-847f-efc796da631a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/861d27a0-a34b-4bac-931d-dd76732a3606.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\/6b0b5cb6-65e6-46b3-9f02-5a95afbf703d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/5-9GVnXcN_w\"><source src=\"https:\/\/youtu.be\/5-9GVnXcN_w\" 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\">Pitch Singapore<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">FinOps\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0API\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8d26<\/span><br \/>\n <span class=\"tag\">\u5e94\u4ed8\u8d26\u6b3e<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u5ba1\u6838<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u8f6f\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u5f3a\u8c03\u4ea7\u54c1\u5b9a\u4f4d\u662f\u4ea4\u4ed8\u7ed3\u679c\u800c\u975e\u4ec5\u7ed9\u5efa\u8bae\u3002\u7528\u6237\u5173\u6ce8\u70b9\uff1a\u5982\u4f55\u7cbe\u51c6\u89e6\u8fbeFinOps\u76ee\u6807\u5ba2\u6237\uff1b\u4ee5\u53ca\u5de5\u4f5c\u6d41\u56de\u653e\u5ba1\u8ba1\u65f6\u662f\u5b9e\u65f6\u5c4f\u5e55\u5f55\u50cf\u8fd8\u662f\u65e5\u5fd7\u8bb0\u5f55\u3002\u5b98\u65b9\u56de\u590d\u786e\u8ba4\u4f1a\u5f55\u5236\u5e76\u8131\u654f\u6bcf\u4e00\u6b65\u64cd\u4f5c\u7684\u5c4f\u5e55\u89c6\u9891\uff0c\u4ee5\u4f9b\u590d\u76d8\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 Plouton AI \u7684\u201c\u8ba1\u7b97\u673a\u4f7f\u7528\u201d\u6982\u5ff5\u5e76\u4e0d\u65b0\u9c9c\uff0c\u672c\u8d28\u4e0a\u4ecd\u662fRPA\u4e0eAI\u7684\u7f1d\u5408\u4f53\u2014\u2014\u901a\u8fc7\u6d4f\u89c8\u5668\u6a21\u62df\u4eba\u7c7b\u64cd\u4f5c\u6765\u6267\u884c\u8d22\u52a1\u6d41\u7a0b\u3002\u5176\u6838\u5fc3\u5356\u70b9\u201c\u65e0\u9700API\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u4e00\u65b9\u9762\u964d\u4f4e\u4e86\u4e0e\u8001\u65e7ERP\u7cfb\u7edf\u7684\u96c6\u6210\u95e8\u69db\uff0c\u8ba9\u8d22\u52a1\u56e2\u961f\u80fd\u5feb\u901f\u4e0a\u624b\uff1b\u4f46\u53e6\u4e00\u65b9\u9762\uff0c\u4f9d\u8d56\u6d4f\u89c8\u5668DOM\u89e3\u6790\u7684\u7a33\u5b9a\u6027\u5b58\u7591\uff0c\u4e00\u65e6SAP\u6216QuickBooks\u66f4\u65b0UI\u5e03\u5c40\uff0c\u5de5\u4f5c\u6d41\u5c31\u53ef\u80fd\u4e2d\u65ad\uff0c\u8fd9\u6b63\u662f\u4f20\u7edfRPA\u5382\u5546\u591a\u5e74\u6765\u672a\u80fd\u6839\u6cbb\u7684\u987d\u75be\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u53ef\u56de\u653e\u5ba1\u8ba1\u201d\u548c\u201c\u4eba\u5de5\u5ba1\u6838\u201d\u7684\u8bbe\u8ba1\u2014\u2014\u5728\u8d22\u52a1\u5408\u89c4\u8fd9\u4e2a\u654f\u611f\u9886\u57df\uff0c\u9ed1\u76d2\u81ea\u52a8\u5316\u4f1a\u5f15\u53d1\u4fe1\u4efb\u5371\u673a\u3002\u901a\u8fc7\u8bb0\u5f55\u5c4f\u5e55\u5f55\u50cf\u5e76\u63d0\u4f9b\u4eba\u5de5\u4ecb\u5165\u8282\u70b9\uff0cPlouton\u5b9e\u9645\u4e0a\u5728\u8d29\u5356\u201c\u53ef\u63a7\u7684\u81ea\u52a8\u5316\u5e7b\u89c9\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684AI\u51b3\u7b56\u3002\u5bf9\u4e8e\u4e2d\u5c0f\u4f01\u4e1a\u7684\u91cd\u590d\u6027\u5bf9\u8d26\u3001\u51ed\u8bc1\u5f55\u5165\u7b49\u4f4e\u4ef7\u503c\u52b3\u52a8\uff0c\u8fd9\u65e0\u7591\u662f\u6548\u7387\u5de5\u5177\uff1b\u4f46\u5bf9\u4e8e\u5927\u578b\u4f01\u4e1a\u7684\u6838\u5fc3\u8d22\u52a1\u94fe\u8def\uff0c\u5b8c\u5168\u4f9d\u8d56\u6d4f\u89c8\u5668\u4ee3\u7406\u8dd1\u5173\u952e\u6d41\u6c34\uff0c\u98ce\u9669\u7ba1\u63a7\u4e0d\u8db3\u3002\n <\/p>\n<p class=\"ai-content\">\n 80\u591a\u7968\u7684\u53cd\u9988\u91cf\u8bf4\u660e\u5b83\u4ecd\u5904\u4e8e\u65e9\u671f\u6982\u5ff5\u9a8c\u8bc1\u9636\u6bb5\u3002\u521b\u59cb\u4eba\u7684\u5766\u8bda\u503c\u5f97\u80af\u5b9a\uff0c\u4f46\u201c\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5de5\u4f5c\u6d41\u5e76\u7aef\u5230\u7aef\u6267\u884c\u201d\u7684\u613f\u666f\uff0c\u8ddd\u79bb\u771f\u6b63\u98a0\u8986FinOps\u8fd8\u5f88\u9065\u8fdc\u3002\u76ee\u524d\u66f4\u73b0\u5b9e\u7684\u5b9a\u4f4d\u662f\uff1a\u4e00\u4e2a\u5e26\u5ba1\u8ba1\u5c3e\u5df4\u7684\u811a\u672c\u5f55\u5236\u5de5\u5177\uff0c\u800c\u975e\u667a\u80fd\u4f53\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\">Plouton AI<\/span>\n <\/div>\n<div class=\"comment-content\">Plouton AI uses browser-based AI agents to run accounts payable, reconciliations, and close workflows inside tools like SAP, NetSuite, and QuickBooks without API projects.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Myself along with my co-founder <a href=\"https:\/\/www.producthunt.com\/@furqan_kidwai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@furqan_kidwai<\/a> built <a href=\"https:\/\/plouton.co?utm_source=chatgpt.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Plouton AI<\/a> because finance teams don\u2019t need another <strong>\u201cAI copilot\u201d<\/strong> that stops at suggestions. They need outcomes.<\/p>\n<p>Plouton is an AI workflow orchestrator for finance operations, capable of navigating real systems, executing reconciliations, handling repetitive back-office workflows, and creating a complete audit trail with screenshots, logs, and “replayable” runs.<\/p>\n<p>Think less <strong>“chatbot.”<\/strong> More <strong>\u201cAI operations teammate that actually finishes the job.\u201d<\/strong><\/p>\n<p>Today\u2019s preview is an early look into the system we\u2019ve been obsessively building:<\/p>\n<p>\u2022 AI-powered reconciliation workflows<br \/>\u2022 Browser-native task execution<br \/>\u2022 Human-in-the-loop approvals<br \/>\u2022 Replayable workflow memory<br \/>\u2022 Full auditability for finance & ops teams<\/p>\n<p>We\u2019re building toward a future where businesses describe workflows in plain English\u2026 and the system executes them end-to-end.<\/p>\n<p>Still early. Still scrappy.<\/p>\n<p>But the signal from pilots has been kinda wild already.<\/p>\n<p>Would genuinely love feedback from operators, finance leaders, automation nerds, and anyone tired of \u201cAI demos\u201d that break the second reality shows up.<\/p>\n<p>Drop thoughts, questions, criticism, chaos below \ud83d\udc47<\/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\/@furqan_kidwai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@furqan_kidwai<\/a>  <a href=\"https:\/\/www.producthunt.com\/@sarfraz_hussayn_07\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarfraz_hussayn_07<\/a> I love the idea of using AI agents for FinOps workflows, the “Computer-Use” part of your tagline really caught my attention. Finding warm leads who have already shown interest in similar products has been key for my own launches, I’m curious to know how you plan to reach the right audience with Plouton AI. What’s your strategy for getting in front of FinOps teams who could benefit from this type of automation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>when a workflow gets replayed for an audit, does the replay show exactly what the agent did on screen in real time or just a log of the steps it took?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> hey there that’s a good question. During every run that we have, basically a workflow, we record everything during that workflow, and then we sanitize the recording for any sensitive information. And after each workflow the video recording for each step is available for future reviews <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K56IE2TRUY7CJD\" class=\"app-title\">Known Agents<\/a><\/p>\n<div class=\"one-liner\">Track the bots and AI agents crawling your website<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Known Agents \u662f\u4e00\u6b3e\u4e3a\u7f51\u7ad9\u8bbe\u8ba1\u7684\u201c\u673a\u5668\u4eba\u7248Google Analytics\u201d\uff0c\u5e2e\u52a9\u7ad9\u957f\u5b9e\u65f6\u8ffd\u8e2aAI\u4ee3\u7406\u3001\u722c\u866b\u548c\u6293\u53d6\u5de5\u5177\u7684\u8bbf\u95ee\u884c\u4e3a\uff0c\u89e3\u51b3\u4f20\u7edf\u5206\u6790\u5de5\u5177\u5ffd\u89c6\u975e\u4eba\u7c7b\u6d41\u91cf\u3001\u5bfc\u81f4\u4f01\u4e1a\u5bf9AI\u7528\u6237\u884c\u4e3a\u5b8c\u5168\u76f2\u533a\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52087256-3ca8-4e7d-8e6c-31384b30c218.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c48ac93-529f-48d7-a4ff-32aabc7ec9a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d9c212b-837b-41fd-bc9f-cc3fe840c871.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e257cb9-bb1c-42ed-92ca-e7c62e6e9f3e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2e45506-d42a-4cd1-baab-2418dc4e9da0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/074c4e7a-1329-4224-b6f3-0ecdee6d263f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5dcb57c0-d825-4748-b04b-87d4c5e2fcb0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/719ad51c-e4d5-405f-bdf6-4641061e64a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/092df91b-bf8d-4f0e-9f4c-588f5dd69a4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d12c1b9f-cf27-4914-9e67-259e4a1a9922.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\">Analytics<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Bots<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u4eba\u6d41\u91cf\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u722c\u866b\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">LLM\u5f15\u8350\u6765\u6e90<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u4f53\u9a8c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u9762\u677f<\/span><br \/>\n <span class=\"tag\">SEO\/AEO<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u4ef7\u503c\uff0c\u4e3b\u8981\u5173\u6ce8\uff1a\u5982\u4f55\u7528\u6570\u636e\u6307\u5bfc\u884c\u52a8\uff08\u5982\u5c4f\u853d\u3001\u4f18\u5316\u6216\u76d1\u63a7\uff09\uff1bLLM\u5f15\u8350\u6765\u6e90\u8ddf\u8e2a\u5bf9SEO\/AEO\u7684\u542f\u53d1\uff1b\u4ee3\u7406\u5546\u8d2d\u53d7\u963b\u65f6\u5982\u4f55\u4f18\u5316UI\uff1b\u4ee5\u53ca\u80fd\u5426\u5e2e\u52a9\u8bbe\u8ba1\u66f4\u597d\u7684\u201c\u4ee3\u7406\u4f53\u9a8c\u201d\uff08AX\uff09\u3002\u4e5f\u6709\u7528\u6237\u8be2\u95ee\u83b7\u5ba2\u7b56\u7565\uff0c\u9700\u6559\u80b2\u5e02\u573a\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 Known Agents\u5207\u5165\u4e86\u4e00\u4e2a\u201c\u6240\u6709\u4eba\u90fd\u77e5\u9053\u5b58\u5728\u3001\u4f46\u6ca1\u4eba\u8ba4\u771f\u91cf\u5316\u201d\u7684\u76f2\u533a\u2014\u2014AI\u4ee3\u7406\u6d41\u91cf\u3002\u5176\u6838\u5fc3\u6d1e\u5bdf\u662f\uff1a\u5f53\u4e92\u8054\u7f51\u6d41\u91cf\u4e2d\u8fd1\u534a\u6570\u6765\u81ea\u975e\u4eba\u7c7b\u5b9e\u4f53\uff0c\u4f20\u7edf\u5206\u6790\u5de5\u5177\uff08\u5982Google Analytics\uff09\u7684\u201c\u7528\u6237\u753b\u50cf\u201d\u5df2\u5f7b\u5e95\u5931\u771f\u3002\u4ea7\u54c1\u4ee5\u201cLLM\u5f15\u8350\u6765\u6e90\u201d\u4e3a\u5dee\u5f02\u5316\u5356\u70b9\uff0c\u76f4\u63a5\u56de\u5e94\u4e86GEO\uff08\u751f\u6210\u5f15\u64ce\u4f18\u5316\uff09\u8fd9\u4e00\u65b0\u5174\u9700\u6c42\uff0c\u8ba9\u4f01\u4e1a\u80fd\u50cf\u4f18\u5316\u641c\u7d22\u5f15\u64ce\u6392\u540d\u4e00\u6837\u4f18\u5316\u5728AI\u5bf9\u8bdd\u4e2d\u7684\u66dd\u5149\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u76ee\u524d\u7684\u4ef7\u503c\u66f4\u591a\u505c\u7559\u5728\u201c\u8ba4\u77e5\u5c42\u201d\u2014\u2014\u544a\u8bc9\u7528\u6237\u6709\u591a\u5c11Agent\u6765\u4e86\uff0c\u770b\u4e86\u4ec0\u4e48\u9875\uff0c\u6765\u81ea\u54ea\u4e2aAI\u5e73\u53f0\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u201c\u6267\u884c\u5c42\u201d\uff1a\u5982\u4f55\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u53ef\u64cd\u4f5c\u7684\u89c4\u5219\uff08\u5982\u52a8\u6001\u8c03\u6574robots.txt\uff09\uff0c\u5982\u4f55\u8bc6\u522b\u6076\u610f\u722c\u866b\u4e0e\u5408\u6cd5\u91c7\u8d2d\u4ee3\u7406\u4eba\uff08\u4f8b\u5982OpenAI\u7684BingBot vs. Claude\u7684Browser Agent\uff09\uff0c\u4ee5\u53ca\u5982\u4f55\u4ece\u201c\u88ab\u52a8\u76d1\u63a7\u201d\u8dc3\u8fc1\u5230\u201c\u4e3b\u52a8\u5f15\u5bfc\u4ee3\u7406\u5b8c\u6210\u8f6c\u5316\u201d\u3002\u56e2\u961f\u63d0\u5230\u7684\u201c\u4ee3\u7406\u4f1a\u8bdd\u56de\u653e\u201d\u529f\u80fd\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u82e5\u4ec5\u505c\u7559\u5728\u56de\u653e\u800c\u4e0d\u63d0\u4f9b\u667a\u80fd\u5efa\u8bae\uff08\u5982\u201c\u8be5\u9875\u976283%\u7684\u4ee3\u7406\u5728\u6b64\u653e\u5f03\uff0c\u5efa\u8bae\u7b80\u5316\u8868\u5355\u201d\uff09\uff0c\u5c31\u96be\u9003\u201c\u6f02\u4eae\u4eea\u8868\u76d8\u201d\u7684\u5de5\u5177\u5bbf\u547d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5546\u4e1a\u6a21\u5f0f\u9690\u542b\u98ce\u9669\uff1a\u591a\u6570\u7f51\u7ad9\u65e0\u9700\u4ed8\u8d39\uff0c\u610f\u5473\u7740\u5ba2\u6237\u7c98\u6027\u6765\u81ea\u4e8e\u514d\u8d39\u7528\u6237\u7684\u201c\u6570\u636e\u63a7\u5236\u611f\u201d\uff0c\u800c\u975e\u5373\u671f\u6536\u5165\u3002\u800c\u771f\u6b63\u9ad8\u4ef7\u503c\u7684\u4f01\u4e1a\uff08\u5982\u7535\u5546\u3001\u5185\u5bb9\u5e73\u53f0\uff09\u53ef\u80fd\u9700\u8981\u66f4\u7ec6\u7c92\u5ea6\u7684\u9632\u706b\u5899\u96c6\u6210\u4e0eAPI\u652f\u6301\u3002\u5982\u679c\u4ec5\u4f5c\u4e3a\u201c\u76d1\u63a7\u5de5\u5177\u201d\u5b58\u5728\uff0c\u88ab\u4e91\u670d\u52a1\u5546\uff08\u5982Cloudflare\u3001AWS WAF\uff09\u539f\u751f\u96c6\u6210\u5c06\u662f\u65f6\u95f4\u95ee\u9898\u3002\u80fd\u5426\u6293\u4f4f\u7a97\u53e3\u671f\uff0c\u5c06\u76d1\u63a7\u5347\u7ea7\u4e3a\u201c\u4ee3\u7406\u6d41\u91cf\u64cd\u4f5c\u7cfb\u7edf\u201d\u6216\u201cAX\u4f18\u5316\u5f15\u64ce\u201d\uff0c\u51b3\u5b9a\u4e86\u8be5\u9879\u76ee\u662f\u6619\u82b1\u4e00\u73b0\u7684\u5782\u76f4\u5de5\u5177\uff0c\u8fd8\u662f\u4e0b\u4e00\u4ee3\u4e92\u8054\u7f51\u57fa\u7840\u8bbe\u65bd\u7684\u7ec4\u6210\u90e8\u5206\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\">Known Agents<\/span>\n <\/div>\n<div class=\"comment-content\">Known Agents is “Google Analytics for bots”. AI agents, crawlers, and scrapers are now half of your website’s traffic, and they’re becoming more important to your business every day. They’re silently buying your products, reading your docs, and researching your company. Known Agents gives you realtime visibility into all of this activity. You can see which bots are visiting your site, the pages they\u2019re most interested in, where they\u2019re coming from, and which humans they’re referring to you.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone \ud83d\udc4b<\/p>\n<\/p>\n<p><strong>Almost half of your website’s traffic isn’t human anymore. It’s bots and AI agents.<\/strong> (<a href=\"https:\/\/knownagents.com\/insights\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">source<\/a>)<\/p>\n<\/p>\n<p>Bots aren’t new, but AI just made their activity a lot more meaningful. AI agents are now doing things like:<\/p>\n<ul>\n<li>\n<p>\ud83d\udecd\ufe0f Buying your products and booking reservations<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcbb Reading your docs to implement your tools and code<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcd6 Scraping your content to train models<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd2c Researching your business for competitors<\/p>\n<\/li>\n<\/ul>\n<p>The problem is that <strong>they’re completely hidden from you right now<\/strong>. You’re blind to half of your visitors if you’re only using a human analytics platform, and you can’t optimize what you can’t see.<\/p>\n<p><strong>Known Agents is “Google Analytics for bots”<\/strong>. It lets you see exactly what they’re doing on your pages, and how they’re referring real humans from AI chat and search platforms. This is a new type of user that’s only going to get more important.<\/p>\n<p><a href=\"https:\/\/knownagents.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">It’s free<\/a> for the vast majority of websites, and takes <a href=\"https:\/\/knownagents.com\/docs\/analytics\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">5 minutes<\/a> to set up. <\/p>\n<\/p>\n<p>Check it out: <a href=\"https:\/\/knownagents.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/knownagents.com<\/a><\/p>\n<p>Let me know what you see in your realtime feed. Which bots are visiting, and what surprised you?<\/p>\n<\/p>\n<p>Feedback is appreciated!<\/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\/@ghking\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ghking<\/a> I love the idea of tracking bots and AI agents crawling your website – the phrase “Track the bots” really stood out to me. For my own launches, finding warm leads who have already shown interest in similar products has been key, I’m curious to know how you plan to reach potential customers who might not even know they need a product like Known Agents. What’s your strategy for getting in front of website owners who are likely to be concerned about bots and AI agents impacting their site?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ghking\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ghking\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ghking<\/a> Congrats \ud83d\ude4c <\/p>\n<p>Once people see all these AI bots in their feed, what are your early users actually doing with the info? Blocking them, optimising for them, or just watching? Curious where this goes \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@francesco2689\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francesco2689<\/a> thank you! Right now, it\u2019s a mix of all three.<\/p>\n<\/p>\n<p>Every website now needs basic visibility into AI agents and LLM referrals, which are becoming a new category of traffic source and distribution channel, similar to search or social.<\/p>\n<\/p>\n<p>What you do with that information depends on your industry. For example, publishers and content creators can use these insights to control access with robots.txt and firewall rules. E-commerce companies can see where shopping agents are getting stuck before completing a purchase, then optimize their UI and checkout flows to improve conversion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea in a long overdue category. The LLM referral tracking alone is worth it – being able to see when ChatGPT or Claude is sending traffic to Boraspeak’s website has reshaped how we think about SEO\/AEO and content. Congrats <a href=\"https:\/\/www.producthunt.com\/@ghking\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ghking\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ghking<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pdbthefifth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pdbthefifth<\/a> Thanks!<\/p>\n<\/p>\n<p>Agreed, measuring and optimizing your content for LLM referrals from AI chat platforms (GEO, AEO, AIO) is becoming just as important as social and search (SEO) these days.<\/p>\n<p>It’s crazy how many people and businesses aren’t looking into it at all, or don’t even know that they should.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Very cool, a lot has been said lately about how much general internet traffic is bots, but I’ve never really been able to quantify exactly how that’s affecting the sites I build. Being able to separate out agent traffic from scraping is huge 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\/@david_pimentel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_pimentel<\/a> Totally, there’s so much more diversity within the bot ecosystem that people don’t realize. <\/p>\n<\/p>\n<p>We’re tracking around ~3,000 bots across 17 categories (e.g. AI Assistants, AI Coding Agents, AI Data Scrapers, Search Engine Crawlers, SEO Crawlers, etc.)<\/p>\n<\/p>\n<p>They all behave in different ways, and are interested in different kinds of content. It’s really interesting to see the patterns.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is truly such a great idea. The internet is shifting away from humans. We\u2019re already seeing more and more purchases on our site come from agents but it\u2019s impossible to tell where they\u2019re coming from. I\u2019ll definitely be trying Known Agents out. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kylevenn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kylevenn<\/a> Thanks Kyle! Agreed, we see an extremely clear trend in the data. More and more traffic is shifting away from humans and toward agents every day, and it looks like the ratio will finally flip in the next few months. Agents will be the primary user of the internet (the “agentic web”).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was watching a video yesterday about how the ‘users’ of the next great software products will be agents. I feel like this would allow people to better design and optimize their tools for bots. How could this help build for agents?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tyler_farley1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tyler_farley1<\/a> Exactly, basically optimizing “Agent Experience” (AX) rather than just “User Experience” (UX).<\/p>\n<p>Known Agents does exactly that. For example, you can replay individual agent sessions to see exactly what path they took navigating trough your website, including where they dropped off. You can use that information to adjust that page to be more agent-friendly (e.g. maybe there are hidden elements, problematic asynchronous loads, or unclear copy that need to be adjusted).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YKPEZG4HOZN3FM\" class=\"app-title\">Needle AI, Inc.<\/a><\/p>\n<div class=\"one-liner\">AI marketing team for ecommerce brands<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Needle\u7ed3\u5408AI\u81ea\u52a8\u5316\u4e0e\u4eba\u5de5\u5ba1\u6838\uff0c\u4e3a\u7535\u5546\u54c1\u724c\u63d0\u4f9b\u4ece\u6d3b\u52a8\u7b56\u5212\u5230\u5e7f\u544a\/\u90ae\u4ef6\u7d20\u6750\u751f\u6210\u7684\u4e00\u7ad9\u5f0f\u8425\u9500\u670d\u52a1\uff0c\u66ff\u4ee3\u4f20\u7edf\u4ee3\u7406\u5546\u7684\u7e41\u7410\u6d41\u7a0b\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6dbe79d6-f97c-45bf-b699-4f216e54d5c8.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\">Pitch Singapore<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u7d20\u6750\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u5ba1\u6838<\/span><br \/>\n <span class=\"tag\">Shopify<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6d3b\u52a8\u7b56\u5212<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u4ee3\u7406\u66ff\u4ee3<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u5fc3\u4ea7\u54c1\u662f\u5426\u4ec5\u9488\u5bf9Shopify\/\u7535\u5546\u54c1\u724c\uff0c\u4ee5\u53ca\u9664Meta\u5916\u662f\u5426\u652f\u6301Google Ads\u3001TikTok\u7b49\u6e20\u9053\u83b7\u5ba2\uff0c\u6697\u793a\u9700\u6c42\u591a\u6837\u6027\u4e0e\u8de8\u5e73\u53f0\u517c\u5bb9\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 Needle\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u7535\u5546\u54c1\u724c\u5728\u9884\u7b97\u6709\u9650\u65f6\uff0c\u5e38\u56f0\u4e8e\u201c\u5916\u5305\u8d35\u3001\u81ea\u5efa\u6162\u201d\u7684\u8425\u9500\u56f0\u5883\u3002\u5b83\u8bd5\u56fe\u7528\u201cAI+\u4eba\u5de5\u5ba1\u67e5\u201d\u7684\u6df7\u5408\u6a21\u5f0f\uff0c\u5728\u6548\u7387\u4e0e\u8d28\u91cf\u95f4\u627e\u5e73\u8861\uff0c\u6bd4\u8d77\u7eafAI\u5de5\u5177\u66f4\u53ef\u4fe1\uff0c\u6bd4\u4f20\u7edf\u4ee3\u7406\u66f4\u7075\u6d3b\u3002\u4f46\u4ea7\u54c1\u4ef7\u503c\u7684\u5173\u952e\u5728\u4e8e\u201c\u4eba\u5de5\u5ba1\u67e5\u201d\u7684\u6df1\u5ea6\u4e0e\u6210\u672c\u2014\u2014\u5982\u679c\u53ea\u662f\u4f4e\u6548\u6821\u5bf9\uff0c\u5c31\u53ea\u662f\u4f2a\u521b\u65b0\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u805a\u7126Shopify\u548cMeta\u5916\u7684\u6e20\u9053\u652f\u6301\uff0c\u66b4\u9732\u4e86\u5176\u5f53\u524d\u53ef\u80fd\u8fc7\u4e8e\u4f9d\u8d56\u5355\u4e00\u751f\u6001\u7684\u5c40\u9650\u3002\u771f\u6b63\u7684\u786c\u6838\u4ef7\u503c\u5e94\u4f53\u73b0\u5728\uff1a\u80fd\u5426\u6253\u901a\u591a\u6e20\u9053\uff08\u5982TikTok\u3001Google\uff09\u5e76\u81ea\u52a8\u9002\u914d\u4e0d\u540c\u5e73\u53f0\u7684\u7d20\u6750\u89c4\u8303\uff0c\u4ee5\u53caAI\u7b56\u5212\u80fd\u5426\u771f\u6b63\u7406\u89e3\u201c\u8f6c\u5316\u7387\u9a71\u52a8\u201d\u800c\u975e\u5806\u780c\u521b\u610f\u3002\u5bf9\u4e8e\u8ba2\u9605SaaS\u54c1\u724c\uff0c\u5176\u201c\u7535\u5546\u201d\u6807\u7b7e\u53ef\u80fd\u6210\u4e3a\u969c\u788d\uff0c\u9664\u975e\u5b83\u80fd\u628a\u90ae\u4ef6\u81ea\u52a8\u5316\u80fd\u529b\u62bd\u8c61\u6210\u901a\u7528\u7684\u589e\u957f\u5f15\u64ce\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u65b9\u5411\u6b63\u786e\u7684\u5de5\u5177\uff0c\u4f46\u5c1a\u672a\u5c55\u73b0\u51fa\u98a0\u8986\u6027\u58c1\u5792\uff0c\u9700\u8b66\u60d5\u6ca6\u4e3a\u201c\u5e73\u5eb8\u7684\u6a21\u677f\u5de5\u5382\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\">Needle AI, Inc.<\/span>\n <\/div>\n<div class=\"comment-content\">Needle combines AI and human review to plan campaigns, create ad and email assets, and launch growth work for ecommerce brands that would otherwise hire an agency.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious. Is Needle primarily optimized for Shopify\/ecommerce brands, or does it also work well for subscription-based SaaS\/products?<\/p>\n<p>Also, beyond Meta, do you support other acquisition channels like Google Ads, TikTok, or app-install campaigns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RJL6755GM2XZSW\" class=\"app-title\">onBeacon<\/a><\/p>\n<div class=\"one-liner\">Your AI Growth PM, on call 24\/7<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>onBeacon\u662f\u4e00\u6b3eAI\u589e\u957f\u4ea7\u54c1\u7ecf\u7406\u5de5\u5177\uff0c\u80fd\u5728\u51e0\u5206\u949f\u5185\u57fa\u4e8e230+\u884c\u4e3a\u79d1\u5b66\u539f\u5219\u5206\u6790\u7528\u6237\u6d41\u7a0b\u5e76\u63d0\u4f9b\u53ef\u6d4b\u8bd5\u7684A\/B\u53d8\u4f53\uff0c\u5e2e\u52a9\u56e2\u961f\u5feb\u901f\u63d0\u5347\u7559\u5b58\u548c\u8f6c\u5316\uff0c\u89e3\u51b3\u4f20\u7edf\u589e\u957f\u5b9e\u9a8c\u5468\u671f\u957f\u3001\u6548\u679c\u96be\u4ee5\u91cf\u5316\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/212c92fb-c52a-4c79-93b4-035284d2ac2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0230a752-09ec-440b-8534-a1240f9a14ac.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e61caded-63d0-4de6-b0c7-8e53c7cefdb4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c22e9116-bba6-4e1f-88d8-93403685ee2b.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\/ce808c42-b967-40f2-b9c4-32b4ed016b0c.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/b2ddab002a2a4e759138a75451cd7116\"><source src=\"https:\/\/www.loom.com\/share\/b2ddab002a2a4e759138a75451cd7116\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Pitch Singapore<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u589e\u957f\u4ea7\u54c1\u7ecf\u7406<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u79d1\u5b66\u5206\u6790<\/span><br \/>\n <span class=\"tag\">A\/B\u6d4b\u8bd5\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u7559\u5b58\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u589e\u957f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u9a8c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u6d41\u5931\u9884\u8b66<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u884c\u4e3a\u79d1\u5b66\u539f\u5219\u662f\u5426\u6839\u636e\u4ea7\u54c1\u7c7b\u522b\uff08\u5982\u7535\u5546vs\u6559\u80b2\uff09\u52a0\u6743\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u6743\u91cd\u53d6\u6c7a\u4e8e\u4ea7\u54c1\u4e0a\u4e0b\u6587\u548c\u76ee\u6807\u3002\u53e6\u4e00\u7528\u6237\u8be2\u95ee\u53d8\u66f4\u4f18\u5148\u7ea7\uff0c\u5f00\u53d1\u8005\u533a\u5206\u4e86\u201c\u901f\u8d62\u9879\u201d\u548c\u201c\u6218\u7565\u5efa\u8bae\u201d\u3002\u6574\u4f53\u8bc4\u8bba\u8ba4\u53ef\u6982\u5ff5\uff0c\u4f46\u5bf9\u5206\u53d1\u7b56\u7565\u548c\u666e\u9002\u6027\u6709\u7591\u8651\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 onBeacon\u7684\u5b9a\u4f4d\u975e\u5e38\u7cbe\u51c6\u2014\u2014\u5b83\u8bd5\u56fe\u7528AI\u53d6\u4ee3\u4f20\u7edf\u589e\u957f\u56e2\u961f\u201c\u7814\u7a76-\u8bbe\u8ba1-\u5b9e\u9a8c\u201d\u7684\u4f4e\u6548\u5faa\u73af\uff0c\u76f4\u63a5\u8f93\u51fa\u53ef\u843d\u5730\u7684A\/B\u53d8\u4f53\u3002\u5176\u6838\u5fc3\u5356\u70b9\u201c230+\u884c\u4e3a\u79d1\u5b66\u539f\u5219\u201d\u548c\u201c2.3\u500d\u7559\u5b58\u63d0\u5347\u201d\u7684\u6570\u636e\u6781\u5177\u5438\u5f15\u529b\uff0c\u4f46\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u7b97\u6cd5\u672c\u8eab\uff0c\u800c\u662f\u5c06\u5fc3\u7406\u5b66\u6d1e\u5bdf\u4e0e\u4ea7\u54c1\u6d41\u7a0b\u81ea\u52a8\u5339\u914d\u7684\u80fd\u529b\uff0c\u8fd9\u6bd4\u901a\u7528\u589e\u957f\u5de5\u5177\u66f4\u8d34\u8fd1\u201cPM\u601d\u7ef4\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5fc5\u987b\u51b7\u9759\u770b\u5f85\u51e0\u4e2a\u73b0\u5b9e\u95ee\u9898\uff1a\u7b2c\u4e00\uff0c\u884c\u4e3a\u79d1\u5b66\u539f\u5219\u7684\u5e94\u7528\u9ad8\u5ea6\u4f9d\u8d56\u4ea7\u54c1\u4e0a\u4e0b\u6587\u2014\u2014\u540c\u6837\u201c\u635f\u5931\u538c\u6076\u201d\u5728\u7535\u5546\u548c\u533b\u7597SaaS\u4e2d\u7684\u6743\u91cd\u5929\u5dee\u5730\u522b\uff0c\u867d\u7136\u5f00\u53d1\u8005\u58f0\u79f0\u4f1a\u6309\u4e0a\u4e0b\u6587\u52a0\u6743\uff0c\u4f46\u521d\u671f\u7f3a\u4e4f\u8db3\u591f\u8bad\u7ec3\u6570\u636e\u65f6\uff0c\u6548\u679c\u53ef\u80fd\u53ea\u662f\u201c\u7cbe\u5fc3\u5305\u88c5\u7684\u901a\u7528\u5efa\u8bae\u201d\uff1b\u7b2c\u4e8c\uff0cA\/B\u53d8\u4f53\u201c\u5373\u65f6\u751f\u6210\u201d\u542c\u8d77\u6765\u5f88\u7f8e\uff0c\u4f46\u5b9e\u9645\u843d\u5730\u9700\u8981\u6280\u672f\u5bf9\u63a5\u3001\u6570\u636e\u57cb\u70b9\u548c\u5b9e\u9a8c\u5e73\u53f0\uff0c\u82e5\u4ea7\u54c1\u672c\u8eab\u57fa\u7840\u8bbe\u65bd\u8584\u5f31\uff0c\u8fd9\u4e9b\u201c\u5206\u949f\u7ea7\u65b9\u6848\u201d\u53cd\u800c\u4f1a\u6210\u4e3a\u65b0\u74f6\u9888\uff1b\u7b2c\u4e09\uff0c\u56e2\u961f\u80cc\u666f\uff08Siri\u3001AdWords\uff09\u662f\u4f18\u52bf\uff0c\u4f46\u5927\u5382\u7ecf\u9a8c\u672a\u5fc5\u80fd\u76f4\u63a5\u79fb\u690d\u5230\u4e2d\u5c0f\u56e2\u961f\u2014\u2014\u540e\u8005\u66f4\u9700\u8981\u7684\u662f\u201c\u6559\u5b83\u5982\u4f55\u7406\u89e3\u81ea\u8eab\u4e1a\u52a1\u903b\u8f91\u201d\uff0c\u800c\u975e\u201c\u76f4\u63a5\u7ed9\u7b54\u6848\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8e\u5176\u201c\u77e5\u8bc6\u5e93\u201d\u80fd\u5426\u968f\u7740\u5b9e\u9a8c\u79ef\u7d2f\u5f62\u6210\u98de\u8f6e\u6548\u5e94\u3002\u5982\u679c\u50cfFigma\u90a3\u6837\u8ba9\u7528\u6237\u8d21\u732e\u884c\u4e3a\u6570\u636e\u53cd\u54fa\u6a21\u578b\uff0conBeacon\u6709\u671b\u6210\u4e3a\u589e\u957f\u56e2\u961f\u7684\u201c\u7b2c\u4e8c\u5927\u8111\u201d\uff1b\u82e5\u53ea\u662f\u9759\u6001\u89c4\u5219\u5f15\u64ce\uff0c\u6700\u7ec8\u96be\u514d\u6ca6\u4e3a\u201c\u66f4\u8d35\u7684A\/B\u6d4b\u8bd5\u5de5\u5177\u201d\u3002\u5f53\u4e0b\u7248\u672c\u66f4\u5efa\u8bae\u4f5c\u4e3a\u201c\u8bca\u65ad\u96f7\u8fbe\u201d\u4f7f\u7528\u2014\u2014\u7528\u5176\u53d1\u73b0\u7528\u6237\u6d41\u5931\u7684\u5173\u952e\u8282\u70b9\uff0c\u518d\u7ed3\u5408\u56e2\u961f\u81ea\u8eab\u5224\u65ad\u505a\u51b3\u7b56\uff0c\u800c\u975e\u76f2\u76ee\u5168\u76d8\u91c7\u7eb3\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\">onBeacon<\/span>\n <\/div>\n<div class=\"comment-content\">onBeacon analyzes your product flows against 230+ behavioral science principles and tells you exactly what to change to boost engagement and stop users from churning \u2014 with ready-to-test A\/B variants delivered in minutes, not weeks.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I used to be the growth PM at Google Adwords. I experienced firsthand how long it took to run a single growth experiment. A week on research. A week on designs. By the time we shipped, weeks had passed and I had only a handful of experiments to show for it.<\/p>\n<\/p>\n<p>That frustration is why Murad and I built onBeacon.<\/p>\n<\/p>\n<p>We recently worked with a top Google Play developer losing 90% of their users within the first 7 days. We analyzed their flows, applied behavioral science, and delivered ready-to-test A\/B variants in hours. Retention jumped 2.3X and engagement lifted 10.8%. So we decided to turn this into a product more teams could use.<\/p>\n<\/p>\n<p>What we’re building next: a knowledge base that learns your product context and gets smarter with every experiment. It starts to feel less like a tool and more like a growth PM who knows your product inside out. It’s a really hard problem, but we’ve built Siri, AdWords and MacOSX so we thought, why not!<\/p>\n<\/p>\n<p>If you have ever shipped a feature and users aren’t getting to that “aha” moment and coming back, this one is for you. <\/p>\n<\/p>\n<p>Would love to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mohammedcarim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mohammedcarim<\/a> I love the idea of having an AI Growth PM on call 24\/7 – the “on call” part of your tagline really resonates with me. For my own launches, finding warm leads who have already shown interest in similar products has been key, I’m curious to know how you plan to reach potential customers who would benefit from onBeacon’s unique AI-powered growth management. What’s your strategy for distributing onBeacon to high-growth teams that could use an extra hand in optimizing their workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The 230+ behavioral principles – are they weighted differently depending on the product category? What works for e-commerce checkout probably fires differently for an EdTech platform or a nonprofit tool. 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\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> Exactly right! The principles are weighted by context – product category, business goal, and the specific flow being analyzed. A checkout flow prioritizes principles around friction reduction and trust signals. An onboarding flow leans more on Aha Moment acceleration and habit formation. The more context we have about your product and users, the more precisely the weights are applied. It’s the core of what makes onBeacon different from a generic checklist. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you prioritize which changes matter most, like impact vs effort?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Great question! We provide both Quick Wins and Strategic Recommendations so you can choose what to tackle first based on your bandwidth. Each finding is prioritized by impact on activation and retention, to help make the product decision easier. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Q5Z5BIO3BYKFSK\" class=\"app-title\">Yeta AI<\/a><\/p>\n<div class=\"one-liner\">Real-time AI dubbing for any YouTube video<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Yeta AI\u8ba9\u7528\u6237\u53ea\u9700\u7c98\u8d34YouTube\u94fe\u63a5\u3001\u9009\u62e9\u8bed\u8a00\uff0c\u5373\u53ef\u5b9e\u65f6\u5c06\u89c6\u9891\u81ea\u52a8\u914d\u97f3\u6210\u76ee\u6807\u8bed\u8a00\uff0c\u89e3\u51b3\u4e86\u5b66\u4e60\u6216\u89c2\u770b\u5916\u8bed\u4f18\u8d28\u5185\u5bb9\u65f6\u201c\u5b57\u5e55\u8d39\u773c\u3001\u7b49\u5f85\u6f2b\u957f\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/527094dd-dff0-41a7-9e45-d84056a18770.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b538fdd3-e14c-45da-aa37-11576fe71928.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/559b40f4-13e7-482f-96b2-2fae49ac0b6d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c22ad205-064e-4c17-aba5-55a783926342.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab055fdd-27d3-4edf-b0e1-1e5c70b21ee2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19288331-05f3-4b7e-aa11-b4fdb4f04fdf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9afed7a-9d9d-4147-aff8-664134abf8db.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\/bd27a762-573f-479e-bee3-de6555300569.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=tZTnMQw2i_M\"><source src=\"https:\/\/www.youtube.com\/watch?v=tZTnMQw2i_M\" 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\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b9e\u65f6\u914d\u97f3<\/span><br \/>\n <span class=\"tag\">YouTube\u89c6\u9891\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u914d\u97f3<\/span><br \/>\n <span class=\"tag\">\u6d77\u5916\u5185\u5bb9\u672c\u5730\u5316<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u8bed\u8a00\u969c\u788d\u6d88\u9664<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u97f3\u9891\u6d41\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u8bd5\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\u8ba4\u53ef\u5176\u201c\u5b9e\u65f6\u6027\u201d\u548c\u201c\u5373\u8d34\u5373\u7528\u201d\u7684\u4fbf\u5229\u6027\uff0c\u5c24\u5176\u5bf9\u6559\u80b2\u5185\u5bb9\u5168\u7403\u5206\u53d1\u4ef7\u503c\u8868\u793a\u671f\u5f85\u3002\u5173\u952e\u8ffd\u95ee\u5305\u62ec\uff1a\u5206\u53d1\u7b56\u7565\u3001\u4e0eYouTube\u81ea\u5e26\u914d\u97f3\u7684\u5dee\u5f02\u3001\u4ee5\u53ca\u5b9e\u65f6\u914d\u97f3\u7684\u6280\u672f\u5b9e\u73b0\uff08\u662f\u6d41\u5f0f\u5904\u7406\u8fd8\u662f\u9884\u8ba1\u7b97\u7f13\u5b58\uff09\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 Yeta AI\u5207\u5165\u4e86\u4e00\u4e2a\u660e\u786e\u4e14\u9ad8\u9891\u7684\u75db\u70b9\uff1a\u8bed\u8a00\u5c4f\u969c\u5bfc\u81f4\u4f18\u8d28\u6559\u80b2\u548c\u5a31\u4e50\u5185\u5bb9\u7684\u6d6a\u8d39\u3002\u4ece\u4ea7\u54c1\u4ecb\u7ecd\u548c\u8bc4\u8bba\u6765\u770b\uff0c\u5176\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u201c\u5b9e\u65f6\u6027\u201d\u2014\u2014\u5ba3\u79f030-60\u79d2\u542f\u52a8\u3001\u6d41\u5f0f\u7f13\u51b2\u5904\u7406\uff0c\u8fd9\u6bd4\u4f20\u7edf\u4e0a\u4f20\u7b49\u5f85\u51e0\u5c0f\u65f6\u7684\u4efb\u52a1\u5f0f\u914d\u97f3\u4f53\u9a8c\u63d0\u5347\u4e86\u4e00\u4e2a\u91cf\u7ea7\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u201c\u96f6VC\u3001\u81ea\u53d1\u578b\u56e2\u961f\u521b\u4e1a\u201d\u867d\u7136\u60c5\u611f\u4e0a\u5f15\u4eba\u5171\u9e23\uff0c\u4f46\u4e5f\u66b4\u9732\u51fa\u524d\u671f\u51b7\u542f\u52a8\u548c\u5546\u4e1a\u5316\u538b\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u4ef7\u503c\u6240\u5728\uff1a** \u8fd9\u6b3e\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u201c\u5185\u5bb9\u672c\u5730\u5316\u7684\u5b9e\u65f6\u7ffb\u8bd1\u5668\u201d\uff0c\u800c\u975e\u7b80\u5355\u7684\u5b57\u5e55\u5de5\u5177\u3002\u5b83\u8ba9\u7528\u6237\u4ece\u201c\u88ab\u52a8\u9605\u8bfb\u201d\u8f6c\u4e3a\u201c\u4e3b\u52a8\u89c6\u542c\u201d\uff0c\u5c24\u5176\u5bf9\u6559\u5b66\u7c7b\u3001\u79d1\u6280\u7c7b\u3001\u8d22\u7ecf\u5206\u6790\u7b49\u9ad8\u4ef7\u503c\u957f\u5185\u5bb9\u6709\u5947\u6548\u3002\u8bc4\u8bba\u4e2d\u90a3\u4f4d\u505a\u53ef\u518d\u751f\u80fd\u6e90\u91d1\u878d\u5efa\u6a21\u7684\u535a\u4e3b\u5c31\u70b9\u51fa\u4e86\u6838\u5fc3\uff1a\u5b83\u628a\u201c\u6210\u672c\u9ad8\u6602\u7684\u591a\u8bed\u8a00\u7248\u672c\u5236\u4f5c\u201d\u53d8\u6210\u4e86\u96f6\u95e8\u69db\u7684\u5373\u65f6\u9700\u6c42\u6ee1\u8db3\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u6f5c\u5728\u98ce\u9669\uff1a** \u7b2c\u4e00\uff0c\u8bed\u97f3\u8d28\u91cf\u548c\u540c\u6b65\u51c6\u786e\u6027\u662f\u201c\u4e00\u7968\u5426\u51b3\u201d\u7684\u5173\u952e\u3002\u82e5\u51fa\u73b0\u97f3\u753b\u9519\u4f4d\u3001AI\u8bed\u6c14\u751f\u786c\u3001\u4e13\u4e1a\u672f\u8bed\u7ffb\u8bd1\u9519\u8bef\uff0c\u7528\u6237\u4fe1\u4efb\u4f1a\u8fc5\u901f\u5d29\u584c\uff0c\u76ee\u524d\u65e0\u6570\u636e\u652f\u6491\u957f\u671f\u6548\u679c\u3002\u7b2c\u4e8c\uff0c\u5546\u4e1a\u6a21\u5f0f\u9ad8\u5ea6\u4f9d\u8d56YouTube\u5e73\u53f0\u751f\u6001\uff0c\u5982\u679c\u8c37\u6b4c\u6536\u7d27API\u653f\u7b56\u6216\u63a8\u51fa\u66f4\u5f3a\u5927\u7684\u5185\u7f6e\u914d\u97f3\uff0cYeta\u5c06\u9762\u4e34\u201c\u5929\u82b1\u677f\u5f0f\u201d\u7ade\u4e89\u3002\u7b2c\u4e09\uff0c\u4ea7\u54c1\u76ee\u524d\u4ec5\u9650\u684c\u9762\u7aef\uff0c\u79fb\u52a8\u7aef\u5c1a\u5728\u5f00\u53d1\uff0c\u800c\u6d77\u5916\u7528\u6237\u89c6\u9891\u6d88\u8d39\u6b63\u5feb\u901f\u8f6c\u5411\u624b\u673a\uff0c\u8fd9\u662f\u4e00\u4e2a\u65f6\u95f4\u7a97\u53e3\u4e0a\u7684\u8f6f\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u9510\u8bc4\u603b\u7ed3\uff1a** Yeta AI\u6293\u4f4f\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u521a\u9700\u7684\u201c\u5c0f\u800c\u7f8e\u201d\u5207\u53e3\uff0c\u7528\u6280\u672f\u6781\u7b80\u4e3b\u4e49\u964d\u4f4e\u4e86\u5168\u7403\u5316\u5185\u5bb9\u6d88\u8d39\u95e8\u69db\u3002\u4f46\u5b83\u9700\u8981\u5c3d\u5feb\u8bc1\u660e\u81ea\u5df1\u5728\u9ad8\u8d1f\u8f7d\u4e0b\u7684\u914d\u97f3\u8d28\u91cf\u3001\u5efa\u7acb\u7528\u6237UGC\u6848\u4f8b\u5e93\uff0c\u5e76\u63a2\u7d22\u4e0e\u5185\u5bb9\u521b\u4f5c\u8005\u7684\u4ed8\u8d39\u5206\u6210\u6a21\u5f0f\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3a\u201c\u597d\u7528\u4f46\u65e0\u6cd5\u8d5a\u94b1\u7684\u5de5\u5177\u201d\uff0c\u6216\u8005\u88ab\u5927\u5e73\u53f0\u529f\u80fd\u541e\u566c\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\">Yeta AI<\/span>\n <\/div>\n<div class=\"comment-content\">Paste a YouTube link, pick a language, and Yeta AI dubs it in real time \u2014 no uploads, no waiting. Natural AI voices in 10+ languages. Free to start, no card needed.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<br \/>\nI built Yeta because I kept hitting the same wall \u2014 a great tutorial on YouTube, but in a language I don’t speak well enough to follow along comfortably. Subtitles help, but they make you work. You’re reading, not learning.<\/p>\n<p>So I built something different: paste a YouTube link, pick your language, and watch it dubbed in your language. Most dubbing tools make you wait hours. Yeta takes 30\u201360 seconds \u2014 then you’re watching.<\/p>\n<p>My small team and I spent 6 months building this \u2014 nights, weekends, out of our own pockets. No VC, no funding rounds, just people who genuinely believed this should exist.<br \/>\nIt started as a personal tool. Then friends asked for it. Then strangers. So here we are.<\/p>\n<p>What makes Yeta different:<br \/>\n\u2014 Dubbing starts in seconds, not minutes<br \/>\n\u2014 Audio syncs in real time as the video plays<br \/>\n\u2014 Natural-sounding AI voices, not robotic TTS<br \/>\n\u2014 Works in 10+ languages, free to try<br \/>\nRight now Yeta lives on desktop \u2014 that’s where we started. Mobile app is already in the works, so if you’re a phone-first person, hang tight. <\/p>\n<p>If you’ve ever wanted to learn from a creator who doesn’t speak your language \u2014 this is for you. If you like what we’re building, an upvote means the world to us. It’s the kind of support that keeps bootstrapped teams going. \ud83d\ude4f<\/p>\n<p>Would love your honest feedback. What language would you want to watch YouTube in? \ud83d\udc47<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shumkov_code\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shumkov_code<\/a> I love the idea of real-time AI dubbing for YouTube videos, it’s a game changer for creators looking to reach a global audience. The “any YouTube video” part of your tagline really caught my attention, I’m curious to know how you plan to distribute Yeta AI to the millions of YouTubers out there. Finding warm leads, like those who have upvoted similar video editing tools, has been key for my own launches, so I’m eager to hear about your strategy to get Yeta AI in front of the right people.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Nice logo! Congratulations on the launch. <\/p>\n<p>YouTube seems to support some dubbing already. <\/p>\n<p>Is this for when they don\u2019t? Thanks.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Thank you! Yes, unfortunately, most languages \u200b\u200bon YouTube are not available for AI translation, and manual dubbing is expensive these days.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> We’ll be glad if you use our service =) a free translation will allow you to translate a 15-20 minute video.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Real-time dubbing is going to change how niche educational content gets distributed globally. I run a YouTube channel covering financial modeling for renewable energy deals (Mod3Loop — youtube.com\/@Mod3Loop) and the audience is inherently international, but producing dubbed versions has always been cost-prohibitive. This changes that math significantly. The no-upload, paste-a-link approach is exactly right — that’s the friction point that stops most creators from even trying. 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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Thank you! How was the service in short?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 real-time aspect here is super impressive. Most dubbing tools I\u2019ve seen are asynchronous. Maker-to-maker question: are you handling the audio synthesis on the fly as the video streams, or is there a clever pre-calculation layer to keep the latency that low? 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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> Thank you! Yes, that’s our advantage. We try to process the stream while the user is watching the video, sending data to the buffer in 2-minute chunks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Also a quick reminder \u2014 we have a free plan that gives you 15\u201320 minutes of dubbing every month, no credit card needed \ud83c\udf81<\/p>\n<p>More than enough to try it out and see if Yeta works for you. Just sign up and start watching<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thank you so much for all the support on launch day \u2014 it truly means the world to a small bootstrapped team like ours <\/p>\n<p>We built Yeta because we genuinely believed this should exist \u2014 and seeing people actually try it makes every late night worth it.<\/p>\n<p>If you’ve had a chance to play around with it, we’d love to hear your honest thoughts. Good or bad \u2014 real feedback is what helps us make Yeta better for everyone.<\/p>\n<p>Just drop a comment below or reply here \u2014 we read everything personally \ud83d\udcac<\/p>\n<p>Thank you again. This is just the beginning <\/p>\n<p>\u2014 Eduard, CEO of Yeta AI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/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 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