Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-15<\/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 | 2026-05-15<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RWEBXA76IIY2MF\" class=\"app-title\">OpenHuman<\/a><\/p>\n<div class=\"one-liner\">An open source AI harness built with the human in mind<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">413<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenHuman \u662f\u4e00\u6b3e\u5f00\u6e90\u3001\u672c\u5730\u4f18\u5148\u7684 AI \u4ee3\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u6c38\u4e45\u8bb0\u5fc6\u3001\u4e00\u952e\u96c6\u6210\u548c\u56fe\u5f62\u754c\u9762\uff0c\u89e3\u51b3\u4e86\u666e\u901a\u4eba\u56e0\u4f1a\u8bdd\u8bb0\u5fc6\u4e22\u5931\u3001\u6570\u636e\u9690\u79c1\u62c5\u5fe7\u548c\u914d\u7f6e\u590d\u6742\u800c\u653e\u5f03\u4f7f\u7528 AI \u4ee3\u7406\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/534c3ee9-9932-4108-a526-e4904069291e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/feb7b2b3-1b5e-4c5f-98a7-f2f0b454c954.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28b9f697-f5e3-4974-a3c3-0516e1cf00ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24bb389d-bfe5-40b3-906a-3f0fa6300bda.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38d0e4b5-03a4-4968-9ecf-35898e71e30f.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\/76092b17-74c2-4f7d-8a09-6536a579602b.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/b8cf5bf796f04f64b90e79dff936c955\"><source src=\"https:\/\/www.loom.com\/share\/b8cf5bf796f04f64b90e79dff936c955\" 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\">Open Source<\/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\u6e90AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u6c38\u4e45\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u56fe\u5f62\u754c\u9762<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u4e3b\u6743<\/span><br \/>\n <span class=\"tag\">\u975e\u6280\u672f\u7528\u6237<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\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\u8ba4\u53ef\u201c\u6c38\u4e45\u8bb0\u5fc6\u201d\u548c\u201c\u672c\u5730\u4f18\u5148\u201d\u89e3\u51b3\u4e86\u53cd\u590d\u89e3\u91ca\u4e0a\u4e0b\u6587\u548c\u9690\u79c1\u7126\u8651\u7684\u6838\u5fc3\u75db\u70b9\u3002\u6280\u672f\u7528\u6237\u5173\u5fc3\u8bb0\u5fc6\u8fc7\u8f7d\uff08\u6a21\u7cca\u641c\u7d22 vs \u7cbe\u786e\u53ec\u56de\uff09\u3001\u5e7b\u89c9\u5904\u7406\uff08\u57fa\u4e8e\u771f\u5b9e\u6570\u636e+\u53ef\u6eaf\u6e90\uff09\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u538b\u7f29\u53ca\u672c\u5730\u6a21\u578b\u8def\u7531\u7b49\u95ee\u9898\u3002\u975e\u6280\u672f\u7528\u6237\uff08\u5982\u82b1\u5e97\u8001\u677f\uff09\u7684\u5b9e\u9645\u5e94\u7528\u6848\u4f8b\u5c55\u793a\u4e86\u4ea7\u54c1\u7834\u5708\u6f5c\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n OpenHuman \u5728\u201cAI \u4ee3\u7406\u201d\u8fd9\u4e2a\u88ab\u5927\u6a21\u578b\u516c\u53f8\u548c\u6781\u5ba2\u73a9\u5bb6\u5784\u65ad\u7684\u8d5b\u9053\u4e0a\uff0c\u627e\u5230\u4e86\u4e00\u4e2a\u7cbe\u51c6\u800c\u5fae\u5999\u7684\u7f1d\u9699\uff1a**\u4e3a\u201c\u6b21\u4f18\u786c\u4ef6\u201d\u548c\u201c\u975e\u4ee3\u7801\u4eba\u7fa4\u201d\u63d0\u4f9b\u6709\u5c0a\u4e25\u7684\u4ee3\u7406\u4f53\u9a8c\u3002**\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u806a\u660e\u7684\u8bbe\u8ba1\u4e0d\u662f\u6a21\u578b\u591a\u5f3a\uff0c\u800c\u662f\u5bf9\u201c\u8bb0\u5fc6\u201d\u548c\u201c\u9690\u79c1\u201d\u7684\u5de5\u7a0b\u5b9e\u73b0\u2014\u2014\u5c06\u8bb0\u5fc6\u6811\u7ed3\u6784\u5316\u5b58\u50a8\u4e8e\u672c\u5730 SQLite\uff0c\u800c\u975e\u65e0\u8111\u585e\u5165\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u8fd9\u662f\u4e00\u4e2a\u52a1\u5b9e\u4e14\u4f18\u96c5\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u627f\u8ba4\u4e86\u201c\u672c\u5730\u6a21\u578b\u80fd\u529b\u6709\u9650\u201d\u7684\u73b0\u5b9e\uff0c\u5374\u901a\u8fc7\u667a\u80fd\u8def\u7531\uff08\u4f4e\u8d28\u4efb\u52a1\u7528\u672c\u5730\u5c0f\u6a21\u578b\uff09\u548c Token \u538b\u7f29\u673a\u5236\uff0c\u5728\u6d88\u8d39\u7ea7\u786c\u4ef6\u4e0a\u63d0\u4f9b\u4e86\u53ef\u7528\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9700\u8981\u8b66\u60d5\u201c\u6c38\u4e45\u8bb0\u5fc6\u201d\u53ef\u80fd\u5e26\u6765\u7684\u53cd\u9988\u5faa\u73af\u9677\u9631\u3002\u5982\u679c\u8bb0\u5fc6\u7cfb\u7edf\u5bf9\u7528\u6237\u884c\u4e3a\u7684\u8bb0\u5f55\u548c\u56de\u653e\u8fc7\u5f3a\uff0c\u4f1a\u5bfc\u81f4\u7528\u6237\u9677\u5165\u4fe1\u606f\u8327\u623f\uff0cAI \u7684\u521b\u9020\u6027\u53cd\u800c\u88ab\u8fc7\u5f80\u6570\u636e\u7ea6\u675f\u3002\u6b64\u5916\uff0c\u867d\u7136\u4ea7\u54c1\u58f0\u660e\u4e86\u6570\u636e\u4e3b\u6743\uff0c\u4f46\u201c\u672c\u5730\u8fd0\u884c\u201d\u610f\u5473\u7740\u7528\u6237\u5fc5\u987b\u81ea\u884c\u627f\u62c5\u5907\u4efd\u3001\u6570\u636e\u635f\u574f\u7b49\u8fd0\u7ef4\u98ce\u9669\uff0c\u8fd9\u5bf9\u76ee\u6807\u7fa4\u4f53\uff08\u975e\u6280\u672f\u7528\u6237\uff09\u7684\u9690\u6027\u8981\u6c42\u5176\u5b9e\u4e0d\u4f4e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cOpenHuman \u505a\u5bf9\u4e86\u4e24\u4ef6\u4e8b\uff1a\u4e00\u662f\u7528\u56fe\u5f62\u754c\u9762\u548c\u4e24\u5206\u949f\u5b89\u88c5\u6559\u80b2\u4e86\u5e02\u573a\uff0c\u8bc1\u660e AI \u4ee3\u7406\u53ef\u4ee5\u4e0d\u662f\u201c\u5f00\u53d1\u8005\u73a9\u5177\u201d\uff1b\u4e8c\u662f\u7528\u5f00\u6e90\u548c\u672c\u5730\u4f18\u5148\u7684\u59ff\u6001\uff0c\u5207\u4e2d\u4e86\u7528\u6237\u5bf9\u516c\u6709\u4e91\u6570\u636e\u6536\u5272\u7684\u6df1\u5c42\u4e0d\u4fe1\u4efb\u3002\u4f46\u5b83\u7684\u957f\u671f\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u4ee3\u7801\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u56f4\u7ed5\u201c\u8bb0\u5fc6\u201d\u5efa\u7acb\u8d77\u4e00\u5957\u6bd4\u5927\u6a21\u578b\u5382\u5546\u7684\u95ed\u6e90\u65b9\u6848\u66f4\u53ef\u4fe1\u3001\u66f4\u53ef\u63a7\u7684\u7528\u6237\u4e60\u60ef\u3002\u5728 OpenAI \u548c Google \u7684\u5f3a\u4e91\u7aef\u8bb0\u5fc6\u9762\u524d\uff0c\u672c\u5730\u5316\u7684\u201c\u6162\u667a\u6167\u201d\u662f\u4e00\u573a\u503c\u5f97\u5c0a\u656c\u7684\u8d4c\u535a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OpenHuman<\/span>\n <\/div>\n<div class=\"comment-content\">90% of people who try AI agents give up. Three reasons: memory that resets every session, your data sitting in someone else’s cloud and a terminal just to get started. Real blockers. OpenHuman fixes all of it. Local-first, privacy-first. It remembers everything about you and actually gets smarter the more you use it. Every feature lives in one simple interface. Fully open source. One-click setup. P.S. The product is in beta, so expect bugs, but we’re building and shipping fast.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Heya! I’m Steven, founder of TinyHumans.<\/p>\n<\/p>\n<p>A few months ago I tried to set up an open-source AI agent for my dad. Three hours later and after wrestling with API keys, YAML and a terminal he had never opened in his life, we both gave up.<\/p>\n<\/p>\n<p>That’s when I realised that every powerful AI agent today is built for the 0.01% who can spin up their own runtime. The other 99.99% are watching the agent revolution from the sidelines.<\/p>\n<\/p>\n<p>So we built OpenHuman.<\/p>\n<\/p>\n<p>OpenHuman is a super-intelligent AI agent that anyone can use. Two-minute setup. No config files. A simple GUI you’d hand to your parents and they’d actually figure out. Connect Gmail, Slack, Telegram, Notion, and GitHub in one click and it just works.<\/p>\n<\/p>\n<p>A few things I’m proud of:<\/p>\n<\/p>\n<p>* It runs locally. Encrypted vault. We never sell your data.<\/p>\n<p>* It never forgets. Real memory across sessions, not session-only.<\/p>\n<p>* It’s open-source under GNU.<\/p>\n<p>* It’s free to start: no engineer, no GPU, no $6k setup bill.<\/p>\n<\/p>\n<p>Early signal has been wild: 8000+ GitHub stars, 5000+ users in the first 7 days, and 150% week-over-week growth.<\/p>\n<\/p>\n<p>Today, we’re opening it up to all of you. Note that it is still in beta, so you’re super early if you find bugs. Feel free to report them to me over at the Discord.<\/p>\n<\/p>\n<p>I’ll be in the comments all day. You can break it, roast it, tell me what’s missing, ask anything. We ship fixes live.<\/p>\n<\/p>\n<p>Would love your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@enamakel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enamakel<\/a> <a href=\"https:\/\/www.producthunt.com\/@kunal_karani\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kunal_karani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kunal_karani<\/a> this seems to be an interesting product. looking forward to experimenting with it it in my daily life!<\/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\/@enamakel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enamakel<\/a> This is a strong problem framing powerful but unusable for normal people is exactly where most AI agent tools are today. The 2-minute setup + real GUI + local-first memory combo is what will actually move it beyond devs and into everyday users. \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\/@enamakel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enamakel<\/a> Hi Steven, awesome product and congrats on the launch. Too lazy to see the GH now but what local slm do you use to orchestrate and memorize before invoking LLMs?<\/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>Hi \ud83d\udc4b<\/p>\n<p>I’m Ankita, the product marketer at OpenHuman.<\/p>\n<p>I joined this team because Steven and the rest of TinyHumans were the only people I’d met who genuinely wanted to build an AI agent for everyone, not just engineers. The people who don’t write code, don’t want to wire API keys, don’t want to read YAML files. People like my parents, honestly.<\/p>\n<p>Watching the last few months of shipping has been wild. The skills marketplace went from a handful of integrations to 118+. Memory went from session-only to actually remembering you across weeks. And Tiny the mascot has somehow become the most-discussed feature in our internal slack.<\/p>\n<p>If you’ve ever wanted to use an AI agent but felt the setup wasn’t worth the headache, today is your day. It gets way more useful the longer you use it because it actually remembers what you tell it.<\/p>\n<p>Try it free at <a href=\"http:\/\/tinyhumans.ai\/openhuman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tinyhumans.ai\/openhuman<\/a>. <\/p>\n<p>Hop into our Discord if you want to chat, ask for a feature, or report a bug. I’m reading everything today.<\/p>\n<p>Thanks for being here \ud83d\ude4f<\/p>\n<p>Ankita<\/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>Launching alongside great products like this makes today even more exciting. Really impressed by what you\u2019ve built. Supporting fellow makers today would love to cheer each other on \ud83d\ude80<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@erenasiroglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erenasiroglu<\/a> thanks brother \ud83d\ude00 yeah hope you like it. it’s getting a ton of improvement.<\/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\">Congrats on the launch! Looks awesome. How does canonicalization decide what\u2019s currently true vs what\u2019s historical context the agent should know about but not act on? Are chunks scored by recency, source authority, or something more interesting?<\/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\/@ferdi_sigona\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ferdi_sigona<\/a> Hey Ferdi, thanks for the great question.<\/p>\n<p>Short version: chunks carry temporal metadata plus a source weight and at retrieval the agent reasons over both rather than relying purely on similarity.<\/p>\n<p>Recency is one signal but not the only one. So, a confirmation from your finance team about a contract amount outweighs a casual slack message from three weeks ago even if the slack message is more recent.<\/p>\n<p>Source authority is computed per connector. <\/p>\n<p>We also track explicit revisions where a later document or message overrides an earlier claim so the canonical state is the latest non-contradicted assertion rather than just the latest chunk.<\/p>\n<p>Recall stays fast because we keep a rolling summary tree per entity that gets updated incrementally rather than recomputed. Long-horizon contradiction handling is one of the things we’re actively improving.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ferdi_sigona\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ferdi_sigona<\/a> So chunks are yes stored by time, and scored by interactions. But the interesting thing about memory is that it’s a clickable plug and play model. so you can literally choose any other memory system you want or like.<\/p>\n<\/p>\n<p>The default memory itself is pretty good yes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the weirdest things about using OpenHuman now is how fast normal AI tools start feeling \u201cdumb\u201d.<\/p>\n<\/p>\n<p>The moment your AI starts remembering context across chats, understanding your workflow, pulling information across apps, and quietly helping in the background\u2026 it\u2019s really hard to go back.<\/p>\n<\/p>\n<p>Feels less like using ChatGPT and more like having a second operating system running alongside you.<\/p>\n<\/p>\n<p>Also watching non-technical people set this up in like 2 minutes after spending months hearing \u201cAI agents are too complicated\u201d has been pretty wild !<\/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\/@kunal_karani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kunal_karani<\/a> welcome to the journey brother<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kunal_karani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kunal_karani<\/a> Persistent memory really changes the experience once AI keeps context across sessions, normal chatbots start feeling stateless and repetitive. The second operating system comparison actually makes sense, especially when the assistant quietly adapts to your workflow over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kunal_karani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kunal_karani<\/a> welcome to the fam guy! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 it use my skills and maybe commands? Tool calls? Is it good for coding? <\/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\/@robert_douglass\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_douglass<\/a> yep. 118+ integrations (Gmail, Slack, Notion, etc.) full tool calling with chaining plus retries, and a built-in code sandbox for writing, running, and debugging. it actually does stuff, not just chats about it. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robert_douglass\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_douglass<\/a> Yes tool calls yes. It’s not good for coding just YET. it’ll be ppretty soon as it’s evolving and people are contributing.<\/p>\n<\/p>\n<p>That’s the beauty of OpenSource.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rahul_singh_bhadoriya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahul_singh_bhadoriya<\/a> appreciate it, rahul! Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahul_singh_bhadoriya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahul_singh_bhadoriya<\/a> Bhai mera Bhai<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 did this not exist before?! Love the idea, want to give it a try even though I don’t necessarily need an agent in my life.<\/p>\n<p>Something I’ve seen that feels related: the concept of moving our personal data from the custody of vendors (social, doctors, marketers, employers etc) back to us – the owners. Eg a graph of all your data with granular sharing and privacy policies that you directly control. There’s an obvious privacy aspect to this, but it’s also natural to imagine how agents can thrive with (controlled) access to it, as an extension of the permanent memory you’ve built. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aleksandr_rakitin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aleksandr_rakitin<\/a> right? That’s the reaction we keep getting. and honestly, the I don’t necessarily need an agent thing is fair. Most people don’t need another chatbot. but here’s the shift: once an agent actually <em>remembers<\/em> your world, your preferences, your projects, your people, you stop thinking of it as a tool you use. It becomes context you live inside. you realize how much mental overhead you were carrying just to keep all your apps and threads straight. That’s why we built the Memory Tree into a local Obsidian vault with plain <strong>.md<\/strong> files. the graph of your data shouldn’t live in Notion’s cloud, or Google’s servers, or Anthropic’s memory. Ii should live on your machine, in formats you can read, edit, export, or delete. Granular control by default.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aleksandr_rakitin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aleksandr_rakitin<\/a> f***k yeah… So you I kid you not, but in the next 24 hours a new release is coming out where you can use your own API keys and absolute full control over your data and costs.<\/p>\n<p>So this way you don’t need to use our cloud if you’re tech savvy enough. Privacy is yours basically. We keep the cloud (if chosen) completly stateless.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Love how you\u2019re making agents accessible beyond the tech crowd, what\u2019s been the most surprising use case you\u2019ve seen so far? Congratulations on your launch day!<\/div>\n<div class=\"comment-actions\">\n<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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> thank you! \ud83d\ude4f most surprising use case so far a florist in ohio using it to auto-reply to wedding inquiries on emails, manage her calendar, and send invoice reminders. zero coding background. the world is your oyster! that’s exactly why we built it. agents shouldn’t just be for devs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Someone is using OH to unsubscribe from all the shitty newsletters and manage their instagram and twitter to grow their businesss. More incoming.<\/p>\n<\/p>\n<p>And super awesome to meet ya \ud83d\ude00 thanks and i hope you get to try out the product and give us more feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally an AI that doesnt forget everything after every chat. Sounds actually useful for normal people not just tech guys.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oleksandr_drohomyretskyi2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_drohomyretskyi2<\/a> Thanks Oleksandr, that’s the entire reason we shipped it. Normal people deserve AI agents that aren’t a part-time job to configure.<\/p>\n<p>Curious what made you try ours over the others. Was it the local-first part, the memory, or just the GUI not asking you to open a terminal?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@oleksandr_drohomyretskyi2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_drohomyretskyi2<\/a> Basiaclly OpenClaw\/Hermes is for the top 1%. OpenHumans is for the 99%<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 privacy angle is a big reason to go local-first, but the persistent memory is what actually makes it usable day to day. I I am tired of re-explaining my tech stack and project goals every single time I open a new session.<\/p>\n<p>Since you mentioned that it is in beta and remembers everything, I want to know how you handle context window limits or database bloat over time. Does it start getting sluggish once it knows too much about my work history, or is there some kind of automated cleanup?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ritikgupta_01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritikgupta_01<\/a> Great question! That re-explaining loop is exactly why we built the Memory Tree the way we did. We don’t dump your entire work history into the prompt. The Memory Tree canonicalizes everything into chunks (3k tokens max), scores them by relevance, and folds them into summary trees: per-source, per-topic, per-day. When the agent needs context, it retrieves the most relevant chunks and summaries, not a raw dump. TokenJuice compacts verbose tool output before it ever hits the model, so even sweeping months of email stays cheap. And on the sluggishness end – The retrieval layer is local SQLite with indexed chunks. The agent isn’t scanning a massive log every time. It pulls what matters for the task at hand. So yes, it remembers everything, but it doesn’t <em>remember everything all at once<\/em> in the expensive way. It remembers like a human does: details for what matters, summaries for the rest.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@ritikgupta_01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritikgupta_01<\/a> So context window limits, are handled like any agent harness. it compresses context when it hits 90% of the window. but it also does a ton of token compressing and cost cutting so that everything is smartly put in the window.<\/p>\n<p>See this for more infor <a href=\"https:\/\/tinyhumans.gitbook.io\/openhuman\/features\/token-compression\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/tinyhumans.gitbook.io\/openhuman\/features\/token-compression<\/a><\/p>\n<p>And it also uses lower end models for a lot of the low quality work such as summarization and cleanups. See this for more info <a href=\"https:\/\/tinyhumans.gitbook.io\/openhuman\/features\/model-routing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/tinyhumans.gitbook.io\/openhuman\/features\/model-routing<\/a> In many cases you can run it completly locally using a local AI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 gap between powerful agent and usable by normal people is still massive and most projects only solve the first half.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bruce_warren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bruce_warren<\/a> Hey Bruce, nice to see your comment.<\/p>\n<p>You just described the entire reason we built this.<\/p>\n<p>We’ve spent more engineering hours on installer, defaults, error messages, and recovery than we have on the LLM layer. So I agree when you state the gap between usability of agents and normal people. <\/p>\n<p>So, I would like to say this one is different. It is something that anybody can use because of its easy and simple interface.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bruce_warren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bruce_warren<\/a> LFG thanks for the comment, give it a try and lmk what you think about it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch!! I like the idea.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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, appreciate your comment. Please feel free to try out the product and give your feedback. I would be happy to give extra credits if that helps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> LFFG<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 it’s handle hallucination thing? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imrulkaayes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imrulkaayes<\/a> Good question.<br \/>Three layers here: <\/p>\n<p>First, OpenHuman grounds its answers in your actual data (emails, slack, notion, etc.) rather than generating from training memory alone. <\/p>\n<p>Second, every memory chunk has a deterministic ID and we can show you the exact source for any claim the agent makes.<\/p>\n<p>Third, when the agent isn’t confident, it tells you and asks rather than guessing. We’re not pretending hallucinations are solved, but grounding in your real corpus plus auditable retrieval cuts the worst of it.<\/p>\n<p>Happy to go deeper if useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imrulkaayes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imrulkaayes<\/a> The default prompts used by the agent already prevent halucination. And if you want to use a model that is completly yours and high end, you can easily switch to that as well. Most frontier models if prompted well do not halcuinate (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>What is the subscription price to use this? Is it open source or need to pay anything?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agastya_patel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agastya_patel<\/a> it is completely open source and you choose to either run things locally in which it is as good as free. or use a cloud if you don’t have decent enough hardware<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsnotgaf\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"itsnotgaf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsnotgaf<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsnotgaf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsnotgaf<\/a> <a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thanks Huisong, really appreciate it. Big fan of what you all are building at Epsilla, vector DB infra is one of those things people don’t appreciate until they really need it.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsnotgaf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsnotgaf<\/a> <a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thanks huisong \ud83d\ude42 I hope you get a chance to try it out and let us know aht you thinka bout 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<\/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\/6FFSO6JJJ2XS3Q\" class=\"app-title\">HasData<\/a><\/p>\n<div class=\"one-liner\">Web scraping service for AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">334<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HasData \u662f\u4e00\u6b3e\u4e13\u4e3a AI Agent \u548c\u6570\u636e\u7ba1\u9053\u8bbe\u8ba1\u7684\u6258\u7ba1\u5f0f\u7f51\u9875\u6293\u53d6\u670d\u52a1\uff0c\u7528\u6237\u53ea\u9700\u53d1\u9001 URL \u5373\u53ef\u83b7\u5f97\u5e72\u51c0\u7684 JSON \u6216 Markdown \u6570\u636e\uff0c\u65e0\u9700\u5904\u7406\u4ee3\u7406\u3001\u6d4f\u89c8\u5668\u6e32\u67d3\u6216\u53cd\u722c\u673a\u5236\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u6784\u5efa AI \u5e94\u7528\u65f6\u201c\u6709\u6a21\u578b\u4f46\u6ca1\u5e72\u51c0\u6570\u636e\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f35c3c4a-e3a2-449a-8006-795cd6fc4711.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3a458de-1c6c-4b28-a574-99808a530dff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b5efab8-2510-4c45-a521-7a2b3cb07d97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/548800ab-e6d9-4e9d-b825-8a2e9479a478.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5487ecf8-3cad-40e1-a4f3-bd01e436c1cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ffaa959-d316-45f2-b343-5007119197a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/541733dc-5141-43ee-9100-f821af7fb0d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e940880-fd31-4e09-bbf0-d8db38cee421.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7739722-4294-4f96-8b0d-7d1fdad22b77.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\/c70b8d5a-4c6f-4091-9efa-8d2039d507ef.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=M89S0ZLL3EQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=M89S0ZLL3EQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6570\u636e\u6293\u53d6<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u722c\u866bAPI<\/span><br \/>\n <span class=\"tag\">AI Agent\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u6570\u636e\u91c7\u96c6<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u7ba1\u9053<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u6570\u636eAPI<\/span><br \/>\n <span class=\"tag\">\u53cd\u722c\u866b\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">LLM\u6570\u636e\u8f93\u5165<\/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\u6570\u636e\u8d28\u91cf\u9ad8\u3001\u96c6\u6210\u5feb\uff0820\u5206\u949f\u5b8c\u6210 607 \u884c\u90ae\u4ef6\u8865\u5168\uff0c\u547d\u4e2d\u7387 69%\uff09\u3002\u5173\u952e\u95ee\u9898\uff1a\u6709\u7528\u6237\u8be2\u95ee\u80fd\u5426\u81ea\u52a8\u53bb\u9664\u5e7f\u544a\u548c\u5bfc\u822a\u566a\u97f3\uff0c\u5b98\u65b9\u56de\u5e94\u663e\u793a\u5df2\u63d0\u4f9b\u53ef\u914d\u7f6e\u7684\u6807\u5fd7\u3002\u53e6\u6709\u7528\u6237\u5bf9\u6bd4 Firecrawl\uff0c\u6307\u51fa\u4e8c\u8005\u5728 UI\/UX \u548c\u65e0\u4ee3\u7801\/API \u5206\u7fa4\u4e0a\u5b58\u5728\u5dee\u5f02\u3002\u8bc4\u8bba\u4e2d\u7f55\u89c1\u8d1f\u9762\u53cd\u9988\uff0c\u4e3b\u8981\u56f4\u7ed5\u201c\u4ec5\u5bf9\u6210\u529f\u8bf7\u6c42\u8ba1\u8d39\u201d\u8fd9\u4e00\u5dee\u5f02\u5316\u4ef7\u503c\u5c55\u5f00\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 HasData \u7684\u201c\u5356\u70b9\u201d\u5176\u5b9e\u5f88\u76f4\u767d\uff1a\u5982\u679c\u4f60\u7528 AI Agent \u4f46\u62ff\u4e0d\u5230\u9760\u8c31\u7684\u6570\u636e\uff0c\u518d\u667a\u80fd\u7684\u6a21\u578b\u4e5f\u53ea\u662f\u5e9f\u94c1\u3002\u8fd9\u4e2a\u903b\u8f91\u5728 LLM \u72c2\u6f6e\u4e2d\u5c24\u4e3a\u81f4\u547d\u2014\u2014\u4f60\u8ba9 Claude \u5e2e\u4f60\u5206\u6790\u5e02\u573a\uff0c\u5b83\u56de\u590d\u201c\u7f51\u9875\u6253\u4e0d\u5f00\u201d\u6216\u201c\u5185\u5bb9\u5305\u542b\u5e7f\u544a\u201d\uff0c\u5c31\u7b49\u4e8e\u767d\u5e72\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u5c42\u9762\u770b\uff0cHasData \u6ca1\u6709\u62bc\u5b9d\u5728\u201c\u591a\u9177\u7684 AI\u201d\u4e0a\uff0c\u800c\u662f\u624e\u5b9e\u5730\u89e3\u51b3\u4e86\u6570\u636e\u63d0\u53d6\u7684\u810f\u6d3b\u7d2f\u6d3b\uff1a\u4ee3\u7406\u6c60\u3001\u6d4f\u89c8\u5668\u6e32\u67d3\u3001\u53cd\u722c\u7ed5\u8fc7\u3001\u7ed3\u6784\u5316\u8f93\u51fa\u3002\u8fd9\u662f\u5178\u578b\u7684\u57fa\u7840\u8bbe\u65bd\u578b\u4ea7\u54c1\uff0c50+ \u73b0\u6210 API \u8986\u76d6 Google\u3001Zillow\u3001Amazon \u7b49\u9ad8\u9891\u7ad9\u70b9\uff0c\u53e0\u52a0 AI Agent \u505a\u6cdb\u5316\u63d0\u53d6\uff0c\u5f62\u6210\u201c\u786e\u5b9a\u9700\u6c42\u8d70 API\uff0c\u6a21\u7cca\u9700\u6c42\u8d70 Agent\u201d\u7684\u53cc\u8f68\u6253\u6cd5\u3002\u5e95\u5c42\u903b\u8f91\u5f88\u52a1\u5b9e\uff1a\u628a\u975e\u6807\u7f51\u7ad9\u7684\u6570\u636e\u63d0\u53d6\u53d8\u6210\u4e00\u6b21 prompt \u8c03\u7528\uff0c\u800c\u4e0d\u662f\u51e0\u5929\u722c\u866b\u8c03\u53c2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u8fd9\u7c7b\u670d\u52a1\u7684\u62a4\u57ce\u6cb3\u5e76\u4e0d\u7a33\u5b9a\u3002Firecrawl\u3001Jina AI \u7b49\u7ade\u54c1\u540c\u6837\u5728\u62a2\u8fd9\u4e2a\u751f\u6001\u4f4d\uff0c\u5dee\u5f02\u66f4\u591a\u4f53\u73b0\u5728\u201c\u6210\u529f\u8ba1\u8d39\u201d\u548c\u201c\u9884\u7f6e API \u6570\u91cf\u201d\u8fd9\u7c7b\u8fd0\u8425\u7ec6\u8282\uff0c\u800c\u975e\u6280\u672f\u58c1\u5792\u3002HasData \u5ba3\u79f0\u201c\u53ea\u5bf9\u6210\u529f\u8ba1\u8d39\u201d\uff0c\u8fd9\u786e\u5b9e\u662f\u4e00\u8bb0\u76f4\u51fb\u75db\u70b9\u7684\u5546\u4e1a\u7b56\u7565\u2014\u2014\u5f00\u53d1\u8005\u6700\u6015\u767d\u8d39\u529f\u592b\uff0c\u5c24\u5176\u662f\u8c03\u8bd5\u4ee3\u7406\u65f6\u3002\u7136\u800c\uff0c\u82e5\u53cd\u722c\u6210\u672c\u6301\u7eed\u4e0a\u5347\uff0c\u6210\u529f\u7387\u7684\u201c\u5b9a\u4e49\u201d\u662f\u5426\u4f1a\u5728\u9690\u542b\u4e0a\u9650\u524d\u51fa\u73b0\u732b\u817b\uff0c\u503c\u5f97\u957f\u671f\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u5176 MCP \u548c Agent Skill \u63a5\u5165\u80fd\u529b\u3002\u5b83\u628a\u6570\u636e\u63d0\u53d6\u4ece API \u8c03\u7528\u5347\u7ea7\u4e3a\u4e86 AI Agent \u7684\u201c\u9ed8\u8ba4\u80fd\u529b\u201d\uff0c\u8fd9\u5b9e\u9645\u4e0a\u662f\u5728\u62a2\u6570\u636e\u7ba1\u9053\u7684\u5b9a\u4e49\u6743\u2014\u2014\u5982\u679c\u672a\u6765\u591a\u6570 agent \u6846\u67b6\u9ed8\u8ba4\u96c6\u6210 HasData \u63d2\u4ef6\uff0c\u540e\u6765\u8005\u5c06\u5f88\u96be\u62a2\u593a\u5176\u751f\u6001\u4f4d\u3002\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aHasData \u5356\u7684\u4e0d\u662f\u722c\u866b\uff0c\u800c\u662f\u201c\u901a\u5f80\u771f\u5b9e\u4e16\u754c\u7684\u6570\u636e\u8df3\u677f\u201d\u3002\u5982\u679c\u5b83\u80fd\u6301\u7eed\u538b\u4f4e\u5931\u8d25\u7387\u5e76\u52a0\u5feb\u65b0\u7f51\u7ad9\u8986\u76d6\uff0c\u5c31\u6709\u673a\u4f1a\u6210\u4e3a AI \u65f6\u4ee3\u7684\u201c\u6570\u636e\u4e2d\u95f4\u5c42\u6807\u51c6\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u53c8\u4e00\u4e2a\u6f02\u4eae\u7684 API \u58f3\u5b50\uff0c\u5728\u7ade\u54c1\u6a21\u4eff\u6f6e\u4e2d\u8fc5\u901f\u4e0b\u6c89\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\">HasData<\/span>\n <\/div>\n<div class=\"comment-content\">HasData is the managed web scraping service for data pipelines and AI agents. Send any URL, get clean JSON or Markdown back in one API call. We handle proxies, browser rendering, retries, and anti-bot. 50+ ready scrapers cover Google Search, Maps, News, Zillow, Indeed, and major e-commerce. AI extraction handles any other URL from a plain-text prompt. Use it from Claude, ChatGPT, or your own AI agent via MCP. CLI for everything else.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Sergey here, co-founder at HasData.<\/p>\n<p>HasData is the managed web data service for AI agents and pipelines. We handle the messy infrastructure like proxies and anti-bot. We also maintain dozens of ready APIs for Google, Maps, Zillow and e-commerce.<\/p>\n<p>And one thing that sets us apart from every other API in this space: we only bill on success. Failed requests cost nothing. You pay for data that actually arrives, not for retries on a broken proxy.<\/p>\n<p>Today we are launching our AI Agent, an MCP server, a CLI and Agent Skills for Claude Code and OpenClaw. You can now connect HasData straight to your AI stack.<\/p>\n<p>The catalog is pretty powerful if you know exactly what you need. But it gets frustrating if you do not. Picking the right tool, learning the parameters and parsing the output takes time away from actual building.<\/p>\n<p>The new AI Agent fixes that. Describe what you need. The Agent picks the matching API, runs the job, and returns a dataset. Enrich any row from the same chat with contacts, firmographics, or whatever’s missing.<\/p>\n<p>The MCP server, CLI, and Agent Skills give the same flow to anyone working from Claude, ChatGPT, the terminal, or Claude Code.<\/p>\n<p>Two things worth knowing:<\/p>\n<ul>\n<li>\n<p>We’re giving 10,000 free credits during launch week.<\/p>\n<\/li>\n<li>\n<p>If you’re a HasData user already, everything works on your existing account, catalog, and workspace. No separate plan, no migration.<\/p>\n<\/li>\n<\/ul>\n<p>It’s live at app.hasdata.com\/chat. I’m here all day, so is the team. Drop a comment, break it, tell us what’s missing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> congrat with the launch! This is what new agentic ai worlds need!<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ermakovich_sergey you have managed to run a great service. I am client for over 3 years. You provide really robust service with many features. This AI feature is blown my mind. Our stuff save their time by easily getting to data \ud83d\udcca <\/p>\n<p>Congrats with launching \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> <a href=\"https:\/\/www.producthunt.com\/@rmilyushkevich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rmilyushkevich<\/a> Congrats on the launch! As a developer who does a lot of web scraping, I\u2019ve used hasData (Scrapeit cloud) before, and it\u2019s a lifesaver. It easily handles almost any scraping challenge on any website. This is a really solid product. The guys never stop moving forward, always upgrading and improving it. Best of luck with the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunters!<\/p>\n<p>Nick’s here, CPO and Growth Advisor for HasData. I believe this launch is 100% worth your attention, let me tell you why.<\/p>\n<p>Web scraping always used to be a complicated tool for developers to use: if you do it on your own, you have to build and maintain the whole scraping infrastructure by yourself, but that’s even not the most complicated part. Parsing your data and extracting relevant values used to be another kind of a nightmare – before LLM and ChatGPT, of course.<\/p>\n<\/p>\n<p>Today, thanks to HasData and AI capabilities integrated into this products, I feel like searching and extracting the data you need from web is like building a website with Lovable instead of hiring a freelancer to built it for you with WordPress. You simply pick the required scraper, or even further, prompt your request to HasData AI Agent – then get the relevant data set ready for your CRM enrichment or cold outreach in minutes. Or, what I personally love the most, simply use something like Claude or OpenClaw connector and use the whole power of HasData scraping capabilities in your favourite AI tool – simple as that!<\/p>\n<\/p>\n<p>So go ahead and try HasData AI scraping tools today for free and let us know what you think – we are happy to consider your feedback and feature requests \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Your AI is only as smart as the data behind it. And right now most teams I talk to are either flying blind, or they’ve got somebody on the team who basically does proxies and CAPTCHAs full-time and rewrites parsers every time a site changes its DOM.<\/p>\n<p>I’m Roman, CEO & CTO at HasData. We’ve spent years on that infrastructure so you don’t have to.<\/p>\n<p>Behind one key:<\/p>\n<ul>\n<li>\n<p><strong>40+ ready-made APIs<\/strong> across search (Google SERP), travel (Booking, Airbnb, Google Flights, Google Maps), real estate (Zillow, Redfin), shopping (Amazon, Google Shopping), jobs, and social<\/p>\n<\/li>\n<li>\n<p>A <strong>Web Scraping API<\/strong> for everything else: any URL in, parsed JSON out<\/p>\n<\/li>\n<li>\n<p>An <strong>AI Agent<\/strong> that drives the catalog from natural language if you just want a one-off pull without writing code<\/p>\n<\/li>\n<\/ul>\n<p>Use it however you build: HTTP API, CLI, Claude Skill, OpenClaw, or MCP server.<\/p>\n<p>Free to start at <a href=\"http:\/\/hasdata.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hasdata.com<\/a>. You get 10,000 credits when you sign up. If we save you a week of proxy work, throw us an upvote.<\/p>\n<p>I’ll be in the comments today. Happy to get into the APIs, the agent, pricing, what we’re working on next, whatever.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really good service. I used it to collect data for Callersmart website. Data quality is perfect, fast response and good price. They have different platforms no-code scrapers:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d613c5f-8913-4ffa-b917-4b66d6f2acd4.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<p>Recommend!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pawel_zajac4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pawel_zajac4<\/a> Thank you Pawel! Glad to hear the data held up for Callersmart, that is a great use case. And thanks for the screenshot, did half my pitch for me \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pawel_zajac4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pawel_zajac4<\/a> cheers mate, happy to see nice feedback here, appreciate your support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Well done team! <em>Public web data on-demand, payable on-delivery<\/em>. That’s the hook\/promise of HasData. \ud83d\ude42<\/p>\n<p>I’m a power user of their <a href=\"https:\/\/hasdata.com\/apis\/youtube-scraper-api\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>YouTube Transcript API<\/strong><\/a>. And have been a fan of the team’s work (and their work effort) since before Roman <a href=\"https:\/\/spreadgreatideas.org\/episodes\/roman-milyushkevich\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>came onto my podcast<\/strong><\/a>. <\/p>\n<p>How can you not be bullish on HasData when they’re <a href=\"https:\/\/email.hasdata.com\/deliveries\/dgSdkQgDAKXEAaTEAQGeAxobweShNQnMSwSFloQ=\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>shipping so much goodness<\/strong><\/a> on a monthly basis?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@briandavidcrane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@briandavidcrane<\/a> thanks a lot Brian, fantastic feedback and support \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@briandavidcrane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@briandavidcrane<\/a> Thank you. Appreciate the support and the ongoing belief in the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! I’m Valentina, technical writer at HasData, and yes, I actually use their tools daily. <\/p>\n<p>The team already covered features, so I just want to add why I personally like this. I tried and used every scraper, every API, every no-code tool, every feature they built. What I really like is how fast you go from start to the result. Even first time using a tool, takes almost no time to understand how it works.<\/p>\n<p>And the project keeps moving forward. They keep building new tools, new scrapers, covering more sources. The latest addition is an AI Agent, so you don’t even pick APIs or scrapers yourself, just get the ready data. <\/p>\n<p>If you work with data in any capacity, give it a try. And I also happy to answer any questions in the comments today and further.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Overall dope features but I have one question as well. I have seen while extracting webpage data from Firecrawl, that the extracted text contains all the advertisements links as well, this sorts of corrupt the data and need some cleaning before feeding to LLM. So I want to understand does HasData remove those links in some way ?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhishekr_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhishekr_ai<\/a> we have a flag for that. Default behavior keeps the page as-is, but you can toggle it to strip ads and nav clutter before the response goes back. Some users actually want the ad data, so we left it configurable rather than forcing one mode.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey there! I just wanted to say qudos for your service. I used it for some enrichment work and honestly you nailed it!!! It took me only about 20 minutes to connect your API to my setup (agent skill for Claude vibe me through), and I was impressed with how smooth the process was.<\/p>\n<p>I had a dataset of 607 rows, and the email enrichment came back with a 74% success rate, which I think is fantastic. After checking for bounces, it settled at 69%. Not bad at all for just 20 minutes of work!<\/p>\n<p>I’ve added you to my favorites for scraping services because you definitely deserve a spot there. <\/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\/@nickolay_tsarik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nickolay_tsarik<\/a> this is really cool feedback, thank you for sharing numbers \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nickolay_tsarik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nickolay_tsarik<\/a> Thanks Nickolay! Real numbers from a real run are way more useful than any pitch we could write. Appreciate 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nickolay_tsarik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nickolay_tsarik<\/a> yeah, we’re doing our best to improve our enrichment workflows these days, hopefully you’ll love it even more soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck with the launch, Bulba Scrapping service )) Fingers crossed for a massive scale-up!<\/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\/@malkiel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malkiel<\/a> Thanks Kirill \ud83d\ude04 Fueled by bulba, deployed everywhere<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@malkiel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malkiel<\/a> fingers crossed! Cheers mate \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@malkiel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malkiel<\/a> guy, it was epic, couldn’t pass by \ud83d\ude02<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2be1b588-eee8-460b-9b7d-a97a007903f8.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>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>Good luck<\/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\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> thank you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> Thanks Dzianis! Appreciate 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> thanks for your support today, means a lot to us \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using HasData for a while now, mainly for Google Maps scraping, and it\u2019s been really easy to use.<\/p>\n<\/p>\n<p>What I like is that it removes a lot of the usual friction around collecting structured data. Instead of spending ages working out the best way to scrape, clean, and organise the data, I\u2019ve been able to get useful results pretty quickly.<\/p>\n<\/p>\n<p>I\u2019m especially excited to try the new AI agent. Getting data from less common websites is often the painful bit. It can be time-consuming, inconsistent, and a lot of trial and error, especially when every site has a slightly different structure.<\/p>\n<\/p>\n<p>If the agent can make that process smoother and more reliable, it\u2019ll be a really useful addition.<\/p>\n<\/p>\n<p>Congrats on the launch. Looking forward to seeing how the product develops.<\/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\/@rich_tank\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rich_tank<\/a> Thank you, really appreciate you writing this up. The painful part you described is the exact reason we built the AI Agent.<\/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>Building a small side project that needs lead data and was about to write a custom scraper. Now I think I’ll just use this – will give it a try at least. Congrats on launching today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dafonov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dafonov<\/a> yeah, we are super good at this – even got a separate enrichment API so you don’t have to do the data parsing and extraction yourself, check it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dafonov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dafonov<\/a> Thanks Dmitry, glad to be the easier path \ud83d\ude42 If you hit any walls during the trial, ping me here or in the Intercom on the site – happy to help you skip the trial-and-error part.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Congratulations team!!! All the best in this new launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrii_tymoshchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrii_tymoshchuk<\/a> cheers mate, appreciate your support today!<\/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\/@andrii_tymoshchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrii_tymoshchuk<\/a> Thank you Andrii, appreciate it! Spellar’s #1 yesterday was a great run, congrats to the whole team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch and good luck today! Love your landing page design btw, especially the widget that gets you started with a link to scrape or an agent prompt – good part of onboarding process nowadays, would love to know how it works for you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@flashberry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flashberry<\/a> yeah, we’ve just released that before the launch, I believe this thing increases your landing page conversion rate hugely. Will share some statistics here in a month or something when we have enough users seeing 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@flashberry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flashberry<\/a> Thanks Mikhail! Honestly still measuring it, the AI Agent and the prompt input both shipped this week, so I will know more in a few weeks. The general “try before signup” pattern has been one of our better activation moves though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys, congrats on launch! I’ve recently seen Firecrawl doing the same (I guess?) AI craping agent – what’s the difference between them and you if any?<\/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\/@gregory_yashkin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gregory_yashkin<\/a> Hey man, cheers, appreciate your kind word and support! That matters a lot to us \ud83e\udef6<\/p>\n<p>Yeah, we do love guys from Firecrawl, I see them doing some amazing things lately. I believe that healthy competition helps everyone, especially the end users. I could say we have some different approach to UI\/UX and also separating no-code and API scrapers for different user segments – don’t know, will let PH users decide today \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Scraping for AI agents is a huge bottleneck right now. How does HasData handle complex anti-bot measures like Cloudflare or dynamic JS-heavy sites without constant manual tweaks?<\/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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> the whole point is that a request from us should be indistinguishable from one a real person makes in their browser. So we rotate proxies across several providers, we negotiate TLS the way an actual browser does (the cipher suites, the order, the extensions – all of it), and the servers our browsers run on are set up to look like real consumer hardware, not a datacenter VM.<\/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>Honestly, Roman mentioning that the AI Agent cross-checks ambiguous pages against a secondary source is totally flying under the radar \u2014 it’s the most underrated part of this whole launch.<\/p>\n<p>Quick practical question though: how does the Agent actually decide <em>when<\/em> to escalate to a cross-check? Is it relying on confidence scores (like the extraction model saying “I’m only 60% sure”), strict schema validation (“required field missing”), or some other heuristic?<\/p>\n<p>Asking as an indie dev building AI tools, because getting that “when to escalate” logic right is usually exactly what makes or breaks agentic systems in production.<\/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\/@nicola_ceccaroni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicola_ceccaroni<\/a> good question and I think we’re still figuring it out when to escalate the cross-check. I would say we are using the combination of all 3 options you mentioned. <\/p>\n<p>1. Before running data collection agents defines the schema and it doesn’t change before current iteration of data collection finished.<br \/>2. We have different playbooks for different kind of data. For example, if it’s a reviews & rating – we can take this data from Google Maps. And for Google Maps we have API, which doesn’t use AI extract at all, so we are pretty confident it is correct.<br \/>3. Playbooks for emails and phone numbers look different and they include cross checks. Some of the obvious signal is the mismatch between business\/person location and country code of the phone number. We have 10+ signals. If the score is low – we do cross check via our search api.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! Does the agent run on a schedule for recurring tasks, or only on demand?<\/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\/@margarita_lubovskaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@margarita_lubovskaya<\/a> Thanks Margarita! Right now on-demand only. Scheduling is in the plans (pun not intended). Coming soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on Launch! I hope we could get a LinkedIn extension even though it blocks scraping…<\/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\/@zanc_zhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zanc_zhao<\/a> Thanks Zanc! We stick to publicly available data only, so no dedicated LinkedIn scraper planned. Google SERP can cover a lot of public profile data if that helps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zanc_zhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zanc_zhao<\/a> will see, for now, I’d suggest to try getting the data you need from SERP snippets from LinkedIn-related search queries – works good for me!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seems like you guys did a really great job connecting your scraping tools to AI via mcps, cli, etc. Might give it a try today!<\/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\">@nikvoice do it mate, I bet you\u2019ll love it! Thanks for supporting us today \ud83e\udef6<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nikvoice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikvoice<\/a> Thanks Nik! That was the main thing we wanted to nail. Same scrapers usable from MCP, CLI, or the API without rewriting anything. If you try it and hit something rough, ping me here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys, congrats on launch! I run an AI agency and we have quite a lot of projects where scraping is a big part of the stack – market research, price monitoring, lead enrichment, competitor tracking, AI agents with web data. So this looks super relevant for us. Scraping is always one of those parts that sounds easy in the begining, but then you spend a lot of time on proxies, blocks, JS rendering and weird site structures. Just one question how well does it work with websites that have heavy anti-bot protection or dynamic pages with a lot of JS rendering?<\/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\/@konstantin_pinchukovskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantin_pinchukovskiy<\/a> looks really relevant. About handling anti-bot and JS rendering, it is all on our side, so you don’t have to think about it. The request goes through our infrastructure and full browser rendering and then you get clean data back. I’d say the fastest way to see how it works for your cases is to just try it, we give 10 000 free credits during launch week \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantin_pinchukovskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantin_pinchukovskiy<\/a> Thanks Konstantin! Both are handled. Residential proxies, headless browsers, auto-retry, all under the hood on the ready scrapers. And we only bill on success, so failed retries cost you nothing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Scaling scrapers for AI agents is usually a massive headache because of proxy rotation and constant site updates. Paying only for successful requests feels like a fair model. Do you provide a way to train the AI extraction for specific non standard layouts, or is it purely automated? Also, what system is being used behind it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ritikgupta_01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritikgupta_01<\/a> Thanks Ritik! You guide it with AI Extract Rules, basically a schema you describe (fields, types, descriptions), and the LLM returns clean JSON. No selectors, no training.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you deal with reliability there, do you surface a confidence score or require a quick validation step?<\/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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> For the 40+ pre-built APIs (Amazon, Google, Booking, Zillow, etc.) we don’t use AI extraction at all. They’re scrapers we maintain ourselves. <\/p>\n<p>Synthetic tests run daily and compare live responses against what we expect, so if a site rotates its layout we usually catch it the same day and fix it before anyone notices. <\/p>\n<p>The schema you call against today is the same one you’ll get next month.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team! Happy to find your product, Google maps no-code scrapers is sth I really need, will try today.<\/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\/@victoria_makarevich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_makarevich<\/a> Thanks Victoria! Google Maps is one of the most battle-tested scrapers in our catalog, you should be good. 10K free credits during launch week, more than enough to validate it on your use case. Let me know how it goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@victoria_makarevich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_makarevich<\/a> Thanks Victoria! Google Maps is one of the most battle-tested scrapers in our catalog, you should be good. 10K free credits during launch week, more than enough to validate it on your use case. Let me know how it goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@victoria_makarevich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_makarevich<\/a> feel free to share your feedback straight away – we love shipping updates our users ask for!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch! Love how the agent picks the matching scraper itself, that part always slowed me down on other tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@igorsorokinua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igorsorokinua<\/a> Thanks Igor! Glad it landed. That decision-making step is the part we wanted to remove for exactly the reason you described.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@igorsorokinua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igorsorokinua<\/a> it also configures the scraper better than an average new user who’s not familiar with web scraping – I love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>most scraping services charge you whether the data comes back clean or not and you end up paying for broken responses. how does the openclaw skill integration work in practice though, does the agent automatically pick which scraper to use or do you still have to configure each one manually<\/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\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> hey, that’s right – HasData only charges for successful api calls, you don’t pay for failed executions and don’t receive broken respones.<\/p>\n<p>Speaking if AI related features – we build it in such way that any agent could pick and configure the right scrapers itself. So far works good I think \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> Thanks Tina, glad the billing model landed.<\/p>\n<p>As for OpenClaw, the Skill is fully automatic. You describe what you need in plain English (“get me top reviews for this restaurant”), and the Skill picks the right scraper from our catalog, runs it, and returns structured data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch, guys! The scraper catalog covers the obvious targets, but what happens when someone needs a niche source not in the library? Does the agent fall back to AI extraction on raw html, or wait for the team to build a dedicated scraper?<\/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\/@julia_peremitina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_peremitina<\/a> good catch, we were iterating with this workflow a lot lately. So basically, we set up our Agent in such way that it has to pick one of the existing sources first for a better search quality. If there’s no relevant source – it can always decide to use basic search and general web scraping tools to build its reply. It works good for now, will be adding more sources and improving our web scraping capabilities in the future!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@julia_peremitina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_peremitina<\/a> Thank you for question! For niche sources you do not need a dedicated scraper at all. Our web scraping API has special parameter where you just describe the fields you want (name, type, optional description) and our LLM returns clean JSON. No CSS selectors, no waiting on us.<\/p>\n<p>And extraction happens on our side, so your agent gets structured JSON instead of raw HTML. Your LLM tokens stay low.<\/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, such a nice selection of web scraping apis! But why should I choose you if I’m already on Apify or a similar solution?<\/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\/@hotfixer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hotfixer<\/a> hey, appreciate your feedback much, cheers! I might just give you a funny story instead of a direct answer:<\/p>\n<p>Last week we had a customer who joined us with the help of Claude – he basically prompted it to find the best scraping solution for his e-commerce use case and try it. It ended up with Claude choosing us among all the competitors found and even purchasing our Pro plan itself.<\/p>\n<p>So yeah, all of the web scraping solutions have their own pros and cons, so we do. Sometimes HasData is just a better fit for you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, team! As your current user, I’m happy to see you finally launched on Product Hunt! Congrats and all the best. P.S.: those guys do a great job, take a look if you need to scrape some web data \ud83d\ude3b <\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> hi Kate, happy to see you among our users! Thanks for your trust and support, means a lot to us \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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thank you Kate! Your support throughout the prep for this launch meant a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Used enough unstable scrapers to appreciate when someone takes this problem seriously.<\/p>\n<p>Btw, is the tiktok scraper coming anytime soon?<\/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\/@msvst\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@msvst<\/a> hey man, appreciate your support today, means a lot! Yeah, we’re now thinking of covering all the short videos platforms for scraping the statistics, etc. Definitely in our roadmap, you just gave it an extra score!<\/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<\/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\/PGPP6AKDU7CMY4\" class=\"app-title\">PHBench<\/a><\/p>\n<div class=\"one-liner\">Predict the next Series A from a ProductHunt launch<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">318<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PHBench\u662f\u4e00\u4e2a\u57fa\u4e8eProduct Hunt\u9996\u53d1\u6570\u636e\u9884\u6d4b\u521b\u4e1a\u516c\u53f8\u83b7\u5f97A\u8f6e\u878d\u8d44\u6982\u7387\u7684\u516c\u5f00\u57fa\u51c6\u5e73\u53f0\uff0c\u5e2e\u52a9VC\u548c\u521b\u59cb\u4eba\u901a\u8fc77\u5e74\u30016.7\u4e07\u6b21\u4ea7\u54c1\u53d1\u5e03\u6570\u636e\u91cf\u5316\u8bc4\u4f30\u65e9\u671f\u4ea7\u54c1\u6f5c\u529b\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9392d20-d8bd-46b6-8f1a-0f76fd157de2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4725601-fdf8-4d32-9f03-327524a300a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c2bc063-f40a-4160-b2b3-ab076e3cc84f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24de3e83-0a60-4563-8812-61f8599cf6e7.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\/bf3461d6-1f09-499c-aedb-aefd33a054f4.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/267d5da182284c509b6826ac5cd40ddc\"><source src=\"https:\/\/www.loom.com\/share\/267d5da182284c509b6826ac5cd40ddc\" 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\">Venture Capital<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Data<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u730e\u624b\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">A\u8f6e\u878d\u8d44\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u57fa\u51c6\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u4fe1\u53f7\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u89c4\u6a21<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u53c2\u4e0e\u5ea6<\/span><br \/>\n <span class=\"tag\">B2B\u8f6c\u5316\u7387<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u5f00\u653e\u6570\u636e\u96c6<\/span><br \/>\n <span class=\"tag\">HuggingFace<\/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\u6a21\u578b\u4fe1\u53f7\u7684\u6709\u6548\u6027\u4e0e\u9650\u5236\uff0c\u5982\u56e2\u961f\u89c4\u6a21\u4e0e\u4e92\u52a8\u7684\u4ea4\u4e92\u6548\u5e94\u662f\u5426\u68c0\u6d4b\u5206\u53d1\u80fd\u529b\u800c\u975e\u4ea7\u54c1\u672c\u8d28\uff1b\u8d28\u7591\u6295\u7968\u6570\u4e0e\u6392\u540d\u5173\u7cfb\uff0c\u4e14\u6307\u51fa\u65e9\u671f\u878d\u8d44\u5386\u53f2\u662f\u5f3a\u5173\u8054\u800c\u975e\u56e0\u679c\uff1b\u5efa\u8bae\u5206\u6790\u5047\u9633\u6027\u6848\u4f8b\u3001\u730e\u4eba\u5f71\u54cd\u3001\u91cd\u590d\u521b\u59cb\u4eba\u7b49\uff0c\u5e76\u62c5\u5fe7\u516c\u5f00\u4fe1\u53f7\u53ef\u80fd\u5bfc\u81f4\u521b\u4e1a\u8005\u4f18\u5316\u884c\u4e3a\u5bfc\u81f4\u4fe1\u53f7\u5931\u771f\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 PHBench\u770b\u4f3c\u662f\u5728\u7528\u673a\u5668\u5b66\u4e60\u4e3aVC\u88c5\u4e0a\u4e00\u526f\u201c\u5bfb\u5b9d\u773c\u955c\u201d\uff0c\u5b9e\u5219\u66f4\u50cf\u662f\u5728Product Hunt\u8fd9\u53e3\u201c\u706b\u9505\u201d\u91cc\u6d4b\u51fa\u4e86\u6c34\u6e29\u53d8\u5316\u7684\u6982\u7387\u6a21\u578b\uff0c\u800c\u975e\u4e3a\u6295\u8d44\u4eba\u627e\u5230\u4e86\u4e0b\u4e00\u4e2a\u201c\u6d77\u5e95\u635e\u201d\u3002\u5176\u4ef7\u503c\u5728\u4e8e\u5c06\u7384\u5b66\u822c\u7684\u201c\u65e9\u671f\u611f\u89c9\u201d\u91cf\u5316\u4e3a\u4e00\u7ec4\u53ef\u9a8c\u8bc1\u7684\u4fe1\u53f7\u2014\u2014\u56e2\u961f\u89c4\u6a21\u4e0e\u793e\u533a\u4e92\u52a8\u7684\u52a0\u6743\u7ec4\u5408\u786e\u5b9e\u6bd4\u5355\u7eaf\u7684\u6295\u7968\u6570\u66f4\u5177\u6d1e\u5bdf\u529b\uff0cB2B\u8d5b\u9053\u76843\u500d\u8f6c\u5316\u7387\u4e5f\u6495\u5f00\u4e86\u201c\u6d88\u8d39\u8005\u70ed\u6367\u5fc5\u706b\u201d\u7684\u5047\u8c61\u3002\u4f46\u771f\u6b63\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u8be5\u6a21\u578b\u7684\u6740\u4f24\u529b\u6070\u6070\u5728\u4e8e\u5b83\u7684\u516c\u5f00\u6027\uff1a\u4e00\u65e6\u5e95\u5c42\u7279\u5f81\u88ab\u5e7f\u6cdb\u77e5\u6653\uff0c\u521b\u59cb\u4eba\u4eec\u80fd\u8fc5\u901f\u53cd\u5411\u4f18\u5316\u2014\u2014\u7ec4\u5efa\u540d\u4e49\u5927\u56e2\u961f\u3001\u6c34\u519b\u5f0f\u4e92\u52a8\u3001\u9009\u54c1\u5411\u9ad8\u8f6c\u5316\u7c7b\u522b\u6324\u5151\uff0c\u8fd9\u4f1a\u8ba9\u6a21\u578b\u5feb\u901f\u6ca6\u4e3a\u201c\u6253\u699c\u6307\u5357\u201d\uff0c\u800c\u975e\u201c\u4ef7\u503c\u63a2\u6d4b\u5668\u201d\u3002\u66f4\u4e3a\u81f4\u547d\u7684\u662f\uff0c\u8bc4\u8bba\u4e2d\u62ab\u9732\u7684\u201c88.3%\u7684A\u8f6e\u516c\u53f8\u5df2\u6709\u79cd\u5b50\u8f6e\u201d\u8fd9\u4e00\u6570\u636e\uff0c\u57fa\u672c\u63ed\u793a\u4e86\u6a21\u578b\u7684\u6838\u5fc3\u903b\u8f91\uff1a\u5b83\u4e0d\u8fc7\u662f\u5728\u4e00\u7fa4\u5df2\u7ecf\u901a\u8fc7\u201c\u6295\u8d44\u4eba\u8ba4\u8bc1\u201d\u7684\u9009\u624b\u91cc\uff0c\u7504\u522b\u8c01\u66f4\u64c5\u957f\u201c\u6253\u5e7f\u544a\u201d\u7f62\u4e86\u3002\u5bf9\u4e8e\u771f\u6b63\u4ece\u96f6\u8d77\u6b65\u3001\u6ca1\u6709\u8d44\u672c\u6760\u6746\u7684\u72ec\u7acb\u5f00\u53d1\u8005\uff0c\u8fd9\u7ec4\u4fe1\u53f7\u51e0\u4e4e\u7b49\u4e8e\u201c\u6211\u4e0d\u8ba4\u8bc6\u4f60\uff0c\u6240\u4ee5\u4e0d\u770b\u597d\u4f60\u201d\u3002\u4ea7\u54c1\u672c\u8eab\u5728\u5b66\u672f\u4e0a\u662f\u4e00\u4e2a\u4e25\u8c28\u7684\u5f00\u6e90\u57fa\u51c6\uff0c\u4f46\u5728VC\u5b9e\u7528\u573a\u666f\u4e2d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u7528\u6765\u5f3a\u5316\u65e2\u6709\u5224\u65ad\u3001\u800c\u975e\u98a0\u8986\u8ba4\u77e5\u7684\u201c\u9a6c\u540e\u70ae\u62a5\u8868\u201d\u3002\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aPHBench\u662f\u4e2a\u597d\u5de5\u5177\uff0c\u4f46\u522b\u628a\u5b83\u5f53\u795e\u8c15\uff0c\u5426\u5219\u4f60\u6295\u7684\u6bcf\u4e00\u8f6eA\u53ef\u80fd\u90fd\u5728\u4e3a\u201c\u8fd0\u8425\u5927\u5e08\u201d\u800c\u4e0d\u662f\u201c\u4ea7\u54c1\u5929\u624d\u201d\u4e70\u5355\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">PHBench<\/span>\n <\/div>\n<div class=\"comment-content\">PHBench: the first public benchmark predicting Series A funding from Product Hunt launch signals. We analyzed 67,292 featured launches over 7 years, linked to 528 verified Series A rounds via Crunchbase. Champion model: 4.7x lift over random. Team size \u00d7 community engagement is the strongest signal; B2B (API, Payments, Fintech) converts at 3x baseline; Rank #1 raises at 2.2x unranked. Dataset, code, and baselines open. Submit at phbench.com and subscribe for weekly high-probability launches.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@rajiv_ayyangar, thank you so much for hunting us!<\/p>\n<p>Hey PH Community \ud83d\udc4b<\/p>\n<p>We’re <a href=\"https:\/\/www.linkedin.com\/in\/yagizihlamur\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Yagiz<\/strong><\/a>, a Senior Technical Product Manager at Amazon and an independent researcher and <a href=\"https:\/\/www.linkedin.com\/in\/yihlamur\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Yigit<\/strong><\/a>, co-founder and GP of Vela Partners. Today, we’re launching <a href=\"https:\/\/phbench.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>PHBench<\/strong><\/a> in collaboration with the University of Oxford (<a href=\"https:\/\/www.linkedin.com\/in\/bengriffin2\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Ben Griffin<\/strong><\/a> and <a href=\"https:\/\/www.linkedin.com\/in\/rick-chen-271a5037b\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Rick Chen<\/strong><\/a>) and <a href=\"https:\/\/vela.partners\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Vela Partners<\/strong><\/a>, the leading quant VC. <\/p>\n<p>And yes, the irony of launching a Product Hunt benchmark on Product Hunt is completely intentional \ud83d\ude42<\/p>\n<p>Here’s the origin story. We kept asking a question nobody had answered: Can you predict which Product Hunt launches will raise Series A funding, based solely on what you see on launch day (votes, rank, team size, category, timing)?<\/p>\n<p>So we built PHBench. We collected 67,292 featured PH launches going back to 2019, matched them to Crunchbase funding records, and identified 528 verified Series A raises within 18 months. Seven years of data. Every featured launch.<\/p>\n<p>Three findings I think this community will find interesting:<\/p>\n<p>\u2192 The signals work. Our model is 4.7x better than random. Statistically significant.<\/p>\n<p>\u2192 The strongest predictor isn’t votes alone. It’s team size \u00d7 community engagement together. A large coordinated team achieving high traction is more predictive than either signal alone.<\/p>\n<p>\u2192 B2B categories convert at 3x the baseline rate. API, Payments, Fintech. If you launch a developer tool on a Tuesday with a big team and high engagement, that’s a strong signal.<\/p>\n<p>We also tested three frontier Gemini models on the same task. The most capable model performed the worst. Better reasoning doesn’t help with pure numbers.<\/p>\n<p>The dataset is available on <a href=\"https:\/\/huggingface.co\/datasets\/ihlamury\/phbench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>HuggingFace<\/strong><\/a>. The leaderboard is <a href=\"https:\/\/www.phbench.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>live<\/strong><\/a>. The <a href=\"https:\/\/github.com\/ihlamury\/phbench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>code<\/strong><\/a> is public. Can you beat our baseline?<\/p>\n<p>The paper is on <a href=\"https:\/\/arxiv.org\/abs\/2605.02974\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>arXiv<\/strong><\/a> and has been submitted to the NeurIPS 2026 Evaluations & Datasets Track. <\/p>\n<p>Would love your feedback \u2014 especially from anyone who’s launched on PH and gone on to raise Series A. You’re in our dataset \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yigit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yigit<\/a> One thing I found especially interesting is the \u201cteam size \u00d7 engagement\u201d interaction signal.<\/p>\n<p>Did you explore whether this is actually detecting <em>distribution maturity<\/em> rather than product quality itself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been quietly working on this with Yagiz, Yigit and Rick for a while.<\/p>\n<p>While I mostly focus on using founder profiles to predict raises, PHBench tries the same prediction but from the product side. A similar question but from the other side.<\/p>\n<p>Have a go at the leaderboard if you fancy; the data’s on HuggingFace.<\/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\/@bengriffin3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengriffin3<\/a> thank you for your valuable contributions. Excited to incorporate ProductHunt into founder prediction pipeline. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Are you using only launch day signals, or do you include post launch traction like follows and comments over the first week?<\/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\/@karimbenkeroum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karimbenkeroum<\/a> The core signals are captured on launch day (votes, comments, daily rank, maker profiles, topic tags). <\/p>\n<\/p>\n<p>One caveat: maker follower counts were scraped in 2026, not at launch time, so for older launches, they reflect post-funding growth. It’s a limitation we document in the paper.<\/p>\n<\/p>\n<p>Adding richer post-launch features like 7-day comment growth or follow-on engagement would be a great extension. We think there’s a lot of untapped signal there. <\/p>\n<\/p>\n<p>Full details on the feature set are in Section 5 of the paper: <a href=\"http:\/\/arxiv.org\/abs\/2605.02974\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">arxiv.org\/abs\/2605.02974<\/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>Interesting, most people assume raw upvotes are the proxy for quality. So the finding about team size \u00d7 community engagement being a stronger signal than votes alone is genuinely counterintuitive but very curious. Have you looked at whether solo founders who hit high engagement are penalized by this model? Do they show up as a distinct cluster? Would love to see how the signal degrades for truly first-time founders vs. repeat ones. Incredible dataset, congrats on getting years of data cleaned!<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Thanks! And yes, the votes finding surprises everyone! Raw upvote count is actually one of our four “noise” features. It has high model importance but near-zero conditional lift. The reason: viral launches with 500+ votes are often consumer products riding a wave of hype that doesn’t translate to institutional funding. The strongest signal is votes combined with daily rank. A #1 launch with high engagement raises Series A at 3.5x the baseline but votes without a strong rank is noise. Maker team size is #2 in importance, and maker follower count is #6 but carries a higher lift (2.4x vs 1.2x for team size alone). Suggesting that who’s on the team matters more than how many. <\/p>\n<\/p>\n<p>On solo founders: we haven’t done the cluster analysis you’re describing, but the data is suggestive. Solo founders (maker_count = 1) underperform teams of 2-3, with a modest 1.2x lift for teams vs. baseline. But the bigger signal is follower count: a solo founder with a large following performs fine; a solo founder with no following is where the model gets skeptical. <\/p>\n<\/p>\n<p>We don’t currently distinguish first-time vs repeat founders. That’s a great feature idea, but maker IDs are redacted in the PH API for privacy, so it’s not something participants can compute today. It would require a partnership with Product Hunt to access that signal. <a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> what do you think :)?<\/p>\n<\/p>\n<p>If you’re curious about digging in, would love to see you submit a model:) You can get the full dataset from here: <a href=\"https:\/\/huggingface.co\/datasets\/ihlamury\/phbench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/huggingface.co\/datasets\/ihlamury\/phbench<\/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>So excited to see this live! This has been a labor of love, collecting data, running +100 experiments, and testing LLMs against good old gradient boosting.<\/p>\n<\/p>\n<p>The leaderboard is open. If you can beat us, you’re the new champion. Who’s in?<\/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\/@ihlamury\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ihlamury<\/a> looking forward to seeing some competition soon!!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really excited to bring PHBench to you guys! By extending the short-term productivity signals on Product Hunt to predict long-term funding materialization, we help to identify outlier products that are truly valuable in the VC environment. We think it will be greatly beneficial to the Product Hunt community.<\/p>\n<\/p>\n<p>Come to beat our baseline and get to the top of the leaderboard!<\/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\/@rick_chen5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rick_chen5<\/a> excited to see more predictors in ProductHunt community to join us! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool idea, Good luck! <a href=\"https:\/\/www.producthunt.com\/@ihlamury\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ihlamury\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ihlamury<\/a> <a href=\"https:\/\/www.producthunt.com\/@yigit\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yigit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yigit<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ihlamury\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ihlamury<\/a> <a href=\"https:\/\/www.producthunt.com\/@cem_ozcelik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cem_ozcelik<\/a> thank you Cem! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would be interesting to see a breakdown of false positives: high PH engagement but no Series A. That\u2019s often where the real insight is.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabriel_brooks1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriel_brooks1<\/a> Totally agree. The false positives are where it gets interesting.<\/p>\n<\/p>\n<p>Our model’s top 50 test predictions have 10% precision, meaning 5 out of 50 are genuine Series A raises. That’s 13x better than random chance (0.76% base rate), but it still means 45 out of 50 are false positives.<\/p>\n<\/p>\n<p>A few patterns we’ve noticed in the false positives: consumer\/social products that go viral on launch day but lack the B2B unit economics VCs want, projects by well-followed makers that are side projects rather than fundable companies, and launches from 2022-2023 that hit strong signals during the funding winter when conversion rates dropped to 0.5%.<\/p>\n<p>The data is fully open. A “false positive autopsy” on the top 100 predicted-but-didn’t-raise would be a great community contribution. If you’re up for it:) <a href=\"https:\/\/huggingface.co\/datasets\/ihlamury\/phbench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/huggingface.co\/datasets\/ihlamury\/phbench<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! This seems very interesting and exciting. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alara_akcasiz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alara_akcasiz<\/a> 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alara_akcasiz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alara_akcasiz<\/a> thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yigit\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yigit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yigit<\/a>, congrats on the launch. I will be wondering the result of <a href=\"https:\/\/www.producthunt.com\/products\/vela-terminal#launches\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/vela-terminal<\/a> launch after the launch ends! <\/p>\n<p>My best product hunt launches were driven by public curiosity and correlated with it. I was using those metric for A\/B\/C testing and it was way more making sense when you test yourself as founder or an idea of early prediction when same amount of effort is spent. <\/p>\n<p>I will definitely try to benchmark using my past launches and give 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ozgur_ozkan4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ozgur_ozkan4<\/a> thank you! My interpretation is that ProductHunt is a signal that the founder is hustling, and if she has the distribution \/ network. So it’s a positive signal of a larger feature set. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>No analysis on hunter impact? \ud83e\udd74\ud83e\udd74\ud83e\udd74<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Valid request! Not yet. Hunter signal is actually one we’d love to explore. The current model uses maker profiles but not who hunted the product. There’s probably<\/p>\n<p> real signal there. A hunt from a top hunter likely correlates with stronger launches. Adding it to the wishlist for v2! \ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What\u2019s PHBench\u2019s prediction for PHBench?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cyrus_burns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyrus_burns<\/a> we’ll know by the end of the launch but it’s positive, because it’s dev tool and 4 hunters! These are positive signals \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>After today’s launch, we all expect to see PHBench’s chances of hitting Series A based on its own model. 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\/@joe_setpoint\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_setpoint<\/a> Haha! I did run our launch through the model just for fun: daily rank looking strong, maker team of 4, developer tools category. The model would like our odds.<\/p>\n<\/p>\n<p>Unfortunately, PHBench itself isn’t raising a Series A:) We’re an open research benchmark, not a startup. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>X Corner Random Encounter: A Quick Take on PHBench \ud83e\udde0<\/strong><\/p>\n<\/p>\n<p>Huge congrats to Yagiz, Yi\u011fit, and the Vela Partners team on this launch! <\/p>\n<\/p>\n<p>I just bumped into Yagiz and Yi\u011fit at the X corner an hour ago. I threw a quick challenge at their core assumption, and they gave me some incredible, patient replies. Here is our quick chat. (With help from Gemini to organize my thoughts into this post!)<\/p>\n<\/p>\n<p><strong>My Question on Twitter:<\/strong> Many top launches already raised seed money. They use PH as an amplifier, not a starting point. It feels like the high engagement vs. Series A is more of a <strong><em>correlation <\/em><\/strong>rather than <strong><em>causality<\/em><\/strong>\u2014the “strong signal” might just be a lagging indicator of their pre-existing capital\/resources.<\/p>\n<\/p>\n<p><strong>Yagiz’s Backdoor Insights:<\/strong> Yagiz dropped a total golden nugget. He told me: <strong>“88.3% of the 528 launches that raised Series A in our dataset had prior seed funding.”<\/strong><\/p>\n<\/p>\n<p><em>(And oh my god, that means I\u2019m officially part of the 11.7% “naked” bootstrapped builders trying to survive with zero funding, haha! \ud83d\ude05)<\/em><\/p>\n<\/p>\n<p>Yagiz honestly framed that PHBench is a <strong>predictive benchmark, not a causal study<\/strong>. They don’t claim causality. But he noted that while a funded team can buy upvotes, consistently landing Rank #1 is harder to manufacture.<\/p>\n<\/p>\n<p><strong>Yi\u011fit’s Side Note:<\/strong> Yi\u011fit also shared another fascinating data point with me: <strong>“Consistent social media posters increase their likelihood of success. However, not posting doesn’t decrease your chance. It\u2019s just neutral.”<\/strong><\/p>\n<\/p>\n<p>I guess those successful but quiet builders must have massive “invisible” networks that online data simply cannot capture.<\/p>\n<\/p>\n<p><strong>My Takeaway:<\/strong> This conversation completely shifted my view. PHBench is essentially a <strong>“Funnel Accelerator”<\/strong> for VCs.<\/p>\n<p>It does not discover hidden gems from absolute scratch. Instead, it predicts which already-backed teams have the top-tier GTM execution to dominate the market on launch day. If you already have seed money, PH is the ultimate stress test for your team.<\/p>\n<\/p>\n<p>My Personal Note:<\/p>\n<p>To wrap up, I want to say how much I truly appreciate their hard work. Data cleaning and dataset building are brutal, sweating jobs. Really appreciate to see them doing all this heavy lifting and unselfishly open-sourcing the whole thing to the community. Thanks a lot.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Now that this model is public, founders will start optimizing for the signals it tracks – bigger teams on paper, coordinated engagement, category shopping. Does publishing the feature set risk corrupting the signal over time?<\/p>\n<\/p>\n<p>Also curious where EdTech lands in the category rankings. 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\">Given the temporal performance decay you observed across funding regimes, how should users operationalize the score: do you recommend retraining\/refreshing on a schedule, calibrating by year\/sector, or using it mainly as a relative ranking signal\u2014and why did you choose F0.5 as the primary leaderboard metric for that workflow?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a><strong> On operationalizing the score<\/strong>: We’d recommend treating it as a relative ranking signal rather than a calibrated probability. The model ranks well (13x lift over random in the top 50), but the absolute probabilities shift across market regimes.<\/p>\n<\/p>\n<p>For anyone deploying this in practice, we’d suggest re-ranking the current cohort weekly rather than relying on absolute thresholds. Periodic retraining (quarterly, as new Crunchbase labels resolve) would help, and calibrating by sector makes sense given that Fintech\/API categories convert at 3x the baseline while consumer categories are well below.<\/p>\n<\/p>\n<p><strong>On F\u2080.\u2085 as primary metric: <\/strong>In VC deal-flow screening, false positives are more expensive than false negatives. A false positive means an analyst spends time on a company that won’t raise (scarce capacity wasted). A false negative means missing a deal, but that’s recoverable through other sourcing channels. F\u2080.\u2085 weights precision twice as heavily as recall, which matches that asymmetry. AP is reported as a threshold-free complement, but F\u2080.\u2085 at an optimized threshold is what we’d actually use in a weekly screening workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ELQB75ALVQWBLM\" class=\"app-title\">Lensmor<\/a><\/p>\n<div class=\"one-liner\">Turn exhibitor data into pre-booked sales meetings<\/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>Lensmor\u662f\u4e00\u4e2a\u4ee5\u5c55\u4f1a\u53c2\u5c55\u5546\u6570\u636e\u4e3a\u6838\u5fc3\u7684\u9500\u552e\u60c5\u62a5\u5de5\u5177\uff0c\u5e2e\u52a9B2B\u56e2\u961f\u5728\u5c55\u4f1a\u524d\u7cbe\u51c6\u53d1\u73b0\u76ee\u6807\u516c\u53f8\u3001\u627e\u5230\u5173\u952e\u51b3\u7b56\u4eba\u3001\u83b7\u53d6\u9a8c\u8bc1\u90ae\u7bb1\uff0c\u5e76\u4e32\u8054AI\u8f85\u52a9\u7684\u89e6\u8fbe\u89c4\u5212\uff0c\u5c06\u65e0\u5e8f\u7684\u5c55\u5546\u540d\u5355\u8f6c\u5316\u4e3a\u53ef\u9884\u7ea6\u7684\u4f1a\u8bae\u673a\u4f1a\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95f53ef8-6ebf-4338-9344-4befc31da3e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d67309cf-aa56-4e5c-8a9c-943d8e05ebca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/efce0e1b-0ffc-487b-b1d4-2de0ce19ce5f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d35ae61-7090-484b-8b24-b60c5420e158.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53d3c871-dfd3-41af-b3a1-4f3d259231f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87b6c490-7005-444d-b846-c18e34f4f509.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b16306e6-3f18-425f-aa1d-dd7cfefff393.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\">Events<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">B2B\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u5c55\u4f1a\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">\u53c2\u5c55\u5546\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">AI\u5916\u547c<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u4eba\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u6d3b\u52a8\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u9884\u7ea6<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5bfc\u51fa<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u5c55\u524d\u89c4\u5212\u201d\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u6539\u5584ROI\u96be\u8ffd\u8e2a\u7684\u75db\u70b9\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u5e0c\u671b\u5b9e\u73b0\u4ece\u540d\u5355\u5230\u4f1a\u8bae\u7684\u7aef\u5230\u7aef\u5f52\u56e0\u8ffd\u8e2a\uff08\u533a\u522b\u4e8e\u624b\u52a8CRM\uff09\u3001\u96c6\u6210Calendly\u7b49\u65e5\u7a0b\u5de5\u5177\u3001\u4ee5\u53caAI\u751f\u6210\u4e2a\u6027\u5316\u5916\u547c\u5185\u5bb9\u3002\u521b\u59cb\u4eba\u56de\u590d\u5f3a\u8c03\u4ee5\u6570\u636e\u7cbe\u51c6\u5ea6\u4f18\u5148\uff0c\u6682\u4e0d\u8ffd\u6c42\u5168\u81ea\u52a8\u53d1\u9001\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 Lensmor\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4f46\u5e38\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u5c55\u4f1a\u8425\u9500\u7684ROI\u9ed1\u6d1e\u3002\u5927\u591a\u6570B2B\u516c\u53f8\u7838\u4e0b\u91cd\u91d1\u53c2\u5c55\uff0c\u5374\u4ecd\u5728\u7528Excel\u548c\u6cdb\u6cdb\u7684\u540d\u7247\u626b\u63cf\u5ea6\u65e5\u3002Lensmor\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u8bd5\u56fe\u518d\u9020\u4e00\u4e2aCRM\u6216\u81ea\u52a8\u5316\u8425\u9500\u5de5\u5177\uff0c\u800c\u662f\u7cbe\u51c6\u951a\u5b9a\u201c\u53c2\u5c55\u5546\u6570\u636e\u201d\u8fd9\u4e00\u9ad8\u4ef7\u503c\u3001\u4f4e\u7ade\u4e89\u5ea6\u7684\u4e0a\u6e38\u73af\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c16\u4e07+\u5168\u7403\u5c55\u4f1a\u5e93\u3001\u4f01\u4e1a\u5230\u5c55\u4f1a\u53cd\u5411\u67e5\u8be2\u3001\u51b3\u7b56\u4eba\u90ae\u7bb1\u9a8c\u8bc1\uff0c\u8fd9\u4e9b\u529f\u80fd\u6784\u6210\u4e86\u4e00\u4e2a\u5b9e\u7528\u7684\u201c\u60c5\u62a5\u5c42\u201d\u3002\u521b\u59cb\u4eba\u5766\u8a00\u4e0d\u505a\u201cSpray and Pray\u201d\u7684\u76f2\u76ee\u5916\u547c\uff0c\u800c\u662f\u805a\u7126\u4e8e\u8ba9\u56e2\u961f\u201c\u5e26\u7740\u6b63\u786e\u540d\u5355\u8fdb\u573a\u201d\uff0c\u8fd9\u79cd\u514b\u5236\u503c\u5f97\u80af\u5b9a\u3002\u76ee\u524d\u4ea7\u54c1\u6700\u5927\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u6570\u636e\u8d28\u91cf\u4e0e\u66f4\u65b0\u9891\u7387\u2014\u2014\u5982\u679cLensmor\u80fd\u6301\u7eed\u8bc1\u660e\u5176\u53c2\u5c55\u5546\u6570\u636e\u7684\u65f6\u6548\u6027\u4e0e\u51c6\u786e\u7387\u8fdc\u9ad8\u4e8e\u901a\u7528B2B\u6570\u636e\u5e93\uff08\u5982ZoomInfo\uff09\uff0c\u5219\u80fd\u771f\u6b63\u5efa\u7acb\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5371\u9669\u4fe1\u53f7\u5728\u4e8e\u201c\u529f\u80fd\u5806\u780c\u7684\u5e7b\u89c9\u201d\u3002AI Agent\u3001CSV\u5bfc\u51fa\u3001CRM\u96c6\u6210\uff0c\u8fd9\u4e9b\u542c\u8d77\u6765\u5f88\u597d\uff0c\u4f46\u82e5\u6570\u636e\u6e90\u65e0\u6cd5\u4e0e\u4e3b\u6d41\u5c55\u4f1a\u7ec4\u7ec7\u65b9\uff08\u5982Informa\u3001Reed Exhibitions\uff09\u5efa\u7acb\u72ec\u5bb6\u6216\u9ad8\u9891\u5408\u4f5c\uff0c\u5176\u6570\u636e\u5e93\u5f88\u5feb\u5c31\u4f1a\u6ca6\u4e3a\u4e8c\u624b\u6570\u636e\u7684\u201c\u82b1\u5f0f\u6574\u5408\u201d\u3002\u540c\u6837\uff0c\u8bc4\u8bba\u4e2d\u591a\u6b21\u63d0\u53ca\u7684\u201c\u7aef\u5230\u7aefROI\u8ffd\u8e2a\u201d\u662f\u6f5c\u5728\u5927\u5751\u2014\u2014\u8bd5\u56fe\u6253\u901a\u65e5\u5386\u3001\u90ae\u7bb1\u3001CRM\u7684\u5f52\u56e0\u7cfb\u7edf\uff0c\u6280\u672f\u6210\u672c\u548c\u7528\u6237\u4fe1\u4efb\u95e8\u69db\u6781\u9ad8\uff0c\u82e5\u76f2\u76ee\u6295\u5165\uff0c\u53ea\u4f1a\u5206\u6563\u65e9\u671f\u8d44\u6e90\u3002\n <\/p>\n<p class=\"ai-content\">\n Lensmor\u7684\u751f\u6b7b\u7ebf\u4e0d\u5728\u4e8e\u529f\u80fd\u591a\u5c11\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6210\u4e3a\u201c\u5c55\u524d\u60c5\u62a5\u7684\u7b2c\u4e00\u5165\u53e3\u201d\u3002\u5982\u679c\u5b83\u53ea\u505a\u6210\u4e00\u6b3e\u6f02\u4eae\u7684\u201c\u9ad8\u7ea7Excel\u66ff\u4ee3\u54c1\u201d\uff0c\u5373\u4fbf\u6709272\u4e2a\u6295\u7968\uff0c\u6700\u7ec8\u4e5f\u4f1a\u88abSalesforce\u6216HubSpot\u7684\u539f\u751f\u6a21\u5757\u541e\u566c\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff1a\u5b83\u80fd\u5426\u5b9a\u4e49\u4e00\u4e2a\u65b0\u7684\u9500\u552e\u52a8\u4f5c\u2014\u2014\u201cLensmor\u4e00\u4e0b\uff0c\u5c31\u77e5\u9053\u8be5\u53bb\u54ea\u573a\u5c55\u4f1a\u627e\u8c01\u559d\u8336\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\">Lensmor<\/span>\n <\/div>\n<div class=\"comment-content\">Unlike generic contact databases, Lensmor starts with exhibitor data, helping teams discover relevant events, find exhibiting companies, identify decision-makers, reveal verified emails, and book meetings before the show begins. Standout features include 160,000+ global events, exhibitor search, reverse company-to-event lookup, CSV export, and an AI agent for lead discovery and outreach planning.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, Claire here, founder of Lensmor. <\/p>\n<p>We built Lensmor because trade show prep is still weirdly manual. <\/p>\n<p>A lot of B2B teams spend real money on booths, travel, sponsorships, and sales time, but still walk into the event with a messy spreadsheet, a generic exhibitor list, and no clear plan for who they should meet. <\/p>\n<p>Lensmor starts with exhibitor data. <\/p>\n<p>You can search 160,000+ global events, find exhibiting companies, identify decision-makers, reveal verified emails, export lists, and plan outreach before the show starts. <\/p>\n<p>The goal is simple: help teams walk into trade shows with the right target list and more meetings already booked. <\/p>\n<p>We\u2019re also building an AI Agent that turns the workflow into a faster pre-show sprint: <br \/>find target exhibitors \u2192 generate intelligence briefs \u2192 draft outreach \u2192 help plan meeting booking and follow-up. <\/p>\n<p>We\u2019re launching today as part of Vercel Day, and Lensmor is built on Vercel. <\/p>\n<p>I\u2019d love feedback from anyone who has used trade shows for pipeline: <\/p>\n<p>Where does trade show prep usually break for your team? <br \/>– finding the right exhibitors <br \/>– figuring out who to contact <br \/>– writing pre-show outreach <br \/>– booking meetings before the event <br \/>– proving ROI after the show<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@clairehuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clairehuang<\/a> This is the kind of tool I would want to test against one upcoming event first. If it can surface better target accounts quickly, the business case is pretty straightforward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@clairehuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clairehuang<\/a> What I like here is the focus on pre-show planning. Most event tools talk about what happens during or after the show, but the meeting pipeline is usually decided before anyone arrives.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@clairehuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clairehuang<\/a> Hi Claire, Congrats on the launch. Very niche but cool tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Proving ROI after a show is always the hardest part because the follow-ups are usually generic and late. If Lensmor helps us book meetings <em>before<\/em> the event starts, that\u2019s already a win. Is there a way to track which booked meetings actually came from Lensmor lists?<\/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> Great question, Vikram \u2014 and I agree, booking meetings before the show is already a much more measurable win than chasing generic follow-ups afterward.<\/p>\n<p>Today, teams can push Lensmor-generated lists into their CRM, including HubSpot, and track them as a campaign or source there.<\/p>\n<p>For deeper end-to-end attribution, like automatically proving which booked meeting converted into pipeline, we\u2019d need broader access to CRM, calendar, email, and revenue data. Many companies are understandably cautious about that level of sensitive permission, so we\u2019re being thoughtful about it.<\/p>\n<p>At this stage, our focus is on building the event-specific data graph: stronger exhibitor intelligence, ICP fit, decision-maker mapping, and high-value signals that help teams make better pre-show decisions. Over time, we\u2019ll add more attribution workflows where they create clear value without compromising trust.<\/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>Good one for sales people. How does it help with bulk outreach, like someone want to set outreach sequence automatically? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imrulkaayes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imrulkaayes<\/a> Exactly \u2014 and I think this is an important distinction.<\/p>\n<p>Trade shows are already a form of scaled customer acquisition. The real question is not just \u201chow do I send more emails?\u201d but \u201cwhich event has the highest concentration of ICP-fit companies, and who should I meet there?\u201d<\/p>\n<p>For B2B, trust still matters a lot. Offline conversations and face-to-face meetings can create a level of credibility that purely automated outreach often can\u2019t.<\/p>\n<p>So our view is not to use AI for \u201cspray and pray\u201d bulk outreach. It\u2019s to use AI to make the offline GTM motion much more precise: choose the right events, identify the right companies, find the right people, and create a relevant reason to connect before the show starts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Claire! Proving ROI after the show is notoriously hard. Does Lensmor currently track which exported contacts actually turned into meetings or pipeline, or is that still a manual CRM step?<\/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\/@barnaby_lloyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barnaby_lloyd<\/a> Great question, Barnaby \u2014 and I agree, post-show ROI is one of the hardest parts of trade show marketing.<\/p>\n<p>Today, Lensmor focuses on the pre-show intelligence layer: helping teams identify the right exhibitors, contacts, and outreach angles before the event starts. Once contacts are exported or pushed into a CRM like HubSpot, teams can track meetings and pipeline there using Lensmor\/event as the source or campaign.<\/p>\n<p>We\u2019re not trying to pretend full attribution is solved magically inside Lensmor yet. Deeper tracking would require access to CRM, calendar, email, and revenue data, which many teams are understandably careful about.<\/p>\n<p>Our current priority is to make the pre-show signal much stronger first \u2014 so teams start with better accounts, better contacts, and better context. Then we can build more attribution workflows on top of that foundation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 booking meetings before the event does Lensmor integrate with scheduling tools like Calendly or Chili Piper to suggest time slots based on the event agenda or exhibitor availability?<\/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\/@imogen_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imogen_wallace<\/a> Great question, Imogen \u2014 this is definitely part of the workflow we care about.<\/p>\n<p>Today, Lensmor is more focused on the pre-show intelligence layer: helping teams identify the right exhibitors, decision-makers, and outreach opportunities before the event starts. Teams can then move those opportunities into their existing CRM\/scheduling flow.<\/p>\n<p>Native integrations with tools like Calendly or Chili Piper are on our roadmap. What we\u2019re especially interested in is not just \u201cadd a booking link,\u201d but making scheduling smarter around the event context \u2014 agenda, booth timing, travel windows, and priority accounts.<\/p>\n<p>That\u2019s where we think trade show scheduling can become much more intentional.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. Curious about the AI agent’s autonomy – does it draft outreach sequences for human approval before sending, or do you let it send autonomously to verified emails? Asking as someone building agent harnesses on the other side of this category and always interested in where teams draw the trust line.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mu_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mu_li<\/a> Great question, Mu \u2014 and I really like the way you framed the \u201ctrust line.\u201d<\/p>\n<p>For us, the AI agent should first act as a research and drafting layer, not an autonomous sender. Lensmor helps identify the right exhibitors, contacts, and event context, then can support more relevant outreach drafts \u2014 but we believe the human should review and approve before anything goes out.<\/p>\n<p>Especially in outbound, trust is not just about data accuracy. It\u2019s also about brand voice, timing, and reputation. So our current philosophy is: let AI do the heavy research and personalization work, but keep humans in control of the final message and sending decision.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Trade show ROI is hard to prove when the team starts with an unstructured list. Lensmor\u2019s approach should make the before-and-after much easier to track.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lily_liu8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lily_liu8<\/a> Thanks Lily, exactly.<\/p>\n<p>When the starting point is an unstructured list, it becomes hard to tell what worked and what did not after the event.<\/p>\n<p>We want Lensmor to help teams create a clearer before-and-after:<\/p>\n<p>which exhibitors matched the ICP, who was contacted, which conversations turned into meetings, and what actually came from the show.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \ud83c\udf8a <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Generic lead databases rarely understand event intent. Exhibitor data is a better starting point because it already tells you which companies are investing in that market. Love the idea of Lensmor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> Most lead databases start from \u201cwho could be a buyer.\u201d But event data starts from \u201cwho is already making a market move.\u201d<\/p>\n<p>When a company chooses to exhibit, they\u2019re not just fitting an ICP on paper \u2014 they\u2019re actively investing budget, showing up in a category, and trying to create demand in a specific market window.<\/p>\n<p>That\u2019s why we believe exhibitor data is such a strong starting point for sales teams. Really appreciate your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The best part of this is the timing. Outreach before the show is where teams can still change the outcome. After the event, most leads are already cold. 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\/@constance_tong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@constance_tong<\/a> Thank you, Constance \u2014 you nailed the core insight.<\/p>\n<p>We see trade shows less as \u201coffline events\u201d and more as time-bound intent graphs. The real leverage is not after the show when everyone is chasing cold leads, but before the show, when companies have already signaled budget, priority, and market intent by choosing to exhibit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Claire! Love the angle of Lensmor.<\/p>\n<\/p>\n<p>From my experience, trade shows are expensive, yet most teams still prep with messy spreadsheets and generic lead lists. Turning exhibitor data into a prioritized meeting list before the event is a practical, high-ROI use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Thanks Luo, really appreciate it.<\/p>\n<p>That\u2019s exactly the gap we\u2019re focused on. Trade shows are expensive, but the prep often still depends on someone manually cleaning exhibitor lists, guessing which companies matter, and stitching together contacts in a spreadsheet.<\/p>\n<p>Our goal is to make the pre-show workflow much more concrete:<\/p>\n<p>which exhibitors should we prioritize, who should we contact, and how do we turn that into meetings before the event starts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Converting exhibitor data into meetings is a high-value niche. Does the tool use AI to personalize the outreach based on the specific company’s recent news or launches?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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 \u2014 yes, we believe public news, launches, and product signals are key to making outreach truly relevant.<\/p>\n<p>Today, Lensmor focuses on helping teams identify the right events, exhibitors, and decision-makers before the show. In our upcoming iterations, we\u2019re adding more company-level signals like recent news and product updates to support more personalized, timely outreach.<\/p>\n<p>The goal is context-driven outreach, not just AI-generated copy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Congratulations, team, the trade show ROI piece you mentioned, how does Lensmor help prove that? <br \/>Is there built-in tracking for which booths\/meetings actually converted, or would that be on us to track separately in our CRM?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Great question, Abdul. Today we support HubSpot integration, so teams can push selected exhibitors, contacts, and meeting opportunities into their CRM and track conversion\/pipeline there.<\/p>\n<p>Our core value right now is the pre-show intelligence layer: helping teams identify the right events for their ICP, the most relevant exhibitors, and the decision-makers worth reaching before the show starts.<\/p>\n<p>We see that intent signal itself as a big missing piece in trade show ROI, and we\u2019ll continue adding more event-specific data and attribution workflows over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@_ivan1 perfect, all the best with your launch mate<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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, and as one who loves going to expos for leads, I really like the idea! I was wondering whether the database could include side events related to each expo. Based on my experience, most real networking happens outside the exhibition space at those events, so I believe it would be helpful to include those information for reference as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Nice surprise to see you here \u2013 I was curious about your product recently and wanted to wish you good luck. I’m building in the events space too (B2C, a tool that recommends which events to go to), so it’s cool to see what other people are doing in this area. Wishing you a great launch day! Funnily enough, I launched my side product on PH today as well \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, Claire! How do you handle duplicate or parent-subsidiary company listings across multiple shows? One team might attend 5+ events per quarter and needs deduplication.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Curious how the intent signal scoring works in practice; is it based on the exhibitor’s booth activity at past shows, or are you pulling from outside signals like hiring and funding too? asking because the ICP filter looks solid but intent is usually where these tools get fuzzy<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexzayago\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexzayago<\/a> Great question \u2014 and I completely agree, \u201cintent\u201d is where many tools become fuzzy.<\/p>\n<p>For us, we try to separate ICP fit from event intent. ICP fit answers: \u201cIs this the right type of company?\u201d Intent answers: \u201cWhy is this company worth engaging now, in this specific market window?\u201d<\/p>\n<p>Today, our scoring starts with event-native signals: exhibitor category, event relevance, sponsor\/booth presence, repeat attendance across shows when available, market\/category alignment, and how well the company\/contact maps to your ICP.<\/p>\n<p>We\u2019re also adding more outside company signals like hiring, funding, product launches, and recent news. But we don\u2019t want intent to become a black-box score. The goal is to show the underlying signals clearly, so teams understand why an account is being prioritized.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the AI Agent generate intelligence briefs that include recent news, job changes, or funding rounds? Or is it more static company\/exhibitor data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_paul11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_paul11<\/a> Great question, Andrew \u2014 yes, we believe recent news, job changes, funding rounds, product launches, and other company-level signals are very important. They\u2019re on our roadmap, and we\u2019ll be shipping updates around this soon.<\/p>\n<p>One thing we\u2019ve learned is that exhibitor data itself is not static either. Trade shows have a short time window, and exhibitor lists, booth info, sponsors, and company context can change quickly before the event.<\/p>\n<p>So we don\u2019t think of this as a static CSV export. Our goal is to build a continuously refreshed event intelligence layer \u2014 combining exhibitor data with timely company signals, so sales teams can act on fresh context before the show starts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 you source and keep exhibitor rosters current across 160,000+ events\u2014especially when organizers gate lists behind sponsor\/exhibitor access\u2014and what\u2019s your approach when data is incomplete or changes right before the show?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question \u2014 this is one of the hardest parts of building in this category.<\/p>\n<p>We combine multiple public and permitted sources: organizer websites, exhibitor\/sponsor pages, event directories, company websites, and other open signals. Then we run enrichment, deduplication, freshness checks, and confidence scoring on top of that data.<\/p>\n<p>When data is incomplete or behind gated exhibitor access, we don\u2019t want to pretend it\u2019s perfect. We\u2019d rather make the data quality and recency clear, then focus on surfacing the highest-confidence signals first.<\/p>\n<p>Right before a show, things can change quickly \u2014 exhibitors drop, booths move, new sponsors appear \u2014 so improving refresh speed and data quality is a big ongoing priority for us.<\/p>\n<p>Our view is that event intelligence is not just about collecting lists. It\u2019s about continuously turning fragmented, messy event data into timely, usable sales signals.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><em>Congrats! If a team’s biggest bottleneck is ‘writing pre-show outreach,’ does Lensmor offer A\/B testing or open-rate tracking for different message versions? Or is that outside scope for now?<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexis_rodriguez7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexis_rodriguez7<\/a> Great question, Alexis \u2014 for now, A\/B testing and open-rate tracking are mostly handled through the team\u2019s existing sales engagement or CRM tools.<\/p>\n<p>Our current focus is the layer before that: helping teams understand who to reach out to, why they matter, and what event-specific context should shape the message.<\/p>\n<p>I do think message testing will become important over time, but our view is that the biggest lift is not just \u201cwrite better copy.\u201d It\u2019s turning event signals into the right target list and the right outreach angle before the show starts.<\/p>\n<p>Once that foundation is strong, testing different message versions becomes much more meaningful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, folks \ud83e\udd29 Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@j_che\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@j_che<\/a> Thanks\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>Congrats, Claire! What’s the typical workflow gap after a team exports a list from Lensmor do they usually leave Lensmor to send emails, or are you building native sending + tracking?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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, great question.<\/p>\n<p>Today, most teams use Lensmor to build and export the target list, then run sending through their existing sales stack, usually HubSpot, Salesforce, Apollo, Instantly, Smartlead, or another outbound tool.<\/p>\n<p>The bigger workflow gap we see after export is turning the list into an actual pre-show meeting plan:<\/p>\n<p>which exhibitors are worth prioritizing, what angle to use, who to contact, and when to follow up.<\/p>\n<p>That\u2019s why we\u2019re building the AI Agent layer:<\/p>\n<p>target exhibitors \u2192 intelligence briefs \u2192 outreach drafts \u2192 meeting booking support \u2192 follow-up planning.<\/p>\n<p>Native sending + tracking is on the roadmap. We\u2019re approaching it carefully because many teams already have deliverability, CRM, and compliance workflows in place, and we want Lensmor to fit into that workflow cleanly instead of forcing a full replacement.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 feels useful because it connects event data to the sales workflow. That bridge is usually handled manually by someone on the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@william_wang24\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@william_wang24<\/a> Thanks William \u2014 exactly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that Lensmor starts with the event context first. For RevOps teams, a cleaner target list before the show can save a lot of messy follow-up work later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shirley_mou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shirley_mou<\/a> Absolutely, we\u2019ve heard this pain point so many times from sales teams, both in Reddit discussions and in day-to-day conversations.<\/p>\n<p>AI is moving incredibly fast, but the trade show workflow still feels very traditional and manual. That\u2019s exactly why we wanted to build something focused on the event context first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This is such a practical use of data. It\u2019s not just more dashboards\u2014it\u2019s a clear path from event research straight into real sales conversations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@genedai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@genedai<\/a> Thank you, Gene! That\u2019s exactly what we\u2019re trying to build. Really appreciate your 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<\/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\/DWJQQXBEGBRBCS\" class=\"app-title\">Agentic Website Builder 2.0 by Lokuma<\/a><\/p>\n<div class=\"one-liner\">Design, build, and run your site with a design agent harness<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">167<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agentic Website Builder 2.0 \u662f\u4e00\u4e2a\u201c\u8bbe\u8ba1\u5373\u7cfb\u7edf\u201d\u7684\u667a\u80fd\u5efa\u7ad9\u5de5\u5177\uff0c\u6838\u5fc3\u89e3\u51b3\u73b0\u6709AI\u5efa\u7ad9\u5de5\u5177\u201c\u751f\u6210\u4e00\u65f6\u723d\uff0c\u7f16\u8f91\u706b\u846c\u573a\u201d\u7684\u75db\u70b9\u2014\u2014\u901a\u8fc7\u8bbe\u8ba1\u611f\u77e5\u667a\u80fd\u4f53\uff0c\u5728\u54c1\u724c\u4e00\u81f4\u6027\u548c\u957f\u671f\u53ef\u7ef4\u62a4\u6027\u4e0a\u5b9e\u73b0\u4ece\u751f\u6210\u5230\u8fed\u4ee3\u7684\u5168\u6d41\u7a0b\u95ed\u73af\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4832e4cb-8f03-4301-b005-5aa236e9ee91.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/878ddb83-36c9-41b8-9ba0-51faa9662d54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82a88197-b64f-45aa-be0b-aa36c250afd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a0ea34d-e3a2-40df-9414-e232639a85c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9befa506-d920-4d0c-8612-e46d69eabcf5.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\/181e7cf1-cd49-4521-95c7-ba01186ae433.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wm3qpmXjbC4?si=-xllXgD4VKlLRrho\"><source src=\"https:\/\/youtu.be\/wm3qpmXjbC4?si=-xllXgD4VKlLRrho\" 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\">Vercel Day<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5173\u6ce8\u957f\u671f\u7f16\u8f91\u540e\u8bbe\u8ba1\u4e00\u81f4\u6027\u95ee\u9898\uff08\u70b9\u8d5e\u6700\u9ad8\uff09\uff0c\u4ee5\u53ca\u201cAI\u98ce\u201d\u540c\u8d28\u5316\u56f0\u60d1\u3002\u56e2\u961f\u56de\u5e94\u805a\u7126\u201c\u8bbe\u8ba1\u7cfb\u7edf\u5148\u884c\u201d\u4e0e\u201c\u76ee\u6807\u4fee\u8865\u201d\u67b6\u6784\uff0c\u907f\u514d\u4fe1\u4efbLLM\u8bb0\u5fc6\u3002\u540c\u65f6\uff0c\u6709\u7528\u6237\u6307\u51fa\u5de5\u5177\u7075\u6d3b\u6027\u4e0d\u5982\u5f00\u53d1\u7ea7\u5de5\u5177\uff08\u5982Antigravity\uff09\uff0c\u800cSEO\u4e0e\u4ee3\u7406\u95f4\u8bbe\u8ba1\u8fc1\u79fb\u529f\u80fd\u5c1a\u5f85\u5b8c\u5584\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 Agentic Website Builder 2.0 \u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u5efa\u7ad9\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u573a\u5bf9\u5f53\u524dAI\u751f\u6210\u5f0f\u5de5\u5177\u201c\u4e0d\u8d1f\u8d23\u4efb\u201d\u7684\u8def\u7ebf\u7ea0\u504f\u3002\u5f53\u5927\u591a\u6570\u4ea7\u54c1\u6c89\u8ff7\u4e8e\u7528\u5927\u6a21\u578b\u4e00\u6b21\u6027\u5410\u51fa\u6f02\u4eae\u4f46\u8106\u5f31\u7684\u201c\u7b2c\u4e00\u7a3f\u201d\u65f6\uff0cLokuma\u9009\u62e9\u4e86\u4e00\u6761\u66f4\u96be\u7684\u8def\uff1a\u6784\u5efa\u4e00\u4e2a\u5305\u542b\u8bb0\u5fc6\u3001\u7ea6\u675f\u548c\u81ea\u6211\u4fee\u6b63\u7684\u667a\u80fd\u4f53\u751f\u547d\u5468\u671f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u201c\u7ef4\u62a4\u201d\u3002\u5176\u201c\u8ba1\u5212-\u6267\u884c-\u5ba1\u67e5-\u81ea\u7ea0\u201d\u7684\u667a\u80fd\u4f53\u5faa\u73af\uff0c\u4ee5\u53ca\u5c06\u8bbe\u8ba1\u7cfb\u7edf\uff08Design Tokens\u3001Tailwind Config\uff09\u4f5c\u4e3a\u4e0d\u53ef\u4fb5\u72af\u7684\u201c\u5baa\u6cd5\u201d\u800c\u975e\u6a21\u578b\u53ef\u4ee5\u968f\u610f\u7be1\u6539\u7684\u201c\u5efa\u8bae\u201d\uff0c\u8fd9\u4ece\u6839\u672c\u4e0a\u626d\u8f6c\u4e86\u201cAI\u751f\u6210\u5982\u4e00\u6b21\u6027\u7eb8\u676f\u201d\u7684\u5c34\u5c2c\u5c40\u9762\u3002\u901a\u8fc7\u201c\u76ee\u6807\u4fee\u8865\u201d\u548c\u201c\u8bbe\u8ba1\u7cfb\u7edf\u5148\u884c\u201d\u7684\u7b56\u7565\uff0c\u5b83\u6210\u529f\u5c06AI\u4ece\u4e0d\u53ef\u63a7\u7684\u201c\u827a\u672f\u5bb6\u201d\u53d8\u6210\u4e86\u53ef\u63a7\u7684\u201c\u9ad8\u7ea7\u7f8e\u5de5\u5e08\u201d\u2014\u2014\u9075\u5faa\u54c1\u724c\u624b\u518c\u3001\u5728\u65e2\u5b9a\u6846\u67b6\u5185\u6267\u884c\u5177\u4f53\u6307\u4ee4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9510\u8bc4\u4e4b\u4e0b\u4ecd\u9700\u6cfc\u51b7\u6c34\u3002\u9996\u5148\uff0c\u6240\u6709\u201c\u9632\u6f02\u79fb\u201d\u673a\u5236\u672c\u8d28\u4e0a\u662f\u5728\u4e0eLLM\u7684\u4e0d\u786e\u5b9a\u6027\u505a\u201c\u519b\u5907\u7ade\u8d5b\u201d\uff0c\u53ea\u8981\u5e95\u5c42\u6a21\u578b\u8f93\u51fa\u5b58\u5728\u968f\u673a\u6027\uff0c\u7edd\u5bf9\u7684\u201c\u9501\u5b9a\u201d\u5c31\u53ea\u662f\u7406\u60f3\u3002\u5176\u6b21\uff0c\u8be5\u4ea7\u54c1\u5728\u5f53\u524d\u9636\u6bb5\u5bf9\u201c\u8bbe\u8ba1\u611f\u201d\u7684\u8ffd\u6c42\uff0c\u96be\u514d\u4ee5\u727a\u7272\u201c\u7075\u6d3b\u6027\u201d\u4e3a\u4ee3\u4ef7\u3002\u7528\u6237@ayush_tiwari37\u7684\u8bc4\u8bba\u975e\u5e38\u7cbe\u51c6\u2014\u2014\u5b83\u4e0e\u5982\u201cVS Code on steroids\u201d\u7684\u4ea7\u54c1\u5e76\u975e\u7ade\u54c1\uff0c\u800c\u662f\u4e92\u8865\u3002Lokuma\u5728\u54c1\u724c\u4e0e\u8bbe\u8ba1\u4e0a\u5efa\u5899\uff0c\u610f\u5473\u7740\u5b83\u5728\u6df1\u5ea6\u5f00\u53d1\u4e0e\u5f02\u5f62\u4ea4\u4e92\u4e0a\u4e5f\u4f1a\u7b51\u8d77\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u6765\u770b\uff0c\u8fd9\u4e0d\u662f\u4e00\u4e2a\u8ba8\u597d\u6240\u6709\u4eba\u7684\u901a\u7528\u578b\u4ea7\u54c1\uff0c\u800c\u662f\u4e00\u4e2a\u670d\u52a1\u4e8e\u201c\u975e\u6280\u672f\u4f46\u5ba1\u7f8e\u5728\u7ebf\u201d\u7684\u521b\u4e1a\u8005\u3001\u4ee5\u53ca\u9700\u8981\u9ad8\u6548\u4ea7\u51fa\u54c1\u724c\u7ad9\u70b9\u7684\u201c\u5c0f\u578b\u7cbe\u54c1\u673a\u6784\u201d\u7684\u7cbe\u51c6\u5de5\u5177\u3002\u5b83\u5207\u4e2d\u7684\u662fAI\u751f\u4ea7\u4ece\u201c\u53ef\u7528\u201d\u5230\u201c\u53ef\u4fe1\u201d\u4e4b\u95f4\u7684\u90a3\u4e00\u5c42\u8584\u8584\u4f46\u575a\u786c\u7684\u7406\u6027\u6ce1\u6cab\u3002\u4e0e\u5176\u8bf4\u5b83\u5728\u5356\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u5b83\u5728\u8d29\u5356\u4e00\u79cd\u786e\u5b9a\u6027\u2014\u2014\u8fd9\u5728AI\u8fc7\u5ea6\u627f\u8bfa\u7684\u65f6\u4ee3\uff0c\u662f\u4e00\u79cd\u7a00\u7f3a\u4e14\u806a\u660e\u7684\u5b9a\u4f4d\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\">Agentic Website Builder 2.0 by Lokuma<\/span>\n <\/div>\n<div class=\"comment-content\">Lokuma 2.0 is a design-aware agent harness for websites. Most AI builders can generate a first draft. But real sites need structure, taste, brand consistency, editing, publishing, forms, and ongoing updates. Lokuma connects planning, design, style, assets, site state, edits, and publishing into one agentic workflow \u2014 so your website feels designed, not just generated. Design, build, and run your site with agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! <\/p>\n<p>Tech lead at Lokuma here.<\/p>\n<p>The core shift in v2.0: we replaced the fixed “generate-once” pipeline with a real agent loop \u2014 the model plans, writes code, inspects output, and self-corrects until it’s satisfied. That’s what makes the quality jump feel so dramatic.<\/p>\n<p> <\/p>\n<p>A few things under the hood we’re proud of:<\/p>\n<p>1.Plan-first \u2014 the agent drafts a build plan before writing any code. Users approve it before execution starts.<\/p>\n<p> <\/p>\n<p>2.Targeted patching \u2014 edits use find-and-replace on the specific changed section, not full file rewrites. Faster and more predictable.<\/p>\n<\/p>\n<p>3.Live preview \u2014 updates as the agent works, not just at the end.<\/p>\n<p> <\/p>\n<p>We built this because we were tired of AI builders that look great in demos but break the moment you customize. Lokuma 2.0 is meant to be a real collaborative builder.<\/p>\n<\/p>\n<p>Happy to answer questions about the architecture \u2014 looking forward to your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@big_claw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@big_claw<\/a> Couldn’t have done this without your vision on the agent architecture. The plan-first loop, the patching strategy, the live preview \u2014 all your shape on the codebase. Founder gets the marketing slot; you solved the hard problem. Grateful.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@big_claw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@big_claw<\/a> Curious about one technical\/design decision; when the agent enters the self-correction loop, how do you decide whether it should locally patch the existing implementation vs. rethink the higher-level plan entirely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt,<\/p>\n<p>I’m Mu, back again.<\/p>\n<p>In March we launched <a href=\"https:\/\/...\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Lokuma Design Agent<\/strong><\/a> here – a design intelligence layer that other AI agents call. It took #1 of the day, and that response shaped what came next.<\/p>\n<\/p>\n<p>Design Agent is still one of our core. It’s evolving fast \u2014 the world is moving toward agent-first stacks, and design intelligence for AI is a long road we’re committed to.<\/p>\n<p>But there’s another half of the picture.<\/p>\n<\/p>\n<p>A lot of people aren’t building with their own AI agents, yet.<br \/>They’re sitting down to make a website themselves.<br \/>They still need better tools.<\/p>\n<p>So today I’m launching <strong>Lokuma Website Builder 2.0<\/strong>.<\/p>\n<p>Design Agent is for AI.<\/p>\n<p>Website Builder is for the people AI builds for.<br \/>Same conviction, different side of the screen.<\/p>\n<\/p>\n<p><strong>Why now?<\/strong><\/p>\n<p>Over the past few months, agent architecture has matured. Tool dispatch, persistent memory, self-repair, observability \u2014 the runtime is finally ready. And SMBs and creators are entering AI website building in waves. But most of what they get is still a v1.<\/p>\n<p>Most AI website builders generate a great first draft.<br \/>Then they leave.<\/p>\n<p>You change the headline, the design breaks.<br \/>You add a section, the brand drifts.<br \/>The hero photo is wrong, but you can’t say “make it more golden-hour” \u2014 because the agent doesn’t remember what your brand looks like.<\/p>\n<p>That’s not a prompt problem.<br \/>That’s a runtime problem.<\/p>\n<p>So in the month after Design Agent shipped, we went heads-down to build the runtime underneath.<\/p>\n<\/p>\n<p><strong><em>Lokuma 2.0 is a design-aware agent harness for websites.<\/em><\/strong><em> <\/em><\/p>\n<\/p>\n<p>The same agent that builds your site can edit it next month, restyle it next quarter, swap a palette, fix a broken form, ship the change. It remembers your brand, your structure, your previous iterations, your live source code.<\/p>\n<p>Generation isn’t running a website.<br \/>A first draft isn’t enough.<\/p>\n<p>You need something that stays.<\/p>\n<\/p>\n<p><strong>Why us?<\/strong><\/p>\n<p>I’ve spent the last decade building tools designers actually use \u2014 Readdy and Creatie reach 500,000+ designers and creators today.<br \/>Lokuma Website Builder 1.0 quietly shipped in February and showed us where AI-built websites actually break.<br \/>Design Agent gave AI a designer’s brain.<\/p>\n<p>This one gives that brain a body \u2014 and that took the whole team.<\/p>\n<p>We’re a small indie crew \u2014 designers who write code, AI researchers who care about typography, growth gurus who were running AI-native marketing experiments before that was a category. The roles blur, deliberately. A harness like this lives in the seams between design and runtime, between agent loops and SMB workflows \u2014 exactly where mixed-discipline teams move fastest.<\/p>\n<\/p>\n<p>Curious how others here see it:<\/p>\n<p>When your AI ships v1, what’s the first thing that breaks the second time you try to change it?<\/p>\n<p>\u2014 Mu<\/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>The real test will be long term edits most tools can generate a good first version but maintaining design integrity after 10\u201320 changes is where things usually break.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabriel_brooks1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriel_brooks1<\/a> Gabriel, agreed entirely. A polished v1 is table stakes; long-term integrity is the real test. Our long-running internal stress tests show the design system still holds across heavy edits \u2014 not pixel-perfect, but the “system collapses” failure mode shouldn’t happen. Take a swing at it.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like lokuma, i tried it and figure it create sites with better design than directly from claude, very nice! good job \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nilni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nilni<\/a> Nil, thank you! Means a lot coming from someone shipping Pagegun + Makeform. Both products we look at when thinking about “tools that consistently do their job amazing” \u2014 that bar is rare. Keep at it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the move toward targeted patching instead of full file rewrites. Whenever I use AI tools available for UI work, they usually break existing CSS while trying to add a single new button. Does this agent actually understand my existing design system and tokens before it starts patching, or is it still guessing a bit?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ritikgupta_01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritikgupta_01<\/a> Ritik, short version: <strong>we don’t trust the LLM to remember your design system. We make remembering free.<\/strong><\/p>\n<p>Design tokens are structured per-project state the agent sees every iteration. The Tailwind config is locked \u2014 agent can only compose with existing tokens, can’t invent new ones. Patches are find-and-replace, not rewrites. A pre-build audit catches the slips.<\/p>\n<p>Not 100%, but “one button breaks the system” shouldn’t happen.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 you avoid the \u2018AI Look\u2019?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> The “AI look” is what happens when you let the model collapse to its mean \u2014 the average of everything in its training. Prompts can’t pull it off-center reliably; only the system around it can. For us that’s vertical data labeling, model engineering, and the harness that integrates both into every iteration. Avoiding mediocrity isn’t a prompt problem. It’s a system problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>what if I’m an agency building 5 different client sites? <br \/>Can the agent learn from one site’s design system and apply lessons to the next one, or is each site starting fresh?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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 use case, and one we hear from agencies a lot.<\/p>\n<p>Right now each site is its own world \u2014 the agent has full memory within a site (brand, structure, iterations, live code), but nothing carries across. That said, you can still enforce consistency today through visual templates and instructions \u2014 set the design language once, reuse it as a starting point.<\/p>\n<p>An agency-level layer where taste and components travel across client work natively is something we’re actively designing. If you’re open to chatting, we’d love to hear how your team would want it to work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> +1 to Qi An. One specific trick: every project auto-keeps a “design notes” doc as the agent works \u2014 style, brand rules, decisions made along the way. For client #2, paste the relevant bits into chat and agent uses it as your baseline immediately. Crude but real. Boyuan, this kind of use case shapes our agency roadmap \u2014 drop me a DM if you want a deeper convo.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 concept of a ‘design agent harness’ is intriguing. Does the agent iterate based on high-level feedback (e.g., ‘make it more professional’), or does it require specific UI instructions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Actually both,but high-level feedback is the interesting case.<\/p>\n<p>“Make it more professional” gets resolved against the design system the agent built first: type scale, spacing, palette, hierarchy. So vague intent becomes concrete moves inside an existing grammar, not a fresh guess.<\/p>\n<p>Specific UI instructions work too, and the agent will flag when one breaks the system rather than silently complying.<\/p>\n<p>The harness exists so the agent has enough context to interpret intent. That’s the whole 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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> On top of what Qi An shared – Without a harness, “make it more professional” is a fresh guess every time. With a harness, it’s a move inside an existing grammar \u2014 tighten leading, drop saturation, lift hierarchy contrast. Same words, different category of result.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve spent the last few years marketing AI website builders. From inside that seat, the pattern is hard to miss: every new launch promises something different, but the outputs converge within a quarter. Different brands, same skeletons. Different prompts, similar typography. After a while it stops being a tooling problem and starts feeling like a category problem.<\/p>\n<\/p>\n<p>The thing that’s hard for AI isn’t generating a page. It’s generating constraint. Design is mostly about what gets left out \u2014 the hierarchy that decides what earns attention, the system that decides what’s allowed at all. Models are trained on abundance; they want to add. Design wants to subtract. That’s the real gap.<\/p>\n<\/p>\n<p>Lokuma 2.0 starts there. It builds the design system first \u2014 color, type, spacing, hierarchy, the whole grammar \u2014 before a single page exists. The site is then composed inside the system, not the other way around. Drop in a reference site and it picks up the design language without copying the layout. Bring an old site across and it gets rebuilt on top of a proper system, content and assets intact.<\/p>\n<\/p>\n<p>It’s a strange thing to ship from inside a category I’ve watched commoditize itself. But this is the part that’s hardest to fake, and the part that \u2014 if it works \u2014 holds up. AI is going to keep making generic things faster. Taste is the only layer that compounds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@qian_712\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qian_712<\/a> Your work on this product goes way past marketing. The concepts, the growth thinking, the daily polish on framing \u2014 I’ve learned from all of it. Many great ideas from yo are going to stay with me. Grateful you’re on this team.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “operate” part is what catches my attention. Building a site is table stakes now \u2014 maintaining it, updating content, fixing broken stuff without touching code is where 90% of non-technical founders get stuck. Does the agent handle things like SEO meta tags and structured data automatically, or is that still manual?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> meta + OG tags + sitemap + robots are handled automatically. Richer SEO (structured data, schema-driven enhancements) is exposed through chat \u2014 agent picks up what each page needs based on its content type. Beyond SEO: content edits, broken-link fixes, form repair all happen in the same conversation. The site stays editable, not a one-shot dump.<\/p>\n<p>Best\uff0c<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. I tried it out and the onboarding questions stood out to me.<\/p>\n<\/p>\n<p>The best part for me was being able to paste in websites for design inspiration. That made the process feel more grounded because I was not just describing a site from nothing. I could give it examples of the style I had in mind and let the builder work from there.<\/p>\n<\/p>\n<p>I also liked how descriptive the questions were before generation. For a website builder like this, those first inputs seem really important because the more clearly the agent understands the user\u2019s taste, references, and intent upfront, the less cleanup and back-and-forth the user probably has to do after the first design is generated.<\/p>\n<\/p>\n<p>Excited to see where this goes. The product feels like it is trying to make the design process more collaborative instead of just generating a first draft and leaving the user to clean it up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danush_singla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danush_singla<\/a> Danush, thank you! You’ve put your finger on the design thesis exactly.<\/p>\n<p>Most builders treat intake as a form to skip past. We treat it as the place the whole project’s design DNA gets set \u2014 taste, references, intent, all captured upfront so the agent isn’t guessing on iteration 3 what you meant in iteration 1.<\/p>\n<p>The reference URL paste is the move I’m proudest of. “I want it to feel like X” is how designers actually think \u2014 making it the first input instead of an afterthought changes the whole arc of the build. Glad it landed.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using agentic website builders like Antigravity, and there are some clear advantages and disadvantages to Agentic Website Builder 2.0 by Lokuma.<\/p>\n<p>On the plus side, it’s very easy to use, meaning someone from a non-tech background can easily pick it up. It also handles the design part entirely on its own and honestly does it much better than Antigravity, which requires the user to provide exhaustive details and a hell of a prompt just to make things look aesthetic.<\/p>\n<p>However, it lags behind when it comes to flexibility. Antigravity is basically VS Code on steroids, which devs can leverage much better, but that is not the case here with Agentic Website Builder 2.0.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ayush_tiwari37\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayush_tiwari37<\/a> Honest read \u2014 you’ve named the trade-off correctly.<\/p>\n<p>Lokuma sits in the “design comes for free, you cede some dev flexibility” half of the market. Antigravity sits in the other half. Both are legit positions; we picked the first one deliberately.<\/p>\n<p>Two escape hatches today if you need more: <strong>export code<\/strong> (Starter+) drops the project into your IDE \/ GitHub \/ Cursor; in-chat file editing (“change line 47 of Hero.tsx”) works but isn’t the primary surface.<\/p>\n<p>If a “Lokuma + dev side-door” would actually solve this for you, tell me what specifically \u2014 thinking about how to do it without breaking the non-tech-user path.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly, the biggest headache with AI builders is trying to change one small line of text a week later and watching the entire layout drift into absolute chaos. If this actually keeps edits localized without turning the codebase into spaghetti over time, it\u2019s a massive win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mithra_xavier\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mithra_xavier<\/a> Yeah, this is the headache we think about most. Some tech architecure for now:<\/p>\n<p>1. Style edits (palette, font, anchor) bypass the LLM entirely \u2014 direct<\/p>\n<p> token rewrite + rebuild in ~15s. So “change brand color a week later”<\/p>\n<p> can’t drift the layout, because the LLM doesn’t run on that path.<\/p>\n<p>2. Content edits are surgical old_string \u2192 new_string patches, and a<\/p>\n<p> post-build audit flags drift (e.g. hero src pointing at a stale image<\/p>\n<p> reference) so the agent can self-heal before you see it.<\/p>\n<p>Not 100% solved. But worst-case revert is minutes, not weeks. Still<\/p>\n<p>iterating on tighter guarantees.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is the focus on UI only, or does it include UX too? From another comment and reply, if I ask it to “make it more professional” does it understand how the target audience will perceive “professional”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@you_x_you_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@you_x_you_i<\/a> Mostly UI, with UX scaffolding, such as section order, copy hierarchy,<\/p>\n<p>conversion flow, form wiring and etc. What we don’t do: actual audience<\/p>\n<p>research.<\/p>\n<p>“Professional” is routed by industry tag, not by what your audience<\/p>\n<p>perceives as professional. For example, fintech loads certain design style + Space Grotesk \u00d7 IBM<\/p>\n<p>Plex Sans. Boutique hotel loads oxblood + gold + Cormorant.<\/p>\n<p>Defensible defaults \u2014 not researched answers.<\/p>\n<p>For SMB founders that’s a fair trade-off \u2014 fast first cut they can react to, before they invest in the research\/strategy layer (which is your work, not ours). Starting point, not the finish line.<\/p>\n<p>Hope this helps : )<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><em>Congrats, Mu! For agencies building sites for clients \u2013 does Lokuma support handoff where the agent can explain its design decisions to a non-technical client during revision rounds?<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexis_rodriguez7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexis_rodriguez7<\/a> Alexis \u2014 honest framing first: we’d rather the agent <em>not<\/em> talk directly to your clients. <strong>Agency value lives in the translation layer \u2014 reading what a client actually wants, framing the rationale in their language, holding the relationship.<\/strong> Putting an AI in that seat erodes exactly what makes the agency necessary.<\/p>\n<p>So Lokuma is built as a teammate <em>inside<\/em> the agency, not a client-facing tool. Today:<\/p>\n<ul>\n<li>\n<p>Every build emits a <strong>design pitch<\/strong> + <strong>design cards<\/strong> (anchor, palette, hierarchy rationale) in client-readable language \u2014 agencies pull from these for review meetings, drop what doesn’t fit<\/p>\n<\/li>\n<li>\n<p><strong>Export code<\/strong> (Starter+) \u2014 your team owns the artifact and integrates however<\/p>\n<\/li>\n<li>\n<p><strong>Direct publish<\/strong> \u2014 fastest “let me share the live preview with the client for sign-off” path<\/p>\n<\/li>\n<\/ul>\n<p>Shareable client-review link + per-revision approval flow are on the roadmap. Running 5+ clients? Ping me \u2014 would love to design this with you.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Mu! For SMBs who are not technical how do they tell Lokuma what their brand looks like? Do they upload a style guide, point to an existing site, or describe it conversationally?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Barnaby \u2014 all of those work today, plus a fourth. Choices for non-technical users:<\/p>\n<ul>\n<li>\n<p><strong>Describe it in chat<\/strong> (“earthy, editorial, like a wine label”)<\/p>\n<\/li>\n<li>\n<p><strong>Drop a reference URL in chat<\/strong> \u2014 agent extracts palette + typography without copying the layout<\/p>\n<\/li>\n<li>\n<p><strong>Upload a logo or screenshot directly in chat<\/strong> \u2014 vision picks up the look; logo persists as the brand anchor<\/p>\n<\/li>\n<li>\n<p><strong>Use the Style panel<\/strong> \u2014 side drawer with logo upload, brand text, palette \/ font swap, composition picker \u2014 for users who’d rather click than type<\/p>\n<\/li>\n<\/ul>\n<p>Most mix two: a sentence in chat + a logo upload (either route). Multi-page style-guide PDFs aren’t auto-parsed yet (on roadmap). <\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 thoughtful launch congrats! What’s the most unexpected thing that broke during your own testing when editing an AI generated site a month later? That story would help us trust the runtime.<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Best story: our auto-repair watchdog.<\/p>\n<p>We built it so when a site loaded with a blank #root after a successful build, the runtime auto-files a “fix this” chat. Sounded great in tests.<\/p>\n<p>Then a user opened a project from weeks earlier. The iframe took a beat to fetch, watchdog saw empty root, fired auto-repair \u2192 backend treated it as a fresh build under that project ID \u2192 completely unrelated content appeared in the user’s project slot.<\/p>\n<p>Fix: a phase-edge tracker. Watchdog only arms after we’ve actually <em>observed<\/em> a build complete in the current session. Can’t mistake “page loading” for “site broken” anymore.<\/p>\n<p>Trust the runtime \u2014 but only when the runtime knows what state it’s in.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Mu! You said most AI website builders generate a great first draft, then leave when your AI ships v1 what’s the first thing that breaks the second time you try to change it? for us it’s always the hero section layout<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Imogen, you nailed it. Hero is the canonical “regenerate-the-whole-section-on-every-edit” trap \u2014 change a headline, lose the image; nudge the CTA, layout falls apart. We pick a hero recipe early (cinematic \/ split \/ overlay-rail) so the agent edits inside it instead of over it. Won’t claim it’s perfect \u2014 hero is hard \u2014 but it should hold for the kind of edits that used to torch v2. Try it on one you’ve fought with, ping back?<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a> Thanks Wood for your kind 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>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Joy here, back for round two.<\/p>\n<p>In March, we launched <a href=\"https:\/\/lokuma.ai\/design-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Lokuma Design Agent<\/a> \u2014 a design intelligence layer built for other AI agents to call. It hit #1 Product of the Day, and what we heard from that community changed everything about what we did next.<\/p>\n<p>Design Agent is still core to what we’re building. It’s moving fast, agent-first stacks are becoming the default, and we’re in it for the long game on design intelligence for AI.<\/p>\n<p>But there’s a side of this we hadn’t fully addressed.<\/p>\n<p>As a branding & marketing agency owner, I’ve seen how SME owners struggle. <\/p>\n<p>You’re wearing ten hats. You’re good at your craft \u2014 whether that’s running a restaurant, a studio, a clinic, a shop. But building a website? That’s a different skill set entirely, and hiring someone to do it right isn’t always an option.<\/p>\n<p>I watched businesses around me struggle with this for years. Not because they lacked ambition, but because the tools assumed too much, too much time, too much budget, too much technical fluency. They’d settle for something that looked cheap. Or they’d spend money they didn’t have on something they couldn’t maintain.<\/p>\n<p>That gap is what Lokuma is really about. Not just a better AI tool, but an honest attempt to give small businesses something they’ve never quite had: a website that looks like it was made for them, and actually stays that way.<\/p>\n<p><strong>What Lokuma 2.0 actually is:<\/strong><\/p>\n<p>Most AI builders are one-and-done. They generate, then vanish. What you’re left with is a site you can’t confidently touch \u2014 because the thing that built it isn’t there anymore.<\/p>\n<p>Lokuma 2.0 is different. It’s a design-aware agent harness: the same agent that builds your site sticks around. It comes back next month when you need to update the headline. Next quarter when you want a full restyle. When a form breaks, when the palette needs a refresh, when your offering changes and the whole page needs to catch up.<\/p>\n<p>It knows your brand \u2014 not as a setting you configured once, but as something it’s held onto: your visual language, your structure, your previous iterations, your live source code. Every edit is informed by everything that came before.<\/p>\n<p>Because here’s the thing most builders miss: generating a website isn’t the same as running one. A great first draft is just the beginning. The real test is what happens the second time you need to change something \u2014 and the third, and the tenth.<\/p>\n<p>You don’t just need something that launches. You need something that <em>lasts<\/em>.<\/p>\n<p>So join us and explore Lokuma 2.0 together. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great one team, BTW, if someone eventually wants to hand this off to a developer or export it cleanly, what’s the code quality like?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks! Yes, full export anytime.<\/p>\n<p>It’s agent-written code \u2014 modern stack, readable, componentized. Not hand-crafted by a senior engineer, but clean enough for a developer to pick up without a rewrite. The targeted-patching approach in v2.0 actually helps here: edits stay localized, so the codebase doesn’t drift into spaghetti over many iterations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. Building Lokuma 2.0 these months \u2014 with the team, with AI as a collaborator \u2014 keeps returning me to one thought: the era already shifted. The question isn’t what AI can do. It’s what each of us chooses to become next. \u2014 DK<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH! Full-stack engineer at Lokuma. I tune guitars on weekends. Tuning agents on weekdays turns out to be the same craft \u2014 pluck, listen, find the half-step off, adjust one thing, pluck again. Most of Lokuma 2.0 was built by agents I spent two months tuning. Different strings, same instinct.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K7ASSL4K4T44K2\" class=\"app-title\">Gradient Bang<\/a><\/p>\n<div class=\"one-liner\">Massively multi-player game played by talking to an LLM<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gradient Bang\u662f\u4e00\u6b3e\u901a\u8fc7\u8bed\u97f3\u4e0eLLM\u4ea4\u4e92\u6765\u7ba1\u7406AI\u5b50\u4ee3\u7406\u8230\u961f\u3001\u5728\u52a8\u6001UI\u73af\u5883\u4e2d\u8fdb\u884c\u5927\u89c4\u6a21\u591a\u4eba\u5bf9\u6218\u7684\u5b9e\u9a8c\u6027\u6e38\u620f\uff0c\u5c06\u590d\u6742AI\u7f16\u6392\u878d\u5165\u590d\u53e4\u592a\u7a7a\u8d38\u6613\u73a9\u6cd5\uff0c\u65e8\u5728\u63a2\u7d22AI\u539f\u751f\u5e94\u7528\u7684\u6280\u672f\u8fb9\u754c\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48855c3b-5360-4602-83ce-8ffe5d5d45c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a42bc47-af8f-41df-8603-c6ee54e5775a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7901a5c-4056-491f-a457-2fedad5c9350.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\/559bd299-d517-4b13-9c63-9effd44d4edd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=x_DDnZ2vewQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=x_DDnZ2vewQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Games<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u539f\u751f\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">LLM\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001UI<\/span><br \/>\n <span class=\"tag\">\u5b50\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u901a\u4fe1<\/span><br \/>\n <span class=\"tag\">Agent\u6c99\u76d2<\/span><br \/>\n <span class=\"tag\">\u592a\u7a7a\u8d38\u6613<\/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>\u73a9\u5bb6\u79f0\u8d5e\u5176\u521b\u65b0\u4e0e\u8da3\u5473\u6027\uff0c\u540c\u65f6\u5173\u6ce8\uff1aLLM\u968f\u673a\u6027\u5982\u4f55\u5e73\u8861\u5bf9\u6297\u516c\u5e73\u6027\uff1b\u957f\u4e0a\u4e0b\u6587\u4e0e\u5b9e\u65f6\u5ef6\u8fdf\u7684\u6280\u672f\u6311\u6218\uff1b\u63d0\u793a\u9a71\u52a8\u7684\u6e38\u620f\u5982\u4f55\u9632\u6b62\u4ee3\u7406\u5e7b\u89c9\uff1b\u4ee5\u53ca\u201c\u4eba\u7c7bvs\u81ea\u52a8\u5316\u201d\u7684\u7ade\u4e89\u516c\u5e73\u6027\u95ee\u9898\u3002\u56e2\u961f\u627f\u8ba4\u76ee\u524d\u662f\u5b9e\u9a8c\u6027\u9879\u76ee\uff0c\u5e73\u8861\u4ecd\u5728\u8c03\u8bd5\u4e2d\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 Gradient Bang\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u6b3e\u6e38\u620f\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201cAI\u539f\u751f\u201d\u7684\u6280\u672f\u6f14\u793a\u6c99\u76d2\uff0c\u62ab\u7740\u590d\u53e4\u592a\u7a7a\u8d38\u6613\u7684\u5916\u8863\uff0c\u5185\u91cc\u5374\u662f\u5bf9\u591a\u4ee3\u7406\u7f16\u6392\u3001\u52a8\u6001UI\u751f\u6210\u3001\u957f\u4e0a\u4e0b\u6587\u7ba1\u7406\u4e0e\u5b9e\u65f6\u8bed\u97f3\u7ba1\u9053\u7b49\u524d\u6cbf\u547d\u9898\u7684\u66b4\u529b\u5b9e\u9a8c\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u53ef\u73a9\u6027\uff0c\u800c\u5728\u4e8e\u5b83\u5411\u5f00\u53d1\u8005\u66b4\u9732\u4e86\u201c\u628aLLM\u585e\u8fdb\u5b9e\u65f6\u7cfb\u7edf\u201d\u7684\u5b8c\u6574\u75db\u70b9\u548c\u89e3\u51b3\u65b9\u6848\u2014\u2014\u4ecePipecat\u6846\u67b6\u5904\u7406\u8bed\u97f3\u5ef6\u8fdf\uff0c\u5230\u5b50\u4ee3\u7406\u5171\u4eab\u4e0a\u4e0b\u6587\u7684\u6a21\u5f0f\uff0c\u518d\u5230\u7528LLM\u66ff\u4ee3\u4f20\u7edf\u9519\u8bef\u5904\u7406\u7684\u6fc0\u8fdb\u505a\u6cd5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4f5c\u4e3a\u6e38\u620f\uff0c\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u6280\u672f\u5671\u5934\u800c\u975e\u6210\u719f\u4f5c\u54c1\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u4e0d\u786e\u5b9a\u6027\u201d\u201c\u5e73\u8861\u7f3a\u5931\u201d\u201c\u81ea\u52a8\u5316vs\u4eba\u529b\u201d\u95ee\u9898\uff0c\u63ed\u793a\u51faLLM\u56fa\u6709\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u5982\u4f55\u7834\u574f\u4e86\u6e38\u620f\u6700\u57fa\u7840\u7684\u516c\u5e73\u89c4\u5219\u3002\u5f53\u73a9\u5bb6\u80fd\u7f16\u5199\u66f4\u9ad8\u6548\u7684\u4ea4\u6613\u5faa\u73af\u6216\u5806\u53e0\u66f4\u591a\u7b97\u529b\u65f6\uff0c\u7ade\u6280\u6027\u5c31\u6ca6\u4e3a\u4e86\u4e00\u573a\u201c\u8c01\u7684\u4ee3\u7406\u5199\u5f97\u597d\u201d\u6216\u201c\u8c01\u7684GPU\u591a\u201d\u7684\u519b\u5907\u7ade\u8d5b\u3002\u56e2\u961f\u5766\u627f\u201c\u4e0d\u77e5\u9053\u5982\u4f55\u89e3\u51b3\u201d\uff0c\u8fd9\u6070\u6070\u662fAI\u539f\u751f\u6e38\u620f\u81f3\u4eca\u6ca1\u6709\u51fa\u5708\u8303\u4f8b\u7684\u7f29\u5f71\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\uff0c\u662f\u5b83\u5f00\u6e90\u540e\u4f5c\u4e3a\u6559\u5b66\u5de5\u5177\u7684\u4ef7\u503c\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u514b\u9686\u4ed3\u5e93\uff0c\u89c2\u5bdf\uff1aVercel Sandbox\u5982\u4f55\u652f\u6301\u7528\u6237\u81ea\u5b9a\u4e49\u5b50\u4ee3\u7406\u8d44\u4ea7\uff1b\u7ed3\u6784\u5316\u6570\u636e\u5982\u4f55\u4e0eLLM\u4e0a\u4e0b\u6587\u6df7\u5408\uff1b\u52a8\u6001UI\u5982\u4f55\u5728\u7ef4\u6301\u7528\u6237\u4f53\u9a8c\u4e0eAI\u81ea\u4e3b\u6027\u95f4\u6447\u6446\u3002\u5176\u8bbe\u8ba1\u54f2\u5b66\u2014\u2014\u7528LLM\u7f29\u51cf\u540e\u7aef\u4ee3\u7801\u91cf\uff0c\u5c06\u9519\u8bef\u5904\u7406\u8f6c\u56de\u63a8\u7406\u5faa\u73af\u2014\u2014\u53ef\u80fd\u6bd4\u6e38\u620f\u672c\u8eab\u66f4\u5177\u542f\u53d1\u6027\u3002\u4f46\u82e5\u53ea\u80fd\u4f5c\u4e3a\u6280\u672f\u6f14\u793a\u5b58\u5728\uff0c\u5b83\u6ce8\u5b9a\u662f\u6781\u5ba2\u7684\u73a9\u5177\uff0c\u800c\u975e\u5927\u4f17\u7684\u5a31\u4e50\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\">Gradient Bang<\/span>\n <\/div>\n<div class=\"comment-content\">Gradient Bang is a new kind of software: AI-native, built from the ground up to use LLMs everywhere. The game has a dynamic user interface driven by an LLM, conversational voice input, and to win you have to manage a fleet of AI subagents. You can even program your own subagents and run them in Vercel Sandboxes. Built with Pipecat, Daily WebRTC, Supabase, Vercel.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gradient Bang is a massively multiplayer, completely LLM-driven game. Come play Gradient Bang with us. See if you can catch me on the leaderboard.<\/p>\n<p>This whole thing started because I wanted to explore a bunch of things I\u2019m currently obsessed with, in an application of non-trivial size, that felt both new and old at the same time.<\/p>\n<p>So \u2026 a retro-style space trading game built entirely around interacting with and managing multiple LLMs. Factorio, but instead of clicking, you talk to your ship AI and figure out how to make money, make friends, and make havoc for your enemies.<\/p>\n<p>Some of the things we\u2019ve been thinking about as we hack on Gradient Bang:<\/p>\n<p>– Sub-agent orchestration<br \/>– Managing very, very, very long LLM contexts, including episodic memory across user sessions<br \/>– World events and large volumes of structured data input as part of human\/agent conversations<br \/>– Dynamic user interfaces, driven\/created on the fly by LLMs<br \/>– And, of course, voice as primary input<\/p>\n<p>If you\u2019ve been building coding harnesses, or writing Open Claw agents, or doing pretty much anything that pushes the boundaries of AI-native development these days, you\u2019re probably thinking about these things too!<\/p>\n<p>The game is entirely open source. So if you want to see how we built it, you can clone the repo and start asking Claude\/Codex about the code. If you want to add a feature, submit a PR.<\/p>\n<p>New today, design your own corporation ship agents, run them in a Vercel Sandbox, and bring them into the game. Think you can make your pair trading loops faster? That’s going to give you a pretty big advantage in the game. Want to run with unlimited corp ship compute using open source models? You can do that, now!<\/p>\n<p>See the Vercel Sandbox subagents starter repo here: <a href=\"https:\/\/github.com\/pipecat-ai\/gradient-bang\/tree\/main\/deployment\/vercel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/pipecat-ai\/gradient-bang\/tree\/main\/deployment\/vercel<\/a><\/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\/@kwindla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kwindla<\/a> was chasing that leaderboard for a bit, feeling guilty about token\/electricty usage – I was “strong” \ud83d\ude42 I use games as an ADHD harness so I can stay focused on one ‘work task’ at a time, and this was useful for that for a bit, thank you! It also has changed the way I think about designing similar systems, so thank you again for that! Definitely a game every developer and GTM specialist should play today to understand how they can use AI to create autonomous systems to grow their 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gradient Bang is one of those products that immediately makes you want to keep exploring. Super fun, witty and packed with interesting ideas around agents, voice, and dynamic UIs. Glad I got to contribute to it in a small way, awesome work by the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jain_atul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jain_atul<\/a> It’s really great working (and playing the game) with you! How are you doing on the leaderboard, in the newly re-started universe?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Was super interesting to work with the @<a href=\"http:\/\/Daily.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Daily.co<\/a> team on this. The use case goes way beyond gaming into complex enterprise workflows. \ud83d\ude80<\/p>\n<\/p>\n<p>Would love to read a deep dive into the subtopics you tackled – managing long-term context, dynamic UIs, and sub-agent orchestration. Will hit Claude on the repo logic in the meantime! \ud83e\udd16\ud83d\udcbb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kabra_sidhant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kabra_sidhant<\/a> I’ve been taking notes for long-ish posts about everything we learned. There’s so much interesting stuff, and so many things for us all to figure out together as an AI engineering community. Things like how to design UIs to be dynamic and driven by LLMs, but still good user experiences. And how to inject lots of structured data into LLM contexts, and when to run inference versus just queue up the events.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gradient Bang is built on Pipecat, the leading open-source Python framework for building real-time voice and multimodal agents. We’re hosting a hackathon on May 30th at YC along with our friends at Cekura, NVIDIA, AWS, and Twilio. Come join us!<br \/><a href=\"https:\/\/events.ycombinator.com\/HW0opxy78\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/events.ycombinator.com\/HW0opxy78<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Takes me back to the 90s!!<\/p>\n<p>Having worked with agents and particularly voice agents for the last 2 years, the craft behind this game is quite amazing. We ran 100s of simulations to test these agents and I have only 1 thing to say – If you haven’t tried it yet, do now <em>period<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tarush_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarush_<\/a> I definitely had the classic BBS games (especially TradeWars 2002) in mind, when we started working on Gradient Bang. Playing those games was my earliest experience of online, social interactions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Launching together today makes Product Hunt even more exciting. Love the product it really caught my attention.<\/p>\n<p>Cheering for fellow makers today, and would love to support each other. Wishing you a fantastic 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\/@erenasiroglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erenasiroglu<\/a> Love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love this! Do you have future plans of launching more such games?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shashij_gupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shashij_gupta<\/a> No! But, then again, we didn’t really plan to build this one. It was just a side project that turned out to be so much fun that we kept working on it, and other people got excited about it too.<\/p>\n<\/p>\n<p>What do you think? Should we all start an open source games project, together, and build a bunch more of these things? \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>looks cool! Love that players can ship their own subagents into sandboxes. Curious how you keep the game balanced when some players can write tighter loops or throw way more compute at their corp ships than others?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@louislecat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@louislecat<\/a> The real answer is that we don’t know. Everything about this game is an experiment! You can already automate the game with Claude Code or Codex or OpenClaw. To the “humans vs agents” thing is already a question. There have been a few flame wars about that in the Discord channel.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Most games give players fixed mechanics, while this feels almost unpredictable because the LLM itself shapes the experience dynamically.<br \/>\nDid designing around that uncertainty become the hardest part of building Gradient Bang?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kr1v\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kr1v<\/a> Yes, definitely. The biggest challenges are:<\/p>\n<ol>\n<li>\n<p>Core architecture for running lots of LLM inference loops in parallel, partially sharing context between the “subagents”.<\/p>\n<\/li>\n<li>\n<p>Designing a game that feels like the right balance between the LLMs doing whatever they do, versus gameplay being reliable. We tried to design LLM unpredictability into the game, a bit. The expectation is that your ship AI is not perfect. Sometimes it does great, sometimes it makes mistakes. You, the player, are supposed to manage that and learn how you give it tasks. But we definitely don’t have this balance right, yet.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 multiplayer game driven by LLM prompts sounds like absolute chaos in the best way. How do you handle the latency issues that usually come with real-time LLM interactions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> I’m so glad you asked. The entire game is built on Pipecat, the open source framework for realtime AI. Pipecat is the most widely used library for building voice agents and realtime video avatars.<\/p>\n<\/p>\n<p>We use models that are very low-latency. The game supports a number of options for models, but the current public game server is using Deepgram for speech-to-text and Gradium for text-to-speech.<\/p>\n<\/p>\n<p>We also built a new Pipecat library for the long-running subagents that need to share context with each other and with the voice agent, called Pipecat Subagents. But this library code has turned out to be so useful that we’re working on integrating it into Pipecat core directly.<\/p>\n<\/p>\n<p>I wrote a long guide to building voice agents, which covers a lot of the “hard parts” about latency, interruption handling, context management, etc: <a href=\"https:\/\/voiceaiandvoiceagents.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/voiceaiandvoiceagents.com\/<\/a><\/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\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61b56d68-e131-490d-819a-bd02a5df770b.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<div class=\"comment-item\">\n<div class=\"comment-content\">Compared to narrative-first LLM games like AI Dungeon, how do you keep the world \u201cauthoritative\u201d so agents can\u2019t hallucinate outcomes\u2014what\u2019s your grounding strategy between free-form conversation and the actual game state\/actions?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> This is such a great question. In Gradient Bang there are two layers:<\/p>\n<ol>\n<li>\n<p>Everything you do in the game happens through talking to an LLM, or an LLM giving a “task” to another LLM.<\/p>\n<\/li>\n<li>\n<p>Each action the LLMs take in the game run through a traditional, deterministic game server. That’s built on <a href=\"https:\/\/www.producthunt.com\/products\/supabase\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"supabase\" target=\"_blank\" rel=\"noopener\">@Supabase<\/a>, all game state is stored in the database, and there are edge functions that do all the kinds of locking\/etc that you do in a game server code base.<\/p>\n<\/li>\n<\/ol>\n<p>I will say that as we’ve rewritten the Gradient Bang codebase a few times, a pretty consistent pattern is that we’ve deleted “traditional” code and replaced it with LLM inference. For example, there’s now very little traditional error handling in the core game code. Mostly, errors just get passed back into the LLM and we ask the LLM to figure out what to do from context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/X6EZAX2S4EUEAH\" class=\"app-title\">Crustimate<\/a><\/p>\n<div class=\"one-liner\">Free tool to fix your LinkedIn to get found by AI recruiters<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Crustimate\u662f\u4e00\u6b3e\u514d\u8d39\u7684LinkedIn\u4e2a\u4eba\u8d44\u6599AI\u4f18\u5316\u5de5\u5177\uff0c\u80fd\u572830\u79d2\u5185\u8bc4\u4f30\u7528\u6237\u5bf9AI\u62db\u8058\u7cfb\u7edf\u7684\u53ef\u89c1\u6027\u5f97\u5206\uff0c\u5e76\u7ed9\u51fa\u9488\u5bf9\u6027\u4fee\u6539\u5efa\u8bae\uff0c\u89e3\u51b3\u6c42\u804c\u8005\u7b80\u5386\u88abAI\u7b5b\u9009\u5de5\u5177\u8fc7\u6ee4\u3001\u65e0\u6cd5\u8fdb\u5165\u4eba\u7c7b\u62db\u8058\u5b98\u89c6\u91ce\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fc9ce25-1f95-4d08-bcd1-517540ae102a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c5f14c5-c5fb-4152-93d1-94700d85ff87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b44aa991-52d3-4545-88ad-bd14e4c2975d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35872750-d885-4917-9c6d-1ea7659c0302.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1dd61644-585a-444f-82fc-790a22b4a2b7.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\">Hiring<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u62db\u8058\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">LinkedIn\u8d44\u6599\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7b80\u5386\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u53ef\u89c1\u6027<\/span><br \/>\n <span class=\"tag\">\u89d2\u8272\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39SaaS<\/span><br \/>\n <span class=\"tag\">\u5019\u9009\u4eba\u7b5b\u9009<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u54c1\u724c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5de5\u5177\u6709\u7528\uff0c\u80fd\u63d0\u4f9b\u5177\u4f53\u6539\u8fdb\u5efa\u8bae\u3002\u6709\u7528\u6237\u8be2\u95ee\u4fee\u590d\u540e\u5b9e\u9645\u83b7\u5f97\u62db\u8058\u5b98\u8054\u7cfb\u7684\u6548\u679c\u6570\u636e\uff0c\u5f00\u53d1\u8005\u627f\u8ba4\u5c06\u5f00\u59cb\u8ffd\u8e2a\u3002\u53e6\u6709\u7528\u6237\u5efa\u8bae\u6309\u89d2\u8272\uff08PM\u3001\u5de5\u7a0b\u5e08\u7b49\uff09\u4e2a\u6027\u5316\u63a8\u8350\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u6309\u89d2\u8272\u533a\u5206\u3002\u6b64\u5916\uff0c\u6709\u7528\u6237\u53cd\u6620\u5728\u5e94\u7528\u5185\u6d4f\u89c8\u5668\u52a0\u8f7d\u4e0d\u7a33\u5b9a\uff0c\u5f00\u53d1\u8005\u5df2\u4fee\u590d\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 Crustimate\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5e7f\u6cdb\u5ffd\u89c6\u4f46\u65e5\u76ca\u5173\u952e\u7684\u75db\u70b9\u2014\u2014AI\u62db\u8058\u7cfb\u7edf\u7684\u201c\u9ed1\u7bb1\u7b5b\u9009\u201d\u3002\u5f53\u5927\u591a\u6570\u6c42\u804c\u8005\u8fd8\u5728\u4f18\u5316\u7b80\u5386\u683c\u5f0f\u548c\u5173\u952e\u8bcd\u5806\u780c\u65f6\uff0c\u62db\u8058\u7aef\u65e9\u5df2\u8fdb\u5316\u5230\u7531AI\u81ea\u52a8\u8fc7\u6ee4\u5019\u9009\u4eba\u3002Crustimate\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u901a\u7528\u5efa\u8bae\uff0c\u800c\u5728\u4e8e\u53cd\u5411\u5de5\u7a0bAI\u62db\u8058\u5de5\u5177\u7684\u7b5b\u9009\u903b\u8f91\uff0c\u91cf\u5316\u201c\u53ef\u89c1\u6027\u201d\u8fd9\u4e00\u539f\u672c\u6a21\u7cca\u7684\u6982\u5ff5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u529f\u80fd\u770b\uff0c\u4ea7\u54c1\u6784\u5efa\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u95ed\u73af\uff1a\u8bca\u65ad\uff08AI\u5c31\u7eea\u5ea6\u8bc4\u5206\uff09\u2192 \u4fee\u590d\uff08\u91cd\u5199\u6807\u9898\u3001\u590d\u5236\u7c98\u8d34\u4fee\u6539\uff09\u2192 \u7b56\u7565\uff08\u89d2\u8272\u5339\u914d\u3001\u884c\u52a8\u89c4\u5212\uff09\u2192 \u6267\u884c\uff08\u76ee\u6807\u516c\u53f8\u8054\u7cfb\u4eba\u53ca\u9884\u5199\u6d88\u606f\uff09\u3002\u8fd9\u79cd\u201c\u5373\u6d4b\u5373\u6539\u201d\u7684\u6a21\u5f0f\u964d\u4f4e\u4e86\u7528\u6237\u884c\u4e3a\u95e8\u69db\uff0c\u514d\u8d39+\u65e0\u9700\u767b\u5f55\u7684\u7b56\u7565\u66f4\u6709\u5229\u4e8e\u51b7\u542f\u52a8\u548c\u53e3\u7891\u4f20\u64ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u6765\u770b\uff0c\u4ea7\u54c1\u5b58\u5728\u660e\u663e\u5c40\u9650\u3002\u9996\u5148\uff0c\u5176\u6838\u5fc3\u4f9d\u8d56\u201cAI\u62db\u8058\u5de5\u5177\u5982\u4f55\u9605\u8bfbLinkedIn\u201d\u8fd9\u4e00\u5e95\u5c42\u903b\u8f91\uff0c\u4f46\u4e0d\u540cAI\u62db\u8058\u7cfb\u7edf\u7684\u7b97\u6cd5\u3001\u6743\u91cd\u548c\u66f4\u65b0\u9891\u7387\u5404\u5f02\uff0c\u8bc4\u5206\u6a21\u578b\u7684\u51c6\u786e\u6027\u548c\u65f6\u6548\u6027\u5b58\u7591\u3002\u5176\u6b21\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u51fa\u7684\u201c\u4fee\u590d\u540e\u5b9e\u9645\u8f6c\u5316\u7387\u201d\u662f\u9a8c\u8bc1\u4ea7\u54c1\u4ef7\u503c\u7684\u5173\u952e\u6307\u6807\uff0c\u800c\u5b98\u65b9\u76ee\u524d\u4ec5\u80fd\u63d0\u4f9b\u4e2a\u4eba\u6848\u4f8b\uff08\u4ece52\u523078\u5206\uff09\uff0c\u7f3a\u4e4f\u7cfb\u7edf\u6027\u8ffd\u8e2a\u3002\u82e5\u65e0\u6cd5\u8bc1\u660e\u5206\u6570\u63d0\u5347\u4e0e\u5b9e\u9645\u9762\u8bd5\u9080\u7ea6\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u5de5\u5177\u5c31\u5bb9\u6613\u6ca6\u4e3a\u201c\u81ea\u6211\u5b89\u6170\u578b\u4eea\u8868\u76d8\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ea7\u54c1\u672c\u8d28\u662f\u201c\u4fee\u590dLinkedIn\u8d44\u6599\u201d\uff0c\u800c\u975e\u89e3\u51b3\u6c42\u804c\u8005\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u95ee\u9898\u3002\u5b83\u80fd\u4f18\u5316\u7b80\u5386\u7684AI\u53ef\u8bfb\u6027\uff0c\u4f46\u65e0\u6cd5\u6539\u53d8\u4e00\u4e2a\u4eba\u662f\u5426\u771f\u6b63\u5339\u914d\u5c97\u4f4d\u3002\u5728\u62db\u8058\u6d41\u7a0b\u540e\u7aef\uff0c\u4eba\u7c7b\u9762\u8bd5\u5b98\u4f9d\u7136\u4f1a\u901a\u8fc7\u6df1\u5ea6\u4ea4\u6d41\u5224\u65ad\u5019\u9009\u4eba\u3002\u8fc7\u5ea6\u4f9d\u8d56\u8fd9\u7c7b\u5de5\u5177\u53ef\u80fd\u5bfc\u81f4\u6c42\u804c\u8005\u6210\u4e3a\u201cAI\u4f18\u5316\u4e13\u5bb6\u201d\uff0c\u800c\u975e\u201c\u4f18\u79c0\u5458\u5de5\u201d\u2014\u2014\u8fd9\u6216\u8bb8\u662f\u4ea7\u54c1\u9700\u8981\u8b66\u60d5\u7684\u65b9\u5411\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cCrustimate\u662f\u4e00\u4e2a\u5b9a\u4f4d\u7cbe\u51c6\u3001\u6267\u884c\u8fc5\u901f\u7684\u5b9e\u7528\u5de5\u5177\uff0c\u5c24\u5176\u5728\u5b66\u751f\u548c\u88ab\u52a8\u6c42\u804c\u8005\u7fa4\u4f53\u4e2d\u6709\u660e\u786e\u4ef7\u503c\u3002\u4f46\u82e5\u60f3\u4ece\u201c\u597d\u7528\u7684\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u66ff\u4ee3\u7684\u5e73\u53f0\u201d\uff0c\u5fc5\u987b\u5efa\u7acb\u4ece\u201c\u53ef\u89c1\u6027\u201d\u5230\u201c\u5f55\u7528\u7387\u201d\u7684\u56e0\u679c\u6570\u636e\u94fe\uff0c\u5e76\u8b66\u60d5\u7b97\u6cd5\u8fed\u4ee3\u5e26\u6765\u7684\u8fc7\u65f6\u98ce\u9669\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\">Crustimate<\/span>\n <\/div>\n<div class=\"comment-content\">AI recruiting tools now filter candidates before any human sees your name. Paste your LinkedIn URL and get your AI readiness score in 30 seconds. See exactly what’s hurting your visibility, get a rewritten profile, and a prioritised fix list so recruiters can actually find you. All for free!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b<\/p>\n<p>Most people don’t know this yet: when you apply for a job, an AI tool scans your LinkedIn before any human sees your name. Platforms like Juicebox, HireEZ, and Gem are filtering candidates at scale and most profiles are invisible to them.<\/p>\n<p>The candidate might truly be qualified, but because their profile isn’t written for how AI reads it, they never get shown to a recruiter.<\/p>\n<p>Findable fixes that. Paste your LinkedIn URL and we score your profile in 30 seconds, showing you exactly how findable you are to AI recruiting tools and what’s hurting your visibility.<\/p>\n<p>Here’s what you get:<\/p>\n<p>\ud83d\udcca AI readiness score out of 100: see exactly where you stand across role clarity, skills, and completeness<\/p>\n<p>\u270d\ufe0f Rewritten headline: optimized for how AI recruiting tools actually surface candidates<\/p>\n<p>\ud83d\udd27 Copy-paste fixes: specific changes you can make on LinkedIn right now <\/p>\n<p>\ud83d\udccb Resume scoring: upload your resume and we’ll find gaps and check alignment with your LinkedIn <\/p>\n<p>\ud83c\udfaf Role-specific match score: enter any target role and see how well your profile matches it today<\/p>\n<p>\ud83d\ude80 Long-term goal mode: reframe your entire action plan around where you want to be, not just where you are<\/p>\n<p>\ud83d\udccb Action plan: specific things to build and publish that make you a credible candidate beyond just fixing your profile<\/p>\n<p>\ud83c\udfe2 Companies matched to your trajectory: aligned, realistic, and stretch companies with a personalised explanation of why you fit <\/p>\n<p>\ud83d\udce9 Who to reach out to: specific people at those companies with pre-written outreach messages ready to copy <\/p>\n<p>A few ways people are using it:<\/p>\n<p>\ud83c\udfaf Active job seekers: know exactly what AI recruiting tools see when they scan your profile and fix it before your next application.<\/p>\n<p>\ud83d\udd04 Passive candidates: not looking right now but want to stay findable. Run your score, make the fixes, and let opportunities come to you.<\/p>\n<p>\ud83d\udc69\u200d\ud83d\udcbc Recruiters: send it to every candidate before they go to interview. Takes 30 seconds and makes your submissions stronger.<\/p>\n<p>\ud83c\udf93 Students and early-career folks: your LinkedIn is your resume now. Make sure AI can actually find you before you start applying.<\/p>\n<p>Free. No login. 30 seconds.<\/p>\n<p>Try it at: <a href=\"https:\/\/tools.crustdata.com\/crustimate\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/tools.crustdata.com\/crustimate<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice tool! Definitely useful for candidates applying. Tried it out and got some good recs for improving my score.<\/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\/@abhiranjan_mehta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhiranjan_mehta<\/a> That’s awesome! Anything we can do to improve it the tool for 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>Best of luck team with your launch. <\/p>\n<p>Quick question, have you tracked whether people who actually implement these fixes get more recruiter outreach? Like, real before\/after data?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks for the question, Abdul! Will start tracing that! My own profile went from 52 to 78 so far so hoping to see with real results! I agree this would be fantastic to track. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Curious if you personalizing recommendations by role (PM vs engineer vs marketing), or if it\u2019s a universal scoring system.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabriel_brooks1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriel_brooks1<\/a> Yep – by role! Thanks for the question, Gabriel. Will make that more clear. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 @daniel_ahmadizadeh1 on the launch, very nice tool! One thing I have noticed while trying to visit tool website from the in-app browser here in PH, first two reloads in crashed then worked fine. Best of luck!<\/div>\n<div class=\"comment-actions\">\n<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\/@ielrefaae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ielrefaae<\/a> Thanks for flagging! Are you referring to this? If so, you’re so right! Fixing asap. Should work here: <a href=\"https:\/\/crustimate.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/crustimate.com\/<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/443b406c-d746-4902-b3d4-cc45c775c00f.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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ielrefaae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ielrefaae<\/a> should be fixed !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/A3VW6MGYI2N2GB\" class=\"app-title\">mia <\/a><\/p>\n<div class=\"one-liner\">Cursor for Product Managers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">136<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>mia\u662f\u4e00\u6b3e\u5229\u7528AI\u6574\u5408\u5e76\u5206\u6790\u5ba2\u6237\u8bbf\u8c08\u3001\u652f\u6301\u5de5\u5355\u3001\u9500\u552e\u901a\u8bdd\u53ca\u4f7f\u7528\u6570\u636e\u7b49\u591a\u5143\u4fe1\u53f7\uff0c\u81ea\u52a8\u751f\u6210\u53ef\u76f4\u63a5\u7528\u4e8eAI\u5f00\u53d1\u7684\u3001\u5177\u5907\u5b8c\u6574\u4e0a\u4e0b\u6587\u7684PRD\u4e0e\u4f18\u5148\u7ea7\u6392\u5e8f\u9700\u6c42\u7684\u5e73\u53f0\uff0c\u65e8\u5728\u89e3\u51b3\u4ea7\u54c1\u7ecf\u7406\u56e0\u4fe1\u606f\u5206\u6563\u800c\u65e0\u6cd5\u9ad8\u6548\u51b3\u7b56\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/183e6eef-5656-446c-98ed-335cfa704c6b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77dc32e6-0e8c-4c5d-81e7-701dcf352676.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI Agent<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u4fe1\u53f7\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u9700\u6c42\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">PRD\u64b0\u5199<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u53cd\u9988\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Cursor\u5bf9\u6807<\/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\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3PM\u4e0e\u5f00\u53d1\u6c9f\u901a\u9e3f\u6c9f\u7684\u4ef7\u503c\uff0c\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u4e0eLinear\/Jira\u7b49\u5de5\u5177\u96c6\u6210\uff08\u5df2\u652f\u6301\uff09\uff0c\u5982\u4f55\u5904\u7406\u51b2\u7a81\u4fe1\u53f7\uff08\u7b56\u7565\u6027\u4fdd\u7559\u7ed9PM\u5224\u65ad\uff09\uff0c\u53ca\u4e0e\u540c\u7c7b\u4ea7\u54c1\uff08\u5982CC-gstack\uff09\u7684\u533a\u522b\u3002\u6709\u90e8\u5206\u7528\u6237\u906d\u9047\u4e86\u767b\u5f55\u9519\u8bef\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 Mia\u7684\u201cCursor for PMs\u201d\u53e3\u53f7\u54cd\u4eae\uff0c\u4f46\u5e73\u5fc3\u800c\u8bba\uff0c\u5b83\u76ee\u524d\u66f4\u50cf\u201c\u5ba2\u6237\u4fe1\u53f7\u7248Jasper\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u80fd\u81ea\u5df1\u5199\u4ee3\u7801\u7684AI\u4f34\u4fa3\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u627f\u62c5\u4e86\u4ea7\u54c1\u7ba1\u7406\u4e2d\u6700\u7e41\u7410\u3001\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u201c\u60c5\u62a5\u805a\u5408\u4e0e\u6e05\u6d17\u201d\u73af\u8282\u3002\u5b83\u901a\u8fc7\u5c06\u5206\u6563\u572814\u4e2a\u5de5\u5177\u91cc\u7684\u788e\u7247\u5316\u4fe1\u606f\u7ed3\u6784\u5316\uff0c\u628aPM\u4ece\u201c\u4fe1\u606f\u77ff\u5de5\u201d\u53d8\u6210\u4e86\u201c\u51b3\u7b56\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecd\u5b58\u5728\u672c\u8d28\u7684\u3001\u4e5f\u662f\u6682\u65f6\u65e0\u6cd5\u56de\u907f\u7684\u56f0\u5883\u3002\u7b2c\u4e00\uff0c\u5b83\u5904\u7406\u7684\u662f\u201c\u8fc7\u53bb\u7684\u58f0\u97f3\u201d\uff0c\u5bf9\u201c\u672a\u6765\u7684\u7f3a\u5e2d\u201d\u65e0\u80fd\u4e3a\u529b\u3002\u7528\u6237\u6ca1\u8bf4\u7684\u3001\u7ade\u54c1\u5728\u505a\u7684\u3001\u6280\u672f\u8d8b\u52bf\u5e26\u6765\u7684\u98a0\u8986\uff0cMia\u65e0\u6cd5\u9884\u8b66\u3002\u7b2c\u4e8c\uff0c\u5904\u7406\u51b2\u7a81\u4fe1\u53f7\u65f6\u201c\u628a\u6218\u7565\u5224\u65ad\u7559\u7ed9\u4eba\u201d\u662f\u4e00\u79cd\u806a\u660e\u7684\u514b\u5236\u548c\u8bda\u5b9e\u7684\u8868\u6001\u2014\u2014\u5b83\u627f\u8ba4\u4e86\u5f53\u524dAI\u65e0\u6cd5\u627f\u62c5\u5546\u4e1a\u8d23\u4efb\u7684\u672c\u8d28\u5c40\u9650\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u6838\u5fc3\u51b3\u7b56\u94fe\u6761\u4f9d\u7136\u9ad8\u5ea6\u4f9d\u8d56\u4eba\uff0c\u5de5\u5177\u53ea\u662f\u8f85\u52a9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0e\u201cCursor\u201d\u7c7b\u80fd\u591f\u76f4\u63a5\u8f93\u51fa\u4ee3\u7801\u3001\u5b9e\u73b0\u201c\u610f\u56fe\u5230\u4ee3\u7801\u201d\u95ed\u73af\u7684\u5de5\u5177\u76f8\u6bd4\uff0cMia\u7684\u5b9e\u9645\u4ea4\u4ed8\u7269\u4ecd\u5904\u5728\u201c\u9ad8\u4fdd\u771f\u9700\u6c42\u6587\u6863\u201d\u9636\u6bb5\uff0c\u8981\u5b9e\u73b0\u5176\u53e3\u53f7\u4e2d\u7684\u201c\u6267\u884c\u201d\uff0c\u8fd8\u5dee\u6574\u4e2a\u201c\u4ece\u9700\u6c42\u6587\u6863\u5230AI\u5f00\u53d1Agent\u201d\u8fd9\u4e00\u5c42\u7684\u96c6\u6210\u4e0e\u95ed\u73af\uff08\u5b98\u65b9\u4e5f\u627f\u8ba4\u6b63\u5728\u5efa\u8bbe\u4e2d\uff09\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u5bf9\u5c0f\u578b\u654f\u6377\u56e2\u961f\u7684\u4ef7\u503c\u8fdc\u5927\u4e8e\u5927\u578b\u590d\u6742\u7ec4\u7ec7\uff1b\u540e\u8005\u7684\u95ee\u9898\u5f80\u5f80\u4e0d\u662f\u7f3a\u6570\u636e\uff0c\u800c\u662f\u6743\u529b\u7ed3\u6784\u548c\u7ec4\u7ec7\u60ef\u6027\u5bfc\u81f4\u51b3\u7b56\u65e0\u6cd5\u7531\u5de5\u5177\u9a71\u52a8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u7280\u5229\u7684\u89c2\u5bdf\u662f\uff1a\u5982\u679cAI\u5f00\u53d1Agent\uff08\u5982Devin, Codex\uff09\u6700\u7ec8\u81ea\u5df1\u5c31\u80fd\u89e3\u6790\u539f\u59cb\u9700\u6c42\u5e76\u63d0\u95ee\uff0c\u90a3Mia\u4f5c\u4e3a\u4e2d\u95f4\u5c42\u7684\u5b58\u5728\u4ef7\u503c\u5c31\u5c06\u88ab\u538b\u7f29\u3002\u56e0\u6b64\uff0cMia\u5fc5\u987b\u5c3d\u5feb\u8dd1\u5b8c\u96c6\u6210\u95ed\u73af\uff0c\u8ba9\u201c\u4fe1\u53f7\u2192\u9700\u6c42\u2192\u4ee3\u7801\u201d\u6210\u4e3a\u5176\u62a4\u57ce\u6cb3\uff0c\u800c\u975e\u505c\u7559\u5728\u201c\u597d\u770b\u7684Excel\u66ff\u4ee3\u54c1\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\">mia <\/span>\n <\/div>\n<div class=\"comment-content\">Allowing product managers to turn their customer signals into ship-ready requirements for AI to develop.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH community,<\/p>\n<p>Today is an exciting milestone as we launch for the second time.<\/p>\n<p>I started this journey based on my 20 years as a product strategist. My persistent pain point was never having enough integrated data to build the right product. This created an endless loop of misalignment between growth and product teams.<\/p>\n<p>Inspired by the build in public movement, we launched our market intelligence module last October. Since then, 500 customers have helped us understand exactly what to build next. Their feedback led us to a powerful realization: the world needs a product intelligence platform that doesn’t just analyze market and customer signals, but actually executes.<\/p>\n<p>We have now evolved that vision into Cursor for Product Managers.<\/p>\n<p>While we cannot provide a freemium version as a bootstrapped team, we want to support this community. Use the code MIA50 for a 50% discount. This will give you full access to see how we are redefining product strategy by connecting market data, competitor moves, and customer signals into one seamless flow.<\/p>\n<p>We are currently building the integrations to fully close the loop with coding platforms but we can assure you that we will build fast.<\/p>\n<p>Love you guys!<\/p>\n<p>Sevil on behalf of the mia team<\/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\/@sevil_kubilay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sevil_kubilay<\/a> Hi Sevil, Congrats on the launch. How does Mia differ from CC-gstack, aicofounder or similar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels especially useful for teams without dedicated product ops or research synthesis layers. Smaller teams will likely get the most immediate 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a developer, I usually spend half my day clarifying what a PM actually wants. If this can bridge that gap by translating spec-speak into something actionable for my dev environment, that\u2019s a win for me. Does it export directly to Linear or Jira, or integrate with any other tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ritikgupta_01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritikgupta_01<\/a> Really appreciate this perspective, that PM \u2194 dev gap is exactly what we\u2019re trying to reduce. Translating intent into something actually actionable is a big focus for us.<\/p>\n<p>On integrations: not fully there yet, but Linear\/Jira + dev workflow integrations are definitely on the roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ritikgupta_01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritikgupta_01<\/a> Hi, Ramazan is here. <\/p>\n<p>You just described the exact reason we built this. The ‘what does the PM actually mean’ tax is brutal and we wanted to kill it.<\/p>\n<p>On integrations: yes, mia exports to Linear and Jira today. Tickets come over with the context block attached, so you see the underlying customer quotes, the related themes, and the acceptance criteria in one place instead of a one-line title and a Slack thread you have to dig up. We also push to Notion for spec docs, and Slack for lightweight async handoffs.<\/p>\n<p>The goal is that by the time a ticket hits your board, the ‘what and why’ is already answered, so your clarifying questions are about implementation, not intent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. I\u2019m still waiting for someone to build an AI service that analyzes user behavior on a website, understands their goals and doubts based on the entry point, visited pages, mouse movement, etc., and then takes actions that increase the chances of conversion. This could be a popup with relevant information, an email, or even a dynamically changing interface tailored to the user\u2019s intent. That would be gold for product managers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> Appreciate this \ud83d\ude4c totally agree, it feels like we\u2019re one layer away from this becoming real. The shift from static analytics to real-time understanding + action is going to be huge. Would be a game changer for PMs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@sevil_kubilay\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sevil_kubilay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sevil_kubilay<\/a> nice, congrats, btw, what do you mean by “customer signals” exactly? Curious to know more how it works and delivers the value and btw, great work \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Thanks for the interest with great question! \ud83d\ude42 mia connects your customer interviews, support tickets, sales calls and usage data to build a single, traceable chain of product evidence.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sevil_kubilay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sevil_kubilay<\/a> <a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Hi, Ramazan is here. By customer signals we mean any input where a real user, prospect, or internal team is telling you something about the product, even if they don’t realize it. That includes support tickets, sales call notes, churn reasons, feature requests, NPS comments, app store reviews, Slack threads, Intercom chats, and Gong calls.<\/p>\n<p>The problem is most of this lives in tools the PM doesn’t open every day, so the signal sits there unread. mia pulls it all into one place, clusters it by theme, and surfaces what’s actually trending. So instead of a PM scrolling through 200 Zendesk tickets on a Friday, they see ‘checkout friction is up 40% this month, here are the 18 tickets behind it’ and can decide what to do with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>‘Cursor for PMs’ is a bold tagline! Can mia help with drafting technical specs and PRDs by referencing an existing codebase, or is it focused on the ideation stage?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> The current version of mia excels at the ideation stage. We are currently integrating with existing codebases to ensure your product intent translates perfectly into shipping-ready code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> Great question, and a fair push on the tagline.<\/p>\n<p>Honestly, the bigger PM pain we kept seeing wasn’t ‘I need help writing the spec’, it was ‘I have no idea what to put in the spec because context lives in 14 places.’ So that’s where mia starts today: pulling signal from your external sources (user feedback, support tickets, sales calls) and internal ones (existing docs, tools, conversations) and turning that mess into a prioritized, defensible backlog.<\/p>\n<p>Codebase referencing for spec and PRD drafting is the next layer we’re building, and we’re close. But we made a deliberate call to nail the upstream context problem first, because a beautifully written PRD for the wrong feature is still the wrong feature.<\/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 hard part has always been deciding what counts as signal. One loud enterprise can drown fifty quiet churners, and most teams never see the second group.<\/p>\n<p>Hope you’ll solve it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “Cursor for PMs” framing really clicked for me, it immediately communicates that this isn’t another dashboard, it’s a tool that executes. <\/p>\n<\/p>\n<p>Sevil, curious: of the 500 customers you mentioned, what’s the workflow change they report most often after using mia for the first 30 days?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@muhamm3d\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muhamm3d<\/a> Hi, Ramazan is here. <\/p>\n<p>The pattern we hear most often in the first 30 days: PMs change what they bring to their cross-functional meetings. Before mia, the prioritization conversation starts with the PM’s opinion. After mia, it starts with a themed view of what customers are actually saying, and the room argues about the response instead of the diagnosis. That’s a smaller shift than it sounds and a bigger one than it sounds, at the same time.<\/p>\n<p>The other change, which we didn’t expect: PMs report fewer pings from sales and support asking ‘did you see this customer complaint’. Because everyone can see the same signal feed, the human relay of feedback drops.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 direction. I can see how it works when a solid growth team actually sit next to Product.<\/p>\n<p>As a PM in a legacy org, I’d be happy if I even got actionable insights based on multimodal inputs – I’ll write the PRD, hell I’ll even write the code – but please help me make sense of the hairy data. Something I’m gonna try solving for myself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Well done. Will you be able to trace a shipped feature back to the original customer signal that triggered it? That traceability layer would be huge for making the case internally that PM-led discovery actually moves the needle<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 gap between “raw feedback” and “something an AI can actually build from” is real and painful. <br \/>Curious…does mia handle conflicting signals from different customer segments, or does it surface them and leave the call to the PM?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitrii_volosatov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitrii_volosatov<\/a> Hi, Ramazan is here. <\/p>\n<p>You’re poking at the exact problem we obsess over, so thank you for asking it.<\/p>\n<p>Our stance: mia surfaces conflicts, but doesn’t resolve them. And that’s a deliberate call, not a limitation we’re hiding.<\/p>\n<p>Here’s why. When enterprise asks for SSO and SMB asks for a lower price, that’s not a data problem, it’s a strategy call tied to who you want to win with. An AI making that call for you is an AI quietly running your company. What mia does instead is make the conflict visible and quantified: ‘this theme is driven 80% by your top 10 ARR accounts, this other theme is 200 free users on Reddit’, so the PM walks into the prioritization meeting with evidence instead of vibes.<\/p>\n<p>The gap you mentioned, between raw feedback and something buildable, is exactly where we live. We just think the last mile of judgment should stay human, at least until the AI has skin in the P&L.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 team. Getting an error at the signup “Access blocked: This app\u2019s request is invalid”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lipkovskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lipkovskiy<\/a> Hi, Ramazan is here. The code we gave is a Stripe discount code rather than a direct access to the portal. Kind Regards<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Been following closely this space as it’s probably a big gap in between Coding Agents and all the data produced by the business. The only thing that is really integrated is the ticketing (e.g linear).<br \/>Whats is your take in the right UX for the long term of the product? More of a self-service insight platform, or more integrated directly into Slack and Coding agents. I’m asking because I think the problem is very genuine but the UX is hard to nail.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/GGYLD2KHOI3A7R\" class=\"app-title\">TrustClaw by Composio<\/a><\/p>\n<div class=\"one-liner\">Self-hosted AI agent that connects 1000+ apps on Vercel<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">134<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TrustClaw \u662f\u4e00\u6b3e\u53ef\u4e00\u952e\u90e8\u7f72\u5728 Vercel \u4e0a\u7684\u81ea\u6258\u7ba1\u5f00\u6e90 AI \u4ee3\u7406\uff0c\u901a\u8fc7 OAuth \u5b89\u5168\u8fde\u63a5 1000+ \u5e94\u7528\uff0c\u652f\u6301\u5b9a\u65f6\u4efb\u52a1\u4e0e Telegram\/\u7f51\u9875\u4ea4\u4e92\uff0c\u89e3\u51b3\u7528\u6237\u5bf9\u4e91\u7aef SaaS \u6cc4\u9732\u4e2a\u4eba\u51ed\u8bc1\u548c\u6570\u636e\u7684\u4fe1\u4efb\u7126\u8651\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6308fb3-15c6-4ddb-bbce-b493d456e098.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb315d19-97ff-485e-88b7-f1173e20403b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2635ed7a-6f2e-41ca-8d33-c0368a42efe9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4e7aa86-92b2-4f6b-bb47-cf053aac158f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f529d2e3-f862-47d7-bb33-19315281f5da.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\/21c19dbe-05ae-4328-a53f-0f3e4dc4298a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/lbZWCK8UJac\"><source src=\"https:\/\/youtu.be\/lbZWCK8UJac\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">OAuth\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">Vercel\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">Telegram\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u5b9a\u65f6\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">MIT\u8bb8\u53ef\u8bc1<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\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\u81ea\u6258\u7ba1\u4e0e OAuth \u6388\u6743\u5e26\u6765\u7684\u4fe1\u4efb\u611f\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728 Vercel Hobby \u8ba1\u5212\u7684\u8fd0\u884c\u65f6\u957f\u9650\u5236\uff08\u51fd\u65705\u5206\u949f\u3001\u5b9a\u65f6\u4efb\u52a1\u6bcf\u5929\u4e00\u6b21\uff09\uff0c\u4ee5\u53ca\u4efb\u52a1\u9519\u8bef\u65f6\u7684\u5ba1\u8ba1\u4e0e\u56de\u6eda\u673a\u5236\u3002\u5c11\u6570\u7528\u6237\u906d\u9047\u90e8\u7f72\u540e\u9875\u9762\u7a7a\u767d\/\u65e0\u54cd\u5e94\u7684\u6280\u672f\u95ee\u9898\uff0c\u53e6\u6709\u8bc4\u8bba\u8ba4\u4e3a\u9879\u76ee\u201c\u6740\u6b7b\u4e86\u4e00\u4e07\u5bb6\u521d\u521b\u516c\u53f8\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 TrustClaw \u7cbe\u51c6\u5730\u8e29\u4e2d\u4e86\u4e00\u4e2a\u654f\u611f\u5730\u5e26\uff1a\u7528\u6237\u65e2\u60f3\u8981 AI \u4ee3\u7406\u7684\u4fbf\u5229\u6027\uff0c\u53c8\u5bf9 SaaS \u6a21\u5f0f\u4e0b\u7684\u6570\u636e\u6240\u6709\u6743\u548c\u51ed\u8bc1\u5b89\u5168\u5fc3\u6709\u4f59\u60b8\u3002\u5b83\u7684\u7b56\u7565\u5f88\u806a\u660e\u2014\u2014\u4e0d\u5f3a\u8c03 AI \u80fd\u529b\u591a\u5f3a\uff08\u5e95\u5c42\u4ecd\u662f Composio \u7684\u5de5\u5177\u94fe\uff09\uff0c\u800c\u5c06\u201c\u4fe1\u4efb\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\uff0c\u901a\u8fc7\u5f00\u6e90\u3001MIT \u8bb8\u53ef\u3001Vercel \u81ea\u6258\u7ba1\u548c OAuth \u6d41\u6765\u6784\u5efa\u6280\u672f\u5c42\u9762\u7684\u5b89\u5168\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u4fe1\u4efb\u5916\u5305\u201d\u800c\u975e\u201c\u5b8c\u7f8e\u5b89\u5168\u201d\u7684\u65b9\u6848\u3002\u6570\u636e\u4e0d\u4ea4\u7ed9 Composio\uff0c\u4f46\u4ea4\u7ed9\u4e86 Vercel\uff1b\u4ee3\u7406\u4e0d\u63a5\u89e6\u539f\u59cb\u51ed\u8bc1\uff0c\u4f46\u83b7\u5f97\u4e86\u6267\u884c\u64cd\u4f5c\u7684\u4e34\u65f6\u4ee4\u724c\uff0c\u4e14\u8fd0\u884c\u5728\u4e91\u670d\u52a1\u5668\u4e0a\u3002\u5bf9\u4e8e\u771f\u6b63\u8ffd\u6c42\u6781\u7aef\u9690\u79c1\u7684\u7528\u6237\uff0c\u8fd9\u79cd\u65b9\u5f0f\u4ecd\u662f\u6298\u8877\u3002\u540c\u65f6\uff0cVercel Hobby \u8ba1\u5212\u7684\u4e25\u82db\u9650\u5236\uff08\u51fd\u6570\u8d85\u65f6\u3001\u4f4e\u9891\u5b9a\u65f6\u4efb\u52a1\uff09\u8ba9\u201c24\/7\u5168\u5929\u5019\u4ee3\u7406\u201d\u7684\u5ba3\u79f0\u6253\u4e86\u6298\u6263\u2014\u2014\u5b83\u66f4\u9002\u5408\u8f7b\u91cf\u7ea7\u3001\u5076\u53d1\u6027\u7684\u81ea\u52a8\u5316\uff0c\u800c\u975e\u8fde\u7eed\u3001\u590d\u6742\u7684\u540e\u53f0\u8fdb\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u89d2\u5ea6\u770b\uff0cTrustClaw \u6ee1\u8db3\u4e86\u201c\u53bb OpenClaw \u75db\u70b9\u201d\u7684\u7a7a\u767d\uff1a\u66f4\u6613\u90e8\u7f72\u3001\u66f4\u5b89\u5168\u7684\u5fc3\u7406\u951a\u70b9\u3002\u4f46\u5b83\u7684\u62a4\u57ce\u6cb3\u4e0d\u6df1\u3002\u4e00\u65e6\u4e3b\u6d41\u73a9\u5bb6\uff08\u5982 OpenAI\uff09\u6216\u4e91\u57fa\u7840\u8bbe\u65bd\u63d0\u4f9b\u5546\uff08\u5982 Vercel \u81ea\u8eab\uff09\u63a8\u51fa\u7c7b\u4f3c\u7684\u4e00\u952e\u81ea\u6258\u7ba1\u4ee3\u7406\uff0c\u5176\u5dee\u5f02\u5316\u4f18\u52bf\u5c06\u8fc5\u901f\u6d88\u5931\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u6210\u4e3a\u4e2a\u4eba AI \u7684\u7ec8\u6781\u5f62\u6001\uff0c\u800c\u5728\u4e8e\u4e3a\u5f00\u53d1\u8005\u793e\u533a\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6781\u4f73\u7684\u53c2\u8003\u8303\u5f0f\uff1a\u5982\u4f55\u7528\u51e0\u884c\u4ee3\u7801\u548c\u4e91\u751f\u6001\uff0c\u5feb\u901f\u6784\u5efa\u4e00\u4e2a\u201c\u770b\u8d77\u6765\u5b89\u5168\u201d\u7684\u79c1\u4eba\u4ee3\u7406\u539f\u578b\u3002\u76ee\u524d\u5b83\u8fd8\u66f4\u50cf\u662f\u6280\u672f\u7231\u597d\u8005\u7684\u70ab\u9177\u73a9\u5177\uff0c\u8ddd\u79bb\u6210\u4e3a\u666e\u901a\u7528\u6237\u7684\u201c\u65e5\u5e38\u7ba1\u5bb6\u201d\u8fd8\u6709\u4e00\u6bb5\u5173\u952e\u7684\u8ddd\u79bb\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\">TrustClaw by Composio<\/span>\n <\/div>\n<div class=\"comment-content\">TrustClaw is a personal AI agent that you can self-host on Vercel with one command. Powered by Composio, it connects to 1000+ apps over OAuth, runs scheduled jobs on its own, and talks to you on the web or Telegram. It is fully open-sourced, MIT-licensed and ready for you to take over.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi there PH. I’m back with another banger launch and this time an open-sourcing project.<\/p>\n<p>A bit of context: I came across TrustClaw on Twitter, before I joined Composio. Every now and then I’d run into a founder who tells me they were using it as their daily driver.<\/p>\n<p>Today Sarah(MTS at Composio and creator of TrustClaw) made it open source on GitHub. It is MIT-licensed, with a CLI that gets you from zero to a working instance in two minutes. The inner founder in me has been twitching about this all week and there’s a real category of people who want their own always-on agent, on their own infra, with their own data, and not a hosted SaaS sitting between them and their accounts. TrustClaw is the cleanest version of that I’ve seen.<\/p>\n<p>Huge shoutout to Sarah who shipped in less than 4hrs and turned this from an idea to what it is today. <\/p>\n<p>Deploy a 24\/7 agent via Vercel that talks to you on Telegram, remembers things, and plugs into ~1000 apps over OAuth via Composio, but didn’t want to ship your tokens to a third party. Clone the repo and build your agent in < 2 mins. Btw OpenClaw but more secure.<\/p>\n<p>Sarah is here to answer any questions. Let us know what you think. All feedback welcome \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, creator of TrustClaw here!<\/p>\n<p>3 months ago<a href=\"https:\/\/openclaw.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> OpenClaw<\/a> had taken the internet by storm and I was immediately inspired to build some way to make it easier for non-technical people (and lazy people like me) to spin up their own personal agent without having to deploy their own docker container or set up<a href=\"https:\/\/docs.openclaw.ai\/tools\/plugin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <em>plugins<\/em><\/a>,<a href=\"https:\/\/docs.openclaw.ai\/tools\/skills\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <em>skills<\/em><\/a>,<a href=\"https:\/\/dashboard.composio.dev\/~\/org\/connect\/clients\/openclaw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <em>MCPs<\/em><\/a>,<a href=\"https:\/\/composio.dev\/cli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <em>CLIs<\/em><\/a><em> <\/em>for all their apps. So I built my own version and launched it and it went viral on X. After months of convincing, I am so excitid to announce today that it is open-source!<\/p>\n<p>The craziest part is you can deploy all this in a single command!<\/p>\n<p>npx @ComposioHQ\/trustclaw deploy<\/p>\n<p>Or, without touching any code at all via our <a href=\"https:\/\/vercel.com\/new\/clone?repository-url=https%3A%2F%2Fgithub.com%2FComposioHQ%2Ftrustclaw&project-name=trustclaw&repository-name=trustclaw&env=BETTER_AUTH_SECRET,COMPOSIO_API_KEY,CRON_SECRET&envDescription=Generate%20BETTER_AUTH_SECRET%20and%20CRON_SECRET%20with%3A%20openssl%20rand%20-base64%2032.%20Get%20a%20free%20COMPOSIO_API_KEY%20at%20https%3A%2F%2Fdashboard.composio.dev%2Flogin%3Fflow%3Ddeveloper&envLink=https%3A%2F%2Fgithub.com%2FComposioHQ%2Ftrustclaw%23environment-variables&products=%5B%7B%22type%22%3A%22integration%22%2C%22integrationSlug%22%3A%22neon%22%2C%22productSlug%22%3A%22neon%22%2C%22protocol%22%3A%22storage%22%7D%2C%7B%22type%22%3A%22integration%22%2C%22integrationSlug%22%3A%22upstash%22%2C%22productSlug%22%3A%22upstash-kv%22%2C%22protocol%22%3A%22storage%22%7D%5D&skippable-integrations=1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Vercel template<\/a>.<\/p>\n<p>When preparing this project for the open-source community, easy deployment was a <strong>MUST<\/strong>. Vercel’s stores (database + redis), cron jobs, AI Gateway, AI SDK covered absolutely everything this project needed. Their ecosystem is incredibly powerful and made this project so easy to get up an running.<\/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>Being able to self host is a big deal for personal agents that have access to my Telegram or Gmail. Having clear audit logs to see exactly what actions were taken while I was \u201casleep\u201d would really help build trust in the system.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there a way I could run this on my laptop? Because I would try a safer version of OpenClaw. I haven\u2019t even tried OpenClaw yet because I think it\u2019s not secure<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@karthikp32 it actually runs on the cloud and the magic behind the \u201ctrust\u201d is it does not have access to a machine at all! that way it can\u2019t access any passwords or credentials stored on your machine.<\/p>\n<p>Here is how it works. To connect an app, say, Gmail, you sign in via OAuth through Composio, and Composio grants your agent access to specific tools. Your agent can invoke only those tools which you\u2019ve authorized and even execute code in a sandbox to perform bulk operations and complex tasks.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One click to deploy is insane, no more excuses to not ship. Can’t wait to see what people build on top of this \ud83d\udc40<\/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\/@shawn_esquivel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawn_esquivel<\/a> Sarah just killed 10,000 startups with this launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The combination of scheduled actions, self hosting, and access to real apps through OAuth makes it easier for people actually building workflows they rely on daily, especially with the added control and privacy that comes from being able to run it yourself. Good job guys.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> thanks. Can’t wait to see what you build using TrustClaw.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>vercel hobby caps functions at 5 minutes and cron jobs only run once a day. for anything beyond basic scheduled tasks that seems like it could hit a wall pretty fast. are most users running this on hobby or does it realistically need vercel pro to be useful day to day<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘doing things while you sleep’ promise is bold! What kind of security guardrails are in place to ensure the AI doesn’t perform unauthorized actions in a production environment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>When the agent performs scheduled actions while you’re asleep, what’s the rollback mechanism if it makes a mistake? Can you audit what it did and undo bulk operations, or is it fire-and-forget once the cron triggers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Setup was super quick & easy using Vercel Single Click deploy but when I started using it I couldn’t get it working and pages were loading blank (tools and no responses). What did I do wrong!? \ud83d\ude41<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">What was the first \u201cthis is unsafe \/ unusable in real life\u201d moment that convinced you the market needed a security-first personal agent (as opposed to just a nicer OpenClaw deployment), and how did you validate that pain beyond your own workflow?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve spent entire weekends trying to set up self-hosted agent stuff and it always falls apart somewhere in the auth flow . the OAuth-through-Composio approach makes sense too, like the agent never actually sees my raw credentials which is the part that always made me nervous. one thing I’m genuinely unsure about though , if I’m on Vercel hobby plan, how long can a single agent task actually run before it just cuts off?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/I5ECKLEPKSQ6Y2\" class=\"app-title\">Standboy<\/a><\/p>\n<div class=\"one-liner\">A Game Boy that wakes up while your agent works<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5d4c\u5165\u7f16\u8f91\u5668\u4fa7\u8fb9\u680f\u7684\u865a\u62dfGame Boy\uff0c\u5728AI\u4ee3\u7406\u5de5\u4f5c\u65f6\u81ea\u52a8\u5524\u9192\u5e76\u8fd0\u884c\u7528\u6237\u81ea\u5907\u7684ROM\u6e38\u620f\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u7b49\u5f85\u4ee3\u7406\u6267\u884c\u4efb\u52a1\u65f6\u7684\u65e0\u804a\u4e0e\u6ce8\u610f\u529b\u6da3\u6563\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e196410-8961-4bd8-9a7c-ec733539d4b1.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\/a002347c-0fb6-45f0-8be4-7031ffa8367d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7f143f0-1978-4915-88b4-6f68a397cdcb.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\">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\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f16\u8f91\u5668\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u6a21\u62df\u5668<\/span><br \/>\n <span class=\"tag\">\u4fa7\u8fb9\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u65e0\u9065\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6000\u65e7<\/span><br \/>\n <span class=\"tag\">\u4f11\u95f2<\/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\u8ba9\u7b49\u5f85\u53d8\u6709\u8da3\u201d\u7684\u521b\u610f\uff0c\u6838\u5fc3\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1\uff09\u5c06\u5f53\u524d\u4e8c\u5143\u72b6\u6001\uff08\u8fd0\u884c\/\u505c\u6b62\uff09\u6269\u5c55\u4e3a\u663e\u793a\u5177\u4f53\u4efb\u52a1\u8fdb\u5ea6\u6216\u7c7b\u578b\uff1b2\uff09\u52a0\u5165\u4ee3\u7406\u8c03\u8bd5\u53cd\u9988\uff08\u5982\u663e\u793a\u5361\u6b7b\u3001\u9650\u6d41\u7b49\u72b6\u6001\uff09\uff1b3\uff09\u589e\u52a0\u4e92\u52a8\u5b66\u4e60\u5143\u7d20\uff0c\u5728\u7b49\u5f85\u95f4\u9699\u5c55\u793a\u6b63\u5728\u6784\u5efa\u7684\u4ee3\u7801\u903b\u8f91\u3002\u591a\u6570\u7528\u6237\u5e0c\u671b\u4fdd\u6301\u79bb\u7ebf\u65e0\u4e91\u4f9d\u8d56\u7279\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 Standboy\u7cbe\u51c6\u6233\u4e2d\u4e86AI\u7f16\u7a0b\u65f6\u4ee3\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u201c\u5269\u4f59\u65f6\u95f4\u201d\u75db\u70b9\uff1a\u5f53\u4eba\u7c7b\u4ece\u7f16\u7801\u8005\u9000\u5316\u4e3a\u4ee3\u7406\u76d1\u7763\u8005\u65f6\uff0c\u7f16\u8f91\u5668\u5185\u7684\u7a7a\u95f2\u65f6\u95f4\u53d8\u5f97\u6f2b\u957f\u4e14\u53cd\u4eba\u6027\u3002\u4ea7\u54c1\u7528\u6781\u4f4e\u6210\u672c\uff08\u5f00\u6e90\u3001\u65e0\u9065\u6d4b\u3001\u672c\u5730ROM\uff09\u5b9e\u73b0\u4e86\u9ad8\u60c5\u7eea\u4ef7\u503c\u2014\u2014\u8ba9\u7b49\u5f85\u4ece\u7126\u8651\u8f6c\u4e3a\u6109\u60a6\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u89e3\u51b3**\u5fc3\u7406\u5e26\u5bbd\u7684\u518d\u5206\u914d**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u7684\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\uff1a\u5f53\u524d\u4ec5\u662f\u201c\u4e8c\u5143\u72b6\u6001\u7684\u5a31\u4e50\u5316\u5305\u88c5\u201d\uff0c\u65e2\u672a\u8fde\u63a5\u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u72b6\u6001\uff0c\u4e5f\u65e0\u6cd5\u53cd\u54fa\u5de5\u4f5c\u6d41\u3002\u8bc4\u8bba\u4e2d\u591a\u6570\u5efa\u8bbe\u6027\u5efa\u8bae\uff08\u4efb\u52a1\u53ef\u89c6\u5316\u3001\u8c03\u8bd5\u53cd\u9988\u3001\u5b66\u4e60\u578b\u4e92\u52a8\uff09\u90fd\u6307\u5411\u4e00\u4e2a\u4e8b\u5b9e\u2014\u2014\u5355\u7eaf\u5a31\u4e50\u662f\u5bf9\u201c\u7b49\u5f85\u65f6\u95f4\u201d\u7684\u6d6a\u8d39\uff0c\u800c\u975e\u589e\u503c\u3002\u66f4\u5177\u7ade\u4e89\u529b\u7684\u6f14\u8fdb\u65b9\u5411\u5e94\u662f\uff1a\u5c06Game Boy\u7684\u5c4f\u5e55\u53d8\u4e3a\u4ee3\u7406\u5de5\u4f5c\u7684\u201c\u72b6\u6001\u4eea\u8868\u76d8\u201d\uff0c\u6bd4\u5982\u7528\u50cf\u7d20\u753b\u5c55\u793a\u5b9e\u65f6\u4ee3\u7801\u53d8\u66f4\u3001\u6d4b\u8bd5\u8fdb\u5ea6\u6216\u5361\u70b9\u7c7b\u578b\uff0c\u751a\u81f3\u5141\u8bb8\u7528\u6237\u5728\u6e38\u620f\u4e2d\u201c\u89e6\u53d1\u201d\u4e00\u4e2a\u91cd\u8bd5\u6216\u786e\u8ba4\u52a8\u4f5c\uff0c\u4ece\u800c\u628a\u88ab\u52a8\u5a31\u4e50\u53d8\u6210\u4e3b\u52a8\u7ba1\u63a7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u8be5\u4ea7\u54c1\u7684\u53ef\u6301\u7eed\u6027\u5b58\u7591\u3002\u5e26ROM\u7684\u6e38\u620f\u6a21\u62df\u5668\u9762\u4e34\u7248\u6743\u7070\u8272\u5730\u5e26\uff08\u7528\u6237\u81ea\u5907ROM\u867d\u89c4\u907f\u4e86\u76f4\u63a5\u4fb5\u6743\uff0c\u4f46\u6574\u4f53\u4f53\u9a8c\u4f9d\u8d56\u76d7\u7248\u751f\u6001\uff09\uff0c\u4e14\u201c\u5728\u7f16\u8f91\u5668\u4e2d\u73a9\u6e38\u620f\u201d\u6781\u6613\u6ca6\u4e3a\u8c03\u8bd5\u65f6\u7684\u5e72\u6270\u6e90\u3002\u771f\u6b63\u7684\u957f\u671f\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u201c\u6e38\u620f\u201d\u672c\u8eab\uff0c\u800c\u5728\u201c\u5d4c\u5165\u5f0f\u72b6\u6001\u53cd\u9988\u201d\u7684\u6a21\u5f0f\u2014\u2014\u672a\u6765\u53ef\u590d\u7528\u6846\u67b6\uff0c\u5c06\u6000\u65e7\u50cf\u7d20\u5c4f\u5e55\u66ff\u6362\u4e3a\u5176\u4ed6\u5fae\u4ea4\u4e92\u5f62\u5f0f\uff08\u5982\u58a8\u6c34\u5c4f\u5f85\u529e\u3001\u590d\u53e4\u8dd1\u9a6c\u706f\u8c03\u8bd5\u65e5\u5fd7\uff09\uff0c\u8fd9\u624d\u662f\u7ec6\u5206\u573a\u666f\u7684\u771f\u6b63\u62a4\u57ce\u6cb3\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\">Standboy<\/span>\n <\/div>\n<div class=\"comment-content\">A Game Boy in your editor sidebar that wakes up while your AI agent works and tucks away when it stops.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi all! Michael here.<\/p>\n<p>AI agents do most of the typing now, which means longer waiting minutes that could be more fun. So I built Standboy, a little Game Boy that lives in your editor sidebar, wakes up when your agent starts working, and tucks himself away when it stops.<\/p>\n<p>Bring your own ROMs (GB, GBC, GBA all work), saves live in a folder you control.<br \/>\nFree, MIT, no telemetry, just a fun thing.<\/p>\n<p>What would you play while your agent works?<\/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\/@mfbz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mfbz<\/a> Congrats on the launch. Does SuperContra go with deep work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Game Boy as ambient indicator that an agent is running async is a fun design call. Curious about the specific signal: is it binary (something is running, nothing is running), or is the screen actually communicating which agent, which task, how far along? <\/p>\n<\/p>\n<p>The visualization choice seems load-bearing to me, because “your agent is doing something” is much less useful in practice than “your agent is on step 3 of the migration and waiting for your token approval.” Which side did you land on, and why?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shanegrant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shanegrant<\/a> thank you for the interesting questions.<\/p>\n<ul>\n<li>\n<p>yes actually it attach to your Claude code or Cursor agents hooks in order to determine wether to show or not so it’s kind of binary at the moment<\/p>\n<\/li>\n<li>\n<p>i wanted to create something that keeps you in the editor while your agent is running. now it’s playing a Game Boy, but it could be something else, the core idea is to keep you in the loop while the agent is doing the work<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a fun way to solve the silent agent problem. Sometimes I am not sure whether my script is stuck or just thinking. Having an interactive agent that shows its state or mood makes it much clearer whether it is actually working or not. Beyond the aesthetic side, does it provide any real debugging feedback if the agent hits a loop, a rate limit, or a code issue that it is unable to solve?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ritikgupta_01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritikgupta_01<\/a> no, right now it opens a Game Boy where you can play your favorite games while you agent works so that you won’t leave the editor. that’s a cool idea tho, i was thinking of having some other “mode” instead of just playing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Lowkey feels like Standboy could evolve into something really cool.<br \/>\nInstead of only playing idle games while the agent works, it could also add tiny interactive moments that teach users what\u2019s being built in real time.<\/div>\n<div class=\"comment-actions\">\n<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\/@kr1v\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kr1v<\/a> definitely, nice idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kr1v\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kr1v<\/a> It could also run ads for that matter <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a clever visual cue for ‘deep work.’ Does the Standboy character have different animations based on the <em>type<\/em> of task the agent is currently performing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> no, but that’s a good idea! what were you thinking? like when the agent is using some tools it can show itself working? that’s funny<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gotta love the solution. Brings back the memories of the good old days. \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tim_350life\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_350life<\/a> yes! imagine when you were a kid playing the Game Boy, who’ll ever thought you’ll do the same when your agent works?! incredible times<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Tamagotchi that you have to keep alive next? \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivan_sem\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivan_sem<\/a> you feed it on agent tools usage and you let it rest on thinking mmm<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is the kind of thing that sounds dumb for 5 seconds and then you realize people will genuinely keep it installed for months<\/p>\n<p>also feels like a very \u201ccurrent era\u201d product. humans becoming supervisors for agents means idle time inside editors is suddenly a real UX problem and this weirdly addresses it better than productivity tools do<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhiram5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhiram5<\/a> exactly! i mean, you can run 10 other parallel agents but to stay focused on what you are doing and avoid too much context switching that’s 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>The saves live in a folder you control part is what got me \u2014 no cloud dependency<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> yes, the idea is that you can export them and store them wherever you want, so you won\u2019t lose your progress<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 cool to see us launching on the same day. Loved the product and the execution looks great. Sending support from one maker to another would love to support each other \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@erenasiroglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erenasiroglu<\/a> Thank you and congratz Eren, what did you launch? i’m curious to check it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/VLZHNVQ5ALUQP3\" class=\"app-title\">Cline SDK<\/a><\/p>\n<div class=\"one-liner\">Build coding agents with a plugin-based open-source runtime<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cline SDK \u662f\u4e00\u6b3e\u57fa\u4e8e\u63d2\u4ef6\u7684\u5f00\u6e90TypeScript\u4ee3\u7406\u8fd0\u884c\u65f6\uff0c\u4e13\u4e3a\u5f00\u53d1\u8005\u5728VS Code\u3001CLI\u3001\u684c\u9762\u5e94\u7528\u7b49\u4e0d\u540c\u754c\u9762\u4e2d\u6784\u5efa\u53ef\u79fb\u690d\u3001\u53ef\u6301\u4e45\u5316\u7684\u7f16\u7801\u4ee3\u7406\u6216AI\u5de5\u5177\u800c\u8bbe\u8ba1\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e45b3b79-211a-45fe-bc63-a5cc0342648c.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\/0bf8b4cc-fd96-489c-886c-f0a000d72857.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/027dd623-889a-4c4b-b17b-69e3c224e287.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\/91fac7d3-dee2-4bc6-a023-f19f33ecd67d.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\/5e5cdf59-8599-4bcb-8ee4-aff4d2b149ca.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/IlaGN-UFxX8\"><source src=\"https:\/\/youtu.be\/IlaGN-UFxX8\" 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\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Agent\u8fd0\u884c\u65f6<\/span><br \/>\n <span class=\"tag\">TypeScript<\/span><br \/>\n <span class=\"tag\">\u63d2\u4ef6\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">MCP\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u68c0\u67e5\u70b9<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53efCline\u56e2\u961f\u5c06\u5176\u5185\u90e8\u8fd0\u884c\u65f6\u7684\u5f00\u6e90\u884c\u4e3a\uff0c\u8ba4\u4e3a\u8fd9\u6bd4\u4e13\u95e8\u4e3a\u53d1\u5e03\u800c\u6784\u5efa\u7684\u6846\u67b6\u66f4\u6709\u53ef\u4fe1\u5ea6\uff1b\u4e00\u4f4d\u5f00\u53d1\u8005\u8868\u793a\u5df2\u5c06\u591a\u4e2a\u5185\u90e8\u4ee3\u7406\u5207\u6362\u5230\u65b0SDK\uff0c\u4f53\u9a8c\u826f\u597d\u3002\u53e6\u6709\u7528\u6237\u5173\u6ce8\u63d2\u4ef6\u7684\u6545\u969c\u9694\u79bb\u80fd\u529b\uff0c\u8be2\u95eebuggy\u5de5\u5177\u5d29\u6e83\u65f6\u662f\u5426\u4f1a\u8fde\u5e26\u6574\u4e2a\u4ee3\u7406\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 Cline SDK\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5b83\u62e5\u6709\u6f02\u4eae\u7684\u57fa\u51c6\u6d4b\u8bd5\u6570\u5b57\uff0c\u800c\u5728\u4e8e\u5b83\u5c1d\u8bd5\u89e3\u51b3\u5f53\u524dAI\u7f16\u7801\u4ee3\u7406\u9886\u57df\u7684\u4e00\u4e2a\u6839\u672c\u6027\u7ed3\u6784\u7f3a\u9677\u2014\u2014\u8fd0\u884c\u65f6\u4e0e\u4ea7\u54c1\u754c\u9762\u7684\u201c\u786c\u8026\u5408\u201d\u3002\u65e0\u8bba\u4ece\u8bc4\u8bba\u4e2d\u8fd8\u662f\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\uff0c\u90fd\u80fd\u6e05\u6670\u770b\u5230\u8fd9\u4e00\u75db\u70b9\uff1a\u5927\u91cf\u7684\u4ee3\u7406\u6846\u67b6\u5728VS Code\u7b49\u7279\u5b9a\u73af\u5883\u4e2d\u751f\u957f\uff0c\u5176\u8fd0\u884c\u903b\u8f91\u4e0eUI\u5c42\u7ea0\u7f20\u4e0d\u6e05\uff0c\u5bfc\u81f4\u8fc1\u79fb\u3001\u6269\u5c55\u548c\u72b6\u6001\u6301\u4e45\u5316\u6210\u4e3a\u5669\u68a6\u3002\n <\/p>\n<p class=\"ai-content\">\n Cline\u7684\u5f00\u6e90\u4e3e\u52a8\uff0c\u5b9e\u9645\u4e0a\u662f\u5c06\u5176\u8d56\u4ee5\u6210\u540d\u7684\u5185\u90e8\u67b6\u6784\u8fdb\u884c\u4e86\u4e00\u6b21\u201c\u5916\u79d1\u624b\u672f\u5f0f\u201d\u7684\u89e3\u8026\uff1a\u5c06\u65e0\u72b6\u6001\u7684\u6838\u5fc3\u4ee3\u7406\u5faa\u73af\u4e0e\u6709\u72b6\u6001\u8fd0\u884c\u65f6\u5c42\u5206\u79bb\u3002\u8fd9\u4e00\u8bbe\u8ba1\u76f4\u63a5\u5e26\u6765\u4e86\u4e24\u4e2a\u5173\u952e\u4f18\u52bf\uff1a\u4e00\u662f\u201c\u4f1a\u8bdd\u53ef\u8fc1\u79fb\u6027\u201d\uff0c\u5373\u4ee3\u7406\u7684\u5de5\u4f5c\u6d41\u4e0d\u518d\u88ab\u9501\u5b9a\u5728\u67d0\u4e2a\u7f16\u8f91\u5668\u6216\u7ec8\u7aef\u5185\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5728Slack bot\u3001CLI\u751a\u81f3\u684c\u9762\u5e94\u7528\u4e2d\u65e0\u7f1d\u590d\u7528\u540c\u4e00\u5957\u903b\u8f91\uff1b\u4e8c\u662f\u201c\u6545\u969c\u5f39\u6027\u201d\uff0c\u901a\u8fc7\u539f\u751f\u5b50\u4ee3\u7406\u548c\u68c0\u67e5\u70b9\u673a\u5236\uff0c\u5b83\u5141\u8bb8\u590d\u6742\u4efb\u52a1\u88ab\u62c6\u89e3\u5e76\u5728\u975e\u7406\u60f3\u72b6\u6001\u4e0b\u91cd\u542f\uff0c\u800c\u975e\u4e00\u6b21\u6027\u7684\u8106\u6027\u6267\u884c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u63d2\u4ef6\u6545\u969c\u9694\u79bb\u201d\u7684\u5c16\u9510\u63d0\u95ee\u70b9\u51fa\u4e86\u6838\u5fc3\u98ce\u9669\u2014\u2014\u63d2\u4ef6\u751f\u6001\u7684\u9c81\u68d2\u6027\u3002Cline\u7684Plugin\u67b6\u6784\u867d\u7136\u901a\u8fc7\u751f\u547d\u5468\u671f\u94a9\u5b50\u548c\u5de5\u5177\u6ce8\u518c\u63d0\u4f9b\u4e86\u6269\u5c55\u6027\uff0c\u4f46\u5e76\u672a\u660e\u786e\u627f\u8bfa\u6c99\u7bb1\u9694\u79bb\u3002\u4e00\u65e6\u6709\u7b2c\u4e09\u65b9\u63d2\u4ef6\u5305\u542b\u5185\u5b58\u6cc4\u6f0f\u6216\u65e0\u9650\u5faa\u73af\uff0c\u6574\u4e2a\u201c\u53ef\u79fb\u690d\u201d\u7684\u9ec4\u91d1\u4fdd\u8bc1\u5c31\u4f1a\u77ac\u95f4\u5d29\u584c\u3002\u5982\u679cCline\u4e0d\u80fd\u50cf\u6210\u719f\u7684\u8fd0\u884c\u65f6\uff08\u5982Deno\u6216Cloudflare Workers\uff09\u90a3\u6837\u63d0\u4f9b\u4e25\u683c\u7684\u6743\u9650\u548c\u8d44\u6e90\u9694\u79bb\uff0c\u5176\u201c\u751f\u4ea7\u7ea7\u201d\u5b9a\u4f4d\u5c06\u505c\u7559\u5728\u6982\u5ff5\u9a8c\u8bc1\u5c42\u9762\uff0c\u96be\u4ee5\u627f\u8f7d\u9ad8\u8d1f\u8f7d\u7684\u5185\u90e8\u5de5\u5177\u94fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u201c\u63d0\u4f9b\u8005\u65e0\u5173\u201d\u7684\u6a21\u578b\u5207\u6362\u867d\u7136\u4fbf\u5229\uff0c\u4f46\u4e5f\u610f\u5473\u7740Cline\u5fc5\u987b\u6301\u7eed\u9002\u914d\u5404\u5927\u6a21\u578bAPI\u7684\u9891\u7e41\u8fed\u4ee3\uff0c\u8fd9\u5c06\u5e26\u6765\u5de8\u989d\u7684\u7ef4\u62a4\u6210\u672c\u3002\u82e5\u56e2\u961f\u8d44\u6e90\u4e0d\u8db3\u4ee5\u5feb\u901f\u8ddf\u8fdb\uff0c\u8fd9\u4efd\u201c\u4fbf\u5229\u6027\u201d\u968f\u65f6\u53ef\u80fd\u53d8\u6210\u201c\u517c\u5bb9\u6027\u9677\u9631\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cCline SDK\u5728\u67b6\u6784\u7406\u5ff5\u4e0a\u662f\u9886\u5148\u7684\u2014\u2014\u628a\u201c\u4ee3\u7406\u8fd0\u884c\u65f6\u201d\u4ece\u201c\u4ee3\u7406\u4ea7\u54c1\u201d\u4e2d\u5265\u79bb\u51fa\u6765\uff0c\u8fd9\u4e3aAI\u5de5\u7a0b\u5316\u63d0\u4f9b\u4e86\u66f4\u6e05\u6670\u7684\u62bd\u8c61\u5c42\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u6700\u521d\u6709\u591a\u5c11\u597d\u8bc4\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u63d2\u4ef6\u751f\u6001\u7684\u6c99\u76d2\u5316\u3001\u957f\u671f\u4efb\u52a1\u7684\u72b6\u6001\u4e00\u81f4\u6027\u4ee5\u53ca\u591a\u6a21\u578b\u9002\u914d\u7684\u53ca\u65f6\u6027\u8fd9\u4e09\u4e2a\u786c\u6838\u5de5\u7a0b\u95ee\u9898\u4e0a\u4ea4\u51fa\u7b54\u5377\u3002\u76f8\u6bd4\u4e8e\u90a3\u4e9b\u5305\u88c5\u7cbe\u7f8e\u7684AI\u7f16\u6392\u6846\u67b6\uff0cCline\u66f4\u50cf\u4e00\u628a\u4e3a\u4e13\u4e1a\u5de5\u5320\u51c6\u5907\u7684\u3001\u9700\u8981\u81ea\u5df1\u6253\u78e8\u7684\u8d81\u624b\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Cline SDK<\/span>\n <\/div>\n<div class=\"comment-content\">Cline SDK is an open-source TypeScript agent runtime with plugin architecture, native subagents, MCP support, checkpointing, cron jobs, and web fetch. For developers building custom coding agents or CLI tools.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cline just open-sourced the agent runtime that powers one of the most-used coding agents in the world.<\/p>\n<\/p>\n<p><strong>What it is<\/strong>: <a href=\"https:\/\/www.producthunt.com\/@cline\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cline<\/a>\/sdk is a TypeScript agent runtime with a plugin architecture, designed to be embedded in any surface VS Code extensions, CLIs, desktop apps, Slack bots, or whatever you’re building.<\/p>\n<\/p>\n<p>The problem with most agent frameworks is that the loop gets glued to the product surface. Cline had this same issue: the agent grew inside the VS Code extension, and eventually the runtime and the IDE wrapper were inseparable. The SDK is the result of pulling those two things apart: a stateless, reusable loop at the core, with a stateful runtime layer on top of it.<\/p>\n<\/p>\n<p><strong>What makes it different<\/strong>: most coding agent runtimes aren’t actually portable. They’re designed to run inside one product. Cline SDK is explicitly built so sessions can move across surfaces, long-running work survives UI restarts, and the agent loop stays stateless regardless of where it’s running. The plugin layer lets teams add domain-specific tools and observe lifecycle events without forking the runtime.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Plugin architecture for registering tools, lifecycle hooks, and agent rules<\/p>\n<\/li>\n<li>\n<p>Native subagents and multi-agent teams with built-in handoff and orchestration<\/p>\n<\/li>\n<li>\n<p>Checkpointing, scheduled cron jobs, web fetch, and MCP connectors out of the box<\/p>\n<\/li>\n<li>\n<p>Provider-agnostic: Anthropic, OpenAI, Google, AWS Bedrock, Mistral, LiteLLM, and OpenAI-compatible endpoints<\/p>\n<\/li>\n<li>\n<p>Example apps included: Slack bot, VS Code extension, desktop app<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>:<\/p>\n<ul>\n<li>\n<p>Embed a production-grade agent loop without building the harness yourself<\/p>\n<\/li>\n<li>\n<p>Swap models and providers via config, not code rewrites<\/p>\n<\/li>\n<li>\n<p>Multi-agent workflows without a separate orchestration layer<\/p>\n<\/li>\n<li>\n<p>Start small with individual packages, add the stateful runtime only when you need it<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it’s for<\/strong>: TypeScript developers building coding agents, internal dev tooling, or AI-powered CLI applications who want a stable, extensible runtime rather than a prompt wrapper.<\/p>\n<\/p>\n<p>The benchmark numbers on Terminal-Bench 2.0 will get attention, but what actually matters here is that Cline is releasing the same runtime they use internally as an open package. That’s a different kind of credibility than a framework built specifically for public release. <\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly Kudos to the Cline team. I have been switching many internal agents over to the new SDK and it has been great! \ud83e\udee1\ud83d\udc4f\ud83c\udffb\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andres_girault\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andres_girault<\/a> Love to hear that! The Cline SDK + skill lets you build agentic products in seconds, it’s so much fun \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>Plugin-based runtimes live or die on fault isolation. If a buggy tool crashes mid-session, does it kill the whole agent or is each plugin sandboxed? That’s were most SDKs get sloppy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MCRIHCQAUJOD6Q\" class=\"app-title\">Relay<\/a><\/p>\n<div class=\"one-liner\">Stop repeating yourself to every AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Relay\u662f\u4e00\u6b3eAI\u4e0a\u4e0b\u6587\u5171\u4eab\u5de5\u5177\uff0c\u901a\u8fc7\u5728\u6d4f\u89c8\u5668\u6269\u5c55\u548cMCP\u534f\u8bae\u652f\u6301\u4e0b\uff0c\u8ba9\u7528\u6237\u5728\u4e0d\u540cAI\u804a\u5929\u5de5\u5177\uff08ChatGPT\u3001Claude\u3001Gemini\u7b49\uff09\u548cIDE\u4ee3\u7406\u95f4\u81ea\u52a8\u540c\u6b65\u9879\u76ee\u7b80\u62a5\uff0c\u544a\u522b\u53cd\u590d\u7c98\u8d34\u4e0a\u4e0b\u6587\u7684\u5386\u53f2\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d9f91abd-7620-4561-b172-76215116c1e5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/15aqzManX-0?si=8A2lkFPHc5QBXeR4\"><source src=\"https:\/\/youtu.be\/15aqzManX-0?si=8A2lkFPHc5QBXeR4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/215b85ce-3e9e-4bbf-b7fb-4d3b6673e28b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c49a89bb-67f0-42be-bc48-cf774da43a83.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a41dc93b-a9c8-4182-8ae1-0fc8f282db13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ea487a2-ddeb-4ca9-9924-9cedb1cbd36b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/537639ee-8ef8-47a8-8b0c-a373242dea3d.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\">Chrome Extensions<\/span><br \/>\n <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\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u8bb0\u5fc6\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u8de8\u5de5\u5177\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u6548\u7387<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u75db\u70b9\u9ad8\u5ea6\u5171\u9e23\uff08\u5207\u6362AI\u5de5\u5177\u9700\u91cd\u590d\u89e3\u91ca\u5806\u6808\u3001\u67b6\u6784\u7b49\uff09\u3002\u6838\u5fc3\u53cd\u9988\uff1a1. \u9700\u6301\u4e45\u5316\u5806\u6808\u3001\u5f53\u524d\u51b2\u523a\u76ee\u6807\u3001\u5173\u952e\u67b6\u6784\u51b3\u7b56\u7b49\uff0c\u9057\u5fd8\u968f\u673a\u8c03\u8bd5\u548c\u4e00\u6b21\u6027\u95ee\u9898\uff1b2. \u5173\u6ce8\u4e0a\u4e0b\u6587\u5982\u4f55\u907f\u514d\u8fc7\u65f6\/\u77db\u76fe\uff0c\u521b\u59cb\u4eba\u56de\u5e94\u5c06\u652f\u6301\u53ef\u68c0\u89c6\u548c\u66f4\u65b0\uff1b3. \u4e0e\u624b\u52a8\u7ef4\u62a4Markdown\u6587\u4ef6\u65b9\u6848\u7684\u5dee\u5f02\u5316\u5728\u4e8e\u8de8\u5de5\u5177\u540c\u6b65\u548c\u964d\u4f4e\u7ef4\u62a4\u95e8\u69db\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 Relay\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u9ad8\u9891\u7684\u201cAI\u6469\u64e6\u201d\u75db\u70b9\uff1a\u5f53AI\u5de5\u5177\u4ece\u5355\u70b9\u53d8\u6210\u5de5\u4f5c\u6d41\u77e9\u9635\u65f6\uff0c\u788e\u7247\u5316\u4e0a\u4e0b\u6587\u5df2\u6210\u4e3a\u663e\u6027\u751f\u4ea7\u529b\u6740\u624b\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u4e3a\u201c\u4eba-\u591aAI\u201d\u534f\u4f5c\u642d\u5efa\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u8bed\u4e49\u4f20\u8f93\u5c42\uff0c\u5176\u521b\u65b0\u4e0d\u5728\u4e8e\u6280\u672f\u590d\u6742\u5ea6\uff08Chrome\u6269\u5c55+MCP\u534f\u8bae\uff09\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u975e\u7ed3\u6784\u5316\u8bb0\u5fc6\u201d\u7684\u4ea7\u54c1\u5316\u5c01\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u4ea7\u54c1\u9762\u4e34\u4e24\u5927\u6838\u5fc3\u6311\u6218\uff1a\u7b2c\u4e00\uff0c\u8bb0\u5fc6\u7684\u8fb9\u754c\u7ba1\u7406\u3002\u5982\u4f55\u667a\u80fd\u533a\u5206\u201c\u503c\u5f97\u6301\u4e45\u5316\u7684\u9879\u76ee\u77e5\u8bc6\u201d\u4e0e\u201c\u4e00\u6b21\u6027\u7684\u5bf9\u8bdd\u5783\u573e\u201d\uff1f\u82e5\u5168\u91cf\u540c\u6b65\uff0c\u4f1a\u8fc5\u901f\u6ca6\u4e3a\u566a\u97f3\u5806\u780c\uff1b\u82e5\u8fc7\u6ee4\u4e0d\u5f53\uff0c\u7528\u6237\u4fe1\u4efb\u611f\u5c06\u5d29\u584c\u3002\u521b\u59cb\u4eba\u867d\u8868\u793a\u201c\u4e0d\u662f\u53ea\u8ffd\u52a0\u7684\u65e5\u5fd7\u201d\uff0c\u4f46\u5177\u4f53\u5982\u4f55\u5b9e\u73b0\u201c\u53ef\u68c0\u89c6\u3001\u53ef\u8986\u76d6\u3001\u81ea\u52a8\u8fc7\u671f\u201d\u7684\u667a\u80fd\u7b80\u53f2\uff0c\u4ecd\u7f3a\u7ec6\u8282\u3002\u7b2c\u4e8c\uff0c\u8de8\u5de5\u5177\u4e00\u81f4\u6027\u4e0e\u7248\u672c\u51b2\u7a81\u3002\u5f53ChatGPT\u3001Cursor\u3001Claude Code\u540c\u65f6\u8bfb\u5199\u540c\u4e00\u4efd\u7b80\u62a5\uff0c\u4e89\u7528\u6216\u8986\u76d6\u903b\u8f91\u5982\u4f55\u5904\u7406\uff1f\u8fd9\u662f\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e00\u81f4\u6027\u95ee\u9898\u5728\u4ea7\u54c1\u5c42\u7684\u6295\u5c04\uff0c\u5de5\u7a0b\u96be\u5ea6\u8fdc\u9ad8\u4e8e\u4e00\u4e2a\u7b80\u6613\u540c\u6b65\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n Relay\u7684\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u505a\u4e00\u4e2a\u201c\u66f4\u597d\u7684\u7c98\u8d34\u677f\u201d\uff0c\u800c\u5728\u4e8e\u5b9a\u4e49\u4e00\u79cd\u65b0\u7684\u8ba1\u7b97\u539f\u8bed\uff1aAI\u534f\u4f5c\u4e2d\u7684\u6301\u4e45\u5316\u5de5\u4f5c\u8bb0\u5fc6\u3002\u4f46\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u662f\u201c\u7ed9\u5065\u5fd8\u7684AI\u4eec\u5f00\u4e86\u4e00\u573a\u540c\u6b65\u4f1a\u8bae\u201d\uff0c\u800c\u975e\u771f\u6b63\u806a\u660e\u5730\u7406\u89e3\u9879\u76ee\u6f14\u8fdb\u3002\u5bf9\u4e8e\u91cd\u5ea6\u591a\u5de5\u5177\u7528\u6237\uff0c\u503c\u5f97\u4e00\u8bd5\uff1b\u4f46\u82e5\u60f3\u6210\u4e3a\u521a\u9700\uff0cRelay\u9700\u8981\u4ece\u201c\u4e00\u4e2a\u88ab\u52a8\u7684\u8bb0\u5fc6\u7ba1\u9053\u201d\u8fdb\u5316\u4e3a\u201c\u4e00\u4e2a\u6709\u5224\u65ad\u529b\u7684\u9879\u76ee\u534f\u4f5c\u8005\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Relay<\/span>\n <\/div>\n<div class=\"comment-content\">\u274c Every time you open a new AI chat, you paste the same context all over again \u2014 your stack, decisions, constraints, where you left off \ud83d\udee0\ufe0f Relay fixes this. It captures what matters from your AI chats and keeps a living project brief ready. One click injects your full context into any fresh conversation \ud83e\uddbe Via MCP, your IDE agents (Cursor, Claude Code, Windsurf, Codex, etc.) read and write the same brief, synced automatically Works with: ChatGPT, Claude, Gemini, Grok, and more. Free to start<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt! I\u2019m Alimkhan, a solo founder from Kazakhstan, building Relay.<\/p>\n<p>The pain: I bounce between Claude, ChatGPT, Perplexity, Gemini and their agentic cli tools in the same day. Every time I switch tabs or start a new chat, they forget what I\u2019m building, and what already changed. I was often copy\u2011pasting the same project brief just to get back to where we left off.<\/p>\n<p>So I built Relay, a shared project brief that follows you across AI tools.<\/p>\n<p>With Relay you can:<br \/>\n\u2022 \ud83e\udde0 Keep a living brief for each project that updates as you chat<br \/>\n\u2022 \u26a1 Inject that brief into any new conversation with one click, so the AI starts \u201calready caught up\u201d<br \/>\n\u2022 \ud83c\udf10 Use the same context across ChatGPT, Claude, Gemini, Perplexity, Grok and more<br \/>\n\u2022 \ud83d\udc68\u200d\ud83d\udcbb For devs: use the MCP integration so IDE\/CLI agents (Cursor, Claude Code, Codex, etc.) read and write to the same brief as your browser chats<\/p>\n<p>Relay\u2019s Chrome Web Store extension was just approved and this is still early – I\u2019m shipping fast and would love your feedback.<\/p>\n<p>\ud83d\udca1 A couple questions for you:<br \/>\n\u2022 When you switch between AI tools, what actually needs to persist vs what should be forgotten?<br \/>\n\u2022 If Relay could reliably remember 3\u20135 things about your current project, what would you pick first?<\/p>\n<p>\ud83d\ude4c I\u2019ll be in the comments all day, would love to hear how you currently handle context across tools and what you\u2019d want Relay to do better.<\/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\/@alimkhan_y\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alimkhan_y<\/a> for me, what should persist: stack + versions, current sprint goal, key architectural decisions plus the ones we rejected, naming conventions, last ‘state of play’. what should be forgotten: random debugging tangents, throwaway one-off questions, anything we reverted. the brief should feel like a living readme, not a chat log.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 pain is real \u2014 every new Claude\/GPT\/Cursor session starts from zero and you spend the first 5 minutes re-explaining your stack. A shared context layer that just follows you across tools is the right fix. What happens when context gets stale or contradictory \u2014 does Relay surface that, or does it trust whatever was saved last?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dmitrii_volosatov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitrii_volosatov<\/a> Great question. Relay does not blindly trust every saved note forever. The idea is to keep context inspectable and updateable: agents can recall what was saved, then overwrite, supersede, or clean up stale context as the project changes. We\u2019re leaning hard into \u201cliving context,\u201d not an append-only memory dump.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Goated idea, real problem i’ve been suffering from myself. Building in the same space, tried their product and LOVED it. Congrats on the launch guys! 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\/@igor_martinyuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igor_martinyuk<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is painfully relatable. I run a 3 person startup and we use Claude, Claude Code, and ChatGPT across the team. the context re-pasting is real. Solo founder from Kazakhstan building this is impressive too. Good luck today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tjclayton\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tjclayton<\/a> Thank you TJ, really appreciate it. That cross-tool context re-pasting is exactly the pain Relay is trying to remove.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Yeah, it\u2019s a huge pain point actually, it\u2019s great to see a solopreneur trying to fix this problem. Wishing you a great luck!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikita_naumov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikita_naumov<\/a> Thank you Nick, really appreciate the support. That pain point is exactly why I started building Relay.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@alimkhan_y\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alimkhan_y\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alimkhan_y<\/a> Congrats, every day I have this challenge, but I solve it by keeping a clean set of md files in my repos and always instructing the agents to keep them updated (e.g. build plan, architecture, progress, audit, summary, etc.). I was curious to know how it would be different from that and what would be the added value\/benefit here? <\/p>\n<p>Btw, very cool product and love the website!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Thank you, and that markdown-file workflow is exactly the closest manual workaround today. The difference is that Relay makes it shared across tools, searchable\/recallable by the agent, and easier to keep focused on durable project state rather than a pile of files that every agent has to be re-taught to read and maintain. The added value is less ceremony and fewer stale docs while still keeping the context inspectable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ‘stop repeating yourself’ pitch hits home. Does Relay sync your context across different LLM interfaces (like ChatGPT and Claude) simultaneously?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Yes, that\u2019s the goal. Relay gives different AI clients a shared project memory layer, so Claude, ChatGPT\/Codex, Cursor, etc. can pick up the same brief, decisions, tasks, and project context instead of each starting cold.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MJ6WISDZZZ7ZWE\" class=\"app-title\">Sleek Analytics v3<\/a><\/p>\n<div class=\"one-liner\">A simple Google Analytics alternative for the modern web.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div 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src=\"https:\/\/ph-files.imgix.net\/c5a1349b-24ce-45df-95db-d6ad8abe5547.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1fa8c00c-bb8c-45bb-b4a5-bbb092278afc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be45a999-abe7-499e-b6c6-6da0e4082cd4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71e3e7c9-a7d4-4146-b7b3-bea265cf91c5.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\/d7825eeb-5e5a-4965-9319-e1331193c267.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=oDcOstC4EUY\"><source src=\"https:\/\/www.youtube.com\/watch?v=oDcOstC4EUY\" 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\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u7ad9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Google Analytics\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u65e0Cookie\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u884c\u4e3a<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">Telegram\u901a\u77e5<\/span><br \/>\n <span class=\"tag\">Vercel\u90e8\u7f72<\/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\u6781\u7b80UI\u548cTelegram\u5b9e\u65f6\u6d41\u91cf\u9884\u8b66\u529f\u80fd\uff0c\u5e76\u8be2\u95ee\u4e86\u81ea\u5b9a\u4e49\u9608\u503c\u4e0e\u533f\u540d\u8bbf\u5ba2\u8ffd\u8e2a\u7ec6\u8282\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u53ef\u8bbe\u7f6e\u8bbf\u5ba2\u6570\u9608\u503c\u907f\u514d\u901a\u77e5\u75b2\u52b3\uff0c\u4e14\u9ed8\u8ba4\u8ffd\u8e2a\u6240\u6709\u8bbf\u5ba2\uff0c\u7528\u6237\u6807\u8bc6\u4e3a\u53ef\u9009API\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Sleek Analytics v3\u518d\u6b21\u5370\u8bc1\u4e86\u4e00\u4e2a\u8d8b\u52bf\uff1a\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u628a\u201c\u5e38\u7528\u529f\u80fd\u201d\u505a\u5230\u6781\u81f4\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e2d\u5c0f\u56e2\u961f\u5bf9Google Analytics\u201c\u6740\u9e21\u7528\u725b\u5200\u201d\u7684\u53cd\u611f\u2014\u2014\u5e9e\u5927\u3001\u590d\u6742\u3001\u4e14\u5408\u89c4\u98ce\u9669\u9ad8\u3002v3\u7248\u672c\u7684\u6838\u5fc3\u5347\u7ea7\uff08\u5b9e\u65f6\u5168\u7403\u6d1e\u5bdf\u3001iOS App\u3001Telegram\u65e5\u62a5\uff09\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u573a\u666f\u8865\u5b8c\uff0c\u5c24\u5176Telegram\u544a\u8b66\u529f\u80fd\uff0c\u7528\u6781\u4f4e\u95e8\u69db\u89e3\u51b3\u4e86\u5c0f\u56e2\u961f\u201c\u65e0\u4e13\u804c\u8fd0\u8425\u76d1\u63a7\u6d41\u91cf\u201d\u7684\u521a\u9700\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u201c\u6781\u7b80\u201d\u4e5f\u662f\u53cc\u5203\u5251\u3002\u8bc4\u8bba\u4e2d\u7f3a\u4e4f\u5bf9\u6570\u636e\u6df1\u5ea6\u5206\u6790\uff08\u5982\u6f0f\u6597\u3001\u5f52\u56e0\uff09\u7684\u8ffd\u95ee\uff0c\u6697\u793a\u5176\u4e0a\u9650\u4ecd\u505c\u7559\u5728\u201c\u597d\u770b\u7684\u6570\u636e\u53ef\u89c6\u5316\u201d\u5c42\u9762\uff0c\u96be\u4ee5\u66ff\u4ee3GA\u5bf9\u4e8e\u589e\u957f\u9ed1\u5ba2\u7684\u4ef7\u503c\u3002\u53e6\u5916\uff0c\u5b8c\u5168\u4f9d\u8d56Vercel Edge Functions\u867d\u7136\u7701\u53bb\u8fd0\u7ef4\uff0c\u4f46\u4e5f\u7ed1\u5b9a\u4e86\u6280\u672f\u6808\u81ea\u7531\u5ea6\uff0c\u5bf9\u4e8e\u6709\u5b9a\u5236\u5316\u9700\u6c42\u7684\u4e2d\u578b\u56e2\u961f\u662f\u6f5c\u5728\u9690\u60a3\u3002101\u7968\u7684\u6210\u7ee9\u5728PH\u751f\u6001\u4e2d\u7b97\u4e2d\u89c4\u4e2d\u77e9\uff0c\u8bf4\u660e\u5b83\u5e76\u672a\u98a0\u8986\u5e02\u573a\uff0c\u800c\u662f\u5728\u201c\u9690\u79c1\u5408\u89c4\u201d\u8fd9\u4e00\u7ec6\u5206\u8d5b\u9053\u4e0a\u7a33\u624e\u7a33\u6253\u3002\u5176\u771f\u6b63\u62a4\u57ce\u6cb3\u5728\u4e8e\u5bf9\u201c\u65e0\u901a\u77e5\u75b2\u52b3\u201d\u7684\u7cbe\u7ec6\u5316\u8bbe\u8ba1\uff08\u53ef\u8c03\u9608\u503c\uff09\uff0c\u800c\u975e\u6280\u672f\u672c\u8eab\u3002\u5bf9\u4e8e\u53ea\u9700\u8981\u201c\u770b\u4e00\u773c\u5c31\u77e5\u9053\u4eca\u5929\u6709\u6ca1\u6709\u4eba\u6765\u770b\u6211\u7f51\u7ad9\u201d\u7684\u521b\u4e1a\u8005\uff0c\u8fd9\u6216\u8bb8\u662f\u6bd4Fathom\u548cPlausible\u66f4\u987a\u624b\u7684\u5de5\u5177\u2014\u2014\u524d\u63d0\u662f\u4f60\u63a5\u53d7\u5b83\u5728\u9ad8\u9636\u5206\u6790\u4e0a\u7684\u7a7a\u767d\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\">Sleek Analytics v3<\/span>\n <\/div>\n<div class=\"comment-content\">Sleek Analytics is a privacy-first Google Analytics alternative for Modern Web. Real-time website analytics, cookieless tracking, and fast dashboards. We built Sleek because analytics shouldn’t require a PhD. Paste one line of code, and within seconds you’re watching real visitors move through your site live. No setup headaches, no cookie banners, no noise. Just your data, clean and simple.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sleek Analytics v3 is live \ud83d\ude80<\/p>\n<p>We’ve been obsessed with one problem: how to make analytics so simple, you actually use it.<\/p>\n<p>Today we’re shipping things that change how people track their business:<\/p>\n<p>Real-time global visitor insights, our new iOS app, and daily digests in Telegram\u2014all built on Vercel. We’re using Vercel’s Edge Functions for our webhook infrastructure, cron jobs for scheduled digests, and deploying globally so data reaches your dashboard instantly, no matter where you are.<\/p>\n<p>Built entirely on Vercel’s stack, which made it possible to ship globally, at scale, without managing infrastructure.<\/p>\n<p>Ask us anything\u2014we’ll be here all day \ud83d\udc9a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">I\u2019m a big fan of GA alternatives and your product looks great. Would love to try it a bit later, congrats on launch and good luck!<\/div>\n<div class=\"comment-actions\">\n<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\">@nikita_naumov thank you a lot, Nick!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Telegram pings for traffic spikes is a great feature for small teams. Can you set custom thresholds for these alerts to avoid notification fatigue?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> thank you, Gavin! and yes, you can set custom visitor thresholds so you only get alerted when it actually matters for your traffic levels. notification fatigue is a real problem and we’ve built the controls to avoid it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the UX\/UI of your app. Just wishing you all the best after the launch date.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tim_350life\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_350life<\/a> thanks Tim, for that kind of words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The dashboard looks very easy to understand, a huge upside for small non-technical teams. It looks like you can identify users with an email address (or other identifier). Does it show non-logged-in visitors?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@you_x_you_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@you_x_you_i<\/a> thanks, Emma! yes, Sleek tracks all visitors by default regardless of login state. anonymous visitors are fully visible with their pages, referrers, device, and session data. the user identifier feature is optional and only comes into play if you explicitly pass an email or ID through our API to tie a session to a known user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VGS7FQ6KQ7E7ZE\" class=\"app-title\">Kimi WebBridge<\/a><\/p>\n<div class=\"one-liner\">A bridge connecting AI agents to the live web<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kimi WebBridge \u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u8ba9AI\u667a\u80fd\u4f53\u80fd\u591f\u76f4\u63a5\u64cd\u63a7\u7f51\u9875\uff08\u6253\u5f00\u9875\u9762\u3001\u586b\u5199\u8868\u5355\u3001\u63d0\u53d6\u4fe1\u606f\uff09\uff0c\u4ece\u800c\u89e3\u51b3AI\u65e0\u6cd5\u4e0e\u771f\u5b9e\u7f51\u9875\u4ea4\u4e92\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b73d85fd-45e2-4650-8395-f85246618717.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37327a6c-19bd-42b3-b0f7-eef66e2af695.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/817ecb32-8a3c-4a32-91b0-ef95f5e67e6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8c97e96-e020-421a-9baa-bc67c240e70e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2b4bfa8-23e2-4db2-8831-c13517f4dc01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9d5a9e5-eb00-49e9-883d-947fcaa8fbb4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89b6b430-2318-465d-9367-89dade68f533.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e1cd5b5-d2e1-475d-99b3-e98b29a3d163.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\/66822474-5373-4450-b8f0-5cc1d9e9b705.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=zYIplEZiSHc\"><source src=\"https:\/\/www.youtube.com\/watch?v=zYIplEZiSHc\" 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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">AI+\u6d4f\u89c8\u5668<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\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\u5173\u6ce8\uff1a1.\u662f\u5426\u9700\u8981\u4fdd\u6301\u6d4f\u89c8\u5668\u4f1a\u8bdd\u5e38\u5f00\uff1b2.\u5982\u4f55\u5904\u7406Shadow DOM\u548c\u53cd\u722c\u673a\u5236\uff1b3.\u9690\u79c1\u5b89\u5168\uff0c\u5c24\u5176\u654f\u611f\u64cd\u4f5c\uff08\u5982\u63d0\u4ea4\u8868\u5355\uff09\u662f\u5426\u6709\u786e\u8ba4\u6b65\u9aa4\uff1b4.\u9875\u9762\u6570\u636e\u4f20\u9012\u7ed9LLM\u65f6\u662f\u5426\u7ed3\u6784\u5316\u5904\u7406\uff08JSON\/\u7cbe\u7b80DOM\uff09\u4ee5\u63a7\u5236Token\u6d88\u8017\uff1b5.\u5982\u4f55\u4fdd\u969c\u94f6\u884c\u3001\u533b\u7597\u7b49\u654f\u611f\u7f51\u7ad9\u7684\u6570\u636e\u9690\u79c1\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 Kimi WebBridge \u5207\u4e2d\u4e86AI\u539f\u751f\u5e94\u7528\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u75db\u70b9\u2014\u2014AI\u53ef\u4ee5\u5199\u51fa\u5b8c\u7f8e\u7684\u4ee3\u7801\u548c\u6587\u672c\uff0c\u5374\u8fde\u4e00\u4e2a\u7f51\u9875\u7684\u201c\u767b\u5f55\u6309\u94ae\u201d\u90fd\u70b9\u4e0d\u4e86\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u7528\u4e00\u4e2a\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u4e3a\u7ec8\u7aefAI\u4ee3\u7406\uff08\u5982Claude Code\u3001Cursor\uff09\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6302\u8f7d\u5728\u771f\u5b9e\u6d4f\u89c8\u5668\u4e0a\u7684\u201c\u673a\u68b0\u624b\u201d\uff0c\u8fd9\u662f\u5178\u578b\u7684\u201c\u672c\u5730\u4f18\u5148\u201d\u67b6\u6784\uff0c\u770b\u4f3c\u7b28\u62d9\uff0c\u5b9e\u5219\u806a\u660e\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u201c\u4fe1\u4efb\u201d**\uff1a\u7528\u6237\u8bc4\u8bba\u4e2d\u6700\u9ad8\u9891\u7684\u5173\u5207\u662f\u9690\u79c1\u548c\u5b89\u5168\u3002Kimi WebBridge \u9009\u62e9\u8ba9AI\u4f7f\u7528\u7528\u6237\u73b0\u6709\u7684\u672c\u5730\u6d4f\u89c8\u5668\u4f1a\u8bdd\uff0c\u800c\u975e\u5c06Cookie\u4ea4\u7ed9\u7b2c\u4e09\u65b9\u4e91\u670d\u52a1\uff0c\u8fd9\u4e00\u8bbe\u8ba1\u7cbe\u51c6\u5730\u5316\u89e3\u4e86\u201cAI\u4ee3\u7406\u662f\u5426\u5077\u4f20\u6570\u636e\u201d\u7684\u4fe1\u4efb\u5371\u673a\u3002\u5728\u81ea\u52a8\u5316\u6548\u7387\u4e0e\u6570\u636e\u4e3b\u6743\u4e4b\u95f4\uff0c\u5b83\u6ca1\u6709\u62bc\u6ce8\u4e91\u7aef\u9ed1\u76d2\uff0c\u800c\u662f\u575a\u6301\u672c\u5730\u63a7\u5236\uff0c\u8fd9\u5bf9\u4f01\u4e1a\u7ea7\u7528\u6237\uff08\u94f6\u884c\u3001\u533b\u7597\u3001\u8d22\u52a1\uff09\u6765\u8bf4\u51e0\u4e4e\u662f\u552f\u4e00\u53ef\u63a5\u53d7\u7684\u9009\u9879\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u6280\u672f\u6311\u6218\u5c1a\u672a\u89e3\u51b3**\uff1a\u8bc4\u8bba\u533a\u53cd\u590d\u63d0\u53ca\u7684\u201cShadow DOM\u201d\u3001\u201cToken\u6d6a\u8d39\u201d\u3001\u201c\u53cd\u722c\u68c0\u6d4b\u201d\uff0c\u76f4\u6307\u4ea7\u54c1\u6280\u672f\u6df1\u5ea6\u7684\u4e0d\u8db3\u3002\u5982\u679c\u53ea\u662f\u5c06\u6574\u4e2aDOM\u6811\u5f53\u4f5c\u7eaf\u6587\u672c\u6254\u7ed9LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\uff0c\u90a3\u4e48\u5bf9\u4e8e\u5bcc\u4ea4\u4e92\u3001\u9ad8\u5ea6\u52a8\u6001\u7684\u73b0\u4ee3\u7f51\u9875\uff0cToken\u6d88\u8017\u5c06\u5929\u6587\u6570\u5b57\u822c\u589e\u957f\uff0c\u4e14\u534a\u7ed3\u6784\u5316\u6570\u636e\u63d0\u53d6\u5931\u8d25\u7387\u6781\u9ad8\u3002\u5982\u679c\u65e0\u6cd5\u5b9e\u73b0\u667a\u80fd\u5316\u7684\u201cDOM\u6458\u8981\u201d\u548c\u201c\u5173\u952e\u8282\u70b9\u5b9a\u4f4d\u201d\uff0c\u5176\u5b9e\u9645\u53ef\u7528\u6027\u5c06\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u5e02\u573a\u5b9a\u4f4d\u7684\u81f4\u547d\u77ed\u677f**\uff1aKimi WebBridge \u4e25\u91cd\u4f9d\u8d56\u7b2c\u4e09\u65b9\u7684AI\u4ee3\u7406\uff08Claude Code\u3001Cursor\u7b49\uff09\uff0c\u81ea\u8eab\u5e76\u65e0\u5f3a\u5927\u7684\u57fa\u5ea7\u6a21\u578b\u6216\u51b3\u7b56\u80fd\u529b\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u5de5\u5177\u94fe\u4e2d\u7684\u5de5\u5177\u201d\uff0c\u800c\u975e\u72ec\u7acb\u4ea7\u54c1\u3002\u4e00\u65e6\u4e3b\u6d41AI\u4ee3\u7406\uff08\u5982OpenAI\u3001Google\u7684Gemini\uff09\u5185\u7f6e\u4e86\u7c7b\u4f3c\u7684\u539f\u751f\u6d4f\u89c8\u5668\u63a7\u5236\u80fd\u529b\uff08\u901a\u8fc7\u66f4\u5e95\u5c42\u7684Chrome DevTools Protocol\u7b49\uff09\uff0cKimi WebBridge \u7684\u751f\u5b58\u7a7a\u95f4\u5c06\u8fc5\u901f\u88ab\u6324\u538b\u3002\u5728Web Agent\u8fd9\u4e2a\u8d5b\u9053\u4e0a\uff0c\u505a\u201c\u7ba1\u9053\u201d\u7684\u6c38\u8fdc\u4e0d\u5982\u505a\u201c\u5927\u8111\u201d\u7684\u5229\u6da6\u9ad8\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Kimi WebBridge<\/span>\n <\/div>\n<div class=\"comment-content\">Kimi WebBridge is the browser extension for AI agents. AI can open pages, click, fill forms, extract info, and automate web tasks.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Kimi WebBridge is a practical bridge between AI agents and the browser.<\/p>\n<p><a href=\"https:\/\/chromewebstore.google.com\/detail\/kimi-webbridge\/fldmhceldgbpfpkbgopacenieobmligc?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Install the extension<\/a>, connect it to your local agent, and the agent can use your existing Chrome or Edge session to handle web tasks like opening pages, filling forms, collecting information, and moving through websites for you.<\/p>\n<p>The nice part is that CC\/Codex, <a href=\"https:\/\/www.producthunt.com\/products\/cursor\" target=\"_blank\" rel=\"noopener\">@Cursor<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/hermes-4\/launches\/hermes-agent\" target=\"_blank\" rel=\"noopener\">Hermes<\/a>, and <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> can use it too.<\/p>\n<p>A lot of daily work still happens in the browser, and WebBridge gives agents a simple way to actually operate there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Hi Zac, congrats on the launch. Does this require an open session or can agenst standup\/invoke the browser for certain tasks by themselves?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 local first approach for browser control is a smart move for security. I have stayed away from most browser agents because I don’t want to hand over my session cookies to a third-party server. How do you handle sites that are heavy on shadow DOM or complex anti-bot triggers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I dogfood Kimi WebBridge and honestly, I use it every single day!<\/p>\n<p>Just install the extension, link it to your agent, and it will surf Chrome\/Edge for you \u2014 filling forms, grabbing info, clicking around\u2026 basically handling all the boring stuff.<\/p>\n<p>It works with Claude Code, Codex, Kimi CLI, Cursor, Hermes, OpenClaw.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Multi-file analysis is the feature I’d actually open this for. Half my week is reading through ten PDFs from a customer to figure out what they’re really asking 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I know how tough interacting with a live browser can be as I’ve been frequently using Python and Selenium recently. Giving terminal agents a clean way to bridge that gap is a massive step up. I’m really curious how the extension actually passes the page data back to the LLM… does it clean everything up into structured JSON or a lightweight DOM snippet first, or is it just dumping raw HTML? How do you manage the token count?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Giving terminal agents a clean way to interact with a real browser is a huge help. I’m really curious how the extension actually passes the page data to the LLM. Does it clean everything up into structured JSON or a lightweight DOM snippet first, or is it just dumping the raw HTML? Managing the token count while keeping the page context is always the trickiest part of building web agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle sensitive actions like form submissions, is there a confirmation step before it clicks buy or send?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle user data privacy when bridging AI agents to the live web? Especially for users on sites with sensitive content (banking, health portals)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Connecting agents to the ‘live web’ is still a major hurdle. Does the bridge provide a structured data output (JSON) for the agent, or does it just pass raw HTML?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/U2ZCUDSCX65T7B\" class=\"app-title\">Wowable<\/a><\/p>\n<div class=\"one-liner\">Paste a link and get a live website<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wowable\u5141\u8bb8\u7528\u6237\u7c98\u8d34Google Maps\u3001Instagram\u3001TripAdvisor\u7b49\u73b0\u6709\u5546\u4e1a\u94fe\u63a5\u6216\u622a\u56fe\uff0c\u65e0\u9700\u7f16\u5199\u548c\u8bbe\u8ba1\uff0c\u5373\u53ef\u57281\u5206\u949f\u5185\u81ea\u52a8\u751f\u6210\u4e00\u4e2a\u771f\u5b9e\u3001\u4e13\u4e1a\u7684\u8425\u9500\u578b\u7f51\u7ad9\uff0c\u89e3\u51b3\u5c0f\u4f01\u4e1a\u56e0\u65f6\u95f4\u6210\u672c\u9ad8\u800c\u7f3a\u4e4f\u7ebf\u4e0a\u5f62\u8c61\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2918f7cd-6f52-4989-9b7c-fe2fafdc18ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b4086e0-3857-4036-a42a-a32e0912f3c6.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\/81eba82d-c2ae-45b9-b29c-0844ff2265d0.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\/74146e76-d392-48d7-8206-7220f7965eab.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\/4e9566b1-77f0-4346-9e31-11fed6a9450c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c68ef6b3-fe12-4cf8-9d1b-005888afcad4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0df51c9-41b8-4e8f-8892-d61612db0d8d.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\/cc03236b-1db2-4220-83b7-4a7c3577c851.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=7ypBGgX6N8Y\"><source src=\"https:\/\/www.youtube.com\/watch?v=7ypBGgX6N8Y\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Website Builder<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f51\u7ad9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5c0f\u4f01\u4e1a\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u8d44\u6599\u8f6c\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5546\u5bb6\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8425\u9500<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u6548\u679c\u771f\u5b9e\u3001\u5e03\u5c40\u6e05\u723d\uff0c\u5c24\u5176\u5bf9TripAdvisor\u3001LinkedIn\u7b49\u5185\u5bb9\u6e90\u7684\u8f6c\u5316\u51c6\u786e\u5ea6\u611f\u5230\u60ca\u8273\u3002\u4e3b\u8981\u5efa\u8bae\u548c\u7591\u95ee\u5305\u62ec\uff1a\u5982\u4f55\u907f\u514d\u751f\u6210\u7f51\u7ad9\u98ce\u683c\u540c\u8d28\u5316\uff08\u5982\u81ea\u52a8\u68c0\u6d4bLogo\u548c\u4e3b\u9898\uff09\uff1b\u5982\u4f55\u5904\u7406\u591a\u5e73\u53f0\u5185\u5bb9\u6e90\u7684\u5408\u5e76\u4e0e\u51b2\u7a81\uff1b\u4ee5\u53ca\u672a\u6765\u662f\u5426\u4f1a\u589e\u52a0\u9501\u5b9a\u7279\u5b9a\u533a\u57df\u9632\u6b62AI\u8986\u5199\u7684\u529f\u80fd\u3002\u5c0f\u5546\u5bb6\u5bf9\u201c\u65e0\u9700\u7f16\u5199\u201d\u548c\u201c\u4ece\u5df2\u6709\u5185\u5bb9\u51fa\u53d1\u201d\u7684\u5b9a\u4f4d\u9ad8\u5ea6\u8d5e\u8d4f\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 Wowable\u5728\u201cAI\u5efa\u7ad9\u201d\u8fd9\u7247\u7ea2\u6d77\u4e2d\uff0c\u786e\u5b9e\u627e\u5230\u4e86\u4e00\u6761\u76f8\u5bf9\u806a\u660e\u7684\u5dee\u5f02\u5316\u8def\u5f84\u3002\u5b83\u6ca1\u6709\u53bb\u6bd4\u62fc\u8c01\u5bb6\u7684\u201c\u5927\u6a21\u578b\u6587\u7b14\u66f4\u6d41\u7545\u201d\uff08\u90a3\u7ec8\u7a76\u662f\u5377\u5e9f\u8bdd\uff09\uff0c\u800c\u662f\u56de\u5230\u4e86\u5546\u4e1a\u672c\u8d28\uff1a\u628a\u4e8b\u5b9e\u642c\u4e0a\u7f51\u7ad9\u3002\u5f53\u7ade\u54c1\u8fd8\u5728\u6559\u7528\u6237\u201c\u5982\u4f55\u5199\u63d0\u793a\u8bcd\u201d\u65f6\uff0cWowable\u5df2\u7ecf\u9ed8\u8ba4\u7528\u6237\u6ca1\u65f6\u95f4\u5199\uff0c\u76f4\u63a5\u53bbGoogle Maps\u548cTripAdvisor\u4e0a\u6252\u7528\u6237\u7684\u597d\u8bc4\u548c\u7167\u7247\u6765\u7528\u3002\u8fd9\u4e2a\u201c\u4ece\u5185\u5bb9\u53cd\u63a8\u7f51\u7ad9\u201d\u7684\u601d\u8def\uff0c\u5b9e\u9645\u4e0a\u662f\u8e29\u4e2d\u4e86\u5c0f\u5546\u5bb6\u6700\u75db\u7684\u75db\u70b9\u2014\u2014\u4e0d\u662f\u4e0d\u60f3\u8981\u7f51\u7ad9\uff0c\u800c\u662f\u4e0d\u60f3\u4ece\u5934\u7f16\u9020\u4e00\u7bc7\u5173\u4e8e\u81ea\u5df1\u7684\u5b98\u7f51\u6587\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u62a4\u57ce\u6cb3\u76ee\u524d\u6765\u770b\u5e76\u4e0d\u6df1\u3002\u8bc4\u8bba\u533a\u6709\u4eba\u76f4\u63a5\u70b9\u51fa\u4e86\u6838\u5fc3\u9690\u60a3\uff1a\u201c\u76f8\u4f3c\u7684\u8bbe\u8ba1\u4e3b\u9898\u201d\u548c\u201c\u591a\u6e90\u4fe1\u606f\u7684\u51b2\u7a81\u5904\u7406\u201d\u3002\u76ee\u524dWowable\u66f4\u50cf\u662f\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u5185\u5bb9\u642c\u8fd0\u642d\u67b6\u5b50\u5668\u201d\uff0c\u8fd8\u8fdc\u672a\u8fdb\u5316\u5230\u201c\u54c1\u724c\u8bc6\u522b\u201d\u7684\u5c42\u6b21\u3002\u5982\u679c\u5b83\u4e0d\u80fd\u5728\u672a\u6765\u4e09\u4e2a\u6708\u5185\uff0c\u57fa\u4e8e\u6570\u636e\u63d0\u70bc\u51fa\u66f4\u4e2a\u6027\u7684\u914d\u8272\u3001\u5b57\u4f53\u548c\u7248\u5f0f\uff08\u6bd4\u5982\u4ece\u4e0a\u4f20\u7684\u7167\u7247\u548cLogo\u4e2d\u5b66\u4e60\u89c6\u89c9\u98ce\u683c\uff09\uff0c\u90a3\u4e48\u5b83\u5f88\u5bb9\u6613\u88ab\u5177\u6709\u66f4\u5f3a\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\u7684\u5927\u5382\uff08\u5982Wix\u6216Squarespace\u7684AI\u52a9\u624b\uff09\u76f4\u63a5\u590d\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u6f5c\u5728\u98ce\u9669\u662fSEO\u3002\u867d\u7136\u56e2\u961f\u58f0\u79f0\u7f51\u7ad9\u7ed3\u6784\u826f\u597d\uff0c\u4f46\u4ece\u7b2c\u4e09\u65b9\u6765\u6e90\uff08\u5982TripAdvisor\uff09\u805a\u5408\u7684\u5185\u5bb9\uff0c\u5176\u539f\u521b\u6027\u548c\u72ec\u7279\u6027\u5728\u641c\u7d22\u5f15\u64ce\u773c\u4e2d\u53ef\u80fd\u5927\u6253\u6298\u6263\u3002\u5bf9\u4e8e\u4ee5\u201c\u83b7\u53d6\u66f4\u591a\u5ba2\u6237\u201d\u4e3a\u76ee\u6807\u7684\u5546\u5bb6\uff0c\u5982\u679c\u751f\u6210\u7684\u7f51\u7ad9\u6700\u7ec8\u53ea\u662f\u4e00\u4e2a\u5185\u5bb9\u4e2d\u53f0\uff0c\u800c\u4e0d\u80fd\u4ea7\u51fa\u72ec\u7279\u7684\u3001\u7b2c\u4e00\u624b\u7684\u4ef7\u503c\u5185\u5bb9\uff0c\u90a3\u4e48\u5b83\u5728AI\u641c\u7d22\uff08\u5982ChatGPT\uff09\u65f6\u4ee3\u7684\u53ef\u89c1\u6027\u5e76\u4e0d\u4f1a\u6bd4\u539f\u6709\u7684TripAdvisor\u9875\u9762\u66f4\u597d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u770b\uff0cWowable\u662f\u201cAI\u964d\u4f4e\u5efa\u7ad9\u95e8\u69db\u201d\u7684\u4e00\u6b21\u6781\u4f73\u5b9e\u8df5\uff0c\u4f46\u82e5\u8981\u4ece\u5c0f\u5de5\u5177\u8fdb\u5316\u4e3a\u5546\u4e1a\u57fa\u7840\u8bbe\u65bd\uff0c\u5b83\u5fc5\u987b\u89e3\u51b3\u201c\u4ece\u6709\u5230\u4f18\u201d\u2014\u2014\u5373\u4ece\u6709\u5185\u5bb9\u5230\u6709\u771f\u6b63\u5dee\u5f02\u5316\u54c1\u724c\u8d44\u4ea7\u2014\u2014\u7684\u96be\u9898\u3002\u76ee\u524d\u5b83\u503c\u5f97\u5c0f\u5546\u5bb6\u4e00\u8bd5\uff0c\u4f46\u4e0d\u8981\u6307\u671b\u5b83\u80fd\u66ff\u4ee3\u4f60\u4e3a\u81ea\u5df1\u7684\u751f\u610f\u503e\u6ce8\u7684\u601d\u8003\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\">Wowable<\/span>\n <\/div>\n<div class=\"comment-content\">Most website builders generate generic pages that all sound the same. Wowable turns reviews, social profiles, screenshots, and business listings into a complete website using the content your business already has online. Paste a Google Maps link, Instagram profile, TripAdvisor page, LinkedIn profile, or even a screenshot \u2014 and Wowable turns it into a website that feels authentic instead of AI-generated. No writing. No design. No setup.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<br \/>Launching Wowable on Vercel Day \ud83d\ude80<\/p>\n<p>We built Wowable because most AI website builders still generate generic content.<\/p>\n<p><strong>The problem:<\/strong> even when the design looks good, every website ends up sounding the same. You still have to rewrite everything manually because every page says \u201cquality service\u201d, \u201ccustomer-first\u201d, or \u201cbest in town\u201d.<\/p>\n<p><strong>Our approach:<\/strong> businesses already have real content online. Customer reviews, social profiles, photos, business listings, and screenshots already describe what makes a business unique far better than placeholder AI copy.<\/p>\n<p>Instead of starting from a blank page, Wowable builds websites from content businesses already have online.<\/p>\n<p>Paste a Google Maps link, Instagram profile, TripAdvisor page, LinkedIn profile, or even a screenshot, and Wowable builds the website from that content automatically.<\/p>\n<p>No prompts. No writing. No complicated setup.<\/p>\n<\/p>\n<p>\ud83d\ude80 Product Hunt Launch Offer:<\/p>\n<p>To celebrate our launch, we\u2019re giving the first 50 users 50% off Wowable Pro for the first year.<\/p>\n<p>Use code: <strong>WOWABLE50<\/strong><\/p>\n<p>Would genuinely love your feedback \ud83d\udc47<\/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\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> Hi Moh, Congrats on the launch. I like the idea of personalizing via existing data, how do you do it without looking formulaic?<\/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\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> This is very cool – i just tested it out for a friend’s gym, pretty impressed with the result! He’s always looking for new customers, and has been struggling, will his site show up for gym related searches on chat GPT? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> Love this approach using existing business content instead of generic AI copy makes a lot more sense. The “no prompts, no writing” part is especially compelling for small businesses. Congrats on the launch and all the best for \ud83d\ude80 on Product Hunt!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the owner edit and lock certain sections so the AI doesn\u2019t overwrite key details later?<\/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\/@karimbenkeroum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karimbenkeroum<\/a> Thanks Karim, really appreciate the question \ud83d\ude4c<\/p>\n<p>Yes, definitely. We didn\u2019t want owners to feel locked into AI-generated content.<\/p>\n<p>After generation, users can fully edit sections, rewrite content, switch layouts\/themes, add or remove sections, and keep regenerating specific parts without affecting everything else.<\/p>\n<p>We\u2019re also exploring more granular controls like locking sections or preserving custom edits during future regenerations \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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><a href=\"https:\/\/www.producthunt.com\/@josh_bennett1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> I just tried generating a website using a random TripAdvisor link and honestly didn\u2019t expect it to turn out this clean. The layout, photos, reviews, and overall structure actually looked like a proper modern business website instead of one of those obvious AI-generated pages. Even the mobile version looked polished. Curious how you guys are handling the scraping and content structuring behind the scenes because the data mapping looked surprisingly accurate.<\/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\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> <a href=\"https:\/\/www.producthunt.com\/@suyash_kr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suyash_kr<\/a> appreciate you trying it out and sharing this \ud83d\ude4c<\/p>\n<\/p>\n<p>What you mentioned is exactly what we\u2019ve been trying to solve. Most businesses already have content scattered across the internet like reviews, photos, menus, social pages, business listings, customer feedback etc. but none of it is structured into an actual website experience.<\/p>\n<\/p>\n<p>A big part of Wowable is the content mapping and structuring layer behind the scenes. Instead of just scraping text and dumping it into a template, we try to understand the business type, the strongest signals from reviews, available media, services, tone, and how customers describe the business, then organize that into sections that feel more natural and usable.<\/p>\n<\/p>\n<p>We also spent a lot of time on mobile responsiveness because many small business owners will mostly share these sites through Instagram, WhatsApp, Google Maps, QR codes, and direct messages where mobile is the first experience.<\/p>\n<\/p>\n<p>Still early and definitely a lot more to improve, but comments like this genuinely help because making AI-generated websites feel less \u201ctemplate-like\u201d has been one of our biggest focuses from day one \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> <a href=\"https:\/\/www.producthunt.com\/@suyash_kr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suyash_kr<\/a> Fantastic Suyash, thanks for the support and testing wowable out \ud83d\ude42 Our focus was very much on keeping it UX focused, clean design with the most important components for businesses’ end customers to convert. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, Chris here, one of the makers behind Wowable.<\/p>\n<\/p>\n<p>Over the last 10+ years running a website and digital agency, I noticed the same thing over and over again: most small businesses know they should have a website, but the process is still surprisingly painful. Hiring designers\/developers is expensive, DIY builders take time, and many business owners simply never get around to launching something properly.<\/p>\n<\/p>\n<p>At the same time, people are searching online more than ever, not just on Google anymore, but increasingly through AI tools like ChatGPT and other assistants that rely heavily on web content and business information. Businesses without a proper web presence risk becoming almost invisible online.<\/p>\n<\/p>\n<p>That\u2019s why we built Wowable. The idea was simple: what if you could paste a Google Maps link, Instagram profile, Facebook page, TripAdvisor listing, or even screenshots\/brochures\u2026 and instantly get a clean, professional website in under a minute?<\/p>\n<\/p>\n<p>The goal isn\u2019t just to \u201cgenerate a website with AI.\u201d It\u2019s to help businesses get online faster, look credible, and start getting discovered by more customers.<\/p>\n<\/p>\n<p>Would genuinely love to hear your thoughts, feedback, criticisms, or ideas on where we should take this next \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moh_codokiai\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> <a href=\"https:\/\/www.producthunt.com\/@josh_bennett1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> i tested this just while ago and its really good and by the way the name wowable is very good name. <\/p>\n<p>The site generated from a simple brochure into a polished website is wow. Good luck and would like to know which model using for this or scraping? Also how the seo works for this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@xavair\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xavair<\/a> Thanks a lot Xavair, really appreciate you taking the time to test it \ud83d\ude4c<\/p>\n<\/p>\n<p>The brochure-to-website flow has honestly been one of the most interesting things for us too because a lot of small businesses already have content, flyers, menus, reviews, social pages, etc, but never get around to turning it into a proper website.<\/p>\n<\/p>\n<p>For the generation side, we\u2019re using AI to understand and structure business content from multiple sources like screenshots, listings, reviews, photos, and social profiles rather than just generating generic placeholder copy from a blank prompt.<\/p>\n<\/p>\n<p>On the SEO side, every generated site includes editable metadata, structured sections, responsive layouts, optimized headings\/content, social previews, and clean indexing-friendly pages. We also wanted owners to be able to edit and improve things later instead of being locked into static AI output.<\/p>\n<\/p>\n<p>Still a lot we want to improve, especially around deeper SEO customization and regeneration controls, but really appreciate the feedback and glad you liked the idea behind it \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> <a href=\"https:\/\/www.producthunt.com\/@xavair\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xavair<\/a> Really appreciate this Xavair \ud83d\ude4c<\/p>\n<p>One thing we noticed while building Wowable is that most small businesses already spent years building trust online through reviews, photos, Instagram pages, menus, brochures, and customer feedback, but their actual website still ends up empty or outdated.<\/p>\n<p>That\u2019s why we focused more on understanding existing business content rather than generating random AI copy from scratch.<\/p>\n<\/p>\n<p>Glad you liked the brochure example as well, that\u2019s been one of the most fun use cases to watch people try today \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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> <a href=\"https:\/\/www.producthunt.com\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> <a href=\"https:\/\/www.producthunt.com\/@xavair\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xavair<\/a> Thanks Xavair ! Appreciate the feedback \ud83d\ude42 And regarding the name, when we had first tried to solve the problem for small business owners, and we started testing and generating these websites so quickly and with such great context, we just kept saying “wow” to each other – and that’s when <a href=\"https:\/\/wowable.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">wowable.ai<\/a> was born \ud83d\ude42 <\/p>\n<\/p>\n<p>In terms of SEO, we realised after speaking to 100’s of freelancers, cafes, small restaurants, gyms, barbershops and more, that their core focus is getting more customers, and were open to as many channels as possible. The thing holding them back from a website was the effort, cost and overall perception of the difficulty of getting “live”. They were all keen to get ranked higher, get more customers, so we’ve tried to make this as seamless as possible for them <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One thing we realized while building Wowable is that most small businesses already have enough content online for a website, they just don\u2019t have time to organize it.<\/p>\n<p>A restaurant might already have:<\/p>\n<ul>\n<li>\n<p>hundreds of customer reviews<\/p>\n<\/li>\n<li>\n<p>photos<\/p>\n<\/li>\n<li>\n<p>menus<\/p>\n<\/li>\n<li>\n<p>Instagram posts<\/p>\n<\/li>\n<li>\n<p>business listings<\/p>\n<\/li>\n<\/ul>\n<p>but still no website that properly reflects the business.<\/p>\n<p>That became a huge part of the idea behind Wowable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that this doesn\u2019t stop at just generating a homepage. The ability to edit themes, manage SEO, connect domains, and view analytics makes it feel more like an actual business product rather than a quick AI demo. Technical question though, how are you handling businesses that have content spread across multiple platforms instead of one source?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maurya_abhiranjan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maurya_abhiranjan<\/a> Thanks Abhiranjan, really appreciate that observation because that was one of the biggest things we wanted to avoid from day one.<\/p>\n<p>We didn\u2019t want Wowable to feel like \u201cgenerate a homepage and you\u2019re done.\u201d The idea was to make it feel closer to a real business website product where owners can actually manage and evolve the site after generation.<\/p>\n<p>For businesses spread across multiple platforms, we try to merge signals from different sources instead of relying on a single input only. For example a restaurant might have:<\/p>\n<ul>\n<li>\n<p>reviews on Google Maps<\/p>\n<\/li>\n<li>\n<p>photos on Instagram<\/p>\n<\/li>\n<li>\n<p>menus on TripAdvisor<\/p>\n<\/li>\n<li>\n<p>business details from listings<\/p>\n<\/li>\n<li>\n<p>personal branding from LinkedIn<\/p>\n<\/li>\n<\/ul>\n<p>The interesting challenge is that every platform describes the same business differently, so a big part of the work is around normalization, ranking trust\/quality of content, and figuring out which signals should shape the final structure and messaging of the site.<\/p>\n<p>Still improving this a lot, especially around conflicting or incomplete data across sources, but the multi-source business identity part has become one of the most interesting areas while building Wowable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moh_codokiai\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> one site generated personal website from my linkedin and looking great. Loving this to generate more and more. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> <a href=\"https:\/\/www.producthunt.com\/@meena_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@meena_sh<\/a> Amazing ! we love to see this \ud83d\ude00 Thank you 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><a href=\"https:\/\/www.producthunt.com\/@meena_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@meena_sh<\/a> Thanks Meena \ud83d\ude4c Really happy to hear that worked well for your LinkedIn profile.<\/p>\n<\/p>\n<p>Personal websites were actually one of the interesting use cases we discovered while building Wowable. A lot of people already have enough content on LinkedIn like experience, bio, projects, skills, testimonials, and social presence, but turning that into a clean personal website still takes time and design work.<\/p>\n<\/p>\n<p>Glad you liked the result \u2764\ufe0f<\/p>\n<\/p>\n<p>We\u2019re also working on making personal websites even better with more layout styles, portfolio sections, custom branding, and easier editing after generation. Really appreciate you trying it out and sharing feedback early \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried it, and it is a good idea. However, you need to make it more advanced by using AI to detect logos and themes, as competitors are currently creating sites with similar designs and themes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@muhammad_hamd Thanks Muhammad, really appreciate you testing it and sharing honest feedback.<\/p>\n<p>You\u2019re actually pointing at one of the biggest challenges in this space right now. A lot of AI website builders still end up producing very similar looking sites because they rely heavily on generic templates and prompt-based generation.<\/p>\n<p>Our goal with Wowable is to move more toward understanding the actual business identity through logos, brand colors, screenshots, brochures, social pages, reviews, and the overall style the business already uses online.<\/p>\n<p>We\u2019ve already started experimenting with smarter style and branding detection so generated websites feel more unique to each business instead of looking obviously AI-generated.<\/p>\n<p>Out of curiosity, what do you think would make generated websites feel more unique or \u201cowned\u201d by the business from a design perspective?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> I just tried generating a website using a random TripAdvisor link and honestly didn\u2019t expect it to turn out this clean. The layout, photos, reviews, and overall structure actually looked like a proper modern business website instead of one of those obvious AI-generated pages. Even the mobile version looked polished. Curious how you guys are handling the scraping and content structuring behind the scenes because the data mapping looked surprisingly accurate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joshua_josh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshua_josh1<\/a> @joshua_josh Really appreciate this feedback.<\/p>\n<\/p>\n<p>A big part of the challenge has actually been making the generated websites feel like they were built around the business instead of looking like a generic AI template with content pasted into it.<\/p>\n<\/p>\n<p>For TripAdvisor specifically, there\u2019s usually a lot of rich context already available like reviews, photos, categories, amenities, menus, traveler sentiment, and even the way people describe the experience. We try to structure and prioritize those signals instead of treating everything as plain text input.<\/p>\n<\/p>\n<p>The content mapping side has probably been one of the hardest parts because different platforms expose business information very differently, and the data quality can vary a lot between businesses. Some have amazing reviews but poor images, others have strong social presence but almost no structured business info.<\/p>\n<\/p>\n<p>Still improving the pipeline a lot, but hearing that the final result felt polished and accurate genuinely means a lot because that\u2019s exactly the experience we\u2019re aiming 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>Congrats on the launch! Local business owners are too busy running the shop to write web copy. The whole game is meeting them at the content they already have online.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PYKBBBA7X2MWV5\" class=\"app-title\">Mobius<\/a><\/p>\n<div class=\"one-liner\">Describe a trade and Mobius builds, backtests, and runs it<\/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>Mobius\u5c06\u6563\u6237\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7684\u91cf\u5316\u4ea4\u6613\u7b56\u7565\uff0c\u81ea\u52a8\u8f6c\u5316\u4e3a\u57fa\u4e8e\u771f\u5b9e\u5e02\u573a\u6570\u636e\u548c\u53e6\u7c7b\u4fe1\u53f7\uff08\u5982\u56fd\u4f1a\u4ea4\u6613\u3001\u6697\u6c60\u3001Reddit\u60c5\u7eea\uff09\u7684\u56de\u6d4b\u4e0e\u5b9e\u76d8\u4ea4\u6613\u673a\u5668\u4eba\uff0c\u6781\u5927\u7f29\u77ed\u4ece\u60f3\u6cd5\u5230\u6267\u884c\u7684\u65f6\u95f4\u5dee\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/237e919b-3bb1-4f91-a2c3-6d77fabba50a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca3b1b14-e338-49f8-a64d-d870564b2fd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1dedd84-39fa-4f6a-b3ce-0d0177abd431.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbd1ef25-601d-491d-8a67-43c7fc514094.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/981b9dec-bbcc-450b-8c54-d8ff83b06d17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/144ba70a-4909-47fd-a37d-40de42f9e8b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94e10f4b-3dc7-45d0-8407-9ec955a3b713.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\/151861c0-2394-4601-885a-58835971fbbe.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ovYlHbBvZkQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=ovYlHbBvZkQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u91cf\u5316\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u56de\u6d4b<\/span><br \/>\n <span class=\"tag\">\u4ea4\u6613\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u53e6\u7c7b\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u6563\u6237\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u6267\u884c\u901f\u5ea6<\/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\u5173\u6ce8\u56de\u6d4b\u53c2\u6570\u7684\u63a7\u5236\u529b\uff08\u5982\u662f\u5426\u53ef\u6307\u5b9a\u7279\u5b9a\u6ce2\u52a8\u4e8b\u4ef6\u6d4b\u8bd5\uff09\uff0c\u4ee5\u53ca\u7b56\u7565\u8fc7\u62df\u5408\u7684\u9632\u62a4\u673a\u5236\u3002\u591a\u4f4d\u7528\u6237\u5bf9\u201c\u56fd\u4f1a\u4ea4\u6613\u8ffd\u8e2a\u201d\u529f\u80fd\u8868\u73b0\u51fa\u5f3a\u70c8\u5174\u8da3\uff0c\u6838\u5fc3\u75db\u70b9\u662f\u6570\u636e\u83b7\u53d6\u5230\u6267\u884c\u4e4b\u95f4\u7684\u5ef6\u8fdf\u3002\u4e5f\u6709\u7528\u6237\u5efa\u8bae\u4f18\u5316\u7528\u6237\u4f53\u9a8c\uff0c\u5982\u4fdd\u5b58\u8349\u7a3f\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 Mobius\u5207\u4e2d\u4e86\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u4e14\u9ad8\u4ef7\u503c\u7684\u75db\u70b9\u2014\u2014\u201c\u91cf\u5316\u4ea4\u6613\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u7b28\u91cd\u4e0e\u5ef6\u8fdf\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u521b\u9020\u65b0\u7684\u7b56\u7565\u903b\u8f91\uff0c\u800c\u662f\u9769\u547d\u6027\u5730\u7b80\u5316\u4e86\u201c\u6267\u884c\u8def\u5f84\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b56\u7565\u6784\u5efa\uff08\u8fd9\u4ecd\u662f\u7528\u6237\u7684\u4efb\u52a1\uff09\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u60f3\u6cd5-\u6570\u636e-\u56de\u6d4b-\u5b9e\u76d8\u201d\u8fd9\u56db\u6b65\u4ece\u6570\u5929\u538b\u7f29\u5230\u6570\u5206\u949f\uff0c\u5e76\u6574\u5408\u4e86\u90e8\u5206\u6df1\u85cf\u5728\u8d1d\u58f3\u91cc\u7684\u53e6\u7c7b\u4fe1\u53f7\uff08\u56fd\u4f1a\u4ea4\u6613\u3001\u6697\u6c60\uff09\u3002\u8fd9\u79cd\u201c\u7b56\u7565\u5373\u670d\u52a1\u201d\u7684\u8303\u5f0f\uff0c\u672c\u8d28\u4e0a\u662f\u4e3a\u6563\u6237\u63d0\u4f9b\u4e86\u4e00\u79cd\u201c\u91cf\u5316\u80fd\u529b\u5e73\u6743\u201d\uff0c\u626b\u6e05\u4e86\u6b64\u524d\u53ea\u6709\u673a\u6784\u624d\u80fd\u8d1f\u62c5\u7684\u6280\u672f\u6808\u548c\u6570\u636e\u5904\u7406\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u96c6\u4e2d\u3002\u5176\u4e00\uff0c\u201c\u4ece\u4e00\u53e5\u8bdd\u5230\u76c8\u5229\u7b56\u7565\u201d\u7684\u5e7b\u706d\u611f\u2014\u2014\u7528\u6237\u7684\u6734\u7d20\u8bed\u8a00\u6781\u6613\u5bfc\u81f4\u9690\u6027\u8fc7\u62df\u5408\uff08\u5982\u201c\u4e70\u6da8\u65f6\u4e70\u5165\u201d\u8fd9\u79cd\u65e0\u610f\u4e49\u6761\u4ef6\uff09\uff0c\u82e5\u4e0d\u52a0\u5165\u6cbb\u7406\u5c42\uff08\u5982\u6700\u5c0f\u6570\u636e\u8981\u6c42\u3001\u7edf\u8ba1\u663e\u8457\u6027\u68c0\u67e5\uff09\uff0c\u8be5\u5de5\u5177\u5c06\u6210\u4e3a\u566a\u97f3\u751f\u6210\u5668\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u4e5f\u7cbe\u51c6\u70b9\u51fa\u4e86\u6b64\u95ee\u9898\u3002\u5176\u4e8c\uff0c\u53e6\u7c7b\u6570\u636e\u7684\u65f6\u6548\u6027\u4e0e\u53ef\u9760\u6027\u95ee\u9898\uff08\u5982Reddit\u60c5\u7eea\u53ef\u5426\u91cf\u5316\uff1f\uff09\uff0c\u82e5\u4fe1\u53f7\u6ede\u540e\uff0c\u5de5\u5177\u53cd\u800c\u6210\u4e3a\u53cd\u5411\u6307\u6807\u3002\u5176\u4e09\uff0c\u5bf9Alpaca\u5355\u4e00\u5238\u5546\u7684\u4f9d\u8d56\u662f\u8106\u5f31\u6027\uff0c\u4e14\u5b9e\u76d8\u6267\u884c\u5ef6\u8fdf\u3001\u6ed1\u70b9\u7b49\u771f\u5b9e\u4ea4\u6613\u6469\u64e6\u53ef\u80fd\u88ab\u7b80\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u4e0a\uff0cMobius\u662f\u4e00\u4e2a\u6781\u5176\u51fa\u8272\u7684\u201c\u6267\u884c\u5c42\u201d\u4ea7\u54c1\uff0c\u4f46\u79bb\u201c\u53ef\u9760\u4ea4\u6613\u7cfb\u7edf\u201d\u4ecd\u6709\u8ddd\u79bb\u3002\u5b83\u82e5\u80fd\u589e\u8bbe\u7b56\u7565\u8d28\u91cf\u8bc4\u5206\u3001\u98ce\u9669\u63a7\u5236\u9608\u503c\uff08\u5982\u6700\u5927\u56de\u64a4\u81ea\u52a8\u505c\u7528\uff09\uff0c\u5e76\u5f00\u653e\u6570\u636e\u6e90\u9a8c\u8bc1\uff0c\u624d\u53ef\u80fd\u4ece\u201c\u6709\u8da3\u7684\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u6563\u6237\u7684\u79c1\u52df\u4e00\u53f7\u201d\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u53d1\u5c55\u4e5f\u5c06\u4f9d\u8d56\u4ea4\u6613\u91cf\u7684\u5206\u6210\u8fd8\u662f\u8ba2\u9605\u5236\uff0c\u503c\u5f97\u5173\u6ce8\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mobius<\/span>\n <\/div>\n<div class=\"comment-content\">Retail traders are stuck between no-code tools that can’t flex and quant stacks that take weeks to set up. The idea is fast. The execution isn’t. Mobius turns plain-English strategies into deployed trading bots backtested on real market data, running on alternative signals like congressional trades, dark pools, and Reddit sentiment. No code, no context switching, no alpha decay. Strategy. Backtest. Live. In minutes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The backtesting part is what makes this interesting. Most trading bots usually just follow trends. How much control do I actually have over the backtesting parameters? For example, can I force it to test against specific historical volatility events like flash crashes, or do I need to specify something else for that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! I’m Bhargava, one of the founders of Mobius.<\/p>\n<p>One thing I kept running into as a retail trader was that the idea was never the hard part. Turning it into something that actually runs in the market was the real issue.<\/p>\n<p>But with Mobius, You describe your strategy in plain English, and we handle the rest. Backtesting, screening, researching, and live trading Mobius handles the whole loop, in one place, in minutes.<\/p>\n<p>We’re live today. Excited to hear what you’d build first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Finally, someone making the Pelosi-tracking actually actionable. I\u2019ve been trying to scrape those filings manually, but the lag usually kills the trade. If this can automate the entry the second the data hits, it\u2019s a massive win. <a href=\"https:\/\/www.producthunt.com\/@dheeraj_t\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dheeraj_t\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dheeraj_t<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, my name is Dheeraj and I’m excited to finally share Mobius with you all!<\/p>\n<p>But first, a little backstory. I managed my own retail portfolio for years, and the frustrating part was never coming up with ideas. It was the gap between having one and actually doing something with it.<\/p>\n<p>You know the drill. Write the strategy somewhere. Open a backtesting environment. Hunt down the data sources that actually move markets (congressional trades, dark pool activity, macro signals) and figure out how to pipe them in. Wire it to a broker. By the time you’ve done all that, the edge is gone.<\/p>\n<p>That wall is exactly what Mobius came out of. Describe your strategy in plain English: “buy when RSI drops below 30 and congressional buy activity is elevated.” Mobius deploys an agent to backtest it bar-by-bar, pull the alt data automatically, and execute via Alpaca. The whole loop, in one place.<\/p>\n<p>And it turns out we weren’t alone. Across 15 discovery calls, 100% of traders cited execution speed as the core problem. Almost everyone hit the same second wall too: the signals that actually move markets were locked behind pipelines they couldn’t build. <\/p>\n<p>Mobius removes both.<\/p>\n<p>We built the platform we always wanted to use. Would love to know what strategy you’d run first.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Retail traders fail at the gap between “this looks good in a sheet” and “this is running on real money.” Anything that closes that gap fast is going to print.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Knows nothing about trading, but maybe it would feels better if you can track what user have inputed in the landing page in localStorage, and if user decide to register, it will carries to the dashboard as sketch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Launching together today makes Product Hunt even more fun. Really loved what you built it instantly caught my attention.<\/p>\n<p>Always happy to support fellow makers, and would love to support each other. Wishing you an amazing launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The plain English strategy input is the right UX call, most backtesting tools make you learn their DSL before you can even test if your idea is worth anything. Curious how you’re handling strategy overfitting when users describe vague conditions \u2014 does Mobius add any guardrails there?”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/76YKAQEAG6F7KL\" class=\"app-title\">Cats Lock<\/a><\/p>\n<div class=\"one-liner\">Lock your Mac keyboard so your cat can walk on it.<\/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>Cats Lock \u662f\u4e00\u6b3e\u4e13\u4e3a\u517b\u732b\u4eba\u58eb\u8bbe\u8ba1\u7684 Mac \u952e\u76d8\u9501\u5b9a\u5de5\u5177\uff0c\u80fd\u5728\u732b\u54aa\u8e29\u8e0f\u952e\u76d8\u65f6\u4e00\u952e\u7981\u7528\u8f93\u5165\uff0c\u907f\u514d\u5de5\u4f5c\u4f1a\u8bae\u6216\u901a\u8bdd\u4e2d\u56e0\u4e71\u7801\u9020\u6210\u7684\u793e\u6b7b\u73b0\u573a\uff0c\u5e76\u652f\u6301\u9759\u9ed8\u9690\u8eab\u6a21\u5f0f\u4e0e\u81ea\u5b9a\u4e49\u63d0\u793a\u97f3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1e49f4a-a9b4-4fb5-8b7a-9e867a346b61.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3877e668-eabc-4a92-9d9d-d83d268268e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5032661-b7a1-4b53-b8dc-874e7abaf880.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69a9ee9c-4288-4ba2-be71-beb9b4023625.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0c44b960-51d0-41bb-afe9-f0e44558507a.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\/fcb096c2-aaf9-4402-85f7-61e9bc4cb931.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=jrsCezUPA4c\"><source src=\"https:\/\/www.youtube.com\/watch?v=jrsCezUPA4c\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Cats<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS \u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u952e\u76d8\u9501\u5b9a<\/span><br \/>\n <span class=\"tag\">\u732b\u4e3b\u5b50<\/span><br \/>\n <span class=\"tag\">\u9632\u6253\u6270<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5ba0\u7269\u573a\u666f<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\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\u666e\u904d\u8ba4\u53ef\u5176\u7cbe\u51c6\u89e3\u51b3\u517b\u732b\u75db\u70b9\uff0c\u6709\u4eba\u620f\u79f0\u201c\u8be5\u9884\u88c5\u5728macOS\u4e2d\u201d\u3002\u4e00\u4f4d\u7f51\u53cb\u5efa\u8bae\u589e\u52a0\u8da3\u5473\u201c\u732b\u6a21\u5f0f\u201d\uff08\u5982\u5c4f\u5e55\u52a8\u753b\uff09\uff0c\u5f00\u53d1\u8005\u5df2\u7eb3\u51651.1\u7248\u672c\u8ba1\u5212\uff1b\u53e6\u6709\u4eba\u62c5\u5fe7\u5f3a\u5236\u9501\u5b9a\u671f\u95f4\u82e5\u7cfb\u7edf\u5d29\u6e83\u4f1a\u6709\u98ce\u9669\uff0c\u4f46\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u65e0\u4e25\u91cd\u8d1f\u9762\u8bc4\u4ef7\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 Cats Lock \u662f\u4e00\u6b3e\u5178\u578b\u7684\u201c\u5c0f\u800c\u7f8e\u201d\u72ec\u7acb\u5f00\u53d1\u4f5c\u54c1\uff0c\u5176\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5c06\u4e00\u4e2a\u5e9f\u5f03\u4ee3\u7801\u7ea7\u522b\u7684\u201c\u7981\u7528\u952e\u76d8\u201d\u529f\u80fd\uff0c\u91cd\u65b0\u5305\u88c5\u4e3a\u4e00\u79cd\u517b\u732b\u573a\u666f\u4e0b\u7684\u793e\u4ea4\u8d27\u5e01\u300289\u7968\u4e0d\u7b97\u9ad8\uff0c\u4f46\u8bc4\u8bba\u533a\u5145\u6ee1\u5171\u9e23\u4e0e\u201c\u60f3\u4e70\u201d\u60c5\u7eea\uff0c\u8bf4\u660e\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5927\u5382\u5ffd\u89c6\u7684\u7ec6\u5206\u9700\u6c42\uff1a\u4e0d\u662f\u6015\u952e\u76d8\u810f\uff0c\u800c\u662f\u6015\u732b\u5728\u9886\u5bfc\u9762\u524d\u66ff\u4f60\u53d1\u8a00\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0cStealth Lock\uff08\u9759\u9ed8\u9690\u8eab\u6a21\u5f0f\uff09\u548c\u81ea\u5b9a\u4e49\u8b66\u544a\u97f3\u4e24\u4e2a\u529f\u80fd\u663e\u9732\u51fa\u5f00\u53d1\u8005\u5bf9\u573a\u666f\u7684\u6df1\u5ea6\u7406\u89e3\u2014\u2014\u524d\u8005\u89e3\u51b3\u4f1a\u8bae\u4e2d\u7684\u4f53\u9762\u95ee\u9898\uff0c\u540e\u8005\u8ba9\u201c\u732b\u5728\u6572\u5b57\u201d\u6210\u4e3a\u53ef\u611f\u77e5\u7684\u5e7d\u9ed8\u4fe1\u606f\uff0c\u800c\u975e\u707e\u96be\u3002$2.99 \u4e00\u6b21\u4ed8\u8d39\u3001\u65e0\u8ba2\u9605\u3001\u65e0\u5206\u6790\u8ffd\u8e2a\uff0c\u5728\u5f53\u4e0b SaaS \u6cdb\u6ee5\u7684\u73af\u5883\u91cc\uff0c\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u514b\u5236\u4e14\u81ea\u4fe1\u7684\u4ea7\u54c1\u6001\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u5766\u8bda\u5730\u8bf4\uff0c\u8fd9\u4ecd\u662f\u4e00\u6b3e\u201c\u5355\u70b9\u89e3\u51b3\u65b9\u6848\u201d\u800c\u975e\u201c\u7cfb\u7edf\u7ea7\u751f\u6001\u201d\u3002\u6280\u672f\u4e0a\u51e0\u4e4e\u6ca1\u6709\u58c1\u5792\uff08\u7981\u952e\u7684\u6838\u5fc3 API \u4efb\u4f55\u5f00\u53d1\u8005\u90fd\u80fd\u8c03\uff09\uff0c\u7528\u6237\u7c98\u6027\u5b8c\u5168\u4f9d\u8d56\u4e8e\u201c\u517b\u732b\u201d\u8fd9\u4e00\u6052\u5b9a\u53d8\u91cf\u3002\u4e00\u65e6\u7cfb\u7edf\u5f00\u653e\u7c7b\u4f3c\u529f\u80fd\uff08\u5982 macOS \u5185\u7f6e\u5ba0\u7269\u6a21\u5f0f\uff09\uff0c\u5b83\u7684\u62a4\u57ce\u6cb3\u5c31\u53ea\u5269\u4e00\u4e2a\u597d\u7b11\u7684\u540d\u5b57\u548c\u4e00\u6bb5\u771f\u8bda\u7684\u4f5c\u8005\u6545\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u503c\u5f97\u88ab\u63a8\u5e7f\uff0c\u4f46\u4e0d\u503c\u5f97\u88ab\u795e\u5316\u3002\u5b83\u662f\u67d0\u4e2a\u7a0b\u5e8f\u5458\u7ed9\u732b\u5199\u7684\u60c5\u4e66\uff0c\u6070\u597d\u4e5f\u5356\u4e86\u7ed9\u5176\u4ed6\u94f2\u5c4e\u5b98\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\">Cats Lock<\/span>\n <\/div>\n<div class=\"comment-content\">Most keyboard-locking apps were built for keyboard cleaning. Cats Lock is built for the cat moment. What stands out: \u2022 Stealth Lock mode (silent + invisible) for meetings \u2022 Customizable warning sound, with import for your own \u2022 \u2318L from main window or menu bar \u2022 Sandboxed, no analytics, no account \u2022 $2.99 one-time, no subscription Built by an indie developer for himself and his cat to enjoy.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f71ac4d3-76c6-4577-aa44-7b6faa825c98.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>this should ship bundled with macOS for cat owners. two of mine attached, both certified keyboard interns \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sergeynagorny\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergeynagorny<\/a> Send this straight to Tim Cook! Your interns look highly experienced, exactly the demographic Cats Lock was built for. Thank you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Todd, and Cats Lock is the result of my cat repeatedly walking across my keyboard during work calls and sending things into Slack I cannot legally share here.<\/p>\n<p>I figured a small, focused utility that just does the one thing would be useful for anyone else living through this. So here it is.<\/p>\n<p>A few details worth knowing:<br \/>\n\u2022 \u2318L locks the keyboard from the main window or menu bar, \u2318L again unlocks<br \/>\n\u2022 Standard mode shows a friendly overlay with a customizable warning sound on each blocked keypress (also great as an audible cue from the next room when your cat has joined the keyboard)<br \/>\n\u2022 Stealth Lock mode is silent and invisible, useful during meetings, recordings, or calls<br \/>\n\u2022 Sandboxed, no Accessibility prompt, no analytics, no account creation<br \/>\n\u2022 $2.99 one-time, no subscription<\/p>\n<p>Happy to answer any questions today, and I’d love to hear your “what my cat typed” stories. \ud83d\udc08<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Damn bro, I don’t have a cat, but I love your idea so f***g much! This is absolutely brilliant, love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikita_naumov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikita_naumov<\/a> Thanks Nick! It was one of those ideas I couldn’t get out of my head until I actually made it. Appreciate the support & love!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Haha, are you making a system to destroy my MAC by letting the cat walk on it? Haha. Good thinking btw. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@imrulkaayes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imrulkaayes<\/a> Ha, the opposite actually, it locks the keyboard so the cat can nap on it without consequences. Cat wins, Mac survives.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the most ‘Product Hunt’ product I’ve seen today. Beyond just locking the keys, does it have a ‘cat mode’ that displays something fun on the screen while the keyboard is disabled?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Ha! Taking that as a compliment \ud83d\ude38<\/p>\n<p>Right now there’s a friendly overlay with a pulsing paw and a “Cats Lock Enabled” message. When your cat actually mashes the keys, a warning flashes so you know they tried, plus a customizable sound on each blocked keypress. Check out the video demo on the site to see it in action. <a href=\"http:\/\/www.catslock.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.catslock.app<\/a>.<\/p>\n<p>A more playful “cat mode” with animations is a great v1.1 idea though \u2014 adding it to the list. Thanks for the comment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MIXB5ZDDWRAQBT\" class=\"app-title\">Picsart MCP<\/a><\/p>\n<div class=\"one-liner\">One connection for 140+ AI models for images and video<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Picsart MCP\u901a\u8fc7\u4e00\u4e2a\u7edf\u4e00\u63a5\u53e3\u8fde\u63a5140+AI\u6a21\u578b\uff0c\u8ba9\u521b\u4f5c\u8005\u65e0\u9700\u5207\u6362\u5de5\u5177\u5373\u53ef\u7528\u81ea\u7136\u8bed\u8a00\u5b8c\u6210\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u9891\u5904\u7406\uff0c\u89e3\u51b3\u591a\u5de5\u5177\u5207\u6362\u4e0e\u64cd\u4f5c\u590d\u6742\u6027\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/f4b4193f-13be-4c26-bd7a-6d91daa7a2c1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/53gl4m_JOok\"><source src=\"https:\/\/youtu.be\/53gl4m_JOok\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3cfc1a1-6afa-4073-880d-4955fcf44027.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2574efba-0638-43e9-ae30-7bc8adf63a40.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef818cb0-ff36-4601-b363-d7b6b945abf1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ed5042a-6c74-4294-9f12-383a86b6cb28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/128e8f17-8a46-419e-87d7-8ee7ea093e2d.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\">Android<\/span><br \/>\n <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5904\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u63a5\u53e3<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Picsart<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8AI\u89c6\u9891\u7f16\u8f91\u529f\u80fd\uff0c\u8be2\u95ee\u6f14\u793a\u89c6\u9891\u662f\u5426\u7531Picsart\u5236\u4f5c\u3002\u53e6\u4e00\u7528\u6237\u63d0\u51fa\u6279\u91cf\u5904\u7406\u9700\u6c42\uff08\u5982YouTube\u7f29\u7565\u56fe\u591a\u7248\u672c\u751f\u6210\uff09\uff0c\u8ba4\u4e3a\u9010\u4e00\u64cd\u4f5c\u4f4e\u6548\uff0c\u5e0c\u671b\u7528\u4e8eA\/B\u6d4b\u8bd5\uff0c\u4f53\u73b0\u5bf9\u5de5\u4f5c\u6d41\u4f18\u5316\u7684\u8feb\u5207\u671f\u671b\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 Picsart MCP\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u53bb\u4e2d\u4ecb\u5316\u201d\u2014\u2014\u5b83\u8bd5\u56fe\u6d88\u706d\u521b\u4f5c\u8005\u5728\u591a\u5de5\u5177\u95f4\u8df3\u8f6c\u7684\u6469\u64e6\uff0c\u901a\u8fc7MCP\u534f\u8bae\u5c06140+\u6a21\u578b\u5c01\u88c5\u6210\u4e00\u4e2a\u201c\u9ed1\u7bb1\u201d\uff0c\u53ea\u7559\u81ea\u7136\u8bed\u8a00\u4f5c\u4e3a\u5165\u53e3\u3002\u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u8fd9\u79cd\u201c\u4e00\u952e\u8c03\u7528\u201d\u786e\u5b9e\u80fd\u6539\u5584\u8f7b\u5ea6\u7528\u6237\u7684\u4f53\u9a8c\uff1a\u7701\u53bb\u4e86\u5b66\u4e60\u5404\u5de5\u5177\u754c\u9762\u7684\u6210\u672c\uff0c\u8ba9AI\u76f4\u63a5\u7406\u89e3\u610f\u56fe\u5e76\u9009\u62e9\u6a21\u578b\uff0c\u5c24\u5176\u9002\u5408\u5feb\u901f\u4ea7\u51fa\u77ed\u89c6\u9891\u3001\u5c01\u9762\u56fe\u7b49\u9ad8\u9891\u7b80\u5355\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u95ee\u9898\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c140+\u6a21\u578b\u201d\u542c\u8d77\u6765\u5f3a\u5927\uff0c\u4f46\u5b9e\u9645\u662f\u201c\u5e7f\u5ea6\u201d\u800c\u975e\u201c\u6df1\u5ea6\u201d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u6279\u91cf\u5904\u7406\u201d\u6070\u6070\u66b4\u9732\u4e86\u6838\u5fc3\u77ed\u677f\uff1a\u5f53\u521b\u4f5c\u8005\u9700\u8981\u7cbe\u7ec6\u5316\u63a7\u5236\uff08\u5982\u6307\u5b9a\u8f93\u51fa\u5c3a\u5bf8\u3001\u98ce\u683c\u4e00\u81f4\u6027\u3001\u6279\u91cf\u53c2\u6570\u5fae\u8c03\uff09\u65f6\uff0c\u5355\u7eaf\u7684\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u53ef\u80fd\u4e0d\u591f\u7cbe\u786e\u3002\u5176\u6b21\uff0cMCP\u670d\u52a1\u5668\u4f9d\u8d56\u8054\u7f51\u8c03\u7528\uff0c\u5bf9\u7f51\u7edc\u5ef6\u8fdf\u654f\u611f\uff1b\u800c\u89c6\u9891\u548c\u97f3\u9891\u5904\u7406\u5bf9\u7b97\u529b\u8981\u6c42\u6781\u9ad8\uff0c\u82e5\u672c\u5730\u5316\u652f\u6301\u4e0d\u8db3\uff0c\u4f53\u9a8c\u4f1a\u5927\u6253\u6298\u6263\u3002\u66f4\u5173\u952e\u7684\u662f\uff0cPicsart\u672c\u8eab\u5e76\u975e\u6a21\u578b\u8bad\u7ec3\u65b9\uff0c\u5176\u201c\u7edf\u4e00\u63a5\u53e3\u201d\u7684\u672c\u8d28\u66f4\u50cf\u662f\u4e00\u4e2a\u805a\u5408\u4e2d\u95f4\u4ef6\u2014\u2014\u8fd9\u610f\u5473\u7740\u5b83\u53d7\u9650\u4e8e\u4e0a\u6e38\u6a21\u578b\u7684\u80fd\u529b\u4e0a\u9650\uff0c\u4e14\u96be\u4ee5\u63d0\u4f9b\u5dee\u5f02\u5316\u539f\u751f\u529f\u80fd\u3002\u5bf9\u4e8e\u90a3\u4e9b\u8ffd\u6c42\u6781\u81f4\u6548\u679c\u7684\u4e13\u4e1a\u4eba\u58eb\uff08\u5982\u9700\u8981\u9010\u5e27\u8c03\u6574\u6216\u7279\u5b9a\u98ce\u683c\u8fc1\u79fb\uff09\uff0cMCP\u7684\u201c\u81ea\u52a8\u5316\u201d\u53cd\u800c\u53ef\u80fd\u6210\u4e3a\u675f\u7f1a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bf4\u767d\u4e86\uff0c\u8fd9\u4e2a\u4ea7\u54c1\u7684\u76ee\u6807\u7528\u6237\u5e76\u975e\u786c\u6838\u521b\u4f5c\u8005\uff0c\u800c\u662f\u201c\u60f3\u505a\u4f46\u4e0d\u60f3\u5b66\u201d\u7684\u8f7b\u91cf\u7ea7\u7528\u6237\u3002\u5b83\u89e3\u51b3\u4e86\u201c\u80fd\u505a\u4ec0\u4e48\u201d\u7684\u5165\u53e3\u95ee\u9898\uff0c\u4f46\u5c1a\u672a\u89e3\u51b3\u201c\u505a\u597d\u201d\u7684\u5de5\u7a0b\u5316\u96be\u9898\u3002\u5982\u679c\u540e\u7eed\u80fd\u5f00\u653e\u53c2\u6570\u63a5\u53e3\u3001\u652f\u6301\u672c\u5730\u6a21\u578b\u6269\u5c55\u3001\u5e76\u5f15\u5165\u5de5\u4f5c\u6d41\u7f16\u6392\uff08\u5982\u9884\u8bbe\u8f93\u51fa\u89c4\u8303\uff09\uff0c\u624d\u771f\u6b63\u6709\u8d44\u683c\u6210\u4e3a\u4e13\u4e1a\u5de5\u5177\u7bb1\u3002\u5426\u5219\uff0c\u5b83\u5927\u6982\u7387\u4f1a\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u73a9\u5177\u7ea7\u201d\u805a\u5408\u5668\u2014\u2014\u70ed\u95f9\uff0c\u4f46\u4e0d\u6301\u4e45\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\">Picsart MCP<\/span>\n <\/div>\n<div class=\"comment-content\">With MCP, AI assistants connect to tools through a single, reusable link. The Picsart MCP server acts as a unified toolbox, giving access to 140+ AI models for image, video, and audio. A request starts in plain English, the assistant selects the right model, and the result appears instantly. No manual setup, switching tools, or learning interfaces. One connection handles everything.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! I’m following all AI Video Editors here, because I love to create videos, but editing is a nightmare for me. So, I’m asking the same question all AI Video Editors launching on PH: your video uploaded here(it’s super cool btw!) edited using Picsart?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Having 140+ models in one place is a game changer for creators who spend half their day switching between tools. Quick question \u2014 is there batch processing? For YouTube thumbnails I usually need 5-10 variations per video and doing them one by one kills the workflow. Would love to test this for thumbnail A\/B testing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/TDHCYSEA6T7KI4\" class=\"app-title\">Riffly<\/a><\/p>\n<div class=\"one-liner\">Describe a deck and AI builds it + Exports to PowerPoint<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Riffly\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5373\u53ef\u5feb\u901f\u751f\u6210\u5b8c\u6574\u6f14\u793a\u6587\u7a3f\uff0c\u5e76\u76f4\u63a5\u5bfc\u51fa\u4e3a\u53ef\u7f16\u8f91PowerPoint\u6587\u4ef6\uff08pptx\uff09\u7684AI\u5de5\u5177\uff0c\u4e3b\u8981\u670d\u52a1\u4e8e\u9700\u8981\u9ad8\u9891\u5236\u4f5c\u4e13\u4e1a\u63d0\u6848\u3001\u8bfe\u4ef6\u548c\u5ba2\u6237\u6f14\u793a\u7684\u804c\u573a\u7528\u6237\uff0c\u89e3\u51b3\u4f20\u7edf\u6f14\u793a\u5de5\u5177\u64cd\u4f5c\u7e41\u7410\u3001\u5236\u4f5c\u8017\u65f6\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/02bf7139-dd21-4834-b273-e6022e711cc5.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/db72236d638a403897c1c1a17522fad7\"><source src=\"https:\/\/www.loom.com\/share\/db72236d638a403897c1c1a17522fad7\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c605e0bb-040e-4821-ac62-41766fb42ee9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee8bf17e-5f35-4524-b146-bcbad92bd309.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d97592b4-1989-4987-a027-b1bff690beb3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6598527-f587-45a8-a9bc-f53b3c41aced.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fdb2d2e7-aefe-4247-bdcb-a1509931f523.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><br \/>\n <span class=\"tag\">YC Application<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6f14\u793a\u6587\u7a3f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">PowerPoint\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u63d0\u6848<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u63d0\u6848<\/span><br \/>\n <span class=\"tag\">\u6559\u5e08\u8bfe\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">Claude AI<\/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\u201c\u771f\u5b9e.pptx\u5bfc\u51fa\u201d\u529f\u80fd\uff0c\u56e0\u4e3a\u5176\u4ed6AI\u5de5\u5177\u4ec5\u8f93\u51fa\u4e13\u6709\u94fe\u63a5\u6216\u9759\u6001PDF\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1achart\u5728\u5bfc\u51fa\u540e\u662f\u5426\u4fdd\u6301\u53ef\u7f16\u8f91\uff08\u5f53\u524d\u4e3a\u9759\u6001\uff0c\u6b63\u5728\u89c4\u5212\uff09\u3002\u4f01\u4e1a\u7528\u6237\u5173\u5207\u54c1\u724c\u6a21\u677f\u548c\u989c\u8272\u3001\u5b57\u4f53\u7b49\u54c1\u724c\u5957\u4ef6\u652f\u6301\uff08\u5df2\u7eb3\u5165\u8def\u7ebf\u56fe\uff09\u3002\u5f00\u53d1\u8005\u660e\u786e\u4ed8\u8d39\u58c1\u5792\u6765\u81ea\u9ad8\u9891\u7528\u6237\uff0c\u5982\u6bcf\u5468\u9700\u5236\u4f5c\u63d0\u6848\u7684\u9500\u552e\u548c\u987e\u95ee\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 Riffly\u6ca1\u6709\u5728\u201c\u751f\u6210\u5e7b\u89c9\u201d\u4e0a\u7ade\u4e89\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u4e2d\u4e86\u4f01\u4e1a\u529e\u516c\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u2014\u2014**\u53ef\u7f16\u8f91\u7684\u8f93\u51fa**\u3002\u8fd9\u6bd4Beautiful.ai\u4eec\u9ad8\u4e86\u4e00\u4e2a\u6bb5\u4f4d\uff0c\u56e0\u4e3a\u540e\u8005\u5236\u9020\u7684\u201c\u6f02\u4eae\u5783\u573e\u201d\u5728\u9700\u8981\u5b9e\u9645\u4fee\u6539\u65f6\u7acb\u523b\u7834\u529f\u3002\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\uff1a\u5c06AI\u4ece\u201c\u4e00\u6b21\u6027\u7684\u7075\u611f\u55b7\u5c04\u5668\u201d\u53d8\u6210\u4e86\u201c\u53ef\u88ab\u4eba\u7c7b\u7cbe\u4fee\u7684\u534f\u4f5c\u52a9\u624b\u201d\uff0c\u8fd9\u80cc\u540e\u662f\u5bf9\u201c\u529e\u516c\u5ba4\u653f\u6cbb\u201d\u7684\u6df1\u523b\u7406\u89e3\u2014\u2014\u8001\u677f\u6c38\u8fdc\u4f1a\u5728\u6700\u540e\u4e00\u79d2\u6539\u4e00\u4e2a\u6570\u5b57\uff0c\u800c\u90a3\u4e2a\u6570\u5b57\u9700\u8981\u4e00\u4e2a\u771f\u5b9e\u7684\u6587\u672c\u6846\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u5728\u4e8e\uff1a\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2aAI\u5c01\u88c5\u5c42\uff0c\u5e95\u5c42\u6a21\u578b\u4f9d\u8d56Claude\uff0c\u5bfc\u51fa\u903b\u8f91\u8fd8\u539fPowerPoint\u5bf9\u8c61\u3002\u62a4\u57ce\u6cb3\u4e0d\u6df1\uff0c\u4e00\u65e6\u5fae\u8f6f\u5728Copilot\u4e2d\u539f\u751f\u5b9e\u73b0\u540c\u7b49\u7ea7\u522b\u7684\u201c\u5bf9\u8bdd\u5f0f\u6784\u5efa+\u539f\u751f\u7f16\u8f91\u201d\uff0cRiffly\u5c06\u9762\u4e34\u964d\u7ef4\u6253\u51fb\u3002\u76ee\u524d\u7684\u514d\u8d393\u6b21\/\u6708\u66f4\u50cf\u4e00\u4e2a\u9493\u9c7c\u94a9\uff0c\u5176\u9ad8\u9891\u573a\u666f\uff08\u9500\u552e\u3001\u987e\u95ee\uff09\u6781\u5176\u5782\u76f4\uff0c\u610f\u5473\u7740\u83b7\u5ba2\u6210\u672c\u4e0d\u4f4e\uff0c\u4e14\u7528\u6237\u8fc1\u79fb\u6210\u672c\u4e3b\u8981\u53d6\u51b3\u4e8ePPT\u539f\u751f\u529f\u80fd\u7684\u8fd8\u539f\u7387\u2014\u2014\u6bd4\u5982\u56fe\u8868\u53ef\u7f16\u8f91\u6027\uff0c\u5982\u679c\u4e45\u62d6\u4e0d\u51b3\uff0c\u5c06\u4e25\u91cd\u524a\u5f31\u201c\u677f\u623f\u7ea7\u4fe1\u4efb\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1a\u8fd9\u662f**\u4e00\u540d\u4f18\u79c0PM\u5bf9\u201c\u771f\u9700\u6c42\u201d\u7684\u7cbe\u51c6\u5b9a\u4f4d**\uff0c\u4f46\u6280\u672f\u548c\u751f\u6001\u58c1\u5792\u8584\u5f31\u3002\u9664\u975e\u80fd\u8fc5\u901f\u5403\u6389\u5c0f\u800c\u7f8e\u7684\u4ed8\u8d39\u9ad8\u9891\u7528\u6237\u7fa4\uff0c\u5e76\u5728\u201cAI+PPT\u201d\u7684\u7eaf\u7cb9\u7f16\u8f91\u4f53\u9a8c\u4e0a\u505a\u5230\u6781\u81f4\uff0c\u5426\u5219\u7ec8\u7a76\u662f\u5de8\u5934\u7684\u517b\u6599\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\">Riffly<\/span>\n <\/div>\n<div class=\"comment-content\">Riffly is an AI presentation builder you talk to instead of click through. Type your prompt \u2014 “10-slide pitch deck, dark theme, investor-ready” \u2014 and a full designed deck appears in seconds. Refine it through chat. Click any slide to edit directly. Export a realpptx for PowerPoint or Google Slides. Better than Beautiful.ai \u2014 friendlier UX, real free tier, no auto-renewal traps. Free: 3 decks\/month, no credit card. Pro: $12\/mo or $99\/year.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Presentations is a tough use case for me to understand. <\/p>\n<p>How many presentations do your users make in a month?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Honestly great question and I’ll be transparent \u2014 we launched today so I’m working with early data.<\/p>\n<p>What I can tell you from the first users: the people getting the most value are the ones who build presentations regularly as part of their workflow \u2014 salespeople doing weekly client proposals, consultants turning around client decks, teachers building new lesson slides every week. For those users it’s not one deck a month, it’s 4-8.<\/p>\n<p>The free tier gives us a natural signal here too \u2014 users who hit the 3 deck\/month free limit and upgrade to Pro are telling us exactly how frequently they build. Watching that data closely.<\/p>\n<p>The honest answer is the high-frequency users are the ones who make this a sticky product. A founder building one pitch deck a year is a one-time use case. A sales rep building a proposal every week is a subscription that renews itself.<\/p>\n<p>That’s who we’re building 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>Real .pptx export is the killer feature here. Most AI builders give you a proprietary link or a static PDF, which is useless if you need to make a quick tweak in the boardroom. Does it export as editable shapes and text, or just flat images?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> This is exactly why I built the export the way I did \u2014 a .pptx file that actually behaves like a PowerPoint file, not a screenshot dressed up as one.<\/p>\n<p>Text blocks and bullet points export as fully editable native PowerPoint elements. Click into any slide in PowerPoint or Google Slides and type directly \u2014 no workarounds.<\/p>\n<p>Charts are currently static but native editable charts are coming \u2014 that’s a priority on the roadmap based on how many people are asking about it.<\/p>\n<p>The goal was always: if someone opens this file in a boardroom and needs to change a number on slide 4, they should be able to do it in 10 seconds. That’s the bar we’re building to.<\/p>\n<p>Thanks for asking 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>Do charts and layouts stay editable once you open it in PowerPoint, or do they flatten into images?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> Great question \u2014 right now text and layout elements stay fully editable when you open in PowerPoint. You can click into any text block and edit it directly. Charts are currently exported as static elements, but making them fully editable as native PowerPoint charts is on the roadmap. The goal is a file that feels like it was built in PowerPoint from scratch, not something that came out of an AI tool. Thanks for asking this \u2014 it’s exactly the kind of feedback that shapes what we prioritize next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Exporting directly to PowerPoint is a killer feature for corporate workflows. Can Riffly follow a specific brand kit or template provided by the user?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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 \u2014 and you’re right, that’s exactly where the biggest enterprise value is. Brand kit support is on the roadmap. The plan is to let users upload their brand colors, fonts, and logo, and Riffly applies them automatically to every deck generated. No more off-brand slides from team members who don’t know the style guide. If you want early access when that ships, drop your email and I’ll reach out directly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I’m Justin, founder of Riffly.<\/p>\n<p>I built this because I kept watching smart people waste 2+ hours on presentations that should take 10 minutes. Every tool out there still makes you drag boxes and click through templates. I wanted something you could just talk to.<\/p>\n<p>The idea was simple: what if building a deck felt like texting a designer who never sleeps?<\/p>\n<p>You describe what you need. Riffly builds it. You refine it through chat. Export a real PowerPoint file in one click.<\/p>\n<p>A few things I’m proud of:<br \/>\n\u2192 Chat-based editing \u2014 say “make slide 3 shorter” and it just happens<br \/>\n\u2192 Real .pptx export that opens in PowerPoint or Google Slides<br \/>\n\u2192 Genuine free tier \u2014 3 decks\/month, no credit card, no tricks<br \/>\n\u2192 Built on Claude AI for quality output that doesn’t sound robotic<\/p>\n<p>Still building \u2014 voice input and more theme options are coming soon.<\/p>\n<p>Would love your honest feedback, especially on deck quality and the editing experience. Try it free at tryriffly.app \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \u2014 welcome to the launch! \ud83d\udc4b<\/p>\n<p>I built Riffly because I genuinely hated making presentations. Still do. So I built something that does it for me.<\/p>\n<p>This is day 1 of putting it in front of the world and I couldn’t be more grateful for everyone who showed up.<\/p>\n<p>Ask me anything. Tell me what’s broken. Tell me what you love. Tell me what you’d build differently. I can take it \u2014 honest feedback is the only way this gets better.<\/p>\n<p>A few things I’m already working on based on early feedback: \u2192 Brand kit support (apply your own colors, fonts, and logo) \u2192 Fully editable charts in PowerPoint export \u2192 Larger deck mode for 20+ slide presentations<\/p>\n<p>This is a real product built by one person who wanted to solve a real problem. Every comment here shapes what gets built next.<\/p>\n<p>Thank you for being here on day 1. Let’s build something great together. \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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Q46MVOIONEHEOI\" class=\"app-title\">Basedash MCP Connectors<\/a><\/p>\n<div class=\"one-liner\">Connect any app and take action anywhere<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Basedash MCP Connectors \u8ba9AI\u4ee3\u7406\u5728\u804a\u5929\u754c\u9762\u4e2d\u5b89\u5168\u5730\u8de8\u6570\u636e\u5e93\u3001SaaS\u5de5\u5177\u6267\u884c\u8bfb\u5199\u64cd\u4f5c\uff0c\u7ec8\u7ed3\u6570\u636e\u5b64\u5c9b\u4e0e\u624b\u52a8\u6d41\u7a0b\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d67beb4-e8b8-40ab-ac7f-b814a54030b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78a2dddb-4c86-4e9d-ab78-d8c2a86b94ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e313159e-023d-4a96-9e84-f7f0b870b462.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2b82a92-3fe0-4195-b3be-0fd7aba67536.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\/9c4464f8-7eae-4b7e-95b1-adee1fef7088.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ZOHbhXFv4x0\"><source src=\"https:\/\/youtu.be\/ZOHbhXFv4x0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e93\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u8bfb\u5199\u53cc\u5411\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5ba1\u6279\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u624b<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u8fd0\u7ef4<\/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\u201c\u9700\u8981\u5ba1\u6279\u201d\u7684\u9ed8\u8ba4\u6743\u9650\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u5b83\u8ba9AI\u4ee3\u7406\u5728\u751f\u4ea7\u7cfb\u7edf\u4e2d\u53ef\u4fe1\u53ef\u7528\u3002\u6709\u7528\u6237\u5173\u5fc3\u8de8\u7cfb\u7edf\u6d41\u7a0b\u4e2d\u65ad\u540e\u7684\u9519\u8bef\u5904\u7406\u673a\u5236\uff08\u5982\u56de\u6eda\u3001\u901a\u77e5\u3001\u91cd\u8bd5\uff09\u3002\u56e2\u961f\u7b54\u590d\u79f0\u4ee3\u7406\u53ef\u8bfb\u53d6\u9519\u8bef\u5e76\u81ea\u52a8\u91cd\u8bd5\uff0c\u5ba1\u6279\u673a\u5236\u652f\u6301\u6240\u6709MCP\u670d\u52a1\u5668\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 Basedash MCP Connectors\u7684\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8e\u201c\u53c8\u591a\u4e86\u4e00\u4e2aAI\u804a\u5929\u673a\u5668\u4eba\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u7ec8\u4e8e\u628a\u201c\u8bfb\u201d\u548c\u201c\u5199\u201d\u8fd9\u4e24\u5c42\u6743\u529b\u5728\u5b89\u5168\u8fb9\u754c\u5185\u7edf\u4e00\u7ed9\u4e86\u4ee3\u7406\u3002\u8fc7\u53bb\u4e00\u5e74\uff0c\u5927\u591a\u6570AI\u6570\u636e\u5e93\u5de5\u5177\u53ea\u80fd\u5f53\u201c\u9ad8\u7ea7\u67e5\u8be2\u5668\u201d\uff0c\u8bfb\u6570\u636e\u3001\u753b\u56fe\u8868\uff0c\u4f46\u884c\u52a8\u4ecd\u4f9d\u8d56\u4e8e\u4eba\u7684\u624b\u52a8\u89e6\u53d1\u2014\u2014\u8fd9\u79cd\u534a\u622a\u5b50\u81ea\u52a8\u5316\u672c\u8d28\u4e0a\u662f\u7ed9\u7126\u8651\u7684\u5f00\u53d1\u8005\u591a\u914d\u4e86\u4e00\u4e2a\u79d8\u4e66\uff0c\u800c\u4e0d\u662f\u7ed9\u7ec4\u7ec7\u88c5\u4e0a\u4e00\u5957\u80fd\u81ea\u52a8\u6267\u884c\u51b3\u7b56\u7684\u795e\u7ecf\u7cfb\u7edf\u3002MCP Connectors\u7684\u6740\u624b\u950f\u662f\u201c\u5ba1\u6279\u95e8\u63a7\u201d\u8bbe\u8ba1\uff1a\u9ed8\u8ba4\u72b6\u6001\u4e0b\u6bcf\u4e2a\u5de5\u5177\u64cd\u4f5c\u90fd\u9700\u8981\u4eba\u5de5\u786e\u8ba4\uff0c\u7528\u6237\u53ef\u4ee5\u57fa\u4e8e\u4fe1\u4efb\u9010\u6b65\u89e3\u9501\u201c\u59cb\u7ec8\u5141\u8bb8\u201d\u3002\u8fd9\u4e2a\u7ec6\u8282\u770b\u4f3c\u4fdd\u5b88\uff0c\u5b9e\u5219\u662f\u8ba9\u4ee3\u7406\u771f\u6b63\u8fdb\u5165\u751f\u4ea7\u73af\u5883\u7684\u552f\u4e00\u901a\u884c\u8bc1\u2014\u2014\u6ca1\u6709\u5b83\uff0c\u4efb\u4f55\u5199\u5165\u7cfb\u7edf\u884c\u4e3a\u7684\u4ee3\u7406\u90fd\u6ce8\u5b9a\u88ab\u56f0\u5728Demo\u91cc\u3002\u540c\u65f6\uff0c\u652f\u6301\u81ea\u5b9a\u4e49MCP\u670d\u52a1\u5668\u610f\u5473\u7740\u5b83\u4e0d\u9501\u5b9a\u4e8e\u9884\u8bbeSaaS\u751f\u6001\uff0c\u4efb\u4f55\u5185\u90e8API\u3001\u9057\u7559\u7cfb\u7edf\u90fd\u80fd\u6210\u4e3a\u4ee3\u7406\u7684\u884c\u52a8\u81c2\u8180\u3002\u4ece\u7528\u6237\u8bc4\u8bba\u770b\uff0c\u6700\u4ee4\u4eba\u5174\u594b\u7684\u7528\u4f8b\u4e0d\u662f\u5355\u70b9\u64cd\u4f5c\uff0c\u800c\u662f\u201c\u8bfb\u53d6\u6570\u636e\u5e93\u5224\u65ad\u672c\u5468\u6d3b\u8dc3\u7528\u6237\u2192\u81ea\u52a8\u53d1\u90ae\u4ef6\u2192\u66f4\u65b0CRM\u5b57\u6bb5\u201d\u7684\u591a\u6b65\u94fe\u5f0f\u6d41\u7a0b\uff0c\u8fd9\u6070\u6070\u662f\u4f20\u7edf\u4f4e\u4ee3\u7801\u5e73\u53f0\u505a\u8d77\u6765\u5403\u529b\u3001\u4f46\u81ea\u7136\u8bed\u8a00\u4ee3\u7406\u5929\u751f\u64c5\u957f\u7684\u3002\u4e0d\u8fc7\uff0c\u771f\u6b63\u8003\u9a8c\u8fd8\u5728\u73b0\u5b9e\uff1a\u591a\u7cfb\u7edf\u4e8b\u52a1\u7684\u539f\u5b50\u6027\u5982\u4f55\u4fdd\u8bc1\uff1f\u5f53Linkdin\u5199\u5165\u5931\u8d25\u800c\u90ae\u4ef6\u5df2\u53d1\u51fa\u65f6\uff0c\u57fa\u4e8e\u9519\u8bef\u91cd\u8bd5\u7684\u903b\u8f91\u662f\u5426\u8db3\u4ee5\u907f\u514d\u810f\u6570\u636e\uff1f\u8fd9\u5f88\u53ef\u80fd\u6bd4\u5ba1\u6279\u95e8\u63a7\u66f4\u51b3\u5b9a\u4ea7\u54c1\u4e0a\u9650\u3002\u4f46\u65e0\u8bba\u5982\u4f55\uff0cBasedash\u8fd9\u4e00\u6b65\u8ba9\u201c\u4ee3\u7406\u5373\u64cd\u4f5c\u7cfb\u7edf\u201d\u7684\u613f\u666f\u8de8\u8fc7\u4e86\u4ece\u201c\u5a31\u4e50\u201d\u5230\u201c\u5b9e\u7528\u201d\u7684\u95e8\u69db\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\">Basedash MCP Connectors<\/span>\n <\/div>\n<div class=\"comment-content\">Basedash already reads from your databases, warehouses, and SaaS tools. Now it can act on them too. Connect any MCP server \u2014 Linear, HubSpot, Slack, Resend, Notion, GitHub \u2014 and the Basedash agent gets new tools it can use right inside chat. Ask it to email your latest signups, file a Linear bug from a support ticket, or update a HubSpot lead based on what a user did in your product. Pair with Automations to run the whole flow on a schedule. Connect any app. Take action anywhere.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, Max here from Basedash.<\/p>\n<p>Today we’re shipping MCP Connectors. Basedash already reads from your databases and SaaS tools, now it can act on them too. Connect any MCP server (Linear, HubSpot, Slack, Resend, Notion, GitHub, your own internal one) and the Basedash agent gets new tools it can use right inside chat.<\/p>\n<p>The pattern that’s been the most useful for us internally: ask the agent to do something that mixes a read from your product database with an action in another app. “Email this week’s signups a personalized welcome based on the features they actually set up.” “File a Linear bug from this support ticket and link the user record.” “Update the HubSpot lead for everyone who hit the paywall this week.”<\/p>\n<p>Each tool is gated. New tools default to “needs approval”, so the first time the agent wants to send an email or create an issue you confirm it; once you trust a tool you flip it to “always allow”. Pairs cleanly with Automations from a couple weeks ago: the same flow that runs once on demand can run every weekday at 9am.<\/p>\n<p>PH community gets an extra week on their trial this week. Happy to answer anything.<\/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\/@maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a> Really like the approval-gated approach here gives AI agents actual utility without losing control. The cross-tool workflows you mentioned (DB + HubSpot\/Linear\/email actions) feel genuinely practical, not just demo use cases. Congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The thing I keep coming back to with MCP Connectors is that the highest-leverage work in any company already lives across three or four systems, and until now there hasn’t been a clean way to let an agent operate on that whole surface from one place. Reading from your warehouse and then acting in Linear, HubSpot, or Slack in the same chat session is a meaningfully different shape of tool than the dashboards most of us grew up with. The team has been deep in this for months and it feels great to finally ship. Happy to dig into anything in the thread today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kris_lachance\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kris_lachance<\/a> Basedash is more and more becoming the place I do most of my ops work these days.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 approval gate design is the detail that stands out most \u2014 “needs approval” by default before flipping to “always allow” is exactly the right trust model for agents that can actually write to production systems. A lot of agentic tools skip this and it’s why people don’t trust them with real workflows.<\/p>\n<p>The cross-system chaining is where this gets interesting. Curious how it handles failures mid-chain \u2014 if the DB read succeeds but the HubSpot write fails, does it roll back, notify, or just log and move on? That failure handling is usually where these workflows quietly break in practice.<\/p>\n<p>Also wondering if MCP servers you self-host get the same approval UX or if that’s only for the pre-built connectors.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saumya_jainn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saumya_jainn<\/a> Approval was really important for us, especially moving from a purely read-only product to now supporting mutations. The user always has full control of what the agent tries to do, and if they’re comfortable giving more access, they can allow the agent to auto-approve selected tools.<\/p>\n<\/p>\n<p>If a tool call ever fails, the agent sees the error message and can retry as it sees fit (including rolling back if necessary).<\/p>\n<\/p>\n<p>And approval works for all MCP servers! Pre-built or custom.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My non-engineer team would slack me for a number twice a week and I’d write the query, screenshot it, move on. Tools like this kill that loop, which is what I actually want.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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{"id":223,"date":"2026-05-16T12:06:42","date_gmt":"2026-05-16T04:06:42","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/16\/2026-05-15\/"},"modified":"2026-05-16T12:06:42","modified_gmt":"2026-05-16T04:06:42","slug":"2026-05-15","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/16\/2026-05-15\/","title":{"rendered":"PH\u70ed\u699c | 2026-05-15"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-15<\/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 \/* 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@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 | 2026-05-15<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RWEBXA76IIY2MF\" class=\"app-title\">OpenHuman<\/a><\/p>\n<div class=\"one-liner\">An open source AI harness built with the human in mind<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">413<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenHuman \u662f\u4e00\u6b3e\u5f00\u6e90\u3001\u672c\u5730\u4f18\u5148\u7684 AI \u4ee3\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u6c38\u4e45\u8bb0\u5fc6\u3001\u4e00\u952e\u96c6\u6210\u548c\u56fe\u5f62\u754c\u9762\uff0c\u89e3\u51b3\u4e86\u666e\u901a\u4eba\u56e0\u4f1a\u8bdd\u8bb0\u5fc6\u4e22\u5931\u3001\u6570\u636e\u9690\u79c1\u62c5\u5fe7\u548c\u914d\u7f6e\u590d\u6742\u800c\u653e\u5f03\u4f7f\u7528 AI \u4ee3\u7406\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/534c3ee9-9932-4108-a526-e4904069291e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/feb7b2b3-1b5e-4c5f-98a7-f2f0b454c954.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28b9f697-f5e3-4974-a3c3-0516e1cf00ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24bb389d-bfe5-40b3-906a-3f0fa6300bda.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38d0e4b5-03a4-4968-9ecf-35898e71e30f.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\/76092b17-74c2-4f7d-8a09-6536a579602b.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/b8cf5bf796f04f64b90e79dff936c955\"><source src=\"https:\/\/www.loom.com\/share\/b8cf5bf796f04f64b90e79dff936c955\" 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\">Open Source<\/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\u6e90AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u6c38\u4e45\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u56fe\u5f62\u754c\u9762<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u4e3b\u6743<\/span><br \/>\n <span class=\"tag\">\u975e\u6280\u672f\u7528\u6237<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\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\u8ba4\u53ef\u201c\u6c38\u4e45\u8bb0\u5fc6\u201d\u548c\u201c\u672c\u5730\u4f18\u5148\u201d\u89e3\u51b3\u4e86\u53cd\u590d\u89e3\u91ca\u4e0a\u4e0b\u6587\u548c\u9690\u79c1\u7126\u8651\u7684\u6838\u5fc3\u75db\u70b9\u3002\u6280\u672f\u7528\u6237\u5173\u5fc3\u8bb0\u5fc6\u8fc7\u8f7d\uff08\u6a21\u7cca\u641c\u7d22 vs \u7cbe\u786e\u53ec\u56de\uff09\u3001\u5e7b\u89c9\u5904\u7406\uff08\u57fa\u4e8e\u771f\u5b9e\u6570\u636e+\u53ef\u6eaf\u6e90\uff09\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u538b\u7f29\u53ca\u672c\u5730\u6a21\u578b\u8def\u7531\u7b49\u95ee\u9898\u3002\u975e\u6280\u672f\u7528\u6237\uff08\u5982\u82b1\u5e97\u8001\u677f\uff09\u7684\u5b9e\u9645\u5e94\u7528\u6848\u4f8b\u5c55\u793a\u4e86\u4ea7\u54c1\u7834\u5708\u6f5c\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n OpenHuman \u5728\u201cAI \u4ee3\u7406\u201d\u8fd9\u4e2a\u88ab\u5927\u6a21\u578b\u516c\u53f8\u548c\u6781\u5ba2\u73a9\u5bb6\u5784\u65ad\u7684\u8d5b\u9053\u4e0a\uff0c\u627e\u5230\u4e86\u4e00\u4e2a\u7cbe\u51c6\u800c\u5fae\u5999\u7684\u7f1d\u9699\uff1a**\u4e3a\u201c\u6b21\u4f18\u786c\u4ef6\u201d\u548c\u201c\u975e\u4ee3\u7801\u4eba\u7fa4\u201d\u63d0\u4f9b\u6709\u5c0a\u4e25\u7684\u4ee3\u7406\u4f53\u9a8c\u3002**\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u806a\u660e\u7684\u8bbe\u8ba1\u4e0d\u662f\u6a21\u578b\u591a\u5f3a\uff0c\u800c\u662f\u5bf9\u201c\u8bb0\u5fc6\u201d\u548c\u201c\u9690\u79c1\u201d\u7684\u5de5\u7a0b\u5b9e\u73b0\u2014\u2014\u5c06\u8bb0\u5fc6\u6811\u7ed3\u6784\u5316\u5b58\u50a8\u4e8e\u672c\u5730 SQLite\uff0c\u800c\u975e\u65e0\u8111\u585e\u5165\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u8fd9\u662f\u4e00\u4e2a\u52a1\u5b9e\u4e14\u4f18\u96c5\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u627f\u8ba4\u4e86\u201c\u672c\u5730\u6a21\u578b\u80fd\u529b\u6709\u9650\u201d\u7684\u73b0\u5b9e\uff0c\u5374\u901a\u8fc7\u667a\u80fd\u8def\u7531\uff08\u4f4e\u8d28\u4efb\u52a1\u7528\u672c\u5730\u5c0f\u6a21\u578b\uff09\u548c Token \u538b\u7f29\u673a\u5236\uff0c\u5728\u6d88\u8d39\u7ea7\u786c\u4ef6\u4e0a\u63d0\u4f9b\u4e86\u53ef\u7528\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9700\u8981\u8b66\u60d5\u201c\u6c38\u4e45\u8bb0\u5fc6\u201d\u53ef\u80fd\u5e26\u6765\u7684\u53cd\u9988\u5faa\u73af\u9677\u9631\u3002\u5982\u679c\u8bb0\u5fc6\u7cfb\u7edf\u5bf9\u7528\u6237\u884c\u4e3a\u7684\u8bb0\u5f55\u548c\u56de\u653e\u8fc7\u5f3a\uff0c\u4f1a\u5bfc\u81f4\u7528\u6237\u9677\u5165\u4fe1\u606f\u8327\u623f\uff0cAI \u7684\u521b\u9020\u6027\u53cd\u800c\u88ab\u8fc7\u5f80\u6570\u636e\u7ea6\u675f\u3002\u6b64\u5916\uff0c\u867d\u7136\u4ea7\u54c1\u58f0\u660e\u4e86\u6570\u636e\u4e3b\u6743\uff0c\u4f46\u201c\u672c\u5730\u8fd0\u884c\u201d\u610f\u5473\u7740\u7528\u6237\u5fc5\u987b\u81ea\u884c\u627f\u62c5\u5907\u4efd\u3001\u6570\u636e\u635f\u574f\u7b49\u8fd0\u7ef4\u98ce\u9669\uff0c\u8fd9\u5bf9\u76ee\u6807\u7fa4\u4f53\uff08\u975e\u6280\u672f\u7528\u6237\uff09\u7684\u9690\u6027\u8981\u6c42\u5176\u5b9e\u4e0d\u4f4e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cOpenHuman \u505a\u5bf9\u4e86\u4e24\u4ef6\u4e8b\uff1a\u4e00\u662f\u7528\u56fe\u5f62\u754c\u9762\u548c\u4e24\u5206\u949f\u5b89\u88c5\u6559\u80b2\u4e86\u5e02\u573a\uff0c\u8bc1\u660e AI \u4ee3\u7406\u53ef\u4ee5\u4e0d\u662f\u201c\u5f00\u53d1\u8005\u73a9\u5177\u201d\uff1b\u4e8c\u662f\u7528\u5f00\u6e90\u548c\u672c\u5730\u4f18\u5148\u7684\u59ff\u6001\uff0c\u5207\u4e2d\u4e86\u7528\u6237\u5bf9\u516c\u6709\u4e91\u6570\u636e\u6536\u5272\u7684\u6df1\u5c42\u4e0d\u4fe1\u4efb\u3002\u4f46\u5b83\u7684\u957f\u671f\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u4ee3\u7801\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u56f4\u7ed5\u201c\u8bb0\u5fc6\u201d\u5efa\u7acb\u8d77\u4e00\u5957\u6bd4\u5927\u6a21\u578b\u5382\u5546\u7684\u95ed\u6e90\u65b9\u6848\u66f4\u53ef\u4fe1\u3001\u66f4\u53ef\u63a7\u7684\u7528\u6237\u4e60\u60ef\u3002\u5728 OpenAI \u548c Google \u7684\u5f3a\u4e91\u7aef\u8bb0\u5fc6\u9762\u524d\uff0c\u672c\u5730\u5316\u7684\u201c\u6162\u667a\u6167\u201d\u662f\u4e00\u573a\u503c\u5f97\u5c0a\u656c\u7684\u8d4c\u535a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OpenHuman<\/span>\n <\/div>\n<div class=\"comment-content\">90% of people who try AI agents give up. Three reasons: memory that resets every session, your data sitting in someone else’s cloud and a terminal just to get started. Real blockers. OpenHuman fixes all of it. Local-first, privacy-first. It remembers everything about you and actually gets smarter the more you use it. Every feature lives in one simple interface. Fully open source. One-click setup. P.S. The product is in beta, so expect bugs, but we’re building and shipping fast.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Heya! I’m Steven, founder of TinyHumans.<\/p>\n<\/p>\n<p>A few months ago I tried to set up an open-source AI agent for my dad. Three hours later and after wrestling with API keys, YAML and a terminal he had never opened in his life, we both gave up.<\/p>\n<\/p>\n<p>That’s when I realised that every powerful AI agent today is built for the 0.01% who can spin up their own runtime. The other 99.99% are watching the agent revolution from the sidelines.<\/p>\n<\/p>\n<p>So we built OpenHuman.<\/p>\n<\/p>\n<p>OpenHuman is a super-intelligent AI agent that anyone can use. Two-minute setup. No config files. A simple GUI you’d hand to your parents and they’d actually figure out. Connect Gmail, Slack, Telegram, Notion, and GitHub in one click and it just works.<\/p>\n<\/p>\n<p>A few things I’m proud of:<\/p>\n<\/p>\n<p>* It runs locally. Encrypted vault. We never sell your data.<\/p>\n<p>* It never forgets. Real memory across sessions, not session-only.<\/p>\n<p>* It’s open-source under GNU.<\/p>\n<p>* It’s free to start: no engineer, no GPU, no $6k setup bill.<\/p>\n<\/p>\n<p>Early signal has been wild: 8000+ GitHub stars, 5000+ users in the first 7 days, and 150% week-over-week growth.<\/p>\n<\/p>\n<p>Today, we’re opening it up to all of you. Note that it is still in beta, so you’re super early if you find bugs. Feel free to report them to me over at the Discord.<\/p>\n<\/p>\n<p>I’ll be in the comments all day. You can break it, roast it, tell me what’s missing, ask anything. We ship fixes live.<\/p>\n<\/p>\n<p>Would love your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@enamakel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enamakel<\/a> <a href=\"https:\/\/www.producthunt.com\/@kunal_karani\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kunal_karani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kunal_karani<\/a> this seems to be an interesting product. looking forward to experimenting with it it in my daily life!<\/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\/@enamakel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enamakel<\/a> This is a strong problem framing powerful but unusable for normal people is exactly where most AI agent tools are today. The 2-minute setup + real GUI + local-first memory combo is what will actually move it beyond devs and into everyday users. \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\/@enamakel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enamakel<\/a> Hi Steven, awesome product and congrats on the launch. Too lazy to see the GH now but what local slm do you use to orchestrate and memorize before invoking LLMs?<\/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>Hi \ud83d\udc4b<\/p>\n<p>I’m Ankita, the product marketer at OpenHuman.<\/p>\n<p>I joined this team because Steven and the rest of TinyHumans were the only people I’d met who genuinely wanted to build an AI agent for everyone, not just engineers. The people who don’t write code, don’t want to wire API keys, don’t want to read YAML files. People like my parents, honestly.<\/p>\n<p>Watching the last few months of shipping has been wild. The skills marketplace went from a handful of integrations to 118+. Memory went from session-only to actually remembering you across weeks. And Tiny the mascot has somehow become the most-discussed feature in our internal slack.<\/p>\n<p>If you’ve ever wanted to use an AI agent but felt the setup wasn’t worth the headache, today is your day. It gets way more useful the longer you use it because it actually remembers what you tell it.<\/p>\n<p>Try it free at <a href=\"http:\/\/tinyhumans.ai\/openhuman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tinyhumans.ai\/openhuman<\/a>. <\/p>\n<p>Hop into our Discord if you want to chat, ask for a feature, or report a bug. I’m reading everything today.<\/p>\n<p>Thanks for being here \ud83d\ude4f<\/p>\n<p>Ankita<\/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>Launching alongside great products like this makes today even more exciting. Really impressed by what you\u2019ve built. Supporting fellow makers today would love to cheer each other on \ud83d\ude80<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@erenasiroglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erenasiroglu<\/a> thanks brother \ud83d\ude00 yeah hope you like it. it’s getting a ton of improvement.<\/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\">Congrats on the launch! Looks awesome. How does canonicalization decide what\u2019s currently true vs what\u2019s historical context the agent should know about but not act on? Are chunks scored by recency, source authority, or something more interesting?<\/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\/@ferdi_sigona\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ferdi_sigona<\/a> Hey Ferdi, thanks for the great question.<\/p>\n<p>Short version: chunks carry temporal metadata plus a source weight and at retrieval the agent reasons over both rather than relying purely on similarity.<\/p>\n<p>Recency is one signal but not the only one. So, a confirmation from your finance team about a contract amount outweighs a casual slack message from three weeks ago even if the slack message is more recent.<\/p>\n<p>Source authority is computed per connector. <\/p>\n<p>We also track explicit revisions where a later document or message overrides an earlier claim so the canonical state is the latest non-contradicted assertion rather than just the latest chunk.<\/p>\n<p>Recall stays fast because we keep a rolling summary tree per entity that gets updated incrementally rather than recomputed. Long-horizon contradiction handling is one of the things we’re actively improving.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ferdi_sigona\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ferdi_sigona<\/a> So chunks are yes stored by time, and scored by interactions. But the interesting thing about memory is that it’s a clickable plug and play model. so you can literally choose any other memory system you want or like.<\/p>\n<\/p>\n<p>The default memory itself is pretty good yes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the weirdest things about using OpenHuman now is how fast normal AI tools start feeling \u201cdumb\u201d.<\/p>\n<\/p>\n<p>The moment your AI starts remembering context across chats, understanding your workflow, pulling information across apps, and quietly helping in the background\u2026 it\u2019s really hard to go back.<\/p>\n<\/p>\n<p>Feels less like using ChatGPT and more like having a second operating system running alongside you.<\/p>\n<\/p>\n<p>Also watching non-technical people set this up in like 2 minutes after spending months hearing \u201cAI agents are too complicated\u201d has been pretty wild !<\/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\/@kunal_karani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kunal_karani<\/a> welcome to the journey brother<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kunal_karani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kunal_karani<\/a> Persistent memory really changes the experience once AI keeps context across sessions, normal chatbots start feeling stateless and repetitive. The second operating system comparison actually makes sense, especially when the assistant quietly adapts to your workflow over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kunal_karani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kunal_karani<\/a> welcome to the fam guy! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 it use my skills and maybe commands? Tool calls? Is it good for coding? <\/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\/@robert_douglass\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_douglass<\/a> yep. 118+ integrations (Gmail, Slack, Notion, etc.) full tool calling with chaining plus retries, and a built-in code sandbox for writing, running, and debugging. it actually does stuff, not just chats about it. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robert_douglass\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_douglass<\/a> Yes tool calls yes. It’s not good for coding just YET. it’ll be ppretty soon as it’s evolving and people are contributing.<\/p>\n<\/p>\n<p>That’s the beauty of OpenSource.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rahul_singh_bhadoriya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahul_singh_bhadoriya<\/a> appreciate it, rahul! Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahul_singh_bhadoriya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahul_singh_bhadoriya<\/a> Bhai mera Bhai<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 did this not exist before?! Love the idea, want to give it a try even though I don’t necessarily need an agent in my life.<\/p>\n<p>Something I’ve seen that feels related: the concept of moving our personal data from the custody of vendors (social, doctors, marketers, employers etc) back to us – the owners. Eg a graph of all your data with granular sharing and privacy policies that you directly control. There’s an obvious privacy aspect to this, but it’s also natural to imagine how agents can thrive with (controlled) access to it, as an extension of the permanent memory you’ve built. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aleksandr_rakitin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aleksandr_rakitin<\/a> right? That’s the reaction we keep getting. and honestly, the I don’t necessarily need an agent thing is fair. Most people don’t need another chatbot. but here’s the shift: once an agent actually <em>remembers<\/em> your world, your preferences, your projects, your people, you stop thinking of it as a tool you use. It becomes context you live inside. you realize how much mental overhead you were carrying just to keep all your apps and threads straight. That’s why we built the Memory Tree into a local Obsidian vault with plain <strong>.md<\/strong> files. the graph of your data shouldn’t live in Notion’s cloud, or Google’s servers, or Anthropic’s memory. Ii should live on your machine, in formats you can read, edit, export, or delete. Granular control by default.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aleksandr_rakitin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aleksandr_rakitin<\/a> f***k yeah… So you I kid you not, but in the next 24 hours a new release is coming out where you can use your own API keys and absolute full control over your data and costs.<\/p>\n<p>So this way you don’t need to use our cloud if you’re tech savvy enough. Privacy is yours basically. We keep the cloud (if chosen) completly stateless.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Love how you\u2019re making agents accessible beyond the tech crowd, what\u2019s been the most surprising use case you\u2019ve seen so far? Congratulations on your launch day!<\/div>\n<div class=\"comment-actions\">\n<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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> thank you! \ud83d\ude4f most surprising use case so far a florist in ohio using it to auto-reply to wedding inquiries on emails, manage her calendar, and send invoice reminders. zero coding background. the world is your oyster! that’s exactly why we built it. agents shouldn’t just be for devs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Someone is using OH to unsubscribe from all the shitty newsletters and manage their instagram and twitter to grow their businesss. More incoming.<\/p>\n<\/p>\n<p>And super awesome to meet ya \ud83d\ude00 thanks and i hope you get to try out the product and give us more feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally an AI that doesnt forget everything after every chat. Sounds actually useful for normal people not just tech guys.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oleksandr_drohomyretskyi2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_drohomyretskyi2<\/a> Thanks Oleksandr, that’s the entire reason we shipped it. Normal people deserve AI agents that aren’t a part-time job to configure.<\/p>\n<p>Curious what made you try ours over the others. Was it the local-first part, the memory, or just the GUI not asking you to open a terminal?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@oleksandr_drohomyretskyi2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_drohomyretskyi2<\/a> Basiaclly OpenClaw\/Hermes is for the top 1%. OpenHumans is for the 99%<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 privacy angle is a big reason to go local-first, but the persistent memory is what actually makes it usable day to day. I I am tired of re-explaining my tech stack and project goals every single time I open a new session.<\/p>\n<p>Since you mentioned that it is in beta and remembers everything, I want to know how you handle context window limits or database bloat over time. Does it start getting sluggish once it knows too much about my work history, or is there some kind of automated cleanup?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ritikgupta_01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritikgupta_01<\/a> Great question! That re-explaining loop is exactly why we built the Memory Tree the way we did. We don’t dump your entire work history into the prompt. The Memory Tree canonicalizes everything into chunks (3k tokens max), scores them by relevance, and folds them into summary trees: per-source, per-topic, per-day. When the agent needs context, it retrieves the most relevant chunks and summaries, not a raw dump. TokenJuice compacts verbose tool output before it ever hits the model, so even sweeping months of email stays cheap. And on the sluggishness end – The retrieval layer is local SQLite with indexed chunks. The agent isn’t scanning a massive log every time. It pulls what matters for the task at hand. So yes, it remembers everything, but it doesn’t <em>remember everything all at once<\/em> in the expensive way. It remembers like a human does: details for what matters, summaries for the rest.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@ritikgupta_01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritikgupta_01<\/a> So context window limits, are handled like any agent harness. it compresses context when it hits 90% of the window. but it also does a ton of token compressing and cost cutting so that everything is smartly put in the window.<\/p>\n<p>See this for more infor <a href=\"https:\/\/tinyhumans.gitbook.io\/openhuman\/features\/token-compression\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/tinyhumans.gitbook.io\/openhuman\/features\/token-compression<\/a><\/p>\n<p>And it also uses lower end models for a lot of the low quality work such as summarization and cleanups. See this for more info <a href=\"https:\/\/tinyhumans.gitbook.io\/openhuman\/features\/model-routing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/tinyhumans.gitbook.io\/openhuman\/features\/model-routing<\/a> In many cases you can run it completly locally using a local AI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 gap between powerful agent and usable by normal people is still massive and most projects only solve the first half.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bruce_warren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bruce_warren<\/a> Hey Bruce, nice to see your comment.<\/p>\n<p>You just described the entire reason we built this.<\/p>\n<p>We’ve spent more engineering hours on installer, defaults, error messages, and recovery than we have on the LLM layer. So I agree when you state the gap between usability of agents and normal people. <\/p>\n<p>So, I would like to say this one is different. It is something that anybody can use because of its easy and simple interface.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bruce_warren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bruce_warren<\/a> LFG thanks for the comment, give it a try and lmk what you think about it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch!! I like the idea.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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, appreciate your comment. Please feel free to try out the product and give your feedback. I would be happy to give extra credits if that helps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> LFFG<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 it’s handle hallucination thing? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imrulkaayes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imrulkaayes<\/a> Good question.<br \/>Three layers here: <\/p>\n<p>First, OpenHuman grounds its answers in your actual data (emails, slack, notion, etc.) rather than generating from training memory alone. <\/p>\n<p>Second, every memory chunk has a deterministic ID and we can show you the exact source for any claim the agent makes.<\/p>\n<p>Third, when the agent isn’t confident, it tells you and asks rather than guessing. We’re not pretending hallucinations are solved, but grounding in your real corpus plus auditable retrieval cuts the worst of it.<\/p>\n<p>Happy to go deeper if useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imrulkaayes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imrulkaayes<\/a> The default prompts used by the agent already prevent halucination. And if you want to use a model that is completly yours and high end, you can easily switch to that as well. Most frontier models if prompted well do not halcuinate (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>What is the subscription price to use this? Is it open source or need to pay anything?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agastya_patel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agastya_patel<\/a> it is completely open source and you choose to either run things locally in which it is as good as free. or use a cloud if you don’t have decent enough hardware<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsnotgaf\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"itsnotgaf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsnotgaf<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsnotgaf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsnotgaf<\/a> <a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thanks Huisong, really appreciate it. Big fan of what you all are building at Epsilla, vector DB infra is one of those things people don’t appreciate until they really need it.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsnotgaf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsnotgaf<\/a> <a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thanks huisong \ud83d\ude42 I hope you get a chance to try it out and let us know aht you thinka bout 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<\/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\/6FFSO6JJJ2XS3Q\" class=\"app-title\">HasData<\/a><\/p>\n<div class=\"one-liner\">Web scraping service for AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">334<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HasData \u662f\u4e00\u6b3e\u4e13\u4e3a AI Agent \u548c\u6570\u636e\u7ba1\u9053\u8bbe\u8ba1\u7684\u6258\u7ba1\u5f0f\u7f51\u9875\u6293\u53d6\u670d\u52a1\uff0c\u7528\u6237\u53ea\u9700\u53d1\u9001 URL \u5373\u53ef\u83b7\u5f97\u5e72\u51c0\u7684 JSON \u6216 Markdown \u6570\u636e\uff0c\u65e0\u9700\u5904\u7406\u4ee3\u7406\u3001\u6d4f\u89c8\u5668\u6e32\u67d3\u6216\u53cd\u722c\u673a\u5236\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u6784\u5efa AI \u5e94\u7528\u65f6\u201c\u6709\u6a21\u578b\u4f46\u6ca1\u5e72\u51c0\u6570\u636e\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f35c3c4a-e3a2-449a-8006-795cd6fc4711.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3a458de-1c6c-4b28-a574-99808a530dff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b5efab8-2510-4c45-a521-7a2b3cb07d97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/548800ab-e6d9-4e9d-b825-8a2e9479a478.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5487ecf8-3cad-40e1-a4f3-bd01e436c1cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ffaa959-d316-45f2-b343-5007119197a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/541733dc-5141-43ee-9100-f821af7fb0d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e940880-fd31-4e09-bbf0-d8db38cee421.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7739722-4294-4f96-8b0d-7d1fdad22b77.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\/c70b8d5a-4c6f-4091-9efa-8d2039d507ef.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=M89S0ZLL3EQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=M89S0ZLL3EQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6570\u636e\u6293\u53d6<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u722c\u866bAPI<\/span><br \/>\n <span class=\"tag\">AI Agent\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u6570\u636e\u91c7\u96c6<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u7ba1\u9053<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u6570\u636eAPI<\/span><br \/>\n <span class=\"tag\">\u53cd\u722c\u866b\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">LLM\u6570\u636e\u8f93\u5165<\/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\u6570\u636e\u8d28\u91cf\u9ad8\u3001\u96c6\u6210\u5feb\uff0820\u5206\u949f\u5b8c\u6210 607 \u884c\u90ae\u4ef6\u8865\u5168\uff0c\u547d\u4e2d\u7387 69%\uff09\u3002\u5173\u952e\u95ee\u9898\uff1a\u6709\u7528\u6237\u8be2\u95ee\u80fd\u5426\u81ea\u52a8\u53bb\u9664\u5e7f\u544a\u548c\u5bfc\u822a\u566a\u97f3\uff0c\u5b98\u65b9\u56de\u5e94\u663e\u793a\u5df2\u63d0\u4f9b\u53ef\u914d\u7f6e\u7684\u6807\u5fd7\u3002\u53e6\u6709\u7528\u6237\u5bf9\u6bd4 Firecrawl\uff0c\u6307\u51fa\u4e8c\u8005\u5728 UI\/UX \u548c\u65e0\u4ee3\u7801\/API \u5206\u7fa4\u4e0a\u5b58\u5728\u5dee\u5f02\u3002\u8bc4\u8bba\u4e2d\u7f55\u89c1\u8d1f\u9762\u53cd\u9988\uff0c\u4e3b\u8981\u56f4\u7ed5\u201c\u4ec5\u5bf9\u6210\u529f\u8bf7\u6c42\u8ba1\u8d39\u201d\u8fd9\u4e00\u5dee\u5f02\u5316\u4ef7\u503c\u5c55\u5f00\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 HasData \u7684\u201c\u5356\u70b9\u201d\u5176\u5b9e\u5f88\u76f4\u767d\uff1a\u5982\u679c\u4f60\u7528 AI Agent \u4f46\u62ff\u4e0d\u5230\u9760\u8c31\u7684\u6570\u636e\uff0c\u518d\u667a\u80fd\u7684\u6a21\u578b\u4e5f\u53ea\u662f\u5e9f\u94c1\u3002\u8fd9\u4e2a\u903b\u8f91\u5728 LLM \u72c2\u6f6e\u4e2d\u5c24\u4e3a\u81f4\u547d\u2014\u2014\u4f60\u8ba9 Claude \u5e2e\u4f60\u5206\u6790\u5e02\u573a\uff0c\u5b83\u56de\u590d\u201c\u7f51\u9875\u6253\u4e0d\u5f00\u201d\u6216\u201c\u5185\u5bb9\u5305\u542b\u5e7f\u544a\u201d\uff0c\u5c31\u7b49\u4e8e\u767d\u5e72\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u5c42\u9762\u770b\uff0cHasData \u6ca1\u6709\u62bc\u5b9d\u5728\u201c\u591a\u9177\u7684 AI\u201d\u4e0a\uff0c\u800c\u662f\u624e\u5b9e\u5730\u89e3\u51b3\u4e86\u6570\u636e\u63d0\u53d6\u7684\u810f\u6d3b\u7d2f\u6d3b\uff1a\u4ee3\u7406\u6c60\u3001\u6d4f\u89c8\u5668\u6e32\u67d3\u3001\u53cd\u722c\u7ed5\u8fc7\u3001\u7ed3\u6784\u5316\u8f93\u51fa\u3002\u8fd9\u662f\u5178\u578b\u7684\u57fa\u7840\u8bbe\u65bd\u578b\u4ea7\u54c1\uff0c50+ \u73b0\u6210 API \u8986\u76d6 Google\u3001Zillow\u3001Amazon \u7b49\u9ad8\u9891\u7ad9\u70b9\uff0c\u53e0\u52a0 AI Agent \u505a\u6cdb\u5316\u63d0\u53d6\uff0c\u5f62\u6210\u201c\u786e\u5b9a\u9700\u6c42\u8d70 API\uff0c\u6a21\u7cca\u9700\u6c42\u8d70 Agent\u201d\u7684\u53cc\u8f68\u6253\u6cd5\u3002\u5e95\u5c42\u903b\u8f91\u5f88\u52a1\u5b9e\uff1a\u628a\u975e\u6807\u7f51\u7ad9\u7684\u6570\u636e\u63d0\u53d6\u53d8\u6210\u4e00\u6b21 prompt \u8c03\u7528\uff0c\u800c\u4e0d\u662f\u51e0\u5929\u722c\u866b\u8c03\u53c2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u8fd9\u7c7b\u670d\u52a1\u7684\u62a4\u57ce\u6cb3\u5e76\u4e0d\u7a33\u5b9a\u3002Firecrawl\u3001Jina AI \u7b49\u7ade\u54c1\u540c\u6837\u5728\u62a2\u8fd9\u4e2a\u751f\u6001\u4f4d\uff0c\u5dee\u5f02\u66f4\u591a\u4f53\u73b0\u5728\u201c\u6210\u529f\u8ba1\u8d39\u201d\u548c\u201c\u9884\u7f6e API \u6570\u91cf\u201d\u8fd9\u7c7b\u8fd0\u8425\u7ec6\u8282\uff0c\u800c\u975e\u6280\u672f\u58c1\u5792\u3002HasData \u5ba3\u79f0\u201c\u53ea\u5bf9\u6210\u529f\u8ba1\u8d39\u201d\uff0c\u8fd9\u786e\u5b9e\u662f\u4e00\u8bb0\u76f4\u51fb\u75db\u70b9\u7684\u5546\u4e1a\u7b56\u7565\u2014\u2014\u5f00\u53d1\u8005\u6700\u6015\u767d\u8d39\u529f\u592b\uff0c\u5c24\u5176\u662f\u8c03\u8bd5\u4ee3\u7406\u65f6\u3002\u7136\u800c\uff0c\u82e5\u53cd\u722c\u6210\u672c\u6301\u7eed\u4e0a\u5347\uff0c\u6210\u529f\u7387\u7684\u201c\u5b9a\u4e49\u201d\u662f\u5426\u4f1a\u5728\u9690\u542b\u4e0a\u9650\u524d\u51fa\u73b0\u732b\u817b\uff0c\u503c\u5f97\u957f\u671f\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u5176 MCP \u548c Agent Skill \u63a5\u5165\u80fd\u529b\u3002\u5b83\u628a\u6570\u636e\u63d0\u53d6\u4ece API \u8c03\u7528\u5347\u7ea7\u4e3a\u4e86 AI Agent \u7684\u201c\u9ed8\u8ba4\u80fd\u529b\u201d\uff0c\u8fd9\u5b9e\u9645\u4e0a\u662f\u5728\u62a2\u6570\u636e\u7ba1\u9053\u7684\u5b9a\u4e49\u6743\u2014\u2014\u5982\u679c\u672a\u6765\u591a\u6570 agent \u6846\u67b6\u9ed8\u8ba4\u96c6\u6210 HasData \u63d2\u4ef6\uff0c\u540e\u6765\u8005\u5c06\u5f88\u96be\u62a2\u593a\u5176\u751f\u6001\u4f4d\u3002\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aHasData \u5356\u7684\u4e0d\u662f\u722c\u866b\uff0c\u800c\u662f\u201c\u901a\u5f80\u771f\u5b9e\u4e16\u754c\u7684\u6570\u636e\u8df3\u677f\u201d\u3002\u5982\u679c\u5b83\u80fd\u6301\u7eed\u538b\u4f4e\u5931\u8d25\u7387\u5e76\u52a0\u5feb\u65b0\u7f51\u7ad9\u8986\u76d6\uff0c\u5c31\u6709\u673a\u4f1a\u6210\u4e3a AI \u65f6\u4ee3\u7684\u201c\u6570\u636e\u4e2d\u95f4\u5c42\u6807\u51c6\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u53c8\u4e00\u4e2a\u6f02\u4eae\u7684 API \u58f3\u5b50\uff0c\u5728\u7ade\u54c1\u6a21\u4eff\u6f6e\u4e2d\u8fc5\u901f\u4e0b\u6c89\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\">HasData<\/span>\n <\/div>\n<div class=\"comment-content\">HasData is the managed web scraping service for data pipelines and AI agents. Send any URL, get clean JSON or Markdown back in one API call. We handle proxies, browser rendering, retries, and anti-bot. 50+ ready scrapers cover Google Search, Maps, News, Zillow, Indeed, and major e-commerce. AI extraction handles any other URL from a plain-text prompt. Use it from Claude, ChatGPT, or your own AI agent via MCP. CLI for everything else.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Sergey here, co-founder at HasData.<\/p>\n<p>HasData is the managed web data service for AI agents and pipelines. We handle the messy infrastructure like proxies and anti-bot. We also maintain dozens of ready APIs for Google, Maps, Zillow and e-commerce.<\/p>\n<p>And one thing that sets us apart from every other API in this space: we only bill on success. Failed requests cost nothing. You pay for data that actually arrives, not for retries on a broken proxy.<\/p>\n<p>Today we are launching our AI Agent, an MCP server, a CLI and Agent Skills for Claude Code and OpenClaw. You can now connect HasData straight to your AI stack.<\/p>\n<p>The catalog is pretty powerful if you know exactly what you need. But it gets frustrating if you do not. Picking the right tool, learning the parameters and parsing the output takes time away from actual building.<\/p>\n<p>The new AI Agent fixes that. Describe what you need. The Agent picks the matching API, runs the job, and returns a dataset. Enrich any row from the same chat with contacts, firmographics, or whatever’s missing.<\/p>\n<p>The MCP server, CLI, and Agent Skills give the same flow to anyone working from Claude, ChatGPT, the terminal, or Claude Code.<\/p>\n<p>Two things worth knowing:<\/p>\n<ul>\n<li>\n<p>We’re giving 10,000 free credits during launch week.<\/p>\n<\/li>\n<li>\n<p>If you’re a HasData user already, everything works on your existing account, catalog, and workspace. No separate plan, no migration.<\/p>\n<\/li>\n<\/ul>\n<p>It’s live at app.hasdata.com\/chat. I’m here all day, so is the team. Drop a comment, break it, tell us what’s missing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> congrat with the launch! This is what new agentic ai worlds need!<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ermakovich_sergey you have managed to run a great service. I am client for over 3 years. You provide really robust service with many features. This AI feature is blown my mind. Our stuff save their time by easily getting to data \ud83d\udcca <\/p>\n<p>Congrats with launching \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> <a href=\"https:\/\/www.producthunt.com\/@rmilyushkevich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rmilyushkevich<\/a> Congrats on the launch! As a developer who does a lot of web scraping, I\u2019ve used hasData (Scrapeit cloud) before, and it\u2019s a lifesaver. It easily handles almost any scraping challenge on any website. This is a really solid product. The guys never stop moving forward, always upgrading and improving it. Best of luck with the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunters!<\/p>\n<p>Nick’s here, CPO and Growth Advisor for HasData. I believe this launch is 100% worth your attention, let me tell you why.<\/p>\n<p>Web scraping always used to be a complicated tool for developers to use: if you do it on your own, you have to build and maintain the whole scraping infrastructure by yourself, but that’s even not the most complicated part. Parsing your data and extracting relevant values used to be another kind of a nightmare – before LLM and ChatGPT, of course.<\/p>\n<\/p>\n<p>Today, thanks to HasData and AI capabilities integrated into this products, I feel like searching and extracting the data you need from web is like building a website with Lovable instead of hiring a freelancer to built it for you with WordPress. You simply pick the required scraper, or even further, prompt your request to HasData AI Agent – then get the relevant data set ready for your CRM enrichment or cold outreach in minutes. Or, what I personally love the most, simply use something like Claude or OpenClaw connector and use the whole power of HasData scraping capabilities in your favourite AI tool – simple as that!<\/p>\n<\/p>\n<p>So go ahead and try HasData AI scraping tools today for free and let us know what you think – we are happy to consider your feedback and feature requests \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Your AI is only as smart as the data behind it. And right now most teams I talk to are either flying blind, or they’ve got somebody on the team who basically does proxies and CAPTCHAs full-time and rewrites parsers every time a site changes its DOM.<\/p>\n<p>I’m Roman, CEO & CTO at HasData. We’ve spent years on that infrastructure so you don’t have to.<\/p>\n<p>Behind one key:<\/p>\n<ul>\n<li>\n<p><strong>40+ ready-made APIs<\/strong> across search (Google SERP), travel (Booking, Airbnb, Google Flights, Google Maps), real estate (Zillow, Redfin), shopping (Amazon, Google Shopping), jobs, and social<\/p>\n<\/li>\n<li>\n<p>A <strong>Web Scraping API<\/strong> for everything else: any URL in, parsed JSON out<\/p>\n<\/li>\n<li>\n<p>An <strong>AI Agent<\/strong> that drives the catalog from natural language if you just want a one-off pull without writing code<\/p>\n<\/li>\n<\/ul>\n<p>Use it however you build: HTTP API, CLI, Claude Skill, OpenClaw, or MCP server.<\/p>\n<p>Free to start at <a href=\"http:\/\/hasdata.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hasdata.com<\/a>. You get 10,000 credits when you sign up. If we save you a week of proxy work, throw us an upvote.<\/p>\n<p>I’ll be in the comments today. Happy to get into the APIs, the agent, pricing, what we’re working on next, whatever.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really good service. I used it to collect data for Callersmart website. Data quality is perfect, fast response and good price. They have different platforms no-code scrapers:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d613c5f-8913-4ffa-b917-4b66d6f2acd4.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<p>Recommend!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pawel_zajac4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pawel_zajac4<\/a> Thank you Pawel! Glad to hear the data held up for Callersmart, that is a great use case. And thanks for the screenshot, did half my pitch for me \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pawel_zajac4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pawel_zajac4<\/a> cheers mate, happy to see nice feedback here, appreciate your support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Well done team! <em>Public web data on-demand, payable on-delivery<\/em>. That’s the hook\/promise of HasData. \ud83d\ude42<\/p>\n<p>I’m a power user of their <a href=\"https:\/\/hasdata.com\/apis\/youtube-scraper-api\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>YouTube Transcript API<\/strong><\/a>. And have been a fan of the team’s work (and their work effort) since before Roman <a href=\"https:\/\/spreadgreatideas.org\/episodes\/roman-milyushkevich\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>came onto my podcast<\/strong><\/a>. <\/p>\n<p>How can you not be bullish on HasData when they’re <a href=\"https:\/\/email.hasdata.com\/deliveries\/dgSdkQgDAKXEAaTEAQGeAxobweShNQnMSwSFloQ=\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>shipping so much goodness<\/strong><\/a> on a monthly basis?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@briandavidcrane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@briandavidcrane<\/a> thanks a lot Brian, fantastic feedback and support \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@briandavidcrane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@briandavidcrane<\/a> Thank you. Appreciate the support and the ongoing belief in the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! I’m Valentina, technical writer at HasData, and yes, I actually use their tools daily. <\/p>\n<p>The team already covered features, so I just want to add why I personally like this. I tried and used every scraper, every API, every no-code tool, every feature they built. What I really like is how fast you go from start to the result. Even first time using a tool, takes almost no time to understand how it works.<\/p>\n<p>And the project keeps moving forward. They keep building new tools, new scrapers, covering more sources. The latest addition is an AI Agent, so you don’t even pick APIs or scrapers yourself, just get the ready data. <\/p>\n<p>If you work with data in any capacity, give it a try. And I also happy to answer any questions in the comments today and further.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Overall dope features but I have one question as well. I have seen while extracting webpage data from Firecrawl, that the extracted text contains all the advertisements links as well, this sorts of corrupt the data and need some cleaning before feeding to LLM. So I want to understand does HasData remove those links in some way ?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhishekr_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhishekr_ai<\/a> we have a flag for that. Default behavior keeps the page as-is, but you can toggle it to strip ads and nav clutter before the response goes back. Some users actually want the ad data, so we left it configurable rather than forcing one mode.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey there! I just wanted to say qudos for your service. I used it for some enrichment work and honestly you nailed it!!! It took me only about 20 minutes to connect your API to my setup (agent skill for Claude vibe me through), and I was impressed with how smooth the process was.<\/p>\n<p>I had a dataset of 607 rows, and the email enrichment came back with a 74% success rate, which I think is fantastic. After checking for bounces, it settled at 69%. Not bad at all for just 20 minutes of work!<\/p>\n<p>I’ve added you to my favorites for scraping services because you definitely deserve a spot there. <\/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\/@nickolay_tsarik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nickolay_tsarik<\/a> this is really cool feedback, thank you for sharing numbers \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nickolay_tsarik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nickolay_tsarik<\/a> Thanks Nickolay! Real numbers from a real run are way more useful than any pitch we could write. Appreciate 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nickolay_tsarik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nickolay_tsarik<\/a> yeah, we’re doing our best to improve our enrichment workflows these days, hopefully you’ll love it even more soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck with the launch, Bulba Scrapping service )) Fingers crossed for a massive scale-up!<\/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\/@malkiel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malkiel<\/a> Thanks Kirill \ud83d\ude04 Fueled by bulba, deployed everywhere<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@malkiel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malkiel<\/a> fingers crossed! Cheers mate \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@malkiel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malkiel<\/a> guy, it was epic, couldn’t pass by \ud83d\ude02<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2be1b588-eee8-460b-9b7d-a97a007903f8.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>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>Good luck<\/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\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> thank you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> Thanks Dzianis! Appreciate 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> thanks for your support today, means a lot to us \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using HasData for a while now, mainly for Google Maps scraping, and it\u2019s been really easy to use.<\/p>\n<\/p>\n<p>What I like is that it removes a lot of the usual friction around collecting structured data. Instead of spending ages working out the best way to scrape, clean, and organise the data, I\u2019ve been able to get useful results pretty quickly.<\/p>\n<\/p>\n<p>I\u2019m especially excited to try the new AI agent. Getting data from less common websites is often the painful bit. It can be time-consuming, inconsistent, and a lot of trial and error, especially when every site has a slightly different structure.<\/p>\n<\/p>\n<p>If the agent can make that process smoother and more reliable, it\u2019ll be a really useful addition.<\/p>\n<\/p>\n<p>Congrats on the launch. Looking forward to seeing how the product develops.<\/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\/@rich_tank\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rich_tank<\/a> Thank you, really appreciate you writing this up. The painful part you described is the exact reason we built the AI Agent.<\/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>Building a small side project that needs lead data and was about to write a custom scraper. Now I think I’ll just use this – will give it a try at least. Congrats on launching today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dafonov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dafonov<\/a> yeah, we are super good at this – even got a separate enrichment API so you don’t have to do the data parsing and extraction yourself, check it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dafonov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dafonov<\/a> Thanks Dmitry, glad to be the easier path \ud83d\ude42 If you hit any walls during the trial, ping me here or in the Intercom on the site – happy to help you skip the trial-and-error part.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Congratulations team!!! All the best in this new launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrii_tymoshchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrii_tymoshchuk<\/a> cheers mate, appreciate your support today!<\/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\/@andrii_tymoshchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrii_tymoshchuk<\/a> Thank you Andrii, appreciate it! Spellar’s #1 yesterday was a great run, congrats to the whole team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch and good luck today! Love your landing page design btw, especially the widget that gets you started with a link to scrape or an agent prompt – good part of onboarding process nowadays, would love to know how it works for you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@flashberry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flashberry<\/a> yeah, we’ve just released that before the launch, I believe this thing increases your landing page conversion rate hugely. Will share some statistics here in a month or something when we have enough users seeing 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@flashberry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flashberry<\/a> Thanks Mikhail! Honestly still measuring it, the AI Agent and the prompt input both shipped this week, so I will know more in a few weeks. The general “try before signup” pattern has been one of our better activation moves though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys, congrats on launch! I’ve recently seen Firecrawl doing the same (I guess?) AI craping agent – what’s the difference between them and you if any?<\/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\/@gregory_yashkin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gregory_yashkin<\/a> Hey man, cheers, appreciate your kind word and support! That matters a lot to us \ud83e\udef6<\/p>\n<p>Yeah, we do love guys from Firecrawl, I see them doing some amazing things lately. I believe that healthy competition helps everyone, especially the end users. I could say we have some different approach to UI\/UX and also separating no-code and API scrapers for different user segments – don’t know, will let PH users decide today \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Scraping for AI agents is a huge bottleneck right now. How does HasData handle complex anti-bot measures like Cloudflare or dynamic JS-heavy sites without constant manual tweaks?<\/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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> the whole point is that a request from us should be indistinguishable from one a real person makes in their browser. So we rotate proxies across several providers, we negotiate TLS the way an actual browser does (the cipher suites, the order, the extensions – all of it), and the servers our browsers run on are set up to look like real consumer hardware, not a datacenter VM.<\/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>Honestly, Roman mentioning that the AI Agent cross-checks ambiguous pages against a secondary source is totally flying under the radar \u2014 it’s the most underrated part of this whole launch.<\/p>\n<p>Quick practical question though: how does the Agent actually decide <em>when<\/em> to escalate to a cross-check? Is it relying on confidence scores (like the extraction model saying “I’m only 60% sure”), strict schema validation (“required field missing”), or some other heuristic?<\/p>\n<p>Asking as an indie dev building AI tools, because getting that “when to escalate” logic right is usually exactly what makes or breaks agentic systems in production.<\/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\/@nicola_ceccaroni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicola_ceccaroni<\/a> good question and I think we’re still figuring it out when to escalate the cross-check. I would say we are using the combination of all 3 options you mentioned. <\/p>\n<p>1. Before running data collection agents defines the schema and it doesn’t change before current iteration of data collection finished.<br \/>2. We have different playbooks for different kind of data. For example, if it’s a reviews & rating – we can take this data from Google Maps. And for Google Maps we have API, which doesn’t use AI extract at all, so we are pretty confident it is correct.<br \/>3. Playbooks for emails and phone numbers look different and they include cross checks. Some of the obvious signal is the mismatch between business\/person location and country code of the phone number. We have 10+ signals. If the score is low – we do cross check via our search api.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! Does the agent run on a schedule for recurring tasks, or only on demand?<\/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\/@margarita_lubovskaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@margarita_lubovskaya<\/a> Thanks Margarita! Right now on-demand only. Scheduling is in the plans (pun not intended). Coming soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on Launch! I hope we could get a LinkedIn extension even though it blocks scraping…<\/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\/@zanc_zhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zanc_zhao<\/a> Thanks Zanc! We stick to publicly available data only, so no dedicated LinkedIn scraper planned. Google SERP can cover a lot of public profile data if that helps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zanc_zhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zanc_zhao<\/a> will see, for now, I’d suggest to try getting the data you need from SERP snippets from LinkedIn-related search queries – works good for me!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seems like you guys did a really great job connecting your scraping tools to AI via mcps, cli, etc. Might give it a try today!<\/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\">@nikvoice do it mate, I bet you\u2019ll love it! Thanks for supporting us today \ud83e\udef6<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nikvoice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikvoice<\/a> Thanks Nik! That was the main thing we wanted to nail. Same scrapers usable from MCP, CLI, or the API without rewriting anything. If you try it and hit something rough, ping me here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys, congrats on launch! I run an AI agency and we have quite a lot of projects where scraping is a big part of the stack – market research, price monitoring, lead enrichment, competitor tracking, AI agents with web data. So this looks super relevant for us. Scraping is always one of those parts that sounds easy in the begining, but then you spend a lot of time on proxies, blocks, JS rendering and weird site structures. Just one question how well does it work with websites that have heavy anti-bot protection or dynamic pages with a lot of JS rendering?<\/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\/@konstantin_pinchukovskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantin_pinchukovskiy<\/a> looks really relevant. About handling anti-bot and JS rendering, it is all on our side, so you don’t have to think about it. The request goes through our infrastructure and full browser rendering and then you get clean data back. I’d say the fastest way to see how it works for your cases is to just try it, we give 10 000 free credits during launch week \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantin_pinchukovskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantin_pinchukovskiy<\/a> Thanks Konstantin! Both are handled. Residential proxies, headless browsers, auto-retry, all under the hood on the ready scrapers. And we only bill on success, so failed retries cost you nothing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Scaling scrapers for AI agents is usually a massive headache because of proxy rotation and constant site updates. Paying only for successful requests feels like a fair model. Do you provide a way to train the AI extraction for specific non standard layouts, or is it purely automated? Also, what system is being used behind it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ritikgupta_01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritikgupta_01<\/a> Thanks Ritik! You guide it with AI Extract Rules, basically a schema you describe (fields, types, descriptions), and the LLM returns clean JSON. No selectors, no training.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you deal with reliability there, do you surface a confidence score or require a quick validation step?<\/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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> For the 40+ pre-built APIs (Amazon, Google, Booking, Zillow, etc.) we don’t use AI extraction at all. They’re scrapers we maintain ourselves. <\/p>\n<p>Synthetic tests run daily and compare live responses against what we expect, so if a site rotates its layout we usually catch it the same day and fix it before anyone notices. <\/p>\n<p>The schema you call against today is the same one you’ll get next month.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team! Happy to find your product, Google maps no-code scrapers is sth I really need, will try today.<\/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\/@victoria_makarevich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_makarevich<\/a> Thanks Victoria! Google Maps is one of the most battle-tested scrapers in our catalog, you should be good. 10K free credits during launch week, more than enough to validate it on your use case. Let me know how it goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@victoria_makarevich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_makarevich<\/a> Thanks Victoria! Google Maps is one of the most battle-tested scrapers in our catalog, you should be good. 10K free credits during launch week, more than enough to validate it on your use case. Let me know how it goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@victoria_makarevich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_makarevich<\/a> feel free to share your feedback straight away – we love shipping updates our users ask for!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch! Love how the agent picks the matching scraper itself, that part always slowed me down on other tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@igorsorokinua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igorsorokinua<\/a> Thanks Igor! Glad it landed. That decision-making step is the part we wanted to remove for exactly the reason you described.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@igorsorokinua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igorsorokinua<\/a> it also configures the scraper better than an average new user who’s not familiar with web scraping – I love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>most scraping services charge you whether the data comes back clean or not and you end up paying for broken responses. how does the openclaw skill integration work in practice though, does the agent automatically pick which scraper to use or do you still have to configure each one manually<\/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\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> hey, that’s right – HasData only charges for successful api calls, you don’t pay for failed executions and don’t receive broken respones.<\/p>\n<p>Speaking if AI related features – we build it in such way that any agent could pick and configure the right scrapers itself. So far works good I think \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> Thanks Tina, glad the billing model landed.<\/p>\n<p>As for OpenClaw, the Skill is fully automatic. You describe what you need in plain English (“get me top reviews for this restaurant”), and the Skill picks the right scraper from our catalog, runs it, and returns structured data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch, guys! The scraper catalog covers the obvious targets, but what happens when someone needs a niche source not in the library? Does the agent fall back to AI extraction on raw html, or wait for the team to build a dedicated scraper?<\/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\/@julia_peremitina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_peremitina<\/a> good catch, we were iterating with this workflow a lot lately. So basically, we set up our Agent in such way that it has to pick one of the existing sources first for a better search quality. If there’s no relevant source – it can always decide to use basic search and general web scraping tools to build its reply. It works good for now, will be adding more sources and improving our web scraping capabilities in the future!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@julia_peremitina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_peremitina<\/a> Thank you for question! For niche sources you do not need a dedicated scraper at all. Our web scraping API has special parameter where you just describe the fields you want (name, type, optional description) and our LLM returns clean JSON. No CSS selectors, no waiting on us.<\/p>\n<p>And extraction happens on our side, so your agent gets structured JSON instead of raw HTML. Your LLM tokens stay low.<\/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, such a nice selection of web scraping apis! But why should I choose you if I’m already on Apify or a similar solution?<\/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\/@hotfixer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hotfixer<\/a> hey, appreciate your feedback much, cheers! I might just give you a funny story instead of a direct answer:<\/p>\n<p>Last week we had a customer who joined us with the help of Claude – he basically prompted it to find the best scraping solution for his e-commerce use case and try it. It ended up with Claude choosing us among all the competitors found and even purchasing our Pro plan itself.<\/p>\n<p>So yeah, all of the web scraping solutions have their own pros and cons, so we do. Sometimes HasData is just a better fit for you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, team! As your current user, I’m happy to see you finally launched on Product Hunt! Congrats and all the best. P.S.: those guys do a great job, take a look if you need to scrape some web data \ud83d\ude3b <\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> hi Kate, happy to see you among our users! Thanks for your trust and support, means a lot to us \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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thank you Kate! Your support throughout the prep for this launch meant a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Used enough unstable scrapers to appreciate when someone takes this problem seriously.<\/p>\n<p>Btw, is the tiktok scraper coming anytime soon?<\/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\/@msvst\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@msvst<\/a> hey man, appreciate your support today, means a lot! Yeah, we’re now thinking of covering all the short videos platforms for scraping the statistics, etc. Definitely in our roadmap, you just gave it an extra score!<\/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<\/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\/PGPP6AKDU7CMY4\" class=\"app-title\">PHBench<\/a><\/p>\n<div class=\"one-liner\">Predict the next Series A from a ProductHunt launch<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">318<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PHBench\u662f\u4e00\u4e2a\u57fa\u4e8eProduct Hunt\u9996\u53d1\u6570\u636e\u9884\u6d4b\u521b\u4e1a\u516c\u53f8\u83b7\u5f97A\u8f6e\u878d\u8d44\u6982\u7387\u7684\u516c\u5f00\u57fa\u51c6\u5e73\u53f0\uff0c\u5e2e\u52a9VC\u548c\u521b\u59cb\u4eba\u901a\u8fc77\u5e74\u30016.7\u4e07\u6b21\u4ea7\u54c1\u53d1\u5e03\u6570\u636e\u91cf\u5316\u8bc4\u4f30\u65e9\u671f\u4ea7\u54c1\u6f5c\u529b\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9392d20-d8bd-46b6-8f1a-0f76fd157de2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4725601-fdf8-4d32-9f03-327524a300a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c2bc063-f40a-4160-b2b3-ab076e3cc84f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24de3e83-0a60-4563-8812-61f8599cf6e7.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\/bf3461d6-1f09-499c-aedb-aefd33a054f4.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/267d5da182284c509b6826ac5cd40ddc\"><source src=\"https:\/\/www.loom.com\/share\/267d5da182284c509b6826ac5cd40ddc\" 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\">Venture Capital<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Data<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u730e\u624b\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">A\u8f6e\u878d\u8d44\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u57fa\u51c6\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u4fe1\u53f7\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u89c4\u6a21<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u53c2\u4e0e\u5ea6<\/span><br \/>\n <span class=\"tag\">B2B\u8f6c\u5316\u7387<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u5f00\u653e\u6570\u636e\u96c6<\/span><br \/>\n <span class=\"tag\">HuggingFace<\/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\u6a21\u578b\u4fe1\u53f7\u7684\u6709\u6548\u6027\u4e0e\u9650\u5236\uff0c\u5982\u56e2\u961f\u89c4\u6a21\u4e0e\u4e92\u52a8\u7684\u4ea4\u4e92\u6548\u5e94\u662f\u5426\u68c0\u6d4b\u5206\u53d1\u80fd\u529b\u800c\u975e\u4ea7\u54c1\u672c\u8d28\uff1b\u8d28\u7591\u6295\u7968\u6570\u4e0e\u6392\u540d\u5173\u7cfb\uff0c\u4e14\u6307\u51fa\u65e9\u671f\u878d\u8d44\u5386\u53f2\u662f\u5f3a\u5173\u8054\u800c\u975e\u56e0\u679c\uff1b\u5efa\u8bae\u5206\u6790\u5047\u9633\u6027\u6848\u4f8b\u3001\u730e\u4eba\u5f71\u54cd\u3001\u91cd\u590d\u521b\u59cb\u4eba\u7b49\uff0c\u5e76\u62c5\u5fe7\u516c\u5f00\u4fe1\u53f7\u53ef\u80fd\u5bfc\u81f4\u521b\u4e1a\u8005\u4f18\u5316\u884c\u4e3a\u5bfc\u81f4\u4fe1\u53f7\u5931\u771f\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 PHBench\u770b\u4f3c\u662f\u5728\u7528\u673a\u5668\u5b66\u4e60\u4e3aVC\u88c5\u4e0a\u4e00\u526f\u201c\u5bfb\u5b9d\u773c\u955c\u201d\uff0c\u5b9e\u5219\u66f4\u50cf\u662f\u5728Product Hunt\u8fd9\u53e3\u201c\u706b\u9505\u201d\u91cc\u6d4b\u51fa\u4e86\u6c34\u6e29\u53d8\u5316\u7684\u6982\u7387\u6a21\u578b\uff0c\u800c\u975e\u4e3a\u6295\u8d44\u4eba\u627e\u5230\u4e86\u4e0b\u4e00\u4e2a\u201c\u6d77\u5e95\u635e\u201d\u3002\u5176\u4ef7\u503c\u5728\u4e8e\u5c06\u7384\u5b66\u822c\u7684\u201c\u65e9\u671f\u611f\u89c9\u201d\u91cf\u5316\u4e3a\u4e00\u7ec4\u53ef\u9a8c\u8bc1\u7684\u4fe1\u53f7\u2014\u2014\u56e2\u961f\u89c4\u6a21\u4e0e\u793e\u533a\u4e92\u52a8\u7684\u52a0\u6743\u7ec4\u5408\u786e\u5b9e\u6bd4\u5355\u7eaf\u7684\u6295\u7968\u6570\u66f4\u5177\u6d1e\u5bdf\u529b\uff0cB2B\u8d5b\u9053\u76843\u500d\u8f6c\u5316\u7387\u4e5f\u6495\u5f00\u4e86\u201c\u6d88\u8d39\u8005\u70ed\u6367\u5fc5\u706b\u201d\u7684\u5047\u8c61\u3002\u4f46\u771f\u6b63\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u8be5\u6a21\u578b\u7684\u6740\u4f24\u529b\u6070\u6070\u5728\u4e8e\u5b83\u7684\u516c\u5f00\u6027\uff1a\u4e00\u65e6\u5e95\u5c42\u7279\u5f81\u88ab\u5e7f\u6cdb\u77e5\u6653\uff0c\u521b\u59cb\u4eba\u4eec\u80fd\u8fc5\u901f\u53cd\u5411\u4f18\u5316\u2014\u2014\u7ec4\u5efa\u540d\u4e49\u5927\u56e2\u961f\u3001\u6c34\u519b\u5f0f\u4e92\u52a8\u3001\u9009\u54c1\u5411\u9ad8\u8f6c\u5316\u7c7b\u522b\u6324\u5151\uff0c\u8fd9\u4f1a\u8ba9\u6a21\u578b\u5feb\u901f\u6ca6\u4e3a\u201c\u6253\u699c\u6307\u5357\u201d\uff0c\u800c\u975e\u201c\u4ef7\u503c\u63a2\u6d4b\u5668\u201d\u3002\u66f4\u4e3a\u81f4\u547d\u7684\u662f\uff0c\u8bc4\u8bba\u4e2d\u62ab\u9732\u7684\u201c88.3%\u7684A\u8f6e\u516c\u53f8\u5df2\u6709\u79cd\u5b50\u8f6e\u201d\u8fd9\u4e00\u6570\u636e\uff0c\u57fa\u672c\u63ed\u793a\u4e86\u6a21\u578b\u7684\u6838\u5fc3\u903b\u8f91\uff1a\u5b83\u4e0d\u8fc7\u662f\u5728\u4e00\u7fa4\u5df2\u7ecf\u901a\u8fc7\u201c\u6295\u8d44\u4eba\u8ba4\u8bc1\u201d\u7684\u9009\u624b\u91cc\uff0c\u7504\u522b\u8c01\u66f4\u64c5\u957f\u201c\u6253\u5e7f\u544a\u201d\u7f62\u4e86\u3002\u5bf9\u4e8e\u771f\u6b63\u4ece\u96f6\u8d77\u6b65\u3001\u6ca1\u6709\u8d44\u672c\u6760\u6746\u7684\u72ec\u7acb\u5f00\u53d1\u8005\uff0c\u8fd9\u7ec4\u4fe1\u53f7\u51e0\u4e4e\u7b49\u4e8e\u201c\u6211\u4e0d\u8ba4\u8bc6\u4f60\uff0c\u6240\u4ee5\u4e0d\u770b\u597d\u4f60\u201d\u3002\u4ea7\u54c1\u672c\u8eab\u5728\u5b66\u672f\u4e0a\u662f\u4e00\u4e2a\u4e25\u8c28\u7684\u5f00\u6e90\u57fa\u51c6\uff0c\u4f46\u5728VC\u5b9e\u7528\u573a\u666f\u4e2d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u7528\u6765\u5f3a\u5316\u65e2\u6709\u5224\u65ad\u3001\u800c\u975e\u98a0\u8986\u8ba4\u77e5\u7684\u201c\u9a6c\u540e\u70ae\u62a5\u8868\u201d\u3002\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aPHBench\u662f\u4e2a\u597d\u5de5\u5177\uff0c\u4f46\u522b\u628a\u5b83\u5f53\u795e\u8c15\uff0c\u5426\u5219\u4f60\u6295\u7684\u6bcf\u4e00\u8f6eA\u53ef\u80fd\u90fd\u5728\u4e3a\u201c\u8fd0\u8425\u5927\u5e08\u201d\u800c\u4e0d\u662f\u201c\u4ea7\u54c1\u5929\u624d\u201d\u4e70\u5355\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">PHBench<\/span>\n <\/div>\n<div class=\"comment-content\">PHBench: the first public benchmark predicting Series A funding from Product Hunt launch signals. We analyzed 67,292 featured launches over 7 years, linked to 528 verified Series A rounds via Crunchbase. Champion model: 4.7x lift over random. Team size \u00d7 community engagement is the strongest signal; B2B (API, Payments, Fintech) converts at 3x baseline; Rank #1 raises at 2.2x unranked. Dataset, code, and baselines open. Submit at phbench.com and subscribe for weekly high-probability launches.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@rajiv_ayyangar, thank you so much for hunting us!<\/p>\n<p>Hey PH Community \ud83d\udc4b<\/p>\n<p>We’re <a href=\"https:\/\/www.linkedin.com\/in\/yagizihlamur\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Yagiz<\/strong><\/a>, a Senior Technical Product Manager at Amazon and an independent researcher and <a href=\"https:\/\/www.linkedin.com\/in\/yihlamur\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Yigit<\/strong><\/a>, co-founder and GP of Vela Partners. Today, we’re launching <a href=\"https:\/\/phbench.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>PHBench<\/strong><\/a> in collaboration with the University of Oxford (<a href=\"https:\/\/www.linkedin.com\/in\/bengriffin2\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Ben Griffin<\/strong><\/a> and <a href=\"https:\/\/www.linkedin.com\/in\/rick-chen-271a5037b\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Rick Chen<\/strong><\/a>) and <a href=\"https:\/\/vela.partners\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Vela Partners<\/strong><\/a>, the leading quant VC. <\/p>\n<p>And yes, the irony of launching a Product Hunt benchmark on Product Hunt is completely intentional \ud83d\ude42<\/p>\n<p>Here’s the origin story. We kept asking a question nobody had answered: Can you predict which Product Hunt launches will raise Series A funding, based solely on what you see on launch day (votes, rank, team size, category, timing)?<\/p>\n<p>So we built PHBench. We collected 67,292 featured PH launches going back to 2019, matched them to Crunchbase funding records, and identified 528 verified Series A raises within 18 months. Seven years of data. Every featured launch.<\/p>\n<p>Three findings I think this community will find interesting:<\/p>\n<p>\u2192 The signals work. Our model is 4.7x better than random. Statistically significant.<\/p>\n<p>\u2192 The strongest predictor isn’t votes alone. It’s team size \u00d7 community engagement together. A large coordinated team achieving high traction is more predictive than either signal alone.<\/p>\n<p>\u2192 B2B categories convert at 3x the baseline rate. API, Payments, Fintech. If you launch a developer tool on a Tuesday with a big team and high engagement, that’s a strong signal.<\/p>\n<p>We also tested three frontier Gemini models on the same task. The most capable model performed the worst. Better reasoning doesn’t help with pure numbers.<\/p>\n<p>The dataset is available on <a href=\"https:\/\/huggingface.co\/datasets\/ihlamury\/phbench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>HuggingFace<\/strong><\/a>. The leaderboard is <a href=\"https:\/\/www.phbench.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>live<\/strong><\/a>. The <a href=\"https:\/\/github.com\/ihlamury\/phbench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>code<\/strong><\/a> is public. Can you beat our baseline?<\/p>\n<p>The paper is on <a href=\"https:\/\/arxiv.org\/abs\/2605.02974\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>arXiv<\/strong><\/a> and has been submitted to the NeurIPS 2026 Evaluations & Datasets Track. <\/p>\n<p>Would love your feedback \u2014 especially from anyone who’s launched on PH and gone on to raise Series A. You’re in our dataset \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yigit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yigit<\/a> One thing I found especially interesting is the \u201cteam size \u00d7 engagement\u201d interaction signal.<\/p>\n<p>Did you explore whether this is actually detecting <em>distribution maturity<\/em> rather than product quality itself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been quietly working on this with Yagiz, Yigit and Rick for a while.<\/p>\n<p>While I mostly focus on using founder profiles to predict raises, PHBench tries the same prediction but from the product side. A similar question but from the other side.<\/p>\n<p>Have a go at the leaderboard if you fancy; the data’s on HuggingFace.<\/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\/@bengriffin3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengriffin3<\/a> thank you for your valuable contributions. Excited to incorporate ProductHunt into founder prediction pipeline. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Are you using only launch day signals, or do you include post launch traction like follows and comments over the first week?<\/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\/@karimbenkeroum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karimbenkeroum<\/a> The core signals are captured on launch day (votes, comments, daily rank, maker profiles, topic tags). <\/p>\n<\/p>\n<p>One caveat: maker follower counts were scraped in 2026, not at launch time, so for older launches, they reflect post-funding growth. It’s a limitation we document in the paper.<\/p>\n<\/p>\n<p>Adding richer post-launch features like 7-day comment growth or follow-on engagement would be a great extension. We think there’s a lot of untapped signal there. <\/p>\n<\/p>\n<p>Full details on the feature set are in Section 5 of the paper: <a href=\"http:\/\/arxiv.org\/abs\/2605.02974\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">arxiv.org\/abs\/2605.02974<\/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>Interesting, most people assume raw upvotes are the proxy for quality. So the finding about team size \u00d7 community engagement being a stronger signal than votes alone is genuinely counterintuitive but very curious. Have you looked at whether solo founders who hit high engagement are penalized by this model? Do they show up as a distinct cluster? Would love to see how the signal degrades for truly first-time founders vs. repeat ones. Incredible dataset, congrats on getting years of data cleaned!<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Thanks! And yes, the votes finding surprises everyone! Raw upvote count is actually one of our four “noise” features. It has high model importance but near-zero conditional lift. The reason: viral launches with 500+ votes are often consumer products riding a wave of hype that doesn’t translate to institutional funding. The strongest signal is votes combined with daily rank. A #1 launch with high engagement raises Series A at 3.5x the baseline but votes without a strong rank is noise. Maker team size is #2 in importance, and maker follower count is #6 but carries a higher lift (2.4x vs 1.2x for team size alone). Suggesting that who’s on the team matters more than how many. <\/p>\n<\/p>\n<p>On solo founders: we haven’t done the cluster analysis you’re describing, but the data is suggestive. Solo founders (maker_count = 1) underperform teams of 2-3, with a modest 1.2x lift for teams vs. baseline. But the bigger signal is follower count: a solo founder with a large following performs fine; a solo founder with no following is where the model gets skeptical. <\/p>\n<\/p>\n<p>We don’t currently distinguish first-time vs repeat founders. That’s a great feature idea, but maker IDs are redacted in the PH API for privacy, so it’s not something participants can compute today. It would require a partnership with Product Hunt to access that signal. <a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> what do you think :)?<\/p>\n<\/p>\n<p>If you’re curious about digging in, would love to see you submit a model:) You can get the full dataset from here: <a href=\"https:\/\/huggingface.co\/datasets\/ihlamury\/phbench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/huggingface.co\/datasets\/ihlamury\/phbench<\/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>So excited to see this live! This has been a labor of love, collecting data, running +100 experiments, and testing LLMs against good old gradient boosting.<\/p>\n<\/p>\n<p>The leaderboard is open. If you can beat us, you’re the new champion. Who’s in?<\/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\/@ihlamury\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ihlamury<\/a> looking forward to seeing some competition soon!!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really excited to bring PHBench to you guys! By extending the short-term productivity signals on Product Hunt to predict long-term funding materialization, we help to identify outlier products that are truly valuable in the VC environment. We think it will be greatly beneficial to the Product Hunt community.<\/p>\n<\/p>\n<p>Come to beat our baseline and get to the top of the leaderboard!<\/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\/@rick_chen5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rick_chen5<\/a> excited to see more predictors in ProductHunt community to join us! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool idea, Good luck! <a href=\"https:\/\/www.producthunt.com\/@ihlamury\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ihlamury\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ihlamury<\/a> <a href=\"https:\/\/www.producthunt.com\/@yigit\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yigit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yigit<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ihlamury\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ihlamury<\/a> <a href=\"https:\/\/www.producthunt.com\/@cem_ozcelik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cem_ozcelik<\/a> thank you Cem! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would be interesting to see a breakdown of false positives: high PH engagement but no Series A. That\u2019s often where the real insight is.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabriel_brooks1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriel_brooks1<\/a> Totally agree. The false positives are where it gets interesting.<\/p>\n<\/p>\n<p>Our model’s top 50 test predictions have 10% precision, meaning 5 out of 50 are genuine Series A raises. That’s 13x better than random chance (0.76% base rate), but it still means 45 out of 50 are false positives.<\/p>\n<\/p>\n<p>A few patterns we’ve noticed in the false positives: consumer\/social products that go viral on launch day but lack the B2B unit economics VCs want, projects by well-followed makers that are side projects rather than fundable companies, and launches from 2022-2023 that hit strong signals during the funding winter when conversion rates dropped to 0.5%.<\/p>\n<p>The data is fully open. A “false positive autopsy” on the top 100 predicted-but-didn’t-raise would be a great community contribution. If you’re up for it:) <a href=\"https:\/\/huggingface.co\/datasets\/ihlamury\/phbench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/huggingface.co\/datasets\/ihlamury\/phbench<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! This seems very interesting and exciting. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alara_akcasiz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alara_akcasiz<\/a> 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alara_akcasiz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alara_akcasiz<\/a> thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yigit\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yigit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yigit<\/a>, congrats on the launch. I will be wondering the result of <a href=\"https:\/\/www.producthunt.com\/products\/vela-terminal#launches\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/vela-terminal<\/a> launch after the launch ends! <\/p>\n<p>My best product hunt launches were driven by public curiosity and correlated with it. I was using those metric for A\/B\/C testing and it was way more making sense when you test yourself as founder or an idea of early prediction when same amount of effort is spent. <\/p>\n<p>I will definitely try to benchmark using my past launches and give 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ozgur_ozkan4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ozgur_ozkan4<\/a> thank you! My interpretation is that ProductHunt is a signal that the founder is hustling, and if she has the distribution \/ network. So it’s a positive signal of a larger feature set. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>No analysis on hunter impact? \ud83e\udd74\ud83e\udd74\ud83e\udd74<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Valid request! Not yet. Hunter signal is actually one we’d love to explore. The current model uses maker profiles but not who hunted the product. There’s probably<\/p>\n<p> real signal there. A hunt from a top hunter likely correlates with stronger launches. Adding it to the wishlist for v2! \ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What\u2019s PHBench\u2019s prediction for PHBench?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cyrus_burns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyrus_burns<\/a> we’ll know by the end of the launch but it’s positive, because it’s dev tool and 4 hunters! These are positive signals \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>After today’s launch, we all expect to see PHBench’s chances of hitting Series A based on its own model. 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\/@joe_setpoint\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_setpoint<\/a> Haha! I did run our launch through the model just for fun: daily rank looking strong, maker team of 4, developer tools category. The model would like our odds.<\/p>\n<\/p>\n<p>Unfortunately, PHBench itself isn’t raising a Series A:) We’re an open research benchmark, not a startup. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>X Corner Random Encounter: A Quick Take on PHBench \ud83e\udde0<\/strong><\/p>\n<\/p>\n<p>Huge congrats to Yagiz, Yi\u011fit, and the Vela Partners team on this launch! <\/p>\n<\/p>\n<p>I just bumped into Yagiz and Yi\u011fit at the X corner an hour ago. I threw a quick challenge at their core assumption, and they gave me some incredible, patient replies. Here is our quick chat. (With help from Gemini to organize my thoughts into this post!)<\/p>\n<\/p>\n<p><strong>My Question on Twitter:<\/strong> Many top launches already raised seed money. They use PH as an amplifier, not a starting point. It feels like the high engagement vs. Series A is more of a <strong><em>correlation <\/em><\/strong>rather than <strong><em>causality<\/em><\/strong>\u2014the “strong signal” might just be a lagging indicator of their pre-existing capital\/resources.<\/p>\n<\/p>\n<p><strong>Yagiz’s Backdoor Insights:<\/strong> Yagiz dropped a total golden nugget. He told me: <strong>“88.3% of the 528 launches that raised Series A in our dataset had prior seed funding.”<\/strong><\/p>\n<\/p>\n<p><em>(And oh my god, that means I\u2019m officially part of the 11.7% “naked” bootstrapped builders trying to survive with zero funding, haha! \ud83d\ude05)<\/em><\/p>\n<\/p>\n<p>Yagiz honestly framed that PHBench is a <strong>predictive benchmark, not a causal study<\/strong>. They don’t claim causality. But he noted that while a funded team can buy upvotes, consistently landing Rank #1 is harder to manufacture.<\/p>\n<\/p>\n<p><strong>Yi\u011fit’s Side Note:<\/strong> Yi\u011fit also shared another fascinating data point with me: <strong>“Consistent social media posters increase their likelihood of success. However, not posting doesn’t decrease your chance. It\u2019s just neutral.”<\/strong><\/p>\n<\/p>\n<p>I guess those successful but quiet builders must have massive “invisible” networks that online data simply cannot capture.<\/p>\n<\/p>\n<p><strong>My Takeaway:<\/strong> This conversation completely shifted my view. PHBench is essentially a <strong>“Funnel Accelerator”<\/strong> for VCs.<\/p>\n<p>It does not discover hidden gems from absolute scratch. Instead, it predicts which already-backed teams have the top-tier GTM execution to dominate the market on launch day. If you already have seed money, PH is the ultimate stress test for your team.<\/p>\n<\/p>\n<p>My Personal Note:<\/p>\n<p>To wrap up, I want to say how much I truly appreciate their hard work. Data cleaning and dataset building are brutal, sweating jobs. Really appreciate to see them doing all this heavy lifting and unselfishly open-sourcing the whole thing to the community. Thanks a lot.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Now that this model is public, founders will start optimizing for the signals it tracks – bigger teams on paper, coordinated engagement, category shopping. Does publishing the feature set risk corrupting the signal over time?<\/p>\n<\/p>\n<p>Also curious where EdTech lands in the category rankings. 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\">Given the temporal performance decay you observed across funding regimes, how should users operationalize the score: do you recommend retraining\/refreshing on a schedule, calibrating by year\/sector, or using it mainly as a relative ranking signal\u2014and why did you choose F0.5 as the primary leaderboard metric for that workflow?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a><strong> On operationalizing the score<\/strong>: We’d recommend treating it as a relative ranking signal rather than a calibrated probability. The model ranks well (13x lift over random in the top 50), but the absolute probabilities shift across market regimes.<\/p>\n<\/p>\n<p>For anyone deploying this in practice, we’d suggest re-ranking the current cohort weekly rather than relying on absolute thresholds. Periodic retraining (quarterly, as new Crunchbase labels resolve) would help, and calibrating by sector makes sense given that Fintech\/API categories convert at 3x the baseline while consumer categories are well below.<\/p>\n<\/p>\n<p><strong>On F\u2080.\u2085 as primary metric: <\/strong>In VC deal-flow screening, false positives are more expensive than false negatives. A false positive means an analyst spends time on a company that won’t raise (scarce capacity wasted). A false negative means missing a deal, but that’s recoverable through other sourcing channels. F\u2080.\u2085 weights precision twice as heavily as recall, which matches that asymmetry. AP is reported as a threshold-free complement, but F\u2080.\u2085 at an optimized threshold is what we’d actually use in a weekly screening workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ELQB75ALVQWBLM\" class=\"app-title\">Lensmor<\/a><\/p>\n<div class=\"one-liner\">Turn exhibitor data into pre-booked sales meetings<\/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>Lensmor\u662f\u4e00\u4e2a\u4ee5\u5c55\u4f1a\u53c2\u5c55\u5546\u6570\u636e\u4e3a\u6838\u5fc3\u7684\u9500\u552e\u60c5\u62a5\u5de5\u5177\uff0c\u5e2e\u52a9B2B\u56e2\u961f\u5728\u5c55\u4f1a\u524d\u7cbe\u51c6\u53d1\u73b0\u76ee\u6807\u516c\u53f8\u3001\u627e\u5230\u5173\u952e\u51b3\u7b56\u4eba\u3001\u83b7\u53d6\u9a8c\u8bc1\u90ae\u7bb1\uff0c\u5e76\u4e32\u8054AI\u8f85\u52a9\u7684\u89e6\u8fbe\u89c4\u5212\uff0c\u5c06\u65e0\u5e8f\u7684\u5c55\u5546\u540d\u5355\u8f6c\u5316\u4e3a\u53ef\u9884\u7ea6\u7684\u4f1a\u8bae\u673a\u4f1a\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95f53ef8-6ebf-4338-9344-4befc31da3e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d67309cf-aa56-4e5c-8a9c-943d8e05ebca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/efce0e1b-0ffc-487b-b1d4-2de0ce19ce5f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d35ae61-7090-484b-8b24-b60c5420e158.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53d3c871-dfd3-41af-b3a1-4f3d259231f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87b6c490-7005-444d-b846-c18e34f4f509.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b16306e6-3f18-425f-aa1d-dd7cfefff393.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\">Events<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">B2B\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u5c55\u4f1a\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">\u53c2\u5c55\u5546\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">AI\u5916\u547c<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u4eba\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u6d3b\u52a8\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u9884\u7ea6<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5bfc\u51fa<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u5c55\u524d\u89c4\u5212\u201d\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u6539\u5584ROI\u96be\u8ffd\u8e2a\u7684\u75db\u70b9\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u5e0c\u671b\u5b9e\u73b0\u4ece\u540d\u5355\u5230\u4f1a\u8bae\u7684\u7aef\u5230\u7aef\u5f52\u56e0\u8ffd\u8e2a\uff08\u533a\u522b\u4e8e\u624b\u52a8CRM\uff09\u3001\u96c6\u6210Calendly\u7b49\u65e5\u7a0b\u5de5\u5177\u3001\u4ee5\u53caAI\u751f\u6210\u4e2a\u6027\u5316\u5916\u547c\u5185\u5bb9\u3002\u521b\u59cb\u4eba\u56de\u590d\u5f3a\u8c03\u4ee5\u6570\u636e\u7cbe\u51c6\u5ea6\u4f18\u5148\uff0c\u6682\u4e0d\u8ffd\u6c42\u5168\u81ea\u52a8\u53d1\u9001\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 Lensmor\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4f46\u5e38\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u5c55\u4f1a\u8425\u9500\u7684ROI\u9ed1\u6d1e\u3002\u5927\u591a\u6570B2B\u516c\u53f8\u7838\u4e0b\u91cd\u91d1\u53c2\u5c55\uff0c\u5374\u4ecd\u5728\u7528Excel\u548c\u6cdb\u6cdb\u7684\u540d\u7247\u626b\u63cf\u5ea6\u65e5\u3002Lensmor\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u8bd5\u56fe\u518d\u9020\u4e00\u4e2aCRM\u6216\u81ea\u52a8\u5316\u8425\u9500\u5de5\u5177\uff0c\u800c\u662f\u7cbe\u51c6\u951a\u5b9a\u201c\u53c2\u5c55\u5546\u6570\u636e\u201d\u8fd9\u4e00\u9ad8\u4ef7\u503c\u3001\u4f4e\u7ade\u4e89\u5ea6\u7684\u4e0a\u6e38\u73af\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c16\u4e07+\u5168\u7403\u5c55\u4f1a\u5e93\u3001\u4f01\u4e1a\u5230\u5c55\u4f1a\u53cd\u5411\u67e5\u8be2\u3001\u51b3\u7b56\u4eba\u90ae\u7bb1\u9a8c\u8bc1\uff0c\u8fd9\u4e9b\u529f\u80fd\u6784\u6210\u4e86\u4e00\u4e2a\u5b9e\u7528\u7684\u201c\u60c5\u62a5\u5c42\u201d\u3002\u521b\u59cb\u4eba\u5766\u8a00\u4e0d\u505a\u201cSpray and Pray\u201d\u7684\u76f2\u76ee\u5916\u547c\uff0c\u800c\u662f\u805a\u7126\u4e8e\u8ba9\u56e2\u961f\u201c\u5e26\u7740\u6b63\u786e\u540d\u5355\u8fdb\u573a\u201d\uff0c\u8fd9\u79cd\u514b\u5236\u503c\u5f97\u80af\u5b9a\u3002\u76ee\u524d\u4ea7\u54c1\u6700\u5927\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u6570\u636e\u8d28\u91cf\u4e0e\u66f4\u65b0\u9891\u7387\u2014\u2014\u5982\u679cLensmor\u80fd\u6301\u7eed\u8bc1\u660e\u5176\u53c2\u5c55\u5546\u6570\u636e\u7684\u65f6\u6548\u6027\u4e0e\u51c6\u786e\u7387\u8fdc\u9ad8\u4e8e\u901a\u7528B2B\u6570\u636e\u5e93\uff08\u5982ZoomInfo\uff09\uff0c\u5219\u80fd\u771f\u6b63\u5efa\u7acb\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5371\u9669\u4fe1\u53f7\u5728\u4e8e\u201c\u529f\u80fd\u5806\u780c\u7684\u5e7b\u89c9\u201d\u3002AI Agent\u3001CSV\u5bfc\u51fa\u3001CRM\u96c6\u6210\uff0c\u8fd9\u4e9b\u542c\u8d77\u6765\u5f88\u597d\uff0c\u4f46\u82e5\u6570\u636e\u6e90\u65e0\u6cd5\u4e0e\u4e3b\u6d41\u5c55\u4f1a\u7ec4\u7ec7\u65b9\uff08\u5982Informa\u3001Reed Exhibitions\uff09\u5efa\u7acb\u72ec\u5bb6\u6216\u9ad8\u9891\u5408\u4f5c\uff0c\u5176\u6570\u636e\u5e93\u5f88\u5feb\u5c31\u4f1a\u6ca6\u4e3a\u4e8c\u624b\u6570\u636e\u7684\u201c\u82b1\u5f0f\u6574\u5408\u201d\u3002\u540c\u6837\uff0c\u8bc4\u8bba\u4e2d\u591a\u6b21\u63d0\u53ca\u7684\u201c\u7aef\u5230\u7aefROI\u8ffd\u8e2a\u201d\u662f\u6f5c\u5728\u5927\u5751\u2014\u2014\u8bd5\u56fe\u6253\u901a\u65e5\u5386\u3001\u90ae\u7bb1\u3001CRM\u7684\u5f52\u56e0\u7cfb\u7edf\uff0c\u6280\u672f\u6210\u672c\u548c\u7528\u6237\u4fe1\u4efb\u95e8\u69db\u6781\u9ad8\uff0c\u82e5\u76f2\u76ee\u6295\u5165\uff0c\u53ea\u4f1a\u5206\u6563\u65e9\u671f\u8d44\u6e90\u3002\n <\/p>\n<p class=\"ai-content\">\n Lensmor\u7684\u751f\u6b7b\u7ebf\u4e0d\u5728\u4e8e\u529f\u80fd\u591a\u5c11\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6210\u4e3a\u201c\u5c55\u524d\u60c5\u62a5\u7684\u7b2c\u4e00\u5165\u53e3\u201d\u3002\u5982\u679c\u5b83\u53ea\u505a\u6210\u4e00\u6b3e\u6f02\u4eae\u7684\u201c\u9ad8\u7ea7Excel\u66ff\u4ee3\u54c1\u201d\uff0c\u5373\u4fbf\u6709272\u4e2a\u6295\u7968\uff0c\u6700\u7ec8\u4e5f\u4f1a\u88abSalesforce\u6216HubSpot\u7684\u539f\u751f\u6a21\u5757\u541e\u566c\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff1a\u5b83\u80fd\u5426\u5b9a\u4e49\u4e00\u4e2a\u65b0\u7684\u9500\u552e\u52a8\u4f5c\u2014\u2014\u201cLensmor\u4e00\u4e0b\uff0c\u5c31\u77e5\u9053\u8be5\u53bb\u54ea\u573a\u5c55\u4f1a\u627e\u8c01\u559d\u8336\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\">Lensmor<\/span>\n <\/div>\n<div class=\"comment-content\">Unlike generic contact databases, Lensmor starts with exhibitor data, helping teams discover relevant events, find exhibiting companies, identify decision-makers, reveal verified emails, and book meetings before the show begins. Standout features include 160,000+ global events, exhibitor search, reverse company-to-event lookup, CSV export, and an AI agent for lead discovery and outreach planning.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, Claire here, founder of Lensmor. <\/p>\n<p>We built Lensmor because trade show prep is still weirdly manual. <\/p>\n<p>A lot of B2B teams spend real money on booths, travel, sponsorships, and sales time, but still walk into the event with a messy spreadsheet, a generic exhibitor list, and no clear plan for who they should meet. <\/p>\n<p>Lensmor starts with exhibitor data. <\/p>\n<p>You can search 160,000+ global events, find exhibiting companies, identify decision-makers, reveal verified emails, export lists, and plan outreach before the show starts. <\/p>\n<p>The goal is simple: help teams walk into trade shows with the right target list and more meetings already booked. <\/p>\n<p>We\u2019re also building an AI Agent that turns the workflow into a faster pre-show sprint: <br \/>find target exhibitors \u2192 generate intelligence briefs \u2192 draft outreach \u2192 help plan meeting booking and follow-up. <\/p>\n<p>We\u2019re launching today as part of Vercel Day, and Lensmor is built on Vercel. <\/p>\n<p>I\u2019d love feedback from anyone who has used trade shows for pipeline: <\/p>\n<p>Where does trade show prep usually break for your team? <br \/>– finding the right exhibitors <br \/>– figuring out who to contact <br \/>– writing pre-show outreach <br \/>– booking meetings before the event <br \/>– proving ROI after the show<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@clairehuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clairehuang<\/a> This is the kind of tool I would want to test against one upcoming event first. If it can surface better target accounts quickly, the business case is pretty straightforward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@clairehuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clairehuang<\/a> What I like here is the focus on pre-show planning. Most event tools talk about what happens during or after the show, but the meeting pipeline is usually decided before anyone arrives.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@clairehuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clairehuang<\/a> Hi Claire, Congrats on the launch. Very niche but cool tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Proving ROI after a show is always the hardest part because the follow-ups are usually generic and late. If Lensmor helps us book meetings <em>before<\/em> the event starts, that\u2019s already a win. Is there a way to track which booked meetings actually came from Lensmor lists?<\/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> Great question, Vikram \u2014 and I agree, booking meetings before the show is already a much more measurable win than chasing generic follow-ups afterward.<\/p>\n<p>Today, teams can push Lensmor-generated lists into their CRM, including HubSpot, and track them as a campaign or source there.<\/p>\n<p>For deeper end-to-end attribution, like automatically proving which booked meeting converted into pipeline, we\u2019d need broader access to CRM, calendar, email, and revenue data. Many companies are understandably cautious about that level of sensitive permission, so we\u2019re being thoughtful about it.<\/p>\n<p>At this stage, our focus is on building the event-specific data graph: stronger exhibitor intelligence, ICP fit, decision-maker mapping, and high-value signals that help teams make better pre-show decisions. Over time, we\u2019ll add more attribution workflows where they create clear value without compromising trust.<\/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>Good one for sales people. How does it help with bulk outreach, like someone want to set outreach sequence automatically? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imrulkaayes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imrulkaayes<\/a> Exactly \u2014 and I think this is an important distinction.<\/p>\n<p>Trade shows are already a form of scaled customer acquisition. The real question is not just \u201chow do I send more emails?\u201d but \u201cwhich event has the highest concentration of ICP-fit companies, and who should I meet there?\u201d<\/p>\n<p>For B2B, trust still matters a lot. Offline conversations and face-to-face meetings can create a level of credibility that purely automated outreach often can\u2019t.<\/p>\n<p>So our view is not to use AI for \u201cspray and pray\u201d bulk outreach. It\u2019s to use AI to make the offline GTM motion much more precise: choose the right events, identify the right companies, find the right people, and create a relevant reason to connect before the show starts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Claire! Proving ROI after the show is notoriously hard. Does Lensmor currently track which exported contacts actually turned into meetings or pipeline, or is that still a manual CRM step?<\/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\/@barnaby_lloyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barnaby_lloyd<\/a> Great question, Barnaby \u2014 and I agree, post-show ROI is one of the hardest parts of trade show marketing.<\/p>\n<p>Today, Lensmor focuses on the pre-show intelligence layer: helping teams identify the right exhibitors, contacts, and outreach angles before the event starts. Once contacts are exported or pushed into a CRM like HubSpot, teams can track meetings and pipeline there using Lensmor\/event as the source or campaign.<\/p>\n<p>We\u2019re not trying to pretend full attribution is solved magically inside Lensmor yet. Deeper tracking would require access to CRM, calendar, email, and revenue data, which many teams are understandably careful about.<\/p>\n<p>Our current priority is to make the pre-show signal much stronger first \u2014 so teams start with better accounts, better contacts, and better context. Then we can build more attribution workflows on top of that foundation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 booking meetings before the event does Lensmor integrate with scheduling tools like Calendly or Chili Piper to suggest time slots based on the event agenda or exhibitor availability?<\/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\/@imogen_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imogen_wallace<\/a> Great question, Imogen \u2014 this is definitely part of the workflow we care about.<\/p>\n<p>Today, Lensmor is more focused on the pre-show intelligence layer: helping teams identify the right exhibitors, decision-makers, and outreach opportunities before the event starts. Teams can then move those opportunities into their existing CRM\/scheduling flow.<\/p>\n<p>Native integrations with tools like Calendly or Chili Piper are on our roadmap. What we\u2019re especially interested in is not just \u201cadd a booking link,\u201d but making scheduling smarter around the event context \u2014 agenda, booth timing, travel windows, and priority accounts.<\/p>\n<p>That\u2019s where we think trade show scheduling can become much more intentional.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. Curious about the AI agent’s autonomy – does it draft outreach sequences for human approval before sending, or do you let it send autonomously to verified emails? Asking as someone building agent harnesses on the other side of this category and always interested in where teams draw the trust line.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mu_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mu_li<\/a> Great question, Mu \u2014 and I really like the way you framed the \u201ctrust line.\u201d<\/p>\n<p>For us, the AI agent should first act as a research and drafting layer, not an autonomous sender. Lensmor helps identify the right exhibitors, contacts, and event context, then can support more relevant outreach drafts \u2014 but we believe the human should review and approve before anything goes out.<\/p>\n<p>Especially in outbound, trust is not just about data accuracy. It\u2019s also about brand voice, timing, and reputation. So our current philosophy is: let AI do the heavy research and personalization work, but keep humans in control of the final message and sending decision.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Trade show ROI is hard to prove when the team starts with an unstructured list. Lensmor\u2019s approach should make the before-and-after much easier to track.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lily_liu8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lily_liu8<\/a> Thanks Lily, exactly.<\/p>\n<p>When the starting point is an unstructured list, it becomes hard to tell what worked and what did not after the event.<\/p>\n<p>We want Lensmor to help teams create a clearer before-and-after:<\/p>\n<p>which exhibitors matched the ICP, who was contacted, which conversations turned into meetings, and what actually came from the show.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \ud83c\udf8a <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Generic lead databases rarely understand event intent. Exhibitor data is a better starting point because it already tells you which companies are investing in that market. Love the idea of Lensmor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> Most lead databases start from \u201cwho could be a buyer.\u201d But event data starts from \u201cwho is already making a market move.\u201d<\/p>\n<p>When a company chooses to exhibit, they\u2019re not just fitting an ICP on paper \u2014 they\u2019re actively investing budget, showing up in a category, and trying to create demand in a specific market window.<\/p>\n<p>That\u2019s why we believe exhibitor data is such a strong starting point for sales teams. Really appreciate your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The best part of this is the timing. Outreach before the show is where teams can still change the outcome. After the event, most leads are already cold. 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\/@constance_tong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@constance_tong<\/a> Thank you, Constance \u2014 you nailed the core insight.<\/p>\n<p>We see trade shows less as \u201coffline events\u201d and more as time-bound intent graphs. The real leverage is not after the show when everyone is chasing cold leads, but before the show, when companies have already signaled budget, priority, and market intent by choosing to exhibit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Claire! Love the angle of Lensmor.<\/p>\n<\/p>\n<p>From my experience, trade shows are expensive, yet most teams still prep with messy spreadsheets and generic lead lists. Turning exhibitor data into a prioritized meeting list before the event is a practical, high-ROI use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Thanks Luo, really appreciate it.<\/p>\n<p>That\u2019s exactly the gap we\u2019re focused on. Trade shows are expensive, but the prep often still depends on someone manually cleaning exhibitor lists, guessing which companies matter, and stitching together contacts in a spreadsheet.<\/p>\n<p>Our goal is to make the pre-show workflow much more concrete:<\/p>\n<p>which exhibitors should we prioritize, who should we contact, and how do we turn that into meetings before the event starts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Converting exhibitor data into meetings is a high-value niche. Does the tool use AI to personalize the outreach based on the specific company’s recent news or launches?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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 \u2014 yes, we believe public news, launches, and product signals are key to making outreach truly relevant.<\/p>\n<p>Today, Lensmor focuses on helping teams identify the right events, exhibitors, and decision-makers before the show. In our upcoming iterations, we\u2019re adding more company-level signals like recent news and product updates to support more personalized, timely outreach.<\/p>\n<p>The goal is context-driven outreach, not just AI-generated copy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Congratulations, team, the trade show ROI piece you mentioned, how does Lensmor help prove that? <br \/>Is there built-in tracking for which booths\/meetings actually converted, or would that be on us to track separately in our CRM?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Great question, Abdul. Today we support HubSpot integration, so teams can push selected exhibitors, contacts, and meeting opportunities into their CRM and track conversion\/pipeline there.<\/p>\n<p>Our core value right now is the pre-show intelligence layer: helping teams identify the right events for their ICP, the most relevant exhibitors, and the decision-makers worth reaching before the show starts.<\/p>\n<p>We see that intent signal itself as a big missing piece in trade show ROI, and we\u2019ll continue adding more event-specific data and attribution workflows over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@_ivan1 perfect, all the best with your launch mate<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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, and as one who loves going to expos for leads, I really like the idea! I was wondering whether the database could include side events related to each expo. Based on my experience, most real networking happens outside the exhibition space at those events, so I believe it would be helpful to include those information for reference as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Nice surprise to see you here \u2013 I was curious about your product recently and wanted to wish you good luck. I’m building in the events space too (B2C, a tool that recommends which events to go to), so it’s cool to see what other people are doing in this area. Wishing you a great launch day! Funnily enough, I launched my side product on PH today as well \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, Claire! How do you handle duplicate or parent-subsidiary company listings across multiple shows? One team might attend 5+ events per quarter and needs deduplication.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Curious how the intent signal scoring works in practice; is it based on the exhibitor’s booth activity at past shows, or are you pulling from outside signals like hiring and funding too? asking because the ICP filter looks solid but intent is usually where these tools get fuzzy<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexzayago\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexzayago<\/a> Great question \u2014 and I completely agree, \u201cintent\u201d is where many tools become fuzzy.<\/p>\n<p>For us, we try to separate ICP fit from event intent. ICP fit answers: \u201cIs this the right type of company?\u201d Intent answers: \u201cWhy is this company worth engaging now, in this specific market window?\u201d<\/p>\n<p>Today, our scoring starts with event-native signals: exhibitor category, event relevance, sponsor\/booth presence, repeat attendance across shows when available, market\/category alignment, and how well the company\/contact maps to your ICP.<\/p>\n<p>We\u2019re also adding more outside company signals like hiring, funding, product launches, and recent news. But we don\u2019t want intent to become a black-box score. The goal is to show the underlying signals clearly, so teams understand why an account is being prioritized.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the AI Agent generate intelligence briefs that include recent news, job changes, or funding rounds? Or is it more static company\/exhibitor data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_paul11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_paul11<\/a> Great question, Andrew \u2014 yes, we believe recent news, job changes, funding rounds, product launches, and other company-level signals are very important. They\u2019re on our roadmap, and we\u2019ll be shipping updates around this soon.<\/p>\n<p>One thing we\u2019ve learned is that exhibitor data itself is not static either. Trade shows have a short time window, and exhibitor lists, booth info, sponsors, and company context can change quickly before the event.<\/p>\n<p>So we don\u2019t think of this as a static CSV export. Our goal is to build a continuously refreshed event intelligence layer \u2014 combining exhibitor data with timely company signals, so sales teams can act on fresh context before the show starts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 you source and keep exhibitor rosters current across 160,000+ events\u2014especially when organizers gate lists behind sponsor\/exhibitor access\u2014and what\u2019s your approach when data is incomplete or changes right before the show?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question \u2014 this is one of the hardest parts of building in this category.<\/p>\n<p>We combine multiple public and permitted sources: organizer websites, exhibitor\/sponsor pages, event directories, company websites, and other open signals. Then we run enrichment, deduplication, freshness checks, and confidence scoring on top of that data.<\/p>\n<p>When data is incomplete or behind gated exhibitor access, we don\u2019t want to pretend it\u2019s perfect. We\u2019d rather make the data quality and recency clear, then focus on surfacing the highest-confidence signals first.<\/p>\n<p>Right before a show, things can change quickly \u2014 exhibitors drop, booths move, new sponsors appear \u2014 so improving refresh speed and data quality is a big ongoing priority for us.<\/p>\n<p>Our view is that event intelligence is not just about collecting lists. It\u2019s about continuously turning fragmented, messy event data into timely, usable sales signals.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><em>Congrats! If a team’s biggest bottleneck is ‘writing pre-show outreach,’ does Lensmor offer A\/B testing or open-rate tracking for different message versions? Or is that outside scope for now?<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexis_rodriguez7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexis_rodriguez7<\/a> Great question, Alexis \u2014 for now, A\/B testing and open-rate tracking are mostly handled through the team\u2019s existing sales engagement or CRM tools.<\/p>\n<p>Our current focus is the layer before that: helping teams understand who to reach out to, why they matter, and what event-specific context should shape the message.<\/p>\n<p>I do think message testing will become important over time, but our view is that the biggest lift is not just \u201cwrite better copy.\u201d It\u2019s turning event signals into the right target list and the right outreach angle before the show starts.<\/p>\n<p>Once that foundation is strong, testing different message versions becomes much more meaningful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, folks \ud83e\udd29 Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@j_che\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@j_che<\/a> Thanks\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>Congrats, Claire! What’s the typical workflow gap after a team exports a list from Lensmor do they usually leave Lensmor to send emails, or are you building native sending + tracking?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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, great question.<\/p>\n<p>Today, most teams use Lensmor to build and export the target list, then run sending through their existing sales stack, usually HubSpot, Salesforce, Apollo, Instantly, Smartlead, or another outbound tool.<\/p>\n<p>The bigger workflow gap we see after export is turning the list into an actual pre-show meeting plan:<\/p>\n<p>which exhibitors are worth prioritizing, what angle to use, who to contact, and when to follow up.<\/p>\n<p>That\u2019s why we\u2019re building the AI Agent layer:<\/p>\n<p>target exhibitors \u2192 intelligence briefs \u2192 outreach drafts \u2192 meeting booking support \u2192 follow-up planning.<\/p>\n<p>Native sending + tracking is on the roadmap. We\u2019re approaching it carefully because many teams already have deliverability, CRM, and compliance workflows in place, and we want Lensmor to fit into that workflow cleanly instead of forcing a full replacement.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 feels useful because it connects event data to the sales workflow. That bridge is usually handled manually by someone on the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@william_wang24\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@william_wang24<\/a> Thanks William \u2014 exactly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that Lensmor starts with the event context first. For RevOps teams, a cleaner target list before the show can save a lot of messy follow-up work later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shirley_mou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shirley_mou<\/a> Absolutely, we\u2019ve heard this pain point so many times from sales teams, both in Reddit discussions and in day-to-day conversations.<\/p>\n<p>AI is moving incredibly fast, but the trade show workflow still feels very traditional and manual. That\u2019s exactly why we wanted to build something focused on the event context first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This is such a practical use of data. It\u2019s not just more dashboards\u2014it\u2019s a clear path from event research straight into real sales conversations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@genedai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@genedai<\/a> Thank you, Gene! That\u2019s exactly what we\u2019re trying to build. Really appreciate your 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<\/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\/DWJQQXBEGBRBCS\" class=\"app-title\">Agentic Website Builder 2.0 by Lokuma<\/a><\/p>\n<div class=\"one-liner\">Design, build, and run your site with a design agent harness<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">167<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agentic Website Builder 2.0 \u662f\u4e00\u4e2a\u201c\u8bbe\u8ba1\u5373\u7cfb\u7edf\u201d\u7684\u667a\u80fd\u5efa\u7ad9\u5de5\u5177\uff0c\u6838\u5fc3\u89e3\u51b3\u73b0\u6709AI\u5efa\u7ad9\u5de5\u5177\u201c\u751f\u6210\u4e00\u65f6\u723d\uff0c\u7f16\u8f91\u706b\u846c\u573a\u201d\u7684\u75db\u70b9\u2014\u2014\u901a\u8fc7\u8bbe\u8ba1\u611f\u77e5\u667a\u80fd\u4f53\uff0c\u5728\u54c1\u724c\u4e00\u81f4\u6027\u548c\u957f\u671f\u53ef\u7ef4\u62a4\u6027\u4e0a\u5b9e\u73b0\u4ece\u751f\u6210\u5230\u8fed\u4ee3\u7684\u5168\u6d41\u7a0b\u95ed\u73af\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4832e4cb-8f03-4301-b005-5aa236e9ee91.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/878ddb83-36c9-41b8-9ba0-51faa9662d54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82a88197-b64f-45aa-be0b-aa36c250afd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a0ea34d-e3a2-40df-9414-e232639a85c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9befa506-d920-4d0c-8612-e46d69eabcf5.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\/181e7cf1-cd49-4521-95c7-ba01186ae433.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wm3qpmXjbC4?si=-xllXgD4VKlLRrho\"><source src=\"https:\/\/youtu.be\/wm3qpmXjbC4?si=-xllXgD4VKlLRrho\" 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\">Vercel Day<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5173\u6ce8\u957f\u671f\u7f16\u8f91\u540e\u8bbe\u8ba1\u4e00\u81f4\u6027\u95ee\u9898\uff08\u70b9\u8d5e\u6700\u9ad8\uff09\uff0c\u4ee5\u53ca\u201cAI\u98ce\u201d\u540c\u8d28\u5316\u56f0\u60d1\u3002\u56e2\u961f\u56de\u5e94\u805a\u7126\u201c\u8bbe\u8ba1\u7cfb\u7edf\u5148\u884c\u201d\u4e0e\u201c\u76ee\u6807\u4fee\u8865\u201d\u67b6\u6784\uff0c\u907f\u514d\u4fe1\u4efbLLM\u8bb0\u5fc6\u3002\u540c\u65f6\uff0c\u6709\u7528\u6237\u6307\u51fa\u5de5\u5177\u7075\u6d3b\u6027\u4e0d\u5982\u5f00\u53d1\u7ea7\u5de5\u5177\uff08\u5982Antigravity\uff09\uff0c\u800cSEO\u4e0e\u4ee3\u7406\u95f4\u8bbe\u8ba1\u8fc1\u79fb\u529f\u80fd\u5c1a\u5f85\u5b8c\u5584\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 Agentic Website Builder 2.0 \u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u5efa\u7ad9\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u573a\u5bf9\u5f53\u524dAI\u751f\u6210\u5f0f\u5de5\u5177\u201c\u4e0d\u8d1f\u8d23\u4efb\u201d\u7684\u8def\u7ebf\u7ea0\u504f\u3002\u5f53\u5927\u591a\u6570\u4ea7\u54c1\u6c89\u8ff7\u4e8e\u7528\u5927\u6a21\u578b\u4e00\u6b21\u6027\u5410\u51fa\u6f02\u4eae\u4f46\u8106\u5f31\u7684\u201c\u7b2c\u4e00\u7a3f\u201d\u65f6\uff0cLokuma\u9009\u62e9\u4e86\u4e00\u6761\u66f4\u96be\u7684\u8def\uff1a\u6784\u5efa\u4e00\u4e2a\u5305\u542b\u8bb0\u5fc6\u3001\u7ea6\u675f\u548c\u81ea\u6211\u4fee\u6b63\u7684\u667a\u80fd\u4f53\u751f\u547d\u5468\u671f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u201c\u7ef4\u62a4\u201d\u3002\u5176\u201c\u8ba1\u5212-\u6267\u884c-\u5ba1\u67e5-\u81ea\u7ea0\u201d\u7684\u667a\u80fd\u4f53\u5faa\u73af\uff0c\u4ee5\u53ca\u5c06\u8bbe\u8ba1\u7cfb\u7edf\uff08Design Tokens\u3001Tailwind Config\uff09\u4f5c\u4e3a\u4e0d\u53ef\u4fb5\u72af\u7684\u201c\u5baa\u6cd5\u201d\u800c\u975e\u6a21\u578b\u53ef\u4ee5\u968f\u610f\u7be1\u6539\u7684\u201c\u5efa\u8bae\u201d\uff0c\u8fd9\u4ece\u6839\u672c\u4e0a\u626d\u8f6c\u4e86\u201cAI\u751f\u6210\u5982\u4e00\u6b21\u6027\u7eb8\u676f\u201d\u7684\u5c34\u5c2c\u5c40\u9762\u3002\u901a\u8fc7\u201c\u76ee\u6807\u4fee\u8865\u201d\u548c\u201c\u8bbe\u8ba1\u7cfb\u7edf\u5148\u884c\u201d\u7684\u7b56\u7565\uff0c\u5b83\u6210\u529f\u5c06AI\u4ece\u4e0d\u53ef\u63a7\u7684\u201c\u827a\u672f\u5bb6\u201d\u53d8\u6210\u4e86\u53ef\u63a7\u7684\u201c\u9ad8\u7ea7\u7f8e\u5de5\u5e08\u201d\u2014\u2014\u9075\u5faa\u54c1\u724c\u624b\u518c\u3001\u5728\u65e2\u5b9a\u6846\u67b6\u5185\u6267\u884c\u5177\u4f53\u6307\u4ee4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9510\u8bc4\u4e4b\u4e0b\u4ecd\u9700\u6cfc\u51b7\u6c34\u3002\u9996\u5148\uff0c\u6240\u6709\u201c\u9632\u6f02\u79fb\u201d\u673a\u5236\u672c\u8d28\u4e0a\u662f\u5728\u4e0eLLM\u7684\u4e0d\u786e\u5b9a\u6027\u505a\u201c\u519b\u5907\u7ade\u8d5b\u201d\uff0c\u53ea\u8981\u5e95\u5c42\u6a21\u578b\u8f93\u51fa\u5b58\u5728\u968f\u673a\u6027\uff0c\u7edd\u5bf9\u7684\u201c\u9501\u5b9a\u201d\u5c31\u53ea\u662f\u7406\u60f3\u3002\u5176\u6b21\uff0c\u8be5\u4ea7\u54c1\u5728\u5f53\u524d\u9636\u6bb5\u5bf9\u201c\u8bbe\u8ba1\u611f\u201d\u7684\u8ffd\u6c42\uff0c\u96be\u514d\u4ee5\u727a\u7272\u201c\u7075\u6d3b\u6027\u201d\u4e3a\u4ee3\u4ef7\u3002\u7528\u6237@ayush_tiwari37\u7684\u8bc4\u8bba\u975e\u5e38\u7cbe\u51c6\u2014\u2014\u5b83\u4e0e\u5982\u201cVS Code on steroids\u201d\u7684\u4ea7\u54c1\u5e76\u975e\u7ade\u54c1\uff0c\u800c\u662f\u4e92\u8865\u3002Lokuma\u5728\u54c1\u724c\u4e0e\u8bbe\u8ba1\u4e0a\u5efa\u5899\uff0c\u610f\u5473\u7740\u5b83\u5728\u6df1\u5ea6\u5f00\u53d1\u4e0e\u5f02\u5f62\u4ea4\u4e92\u4e0a\u4e5f\u4f1a\u7b51\u8d77\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u6765\u770b\uff0c\u8fd9\u4e0d\u662f\u4e00\u4e2a\u8ba8\u597d\u6240\u6709\u4eba\u7684\u901a\u7528\u578b\u4ea7\u54c1\uff0c\u800c\u662f\u4e00\u4e2a\u670d\u52a1\u4e8e\u201c\u975e\u6280\u672f\u4f46\u5ba1\u7f8e\u5728\u7ebf\u201d\u7684\u521b\u4e1a\u8005\u3001\u4ee5\u53ca\u9700\u8981\u9ad8\u6548\u4ea7\u51fa\u54c1\u724c\u7ad9\u70b9\u7684\u201c\u5c0f\u578b\u7cbe\u54c1\u673a\u6784\u201d\u7684\u7cbe\u51c6\u5de5\u5177\u3002\u5b83\u5207\u4e2d\u7684\u662fAI\u751f\u4ea7\u4ece\u201c\u53ef\u7528\u201d\u5230\u201c\u53ef\u4fe1\u201d\u4e4b\u95f4\u7684\u90a3\u4e00\u5c42\u8584\u8584\u4f46\u575a\u786c\u7684\u7406\u6027\u6ce1\u6cab\u3002\u4e0e\u5176\u8bf4\u5b83\u5728\u5356\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u5b83\u5728\u8d29\u5356\u4e00\u79cd\u786e\u5b9a\u6027\u2014\u2014\u8fd9\u5728AI\u8fc7\u5ea6\u627f\u8bfa\u7684\u65f6\u4ee3\uff0c\u662f\u4e00\u79cd\u7a00\u7f3a\u4e14\u806a\u660e\u7684\u5b9a\u4f4d\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\">Agentic Website Builder 2.0 by Lokuma<\/span>\n <\/div>\n<div class=\"comment-content\">Lokuma 2.0 is a design-aware agent harness for websites. Most AI builders can generate a first draft. But real sites need structure, taste, brand consistency, editing, publishing, forms, and ongoing updates. Lokuma connects planning, design, style, assets, site state, edits, and publishing into one agentic workflow \u2014 so your website feels designed, not just generated. Design, build, and run your site with agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! <\/p>\n<p>Tech lead at Lokuma here.<\/p>\n<p>The core shift in v2.0: we replaced the fixed “generate-once” pipeline with a real agent loop \u2014 the model plans, writes code, inspects output, and self-corrects until it’s satisfied. That’s what makes the quality jump feel so dramatic.<\/p>\n<p> <\/p>\n<p>A few things under the hood we’re proud of:<\/p>\n<p>1.Plan-first \u2014 the agent drafts a build plan before writing any code. Users approve it before execution starts.<\/p>\n<p> <\/p>\n<p>2.Targeted patching \u2014 edits use find-and-replace on the specific changed section, not full file rewrites. Faster and more predictable.<\/p>\n<\/p>\n<p>3.Live preview \u2014 updates as the agent works, not just at the end.<\/p>\n<p> <\/p>\n<p>We built this because we were tired of AI builders that look great in demos but break the moment you customize. Lokuma 2.0 is meant to be a real collaborative builder.<\/p>\n<\/p>\n<p>Happy to answer questions about the architecture \u2014 looking forward to your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@big_claw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@big_claw<\/a> Couldn’t have done this without your vision on the agent architecture. The plan-first loop, the patching strategy, the live preview \u2014 all your shape on the codebase. Founder gets the marketing slot; you solved the hard problem. Grateful.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@big_claw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@big_claw<\/a> Curious about one technical\/design decision; when the agent enters the self-correction loop, how do you decide whether it should locally patch the existing implementation vs. rethink the higher-level plan entirely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt,<\/p>\n<p>I’m Mu, back again.<\/p>\n<p>In March we launched <a href=\"https:\/\/...\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Lokuma Design Agent<\/strong><\/a> here – a design intelligence layer that other AI agents call. It took #1 of the day, and that response shaped what came next.<\/p>\n<\/p>\n<p>Design Agent is still one of our core. It’s evolving fast \u2014 the world is moving toward agent-first stacks, and design intelligence for AI is a long road we’re committed to.<\/p>\n<p>But there’s another half of the picture.<\/p>\n<\/p>\n<p>A lot of people aren’t building with their own AI agents, yet.<br \/>They’re sitting down to make a website themselves.<br \/>They still need better tools.<\/p>\n<p>So today I’m launching <strong>Lokuma Website Builder 2.0<\/strong>.<\/p>\n<p>Design Agent is for AI.<\/p>\n<p>Website Builder is for the people AI builds for.<br \/>Same conviction, different side of the screen.<\/p>\n<\/p>\n<p><strong>Why now?<\/strong><\/p>\n<p>Over the past few months, agent architecture has matured. Tool dispatch, persistent memory, self-repair, observability \u2014 the runtime is finally ready. And SMBs and creators are entering AI website building in waves. But most of what they get is still a v1.<\/p>\n<p>Most AI website builders generate a great first draft.<br \/>Then they leave.<\/p>\n<p>You change the headline, the design breaks.<br \/>You add a section, the brand drifts.<br \/>The hero photo is wrong, but you can’t say “make it more golden-hour” \u2014 because the agent doesn’t remember what your brand looks like.<\/p>\n<p>That’s not a prompt problem.<br \/>That’s a runtime problem.<\/p>\n<p>So in the month after Design Agent shipped, we went heads-down to build the runtime underneath.<\/p>\n<\/p>\n<p><strong><em>Lokuma 2.0 is a design-aware agent harness for websites.<\/em><\/strong><em> <\/em><\/p>\n<\/p>\n<p>The same agent that builds your site can edit it next month, restyle it next quarter, swap a palette, fix a broken form, ship the change. It remembers your brand, your structure, your previous iterations, your live source code.<\/p>\n<p>Generation isn’t running a website.<br \/>A first draft isn’t enough.<\/p>\n<p>You need something that stays.<\/p>\n<\/p>\n<p><strong>Why us?<\/strong><\/p>\n<p>I’ve spent the last decade building tools designers actually use \u2014 Readdy and Creatie reach 500,000+ designers and creators today.<br \/>Lokuma Website Builder 1.0 quietly shipped in February and showed us where AI-built websites actually break.<br \/>Design Agent gave AI a designer’s brain.<\/p>\n<p>This one gives that brain a body \u2014 and that took the whole team.<\/p>\n<p>We’re a small indie crew \u2014 designers who write code, AI researchers who care about typography, growth gurus who were running AI-native marketing experiments before that was a category. The roles blur, deliberately. A harness like this lives in the seams between design and runtime, between agent loops and SMB workflows \u2014 exactly where mixed-discipline teams move fastest.<\/p>\n<\/p>\n<p>Curious how others here see it:<\/p>\n<p>When your AI ships v1, what’s the first thing that breaks the second time you try to change it?<\/p>\n<p>\u2014 Mu<\/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>The real test will be long term edits most tools can generate a good first version but maintaining design integrity after 10\u201320 changes is where things usually break.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabriel_brooks1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriel_brooks1<\/a> Gabriel, agreed entirely. A polished v1 is table stakes; long-term integrity is the real test. Our long-running internal stress tests show the design system still holds across heavy edits \u2014 not pixel-perfect, but the “system collapses” failure mode shouldn’t happen. Take a swing at it.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like lokuma, i tried it and figure it create sites with better design than directly from claude, very nice! good job \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nilni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nilni<\/a> Nil, thank you! Means a lot coming from someone shipping Pagegun + Makeform. Both products we look at when thinking about “tools that consistently do their job amazing” \u2014 that bar is rare. Keep at it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the move toward targeted patching instead of full file rewrites. Whenever I use AI tools available for UI work, they usually break existing CSS while trying to add a single new button. Does this agent actually understand my existing design system and tokens before it starts patching, or is it still guessing a bit?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ritikgupta_01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritikgupta_01<\/a> Ritik, short version: <strong>we don’t trust the LLM to remember your design system. We make remembering free.<\/strong><\/p>\n<p>Design tokens are structured per-project state the agent sees every iteration. The Tailwind config is locked \u2014 agent can only compose with existing tokens, can’t invent new ones. Patches are find-and-replace, not rewrites. A pre-build audit catches the slips.<\/p>\n<p>Not 100%, but “one button breaks the system” shouldn’t happen.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 you avoid the \u2018AI Look\u2019?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> The “AI look” is what happens when you let the model collapse to its mean \u2014 the average of everything in its training. Prompts can’t pull it off-center reliably; only the system around it can. For us that’s vertical data labeling, model engineering, and the harness that integrates both into every iteration. Avoiding mediocrity isn’t a prompt problem. It’s a system problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>what if I’m an agency building 5 different client sites? <br \/>Can the agent learn from one site’s design system and apply lessons to the next one, or is each site starting fresh?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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 use case, and one we hear from agencies a lot.<\/p>\n<p>Right now each site is its own world \u2014 the agent has full memory within a site (brand, structure, iterations, live code), but nothing carries across. That said, you can still enforce consistency today through visual templates and instructions \u2014 set the design language once, reuse it as a starting point.<\/p>\n<p>An agency-level layer where taste and components travel across client work natively is something we’re actively designing. If you’re open to chatting, we’d love to hear how your team would want it to work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> +1 to Qi An. One specific trick: every project auto-keeps a “design notes” doc as the agent works \u2014 style, brand rules, decisions made along the way. For client #2, paste the relevant bits into chat and agent uses it as your baseline immediately. Crude but real. Boyuan, this kind of use case shapes our agency roadmap \u2014 drop me a DM if you want a deeper convo.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 concept of a ‘design agent harness’ is intriguing. Does the agent iterate based on high-level feedback (e.g., ‘make it more professional’), or does it require specific UI instructions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Actually both,but high-level feedback is the interesting case.<\/p>\n<p>“Make it more professional” gets resolved against the design system the agent built first: type scale, spacing, palette, hierarchy. So vague intent becomes concrete moves inside an existing grammar, not a fresh guess.<\/p>\n<p>Specific UI instructions work too, and the agent will flag when one breaks the system rather than silently complying.<\/p>\n<p>The harness exists so the agent has enough context to interpret intent. That’s the whole 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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> On top of what Qi An shared – Without a harness, “make it more professional” is a fresh guess every time. With a harness, it’s a move inside an existing grammar \u2014 tighten leading, drop saturation, lift hierarchy contrast. Same words, different category of result.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve spent the last few years marketing AI website builders. From inside that seat, the pattern is hard to miss: every new launch promises something different, but the outputs converge within a quarter. Different brands, same skeletons. Different prompts, similar typography. After a while it stops being a tooling problem and starts feeling like a category problem.<\/p>\n<\/p>\n<p>The thing that’s hard for AI isn’t generating a page. It’s generating constraint. Design is mostly about what gets left out \u2014 the hierarchy that decides what earns attention, the system that decides what’s allowed at all. Models are trained on abundance; they want to add. Design wants to subtract. That’s the real gap.<\/p>\n<\/p>\n<p>Lokuma 2.0 starts there. It builds the design system first \u2014 color, type, spacing, hierarchy, the whole grammar \u2014 before a single page exists. The site is then composed inside the system, not the other way around. Drop in a reference site and it picks up the design language without copying the layout. Bring an old site across and it gets rebuilt on top of a proper system, content and assets intact.<\/p>\n<\/p>\n<p>It’s a strange thing to ship from inside a category I’ve watched commoditize itself. But this is the part that’s hardest to fake, and the part that \u2014 if it works \u2014 holds up. AI is going to keep making generic things faster. Taste is the only layer that compounds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@qian_712\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qian_712<\/a> Your work on this product goes way past marketing. The concepts, the growth thinking, the daily polish on framing \u2014 I’ve learned from all of it. Many great ideas from yo are going to stay with me. Grateful you’re on this team.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “operate” part is what catches my attention. Building a site is table stakes now \u2014 maintaining it, updating content, fixing broken stuff without touching code is where 90% of non-technical founders get stuck. Does the agent handle things like SEO meta tags and structured data automatically, or is that still manual?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> meta + OG tags + sitemap + robots are handled automatically. Richer SEO (structured data, schema-driven enhancements) is exposed through chat \u2014 agent picks up what each page needs based on its content type. Beyond SEO: content edits, broken-link fixes, form repair all happen in the same conversation. The site stays editable, not a one-shot dump.<\/p>\n<p>Best\uff0c<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. I tried it out and the onboarding questions stood out to me.<\/p>\n<\/p>\n<p>The best part for me was being able to paste in websites for design inspiration. That made the process feel more grounded because I was not just describing a site from nothing. I could give it examples of the style I had in mind and let the builder work from there.<\/p>\n<\/p>\n<p>I also liked how descriptive the questions were before generation. For a website builder like this, those first inputs seem really important because the more clearly the agent understands the user\u2019s taste, references, and intent upfront, the less cleanup and back-and-forth the user probably has to do after the first design is generated.<\/p>\n<\/p>\n<p>Excited to see where this goes. The product feels like it is trying to make the design process more collaborative instead of just generating a first draft and leaving the user to clean it up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danush_singla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danush_singla<\/a> Danush, thank you! You’ve put your finger on the design thesis exactly.<\/p>\n<p>Most builders treat intake as a form to skip past. We treat it as the place the whole project’s design DNA gets set \u2014 taste, references, intent, all captured upfront so the agent isn’t guessing on iteration 3 what you meant in iteration 1.<\/p>\n<p>The reference URL paste is the move I’m proudest of. “I want it to feel like X” is how designers actually think \u2014 making it the first input instead of an afterthought changes the whole arc of the build. Glad it landed.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using agentic website builders like Antigravity, and there are some clear advantages and disadvantages to Agentic Website Builder 2.0 by Lokuma.<\/p>\n<p>On the plus side, it’s very easy to use, meaning someone from a non-tech background can easily pick it up. It also handles the design part entirely on its own and honestly does it much better than Antigravity, which requires the user to provide exhaustive details and a hell of a prompt just to make things look aesthetic.<\/p>\n<p>However, it lags behind when it comes to flexibility. Antigravity is basically VS Code on steroids, which devs can leverage much better, but that is not the case here with Agentic Website Builder 2.0.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ayush_tiwari37\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayush_tiwari37<\/a> Honest read \u2014 you’ve named the trade-off correctly.<\/p>\n<p>Lokuma sits in the “design comes for free, you cede some dev flexibility” half of the market. Antigravity sits in the other half. Both are legit positions; we picked the first one deliberately.<\/p>\n<p>Two escape hatches today if you need more: <strong>export code<\/strong> (Starter+) drops the project into your IDE \/ GitHub \/ Cursor; in-chat file editing (“change line 47 of Hero.tsx”) works but isn’t the primary surface.<\/p>\n<p>If a “Lokuma + dev side-door” would actually solve this for you, tell me what specifically \u2014 thinking about how to do it without breaking the non-tech-user path.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly, the biggest headache with AI builders is trying to change one small line of text a week later and watching the entire layout drift into absolute chaos. If this actually keeps edits localized without turning the codebase into spaghetti over time, it\u2019s a massive win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mithra_xavier\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mithra_xavier<\/a> Yeah, this is the headache we think about most. Some tech architecure for now:<\/p>\n<p>1. Style edits (palette, font, anchor) bypass the LLM entirely \u2014 direct<\/p>\n<p> token rewrite + rebuild in ~15s. So “change brand color a week later”<\/p>\n<p> can’t drift the layout, because the LLM doesn’t run on that path.<\/p>\n<p>2. Content edits are surgical old_string \u2192 new_string patches, and a<\/p>\n<p> post-build audit flags drift (e.g. hero src pointing at a stale image<\/p>\n<p> reference) so the agent can self-heal before you see it.<\/p>\n<p>Not 100% solved. But worst-case revert is minutes, not weeks. Still<\/p>\n<p>iterating on tighter guarantees.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is the focus on UI only, or does it include UX too? From another comment and reply, if I ask it to “make it more professional” does it understand how the target audience will perceive “professional”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@you_x_you_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@you_x_you_i<\/a> Mostly UI, with UX scaffolding, such as section order, copy hierarchy,<\/p>\n<p>conversion flow, form wiring and etc. What we don’t do: actual audience<\/p>\n<p>research.<\/p>\n<p>“Professional” is routed by industry tag, not by what your audience<\/p>\n<p>perceives as professional. For example, fintech loads certain design style + Space Grotesk \u00d7 IBM<\/p>\n<p>Plex Sans. Boutique hotel loads oxblood + gold + Cormorant.<\/p>\n<p>Defensible defaults \u2014 not researched answers.<\/p>\n<p>For SMB founders that’s a fair trade-off \u2014 fast first cut they can react to, before they invest in the research\/strategy layer (which is your work, not ours). Starting point, not the finish line.<\/p>\n<p>Hope this helps : )<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><em>Congrats, Mu! For agencies building sites for clients \u2013 does Lokuma support handoff where the agent can explain its design decisions to a non-technical client during revision rounds?<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexis_rodriguez7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexis_rodriguez7<\/a> Alexis \u2014 honest framing first: we’d rather the agent <em>not<\/em> talk directly to your clients. <strong>Agency value lives in the translation layer \u2014 reading what a client actually wants, framing the rationale in their language, holding the relationship.<\/strong> Putting an AI in that seat erodes exactly what makes the agency necessary.<\/p>\n<p>So Lokuma is built as a teammate <em>inside<\/em> the agency, not a client-facing tool. Today:<\/p>\n<ul>\n<li>\n<p>Every build emits a <strong>design pitch<\/strong> + <strong>design cards<\/strong> (anchor, palette, hierarchy rationale) in client-readable language \u2014 agencies pull from these for review meetings, drop what doesn’t fit<\/p>\n<\/li>\n<li>\n<p><strong>Export code<\/strong> (Starter+) \u2014 your team owns the artifact and integrates however<\/p>\n<\/li>\n<li>\n<p><strong>Direct publish<\/strong> \u2014 fastest “let me share the live preview with the client for sign-off” path<\/p>\n<\/li>\n<\/ul>\n<p>Shareable client-review link + per-revision approval flow are on the roadmap. Running 5+ clients? Ping me \u2014 would love to design this with you.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Mu! For SMBs who are not technical how do they tell Lokuma what their brand looks like? Do they upload a style guide, point to an existing site, or describe it conversationally?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Barnaby \u2014 all of those work today, plus a fourth. Choices for non-technical users:<\/p>\n<ul>\n<li>\n<p><strong>Describe it in chat<\/strong> (“earthy, editorial, like a wine label”)<\/p>\n<\/li>\n<li>\n<p><strong>Drop a reference URL in chat<\/strong> \u2014 agent extracts palette + typography without copying the layout<\/p>\n<\/li>\n<li>\n<p><strong>Upload a logo or screenshot directly in chat<\/strong> \u2014 vision picks up the look; logo persists as the brand anchor<\/p>\n<\/li>\n<li>\n<p><strong>Use the Style panel<\/strong> \u2014 side drawer with logo upload, brand text, palette \/ font swap, composition picker \u2014 for users who’d rather click than type<\/p>\n<\/li>\n<\/ul>\n<p>Most mix two: a sentence in chat + a logo upload (either route). Multi-page style-guide PDFs aren’t auto-parsed yet (on roadmap). <\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 thoughtful launch congrats! What’s the most unexpected thing that broke during your own testing when editing an AI generated site a month later? That story would help us trust the runtime.<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Best story: our auto-repair watchdog.<\/p>\n<p>We built it so when a site loaded with a blank #root after a successful build, the runtime auto-files a “fix this” chat. Sounded great in tests.<\/p>\n<p>Then a user opened a project from weeks earlier. The iframe took a beat to fetch, watchdog saw empty root, fired auto-repair \u2192 backend treated it as a fresh build under that project ID \u2192 completely unrelated content appeared in the user’s project slot.<\/p>\n<p>Fix: a phase-edge tracker. Watchdog only arms after we’ve actually <em>observed<\/em> a build complete in the current session. Can’t mistake “page loading” for “site broken” anymore.<\/p>\n<p>Trust the runtime \u2014 but only when the runtime knows what state it’s in.<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Mu! You said most AI website builders generate a great first draft, then leave when your AI ships v1 what’s the first thing that breaks the second time you try to change it? for us it’s always the hero section layout<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Imogen, you nailed it. Hero is the canonical “regenerate-the-whole-section-on-every-edit” trap \u2014 change a headline, lose the image; nudge the CTA, layout falls apart. We pick a hero recipe early (cinematic \/ split \/ overlay-rail) so the agent edits inside it instead of over it. Won’t claim it’s perfect \u2014 hero is hard \u2014 but it should hold for the kind of edits that used to torch v2. Try it on one you’ve fought with, ping back?<\/p>\n<p>Best,<\/p>\n<p>Mu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a> Thanks Wood for your kind 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>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Joy here, back for round two.<\/p>\n<p>In March, we launched <a href=\"https:\/\/lokuma.ai\/design-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Lokuma Design Agent<\/a> \u2014 a design intelligence layer built for other AI agents to call. It hit #1 Product of the Day, and what we heard from that community changed everything about what we did next.<\/p>\n<p>Design Agent is still core to what we’re building. It’s moving fast, agent-first stacks are becoming the default, and we’re in it for the long game on design intelligence for AI.<\/p>\n<p>But there’s a side of this we hadn’t fully addressed.<\/p>\n<p>As a branding & marketing agency owner, I’ve seen how SME owners struggle. <\/p>\n<p>You’re wearing ten hats. You’re good at your craft \u2014 whether that’s running a restaurant, a studio, a clinic, a shop. But building a website? That’s a different skill set entirely, and hiring someone to do it right isn’t always an option.<\/p>\n<p>I watched businesses around me struggle with this for years. Not because they lacked ambition, but because the tools assumed too much, too much time, too much budget, too much technical fluency. They’d settle for something that looked cheap. Or they’d spend money they didn’t have on something they couldn’t maintain.<\/p>\n<p>That gap is what Lokuma is really about. Not just a better AI tool, but an honest attempt to give small businesses something they’ve never quite had: a website that looks like it was made for them, and actually stays that way.<\/p>\n<p><strong>What Lokuma 2.0 actually is:<\/strong><\/p>\n<p>Most AI builders are one-and-done. They generate, then vanish. What you’re left with is a site you can’t confidently touch \u2014 because the thing that built it isn’t there anymore.<\/p>\n<p>Lokuma 2.0 is different. It’s a design-aware agent harness: the same agent that builds your site sticks around. It comes back next month when you need to update the headline. Next quarter when you want a full restyle. When a form breaks, when the palette needs a refresh, when your offering changes and the whole page needs to catch up.<\/p>\n<p>It knows your brand \u2014 not as a setting you configured once, but as something it’s held onto: your visual language, your structure, your previous iterations, your live source code. Every edit is informed by everything that came before.<\/p>\n<p>Because here’s the thing most builders miss: generating a website isn’t the same as running one. A great first draft is just the beginning. The real test is what happens the second time you need to change something \u2014 and the third, and the tenth.<\/p>\n<p>You don’t just need something that launches. You need something that <em>lasts<\/em>.<\/p>\n<p>So join us and explore Lokuma 2.0 together. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great one team, BTW, if someone eventually wants to hand this off to a developer or export it cleanly, what’s the code quality like?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks! Yes, full export anytime.<\/p>\n<p>It’s agent-written code \u2014 modern stack, readable, componentized. Not hand-crafted by a senior engineer, but clean enough for a developer to pick up without a rewrite. The targeted-patching approach in v2.0 actually helps here: edits stay localized, so the codebase doesn’t drift into spaghetti over many iterations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. Building Lokuma 2.0 these months \u2014 with the team, with AI as a collaborator \u2014 keeps returning me to one thought: the era already shifted. The question isn’t what AI can do. It’s what each of us chooses to become next. \u2014 DK<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH! Full-stack engineer at Lokuma. I tune guitars on weekends. Tuning agents on weekdays turns out to be the same craft \u2014 pluck, listen, find the half-step off, adjust one thing, pluck again. Most of Lokuma 2.0 was built by agents I spent two months tuning. Different strings, same instinct.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K7ASSL4K4T44K2\" class=\"app-title\">Gradient Bang<\/a><\/p>\n<div class=\"one-liner\">Massively multi-player game played by talking to an LLM<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gradient Bang\u662f\u4e00\u6b3e\u901a\u8fc7\u8bed\u97f3\u4e0eLLM\u4ea4\u4e92\u6765\u7ba1\u7406AI\u5b50\u4ee3\u7406\u8230\u961f\u3001\u5728\u52a8\u6001UI\u73af\u5883\u4e2d\u8fdb\u884c\u5927\u89c4\u6a21\u591a\u4eba\u5bf9\u6218\u7684\u5b9e\u9a8c\u6027\u6e38\u620f\uff0c\u5c06\u590d\u6742AI\u7f16\u6392\u878d\u5165\u590d\u53e4\u592a\u7a7a\u8d38\u6613\u73a9\u6cd5\uff0c\u65e8\u5728\u63a2\u7d22AI\u539f\u751f\u5e94\u7528\u7684\u6280\u672f\u8fb9\u754c\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48855c3b-5360-4602-83ce-8ffe5d5d45c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a42bc47-af8f-41df-8603-c6ee54e5775a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7901a5c-4056-491f-a457-2fedad5c9350.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\/559bd299-d517-4b13-9c63-9effd44d4edd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=x_DDnZ2vewQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=x_DDnZ2vewQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Games<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u539f\u751f\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">LLM\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001UI<\/span><br \/>\n <span class=\"tag\">\u5b50\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u901a\u4fe1<\/span><br \/>\n <span class=\"tag\">Agent\u6c99\u76d2<\/span><br \/>\n <span class=\"tag\">\u592a\u7a7a\u8d38\u6613<\/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>\u73a9\u5bb6\u79f0\u8d5e\u5176\u521b\u65b0\u4e0e\u8da3\u5473\u6027\uff0c\u540c\u65f6\u5173\u6ce8\uff1aLLM\u968f\u673a\u6027\u5982\u4f55\u5e73\u8861\u5bf9\u6297\u516c\u5e73\u6027\uff1b\u957f\u4e0a\u4e0b\u6587\u4e0e\u5b9e\u65f6\u5ef6\u8fdf\u7684\u6280\u672f\u6311\u6218\uff1b\u63d0\u793a\u9a71\u52a8\u7684\u6e38\u620f\u5982\u4f55\u9632\u6b62\u4ee3\u7406\u5e7b\u89c9\uff1b\u4ee5\u53ca\u201c\u4eba\u7c7bvs\u81ea\u52a8\u5316\u201d\u7684\u7ade\u4e89\u516c\u5e73\u6027\u95ee\u9898\u3002\u56e2\u961f\u627f\u8ba4\u76ee\u524d\u662f\u5b9e\u9a8c\u6027\u9879\u76ee\uff0c\u5e73\u8861\u4ecd\u5728\u8c03\u8bd5\u4e2d\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 Gradient Bang\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u6b3e\u6e38\u620f\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201cAI\u539f\u751f\u201d\u7684\u6280\u672f\u6f14\u793a\u6c99\u76d2\uff0c\u62ab\u7740\u590d\u53e4\u592a\u7a7a\u8d38\u6613\u7684\u5916\u8863\uff0c\u5185\u91cc\u5374\u662f\u5bf9\u591a\u4ee3\u7406\u7f16\u6392\u3001\u52a8\u6001UI\u751f\u6210\u3001\u957f\u4e0a\u4e0b\u6587\u7ba1\u7406\u4e0e\u5b9e\u65f6\u8bed\u97f3\u7ba1\u9053\u7b49\u524d\u6cbf\u547d\u9898\u7684\u66b4\u529b\u5b9e\u9a8c\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u53ef\u73a9\u6027\uff0c\u800c\u5728\u4e8e\u5b83\u5411\u5f00\u53d1\u8005\u66b4\u9732\u4e86\u201c\u628aLLM\u585e\u8fdb\u5b9e\u65f6\u7cfb\u7edf\u201d\u7684\u5b8c\u6574\u75db\u70b9\u548c\u89e3\u51b3\u65b9\u6848\u2014\u2014\u4ecePipecat\u6846\u67b6\u5904\u7406\u8bed\u97f3\u5ef6\u8fdf\uff0c\u5230\u5b50\u4ee3\u7406\u5171\u4eab\u4e0a\u4e0b\u6587\u7684\u6a21\u5f0f\uff0c\u518d\u5230\u7528LLM\u66ff\u4ee3\u4f20\u7edf\u9519\u8bef\u5904\u7406\u7684\u6fc0\u8fdb\u505a\u6cd5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4f5c\u4e3a\u6e38\u620f\uff0c\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u6280\u672f\u5671\u5934\u800c\u975e\u6210\u719f\u4f5c\u54c1\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u4e0d\u786e\u5b9a\u6027\u201d\u201c\u5e73\u8861\u7f3a\u5931\u201d\u201c\u81ea\u52a8\u5316vs\u4eba\u529b\u201d\u95ee\u9898\uff0c\u63ed\u793a\u51faLLM\u56fa\u6709\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u5982\u4f55\u7834\u574f\u4e86\u6e38\u620f\u6700\u57fa\u7840\u7684\u516c\u5e73\u89c4\u5219\u3002\u5f53\u73a9\u5bb6\u80fd\u7f16\u5199\u66f4\u9ad8\u6548\u7684\u4ea4\u6613\u5faa\u73af\u6216\u5806\u53e0\u66f4\u591a\u7b97\u529b\u65f6\uff0c\u7ade\u6280\u6027\u5c31\u6ca6\u4e3a\u4e86\u4e00\u573a\u201c\u8c01\u7684\u4ee3\u7406\u5199\u5f97\u597d\u201d\u6216\u201c\u8c01\u7684GPU\u591a\u201d\u7684\u519b\u5907\u7ade\u8d5b\u3002\u56e2\u961f\u5766\u627f\u201c\u4e0d\u77e5\u9053\u5982\u4f55\u89e3\u51b3\u201d\uff0c\u8fd9\u6070\u6070\u662fAI\u539f\u751f\u6e38\u620f\u81f3\u4eca\u6ca1\u6709\u51fa\u5708\u8303\u4f8b\u7684\u7f29\u5f71\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\uff0c\u662f\u5b83\u5f00\u6e90\u540e\u4f5c\u4e3a\u6559\u5b66\u5de5\u5177\u7684\u4ef7\u503c\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u514b\u9686\u4ed3\u5e93\uff0c\u89c2\u5bdf\uff1aVercel Sandbox\u5982\u4f55\u652f\u6301\u7528\u6237\u81ea\u5b9a\u4e49\u5b50\u4ee3\u7406\u8d44\u4ea7\uff1b\u7ed3\u6784\u5316\u6570\u636e\u5982\u4f55\u4e0eLLM\u4e0a\u4e0b\u6587\u6df7\u5408\uff1b\u52a8\u6001UI\u5982\u4f55\u5728\u7ef4\u6301\u7528\u6237\u4f53\u9a8c\u4e0eAI\u81ea\u4e3b\u6027\u95f4\u6447\u6446\u3002\u5176\u8bbe\u8ba1\u54f2\u5b66\u2014\u2014\u7528LLM\u7f29\u51cf\u540e\u7aef\u4ee3\u7801\u91cf\uff0c\u5c06\u9519\u8bef\u5904\u7406\u8f6c\u56de\u63a8\u7406\u5faa\u73af\u2014\u2014\u53ef\u80fd\u6bd4\u6e38\u620f\u672c\u8eab\u66f4\u5177\u542f\u53d1\u6027\u3002\u4f46\u82e5\u53ea\u80fd\u4f5c\u4e3a\u6280\u672f\u6f14\u793a\u5b58\u5728\uff0c\u5b83\u6ce8\u5b9a\u662f\u6781\u5ba2\u7684\u73a9\u5177\uff0c\u800c\u975e\u5927\u4f17\u7684\u5a31\u4e50\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\">Gradient Bang<\/span>\n <\/div>\n<div class=\"comment-content\">Gradient Bang is a new kind of software: AI-native, built from the ground up to use LLMs everywhere. The game has a dynamic user interface driven by an LLM, conversational voice input, and to win you have to manage a fleet of AI subagents. You can even program your own subagents and run them in Vercel Sandboxes. Built with Pipecat, Daily WebRTC, Supabase, Vercel.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gradient Bang is a massively multiplayer, completely LLM-driven game. Come play Gradient Bang with us. See if you can catch me on the leaderboard.<\/p>\n<p>This whole thing started because I wanted to explore a bunch of things I\u2019m currently obsessed with, in an application of non-trivial size, that felt both new and old at the same time.<\/p>\n<p>So \u2026 a retro-style space trading game built entirely around interacting with and managing multiple LLMs. Factorio, but instead of clicking, you talk to your ship AI and figure out how to make money, make friends, and make havoc for your enemies.<\/p>\n<p>Some of the things we\u2019ve been thinking about as we hack on Gradient Bang:<\/p>\n<p>– Sub-agent orchestration<br \/>– Managing very, very, very long LLM contexts, including episodic memory across user sessions<br \/>– World events and large volumes of structured data input as part of human\/agent conversations<br \/>– Dynamic user interfaces, driven\/created on the fly by LLMs<br \/>– And, of course, voice as primary input<\/p>\n<p>If you\u2019ve been building coding harnesses, or writing Open Claw agents, or doing pretty much anything that pushes the boundaries of AI-native development these days, you\u2019re probably thinking about these things too!<\/p>\n<p>The game is entirely open source. So if you want to see how we built it, you can clone the repo and start asking Claude\/Codex about the code. If you want to add a feature, submit a PR.<\/p>\n<p>New today, design your own corporation ship agents, run them in a Vercel Sandbox, and bring them into the game. Think you can make your pair trading loops faster? That’s going to give you a pretty big advantage in the game. Want to run with unlimited corp ship compute using open source models? You can do that, now!<\/p>\n<p>See the Vercel Sandbox subagents starter repo here: <a href=\"https:\/\/github.com\/pipecat-ai\/gradient-bang\/tree\/main\/deployment\/vercel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/pipecat-ai\/gradient-bang\/tree\/main\/deployment\/vercel<\/a><\/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\/@kwindla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kwindla<\/a> was chasing that leaderboard for a bit, feeling guilty about token\/electricty usage – I was “strong” \ud83d\ude42 I use games as an ADHD harness so I can stay focused on one ‘work task’ at a time, and this was useful for that for a bit, thank you! It also has changed the way I think about designing similar systems, so thank you again for that! Definitely a game every developer and GTM specialist should play today to understand how they can use AI to create autonomous systems to grow their 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gradient Bang is one of those products that immediately makes you want to keep exploring. Super fun, witty and packed with interesting ideas around agents, voice, and dynamic UIs. Glad I got to contribute to it in a small way, awesome work by the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jain_atul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jain_atul<\/a> It’s really great working (and playing the game) with you! How are you doing on the leaderboard, in the newly re-started universe?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Was super interesting to work with the @<a href=\"http:\/\/Daily.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Daily.co<\/a> team on this. The use case goes way beyond gaming into complex enterprise workflows. \ud83d\ude80<\/p>\n<\/p>\n<p>Would love to read a deep dive into the subtopics you tackled – managing long-term context, dynamic UIs, and sub-agent orchestration. Will hit Claude on the repo logic in the meantime! \ud83e\udd16\ud83d\udcbb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kabra_sidhant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kabra_sidhant<\/a> I’ve been taking notes for long-ish posts about everything we learned. There’s so much interesting stuff, and so many things for us all to figure out together as an AI engineering community. Things like how to design UIs to be dynamic and driven by LLMs, but still good user experiences. And how to inject lots of structured data into LLM contexts, and when to run inference versus just queue up the events.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gradient Bang is built on Pipecat, the leading open-source Python framework for building real-time voice and multimodal agents. We’re hosting a hackathon on May 30th at YC along with our friends at Cekura, NVIDIA, AWS, and Twilio. Come join us!<br \/><a href=\"https:\/\/events.ycombinator.com\/HW0opxy78\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/events.ycombinator.com\/HW0opxy78<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Takes me back to the 90s!!<\/p>\n<p>Having worked with agents and particularly voice agents for the last 2 years, the craft behind this game is quite amazing. We ran 100s of simulations to test these agents and I have only 1 thing to say – If you haven’t tried it yet, do now <em>period<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tarush_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarush_<\/a> I definitely had the classic BBS games (especially TradeWars 2002) in mind, when we started working on Gradient Bang. Playing those games was my earliest experience of online, social interactions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Launching together today makes Product Hunt even more exciting. Love the product it really caught my attention.<\/p>\n<p>Cheering for fellow makers today, and would love to support each other. Wishing you a fantastic 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\/@erenasiroglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erenasiroglu<\/a> Love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love this! Do you have future plans of launching more such games?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shashij_gupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shashij_gupta<\/a> No! But, then again, we didn’t really plan to build this one. It was just a side project that turned out to be so much fun that we kept working on it, and other people got excited about it too.<\/p>\n<\/p>\n<p>What do you think? Should we all start an open source games project, together, and build a bunch more of these things? \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>looks cool! Love that players can ship their own subagents into sandboxes. Curious how you keep the game balanced when some players can write tighter loops or throw way more compute at their corp ships than others?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@louislecat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@louislecat<\/a> The real answer is that we don’t know. Everything about this game is an experiment! You can already automate the game with Claude Code or Codex or OpenClaw. To the “humans vs agents” thing is already a question. There have been a few flame wars about that in the Discord channel.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Most games give players fixed mechanics, while this feels almost unpredictable because the LLM itself shapes the experience dynamically.<br \/>\nDid designing around that uncertainty become the hardest part of building Gradient Bang?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kr1v\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kr1v<\/a> Yes, definitely. The biggest challenges are:<\/p>\n<ol>\n<li>\n<p>Core architecture for running lots of LLM inference loops in parallel, partially sharing context between the “subagents”.<\/p>\n<\/li>\n<li>\n<p>Designing a game that feels like the right balance between the LLMs doing whatever they do, versus gameplay being reliable. We tried to design LLM unpredictability into the game, a bit. The expectation is that your ship AI is not perfect. Sometimes it does great, sometimes it makes mistakes. You, the player, are supposed to manage that and learn how you give it tasks. But we definitely don’t have this balance right, yet.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 multiplayer game driven by LLM prompts sounds like absolute chaos in the best way. How do you handle the latency issues that usually come with real-time LLM interactions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> I’m so glad you asked. The entire game is built on Pipecat, the open source framework for realtime AI. Pipecat is the most widely used library for building voice agents and realtime video avatars.<\/p>\n<\/p>\n<p>We use models that are very low-latency. The game supports a number of options for models, but the current public game server is using Deepgram for speech-to-text and Gradium for text-to-speech.<\/p>\n<\/p>\n<p>We also built a new Pipecat library for the long-running subagents that need to share context with each other and with the voice agent, called Pipecat Subagents. But this library code has turned out to be so useful that we’re working on integrating it into Pipecat core directly.<\/p>\n<\/p>\n<p>I wrote a long guide to building voice agents, which covers a lot of the “hard parts” about latency, interruption handling, context management, etc: <a href=\"https:\/\/voiceaiandvoiceagents.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/voiceaiandvoiceagents.com\/<\/a><\/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\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61b56d68-e131-490d-819a-bd02a5df770b.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<div class=\"comment-item\">\n<div class=\"comment-content\">Compared to narrative-first LLM games like AI Dungeon, how do you keep the world \u201cauthoritative\u201d so agents can\u2019t hallucinate outcomes\u2014what\u2019s your grounding strategy between free-form conversation and the actual game state\/actions?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> This is such a great question. In Gradient Bang there are two layers:<\/p>\n<ol>\n<li>\n<p>Everything you do in the game happens through talking to an LLM, or an LLM giving a “task” to another LLM.<\/p>\n<\/li>\n<li>\n<p>Each action the LLMs take in the game run through a traditional, deterministic game server. That’s built on <a href=\"https:\/\/www.producthunt.com\/products\/supabase\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"supabase\" target=\"_blank\" rel=\"noopener\">@Supabase<\/a>, all game state is stored in the database, and there are edge functions that do all the kinds of locking\/etc that you do in a game server code base.<\/p>\n<\/li>\n<\/ol>\n<p>I will say that as we’ve rewritten the Gradient Bang codebase a few times, a pretty consistent pattern is that we’ve deleted “traditional” code and replaced it with LLM inference. For example, there’s now very little traditional error handling in the core game code. Mostly, errors just get passed back into the LLM and we ask the LLM to figure out what to do from context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/X6EZAX2S4EUEAH\" class=\"app-title\">Crustimate<\/a><\/p>\n<div class=\"one-liner\">Free tool to fix your LinkedIn to get found by AI recruiters<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Crustimate\u662f\u4e00\u6b3e\u514d\u8d39\u7684LinkedIn\u4e2a\u4eba\u8d44\u6599AI\u4f18\u5316\u5de5\u5177\uff0c\u80fd\u572830\u79d2\u5185\u8bc4\u4f30\u7528\u6237\u5bf9AI\u62db\u8058\u7cfb\u7edf\u7684\u53ef\u89c1\u6027\u5f97\u5206\uff0c\u5e76\u7ed9\u51fa\u9488\u5bf9\u6027\u4fee\u6539\u5efa\u8bae\uff0c\u89e3\u51b3\u6c42\u804c\u8005\u7b80\u5386\u88abAI\u7b5b\u9009\u5de5\u5177\u8fc7\u6ee4\u3001\u65e0\u6cd5\u8fdb\u5165\u4eba\u7c7b\u62db\u8058\u5b98\u89c6\u91ce\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fc9ce25-1f95-4d08-bcd1-517540ae102a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c5f14c5-c5fb-4152-93d1-94700d85ff87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b44aa991-52d3-4545-88ad-bd14e4c2975d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35872750-d885-4917-9c6d-1ea7659c0302.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1dd61644-585a-444f-82fc-790a22b4a2b7.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\">Hiring<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u62db\u8058\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">LinkedIn\u8d44\u6599\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7b80\u5386\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u53ef\u89c1\u6027<\/span><br \/>\n <span class=\"tag\">\u89d2\u8272\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39SaaS<\/span><br \/>\n <span class=\"tag\">\u5019\u9009\u4eba\u7b5b\u9009<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u54c1\u724c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5de5\u5177\u6709\u7528\uff0c\u80fd\u63d0\u4f9b\u5177\u4f53\u6539\u8fdb\u5efa\u8bae\u3002\u6709\u7528\u6237\u8be2\u95ee\u4fee\u590d\u540e\u5b9e\u9645\u83b7\u5f97\u62db\u8058\u5b98\u8054\u7cfb\u7684\u6548\u679c\u6570\u636e\uff0c\u5f00\u53d1\u8005\u627f\u8ba4\u5c06\u5f00\u59cb\u8ffd\u8e2a\u3002\u53e6\u6709\u7528\u6237\u5efa\u8bae\u6309\u89d2\u8272\uff08PM\u3001\u5de5\u7a0b\u5e08\u7b49\uff09\u4e2a\u6027\u5316\u63a8\u8350\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u6309\u89d2\u8272\u533a\u5206\u3002\u6b64\u5916\uff0c\u6709\u7528\u6237\u53cd\u6620\u5728\u5e94\u7528\u5185\u6d4f\u89c8\u5668\u52a0\u8f7d\u4e0d\u7a33\u5b9a\uff0c\u5f00\u53d1\u8005\u5df2\u4fee\u590d\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 Crustimate\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5e7f\u6cdb\u5ffd\u89c6\u4f46\u65e5\u76ca\u5173\u952e\u7684\u75db\u70b9\u2014\u2014AI\u62db\u8058\u7cfb\u7edf\u7684\u201c\u9ed1\u7bb1\u7b5b\u9009\u201d\u3002\u5f53\u5927\u591a\u6570\u6c42\u804c\u8005\u8fd8\u5728\u4f18\u5316\u7b80\u5386\u683c\u5f0f\u548c\u5173\u952e\u8bcd\u5806\u780c\u65f6\uff0c\u62db\u8058\u7aef\u65e9\u5df2\u8fdb\u5316\u5230\u7531AI\u81ea\u52a8\u8fc7\u6ee4\u5019\u9009\u4eba\u3002Crustimate\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u901a\u7528\u5efa\u8bae\uff0c\u800c\u5728\u4e8e\u53cd\u5411\u5de5\u7a0bAI\u62db\u8058\u5de5\u5177\u7684\u7b5b\u9009\u903b\u8f91\uff0c\u91cf\u5316\u201c\u53ef\u89c1\u6027\u201d\u8fd9\u4e00\u539f\u672c\u6a21\u7cca\u7684\u6982\u5ff5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u529f\u80fd\u770b\uff0c\u4ea7\u54c1\u6784\u5efa\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u95ed\u73af\uff1a\u8bca\u65ad\uff08AI\u5c31\u7eea\u5ea6\u8bc4\u5206\uff09\u2192 \u4fee\u590d\uff08\u91cd\u5199\u6807\u9898\u3001\u590d\u5236\u7c98\u8d34\u4fee\u6539\uff09\u2192 \u7b56\u7565\uff08\u89d2\u8272\u5339\u914d\u3001\u884c\u52a8\u89c4\u5212\uff09\u2192 \u6267\u884c\uff08\u76ee\u6807\u516c\u53f8\u8054\u7cfb\u4eba\u53ca\u9884\u5199\u6d88\u606f\uff09\u3002\u8fd9\u79cd\u201c\u5373\u6d4b\u5373\u6539\u201d\u7684\u6a21\u5f0f\u964d\u4f4e\u4e86\u7528\u6237\u884c\u4e3a\u95e8\u69db\uff0c\u514d\u8d39+\u65e0\u9700\u767b\u5f55\u7684\u7b56\u7565\u66f4\u6709\u5229\u4e8e\u51b7\u542f\u52a8\u548c\u53e3\u7891\u4f20\u64ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u6765\u770b\uff0c\u4ea7\u54c1\u5b58\u5728\u660e\u663e\u5c40\u9650\u3002\u9996\u5148\uff0c\u5176\u6838\u5fc3\u4f9d\u8d56\u201cAI\u62db\u8058\u5de5\u5177\u5982\u4f55\u9605\u8bfbLinkedIn\u201d\u8fd9\u4e00\u5e95\u5c42\u903b\u8f91\uff0c\u4f46\u4e0d\u540cAI\u62db\u8058\u7cfb\u7edf\u7684\u7b97\u6cd5\u3001\u6743\u91cd\u548c\u66f4\u65b0\u9891\u7387\u5404\u5f02\uff0c\u8bc4\u5206\u6a21\u578b\u7684\u51c6\u786e\u6027\u548c\u65f6\u6548\u6027\u5b58\u7591\u3002\u5176\u6b21\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u51fa\u7684\u201c\u4fee\u590d\u540e\u5b9e\u9645\u8f6c\u5316\u7387\u201d\u662f\u9a8c\u8bc1\u4ea7\u54c1\u4ef7\u503c\u7684\u5173\u952e\u6307\u6807\uff0c\u800c\u5b98\u65b9\u76ee\u524d\u4ec5\u80fd\u63d0\u4f9b\u4e2a\u4eba\u6848\u4f8b\uff08\u4ece52\u523078\u5206\uff09\uff0c\u7f3a\u4e4f\u7cfb\u7edf\u6027\u8ffd\u8e2a\u3002\u82e5\u65e0\u6cd5\u8bc1\u660e\u5206\u6570\u63d0\u5347\u4e0e\u5b9e\u9645\u9762\u8bd5\u9080\u7ea6\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u5de5\u5177\u5c31\u5bb9\u6613\u6ca6\u4e3a\u201c\u81ea\u6211\u5b89\u6170\u578b\u4eea\u8868\u76d8\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ea7\u54c1\u672c\u8d28\u662f\u201c\u4fee\u590dLinkedIn\u8d44\u6599\u201d\uff0c\u800c\u975e\u89e3\u51b3\u6c42\u804c\u8005\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u95ee\u9898\u3002\u5b83\u80fd\u4f18\u5316\u7b80\u5386\u7684AI\u53ef\u8bfb\u6027\uff0c\u4f46\u65e0\u6cd5\u6539\u53d8\u4e00\u4e2a\u4eba\u662f\u5426\u771f\u6b63\u5339\u914d\u5c97\u4f4d\u3002\u5728\u62db\u8058\u6d41\u7a0b\u540e\u7aef\uff0c\u4eba\u7c7b\u9762\u8bd5\u5b98\u4f9d\u7136\u4f1a\u901a\u8fc7\u6df1\u5ea6\u4ea4\u6d41\u5224\u65ad\u5019\u9009\u4eba\u3002\u8fc7\u5ea6\u4f9d\u8d56\u8fd9\u7c7b\u5de5\u5177\u53ef\u80fd\u5bfc\u81f4\u6c42\u804c\u8005\u6210\u4e3a\u201cAI\u4f18\u5316\u4e13\u5bb6\u201d\uff0c\u800c\u975e\u201c\u4f18\u79c0\u5458\u5de5\u201d\u2014\u2014\u8fd9\u6216\u8bb8\u662f\u4ea7\u54c1\u9700\u8981\u8b66\u60d5\u7684\u65b9\u5411\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cCrustimate\u662f\u4e00\u4e2a\u5b9a\u4f4d\u7cbe\u51c6\u3001\u6267\u884c\u8fc5\u901f\u7684\u5b9e\u7528\u5de5\u5177\uff0c\u5c24\u5176\u5728\u5b66\u751f\u548c\u88ab\u52a8\u6c42\u804c\u8005\u7fa4\u4f53\u4e2d\u6709\u660e\u786e\u4ef7\u503c\u3002\u4f46\u82e5\u60f3\u4ece\u201c\u597d\u7528\u7684\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u66ff\u4ee3\u7684\u5e73\u53f0\u201d\uff0c\u5fc5\u987b\u5efa\u7acb\u4ece\u201c\u53ef\u89c1\u6027\u201d\u5230\u201c\u5f55\u7528\u7387\u201d\u7684\u56e0\u679c\u6570\u636e\u94fe\uff0c\u5e76\u8b66\u60d5\u7b97\u6cd5\u8fed\u4ee3\u5e26\u6765\u7684\u8fc7\u65f6\u98ce\u9669\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\">Crustimate<\/span>\n <\/div>\n<div class=\"comment-content\">AI recruiting tools now filter candidates before any human sees your name. Paste your LinkedIn URL and get your AI readiness score in 30 seconds. See exactly what’s hurting your visibility, get a rewritten profile, and a prioritised fix list so recruiters can actually find you. All for free!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b<\/p>\n<p>Most people don’t know this yet: when you apply for a job, an AI tool scans your LinkedIn before any human sees your name. Platforms like Juicebox, HireEZ, and Gem are filtering candidates at scale and most profiles are invisible to them.<\/p>\n<p>The candidate might truly be qualified, but because their profile isn’t written for how AI reads it, they never get shown to a recruiter.<\/p>\n<p>Findable fixes that. Paste your LinkedIn URL and we score your profile in 30 seconds, showing you exactly how findable you are to AI recruiting tools and what’s hurting your visibility.<\/p>\n<p>Here’s what you get:<\/p>\n<p>\ud83d\udcca AI readiness score out of 100: see exactly where you stand across role clarity, skills, and completeness<\/p>\n<p>\u270d\ufe0f Rewritten headline: optimized for how AI recruiting tools actually surface candidates<\/p>\n<p>\ud83d\udd27 Copy-paste fixes: specific changes you can make on LinkedIn right now <\/p>\n<p>\ud83d\udccb Resume scoring: upload your resume and we’ll find gaps and check alignment with your LinkedIn <\/p>\n<p>\ud83c\udfaf Role-specific match score: enter any target role and see how well your profile matches it today<\/p>\n<p>\ud83d\ude80 Long-term goal mode: reframe your entire action plan around where you want to be, not just where you are<\/p>\n<p>\ud83d\udccb Action plan: specific things to build and publish that make you a credible candidate beyond just fixing your profile<\/p>\n<p>\ud83c\udfe2 Companies matched to your trajectory: aligned, realistic, and stretch companies with a personalised explanation of why you fit <\/p>\n<p>\ud83d\udce9 Who to reach out to: specific people at those companies with pre-written outreach messages ready to copy <\/p>\n<p>A few ways people are using it:<\/p>\n<p>\ud83c\udfaf Active job seekers: know exactly what AI recruiting tools see when they scan your profile and fix it before your next application.<\/p>\n<p>\ud83d\udd04 Passive candidates: not looking right now but want to stay findable. Run your score, make the fixes, and let opportunities come to you.<\/p>\n<p>\ud83d\udc69\u200d\ud83d\udcbc Recruiters: send it to every candidate before they go to interview. Takes 30 seconds and makes your submissions stronger.<\/p>\n<p>\ud83c\udf93 Students and early-career folks: your LinkedIn is your resume now. Make sure AI can actually find you before you start applying.<\/p>\n<p>Free. No login. 30 seconds.<\/p>\n<p>Try it at: <a href=\"https:\/\/tools.crustdata.com\/crustimate\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/tools.crustdata.com\/crustimate<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice tool! Definitely useful for candidates applying. Tried it out and got some good recs for improving my score.<\/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\/@abhiranjan_mehta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhiranjan_mehta<\/a> That’s awesome! Anything we can do to improve it the tool for 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>Best of luck team with your launch. <\/p>\n<p>Quick question, have you tracked whether people who actually implement these fixes get more recruiter outreach? Like, real before\/after data?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks for the question, Abdul! Will start tracing that! My own profile went from 52 to 78 so far so hoping to see with real results! I agree this would be fantastic to track. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Curious if you personalizing recommendations by role (PM vs engineer vs marketing), or if it\u2019s a universal scoring system.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabriel_brooks1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriel_brooks1<\/a> Yep – by role! Thanks for the question, Gabriel. Will make that more clear. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 @daniel_ahmadizadeh1 on the launch, very nice tool! One thing I have noticed while trying to visit tool website from the in-app browser here in PH, first two reloads in crashed then worked fine. Best of luck!<\/div>\n<div class=\"comment-actions\">\n<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\/@ielrefaae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ielrefaae<\/a> Thanks for flagging! Are you referring to this? If so, you’re so right! Fixing asap. Should work here: <a href=\"https:\/\/crustimate.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/crustimate.com\/<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/443b406c-d746-4902-b3d4-cc45c775c00f.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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ielrefaae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ielrefaae<\/a> should be fixed !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/A3VW6MGYI2N2GB\" class=\"app-title\">mia <\/a><\/p>\n<div class=\"one-liner\">Cursor for Product Managers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">136<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>mia\u662f\u4e00\u6b3e\u5229\u7528AI\u6574\u5408\u5e76\u5206\u6790\u5ba2\u6237\u8bbf\u8c08\u3001\u652f\u6301\u5de5\u5355\u3001\u9500\u552e\u901a\u8bdd\u53ca\u4f7f\u7528\u6570\u636e\u7b49\u591a\u5143\u4fe1\u53f7\uff0c\u81ea\u52a8\u751f\u6210\u53ef\u76f4\u63a5\u7528\u4e8eAI\u5f00\u53d1\u7684\u3001\u5177\u5907\u5b8c\u6574\u4e0a\u4e0b\u6587\u7684PRD\u4e0e\u4f18\u5148\u7ea7\u6392\u5e8f\u9700\u6c42\u7684\u5e73\u53f0\uff0c\u65e8\u5728\u89e3\u51b3\u4ea7\u54c1\u7ecf\u7406\u56e0\u4fe1\u606f\u5206\u6563\u800c\u65e0\u6cd5\u9ad8\u6548\u51b3\u7b56\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/183e6eef-5656-446c-98ed-335cfa704c6b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77dc32e6-0e8c-4c5d-81e7-701dcf352676.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI Agent<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u4fe1\u53f7\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u9700\u6c42\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">PRD\u64b0\u5199<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u53cd\u9988\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Cursor\u5bf9\u6807<\/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\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3PM\u4e0e\u5f00\u53d1\u6c9f\u901a\u9e3f\u6c9f\u7684\u4ef7\u503c\uff0c\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u4e0eLinear\/Jira\u7b49\u5de5\u5177\u96c6\u6210\uff08\u5df2\u652f\u6301\uff09\uff0c\u5982\u4f55\u5904\u7406\u51b2\u7a81\u4fe1\u53f7\uff08\u7b56\u7565\u6027\u4fdd\u7559\u7ed9PM\u5224\u65ad\uff09\uff0c\u53ca\u4e0e\u540c\u7c7b\u4ea7\u54c1\uff08\u5982CC-gstack\uff09\u7684\u533a\u522b\u3002\u6709\u90e8\u5206\u7528\u6237\u906d\u9047\u4e86\u767b\u5f55\u9519\u8bef\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 Mia\u7684\u201cCursor for PMs\u201d\u53e3\u53f7\u54cd\u4eae\uff0c\u4f46\u5e73\u5fc3\u800c\u8bba\uff0c\u5b83\u76ee\u524d\u66f4\u50cf\u201c\u5ba2\u6237\u4fe1\u53f7\u7248Jasper\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u80fd\u81ea\u5df1\u5199\u4ee3\u7801\u7684AI\u4f34\u4fa3\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u627f\u62c5\u4e86\u4ea7\u54c1\u7ba1\u7406\u4e2d\u6700\u7e41\u7410\u3001\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u201c\u60c5\u62a5\u805a\u5408\u4e0e\u6e05\u6d17\u201d\u73af\u8282\u3002\u5b83\u901a\u8fc7\u5c06\u5206\u6563\u572814\u4e2a\u5de5\u5177\u91cc\u7684\u788e\u7247\u5316\u4fe1\u606f\u7ed3\u6784\u5316\uff0c\u628aPM\u4ece\u201c\u4fe1\u606f\u77ff\u5de5\u201d\u53d8\u6210\u4e86\u201c\u51b3\u7b56\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecd\u5b58\u5728\u672c\u8d28\u7684\u3001\u4e5f\u662f\u6682\u65f6\u65e0\u6cd5\u56de\u907f\u7684\u56f0\u5883\u3002\u7b2c\u4e00\uff0c\u5b83\u5904\u7406\u7684\u662f\u201c\u8fc7\u53bb\u7684\u58f0\u97f3\u201d\uff0c\u5bf9\u201c\u672a\u6765\u7684\u7f3a\u5e2d\u201d\u65e0\u80fd\u4e3a\u529b\u3002\u7528\u6237\u6ca1\u8bf4\u7684\u3001\u7ade\u54c1\u5728\u505a\u7684\u3001\u6280\u672f\u8d8b\u52bf\u5e26\u6765\u7684\u98a0\u8986\uff0cMia\u65e0\u6cd5\u9884\u8b66\u3002\u7b2c\u4e8c\uff0c\u5904\u7406\u51b2\u7a81\u4fe1\u53f7\u65f6\u201c\u628a\u6218\u7565\u5224\u65ad\u7559\u7ed9\u4eba\u201d\u662f\u4e00\u79cd\u806a\u660e\u7684\u514b\u5236\u548c\u8bda\u5b9e\u7684\u8868\u6001\u2014\u2014\u5b83\u627f\u8ba4\u4e86\u5f53\u524dAI\u65e0\u6cd5\u627f\u62c5\u5546\u4e1a\u8d23\u4efb\u7684\u672c\u8d28\u5c40\u9650\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u6838\u5fc3\u51b3\u7b56\u94fe\u6761\u4f9d\u7136\u9ad8\u5ea6\u4f9d\u8d56\u4eba\uff0c\u5de5\u5177\u53ea\u662f\u8f85\u52a9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0e\u201cCursor\u201d\u7c7b\u80fd\u591f\u76f4\u63a5\u8f93\u51fa\u4ee3\u7801\u3001\u5b9e\u73b0\u201c\u610f\u56fe\u5230\u4ee3\u7801\u201d\u95ed\u73af\u7684\u5de5\u5177\u76f8\u6bd4\uff0cMia\u7684\u5b9e\u9645\u4ea4\u4ed8\u7269\u4ecd\u5904\u5728\u201c\u9ad8\u4fdd\u771f\u9700\u6c42\u6587\u6863\u201d\u9636\u6bb5\uff0c\u8981\u5b9e\u73b0\u5176\u53e3\u53f7\u4e2d\u7684\u201c\u6267\u884c\u201d\uff0c\u8fd8\u5dee\u6574\u4e2a\u201c\u4ece\u9700\u6c42\u6587\u6863\u5230AI\u5f00\u53d1Agent\u201d\u8fd9\u4e00\u5c42\u7684\u96c6\u6210\u4e0e\u95ed\u73af\uff08\u5b98\u65b9\u4e5f\u627f\u8ba4\u6b63\u5728\u5efa\u8bbe\u4e2d\uff09\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u5bf9\u5c0f\u578b\u654f\u6377\u56e2\u961f\u7684\u4ef7\u503c\u8fdc\u5927\u4e8e\u5927\u578b\u590d\u6742\u7ec4\u7ec7\uff1b\u540e\u8005\u7684\u95ee\u9898\u5f80\u5f80\u4e0d\u662f\u7f3a\u6570\u636e\uff0c\u800c\u662f\u6743\u529b\u7ed3\u6784\u548c\u7ec4\u7ec7\u60ef\u6027\u5bfc\u81f4\u51b3\u7b56\u65e0\u6cd5\u7531\u5de5\u5177\u9a71\u52a8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u7280\u5229\u7684\u89c2\u5bdf\u662f\uff1a\u5982\u679cAI\u5f00\u53d1Agent\uff08\u5982Devin, Codex\uff09\u6700\u7ec8\u81ea\u5df1\u5c31\u80fd\u89e3\u6790\u539f\u59cb\u9700\u6c42\u5e76\u63d0\u95ee\uff0c\u90a3Mia\u4f5c\u4e3a\u4e2d\u95f4\u5c42\u7684\u5b58\u5728\u4ef7\u503c\u5c31\u5c06\u88ab\u538b\u7f29\u3002\u56e0\u6b64\uff0cMia\u5fc5\u987b\u5c3d\u5feb\u8dd1\u5b8c\u96c6\u6210\u95ed\u73af\uff0c\u8ba9\u201c\u4fe1\u53f7\u2192\u9700\u6c42\u2192\u4ee3\u7801\u201d\u6210\u4e3a\u5176\u62a4\u57ce\u6cb3\uff0c\u800c\u975e\u505c\u7559\u5728\u201c\u597d\u770b\u7684Excel\u66ff\u4ee3\u54c1\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\">mia <\/span>\n <\/div>\n<div class=\"comment-content\">Allowing product managers to turn their customer signals into ship-ready requirements for AI to develop.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH community,<\/p>\n<p>Today is an exciting milestone as we launch for the second time.<\/p>\n<p>I started this journey based on my 20 years as a product strategist. My persistent pain point was never having enough integrated data to build the right product. This created an endless loop of misalignment between growth and product teams.<\/p>\n<p>Inspired by the build in public movement, we launched our market intelligence module last October. Since then, 500 customers have helped us understand exactly what to build next. Their feedback led us to a powerful realization: the world needs a product intelligence platform that doesn’t just analyze market and customer signals, but actually executes.<\/p>\n<p>We have now evolved that vision into Cursor for Product Managers.<\/p>\n<p>While we cannot provide a freemium version as a bootstrapped team, we want to support this community. Use the code MIA50 for a 50% discount. This will give you full access to see how we are redefining product strategy by connecting market data, competitor moves, and customer signals into one seamless flow.<\/p>\n<p>We are currently building the integrations to fully close the loop with coding platforms but we can assure you that we will build fast.<\/p>\n<p>Love you guys!<\/p>\n<p>Sevil on behalf of the mia team<\/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\/@sevil_kubilay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sevil_kubilay<\/a> Hi Sevil, Congrats on the launch. How does Mia differ from CC-gstack, aicofounder or similar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels especially useful for teams without dedicated product ops or research synthesis layers. Smaller teams will likely get the most immediate 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a developer, I usually spend half my day clarifying what a PM actually wants. If this can bridge that gap by translating spec-speak into something actionable for my dev environment, that\u2019s a win for me. Does it export directly to Linear or Jira, or integrate with any other tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ritikgupta_01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritikgupta_01<\/a> Really appreciate this perspective, that PM \u2194 dev gap is exactly what we\u2019re trying to reduce. Translating intent into something actually actionable is a big focus for us.<\/p>\n<p>On integrations: not fully there yet, but Linear\/Jira + dev workflow integrations are definitely on the roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ritikgupta_01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritikgupta_01<\/a> Hi, Ramazan is here. <\/p>\n<p>You just described the exact reason we built this. The ‘what does the PM actually mean’ tax is brutal and we wanted to kill it.<\/p>\n<p>On integrations: yes, mia exports to Linear and Jira today. Tickets come over with the context block attached, so you see the underlying customer quotes, the related themes, and the acceptance criteria in one place instead of a one-line title and a Slack thread you have to dig up. We also push to Notion for spec docs, and Slack for lightweight async handoffs.<\/p>\n<p>The goal is that by the time a ticket hits your board, the ‘what and why’ is already answered, so your clarifying questions are about implementation, not intent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. I\u2019m still waiting for someone to build an AI service that analyzes user behavior on a website, understands their goals and doubts based on the entry point, visited pages, mouse movement, etc., and then takes actions that increase the chances of conversion. This could be a popup with relevant information, an email, or even a dynamically changing interface tailored to the user\u2019s intent. That would be gold for product managers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> Appreciate this \ud83d\ude4c totally agree, it feels like we\u2019re one layer away from this becoming real. The shift from static analytics to real-time understanding + action is going to be huge. Would be a game changer for PMs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@sevil_kubilay\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sevil_kubilay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sevil_kubilay<\/a> nice, congrats, btw, what do you mean by “customer signals” exactly? Curious to know more how it works and delivers the value and btw, great work \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Thanks for the interest with great question! \ud83d\ude42 mia connects your customer interviews, support tickets, sales calls and usage data to build a single, traceable chain of product evidence.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sevil_kubilay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sevil_kubilay<\/a> <a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Hi, Ramazan is here. By customer signals we mean any input where a real user, prospect, or internal team is telling you something about the product, even if they don’t realize it. That includes support tickets, sales call notes, churn reasons, feature requests, NPS comments, app store reviews, Slack threads, Intercom chats, and Gong calls.<\/p>\n<p>The problem is most of this lives in tools the PM doesn’t open every day, so the signal sits there unread. mia pulls it all into one place, clusters it by theme, and surfaces what’s actually trending. So instead of a PM scrolling through 200 Zendesk tickets on a Friday, they see ‘checkout friction is up 40% this month, here are the 18 tickets behind it’ and can decide what to do with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>‘Cursor for PMs’ is a bold tagline! Can mia help with drafting technical specs and PRDs by referencing an existing codebase, or is it focused on the ideation stage?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> The current version of mia excels at the ideation stage. We are currently integrating with existing codebases to ensure your product intent translates perfectly into shipping-ready code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> Great question, and a fair push on the tagline.<\/p>\n<p>Honestly, the bigger PM pain we kept seeing wasn’t ‘I need help writing the spec’, it was ‘I have no idea what to put in the spec because context lives in 14 places.’ So that’s where mia starts today: pulling signal from your external sources (user feedback, support tickets, sales calls) and internal ones (existing docs, tools, conversations) and turning that mess into a prioritized, defensible backlog.<\/p>\n<p>Codebase referencing for spec and PRD drafting is the next layer we’re building, and we’re close. But we made a deliberate call to nail the upstream context problem first, because a beautifully written PRD for the wrong feature is still the wrong feature.<\/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 hard part has always been deciding what counts as signal. One loud enterprise can drown fifty quiet churners, and most teams never see the second group.<\/p>\n<p>Hope you’ll solve it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “Cursor for PMs” framing really clicked for me, it immediately communicates that this isn’t another dashboard, it’s a tool that executes. <\/p>\n<\/p>\n<p>Sevil, curious: of the 500 customers you mentioned, what’s the workflow change they report most often after using mia for the first 30 days?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@muhamm3d\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muhamm3d<\/a> Hi, Ramazan is here. <\/p>\n<p>The pattern we hear most often in the first 30 days: PMs change what they bring to their cross-functional meetings. Before mia, the prioritization conversation starts with the PM’s opinion. After mia, it starts with a themed view of what customers are actually saying, and the room argues about the response instead of the diagnosis. That’s a smaller shift than it sounds and a bigger one than it sounds, at the same time.<\/p>\n<p>The other change, which we didn’t expect: PMs report fewer pings from sales and support asking ‘did you see this customer complaint’. Because everyone can see the same signal feed, the human relay of feedback drops.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 direction. I can see how it works when a solid growth team actually sit next to Product.<\/p>\n<p>As a PM in a legacy org, I’d be happy if I even got actionable insights based on multimodal inputs – I’ll write the PRD, hell I’ll even write the code – but please help me make sense of the hairy data. Something I’m gonna try solving for myself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Well done. Will you be able to trace a shipped feature back to the original customer signal that triggered it? That traceability layer would be huge for making the case internally that PM-led discovery actually moves the needle<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 gap between “raw feedback” and “something an AI can actually build from” is real and painful. <br \/>Curious…does mia handle conflicting signals from different customer segments, or does it surface them and leave the call to the PM?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitrii_volosatov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitrii_volosatov<\/a> Hi, Ramazan is here. <\/p>\n<p>You’re poking at the exact problem we obsess over, so thank you for asking it.<\/p>\n<p>Our stance: mia surfaces conflicts, but doesn’t resolve them. And that’s a deliberate call, not a limitation we’re hiding.<\/p>\n<p>Here’s why. When enterprise asks for SSO and SMB asks for a lower price, that’s not a data problem, it’s a strategy call tied to who you want to win with. An AI making that call for you is an AI quietly running your company. What mia does instead is make the conflict visible and quantified: ‘this theme is driven 80% by your top 10 ARR accounts, this other theme is 200 free users on Reddit’, so the PM walks into the prioritization meeting with evidence instead of vibes.<\/p>\n<p>The gap you mentioned, between raw feedback and something buildable, is exactly where we live. We just think the last mile of judgment should stay human, at least until the AI has skin in the P&L.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 team. Getting an error at the signup “Access blocked: This app\u2019s request is invalid”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lipkovskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lipkovskiy<\/a> Hi, Ramazan is here. The code we gave is a Stripe discount code rather than a direct access to the portal. Kind Regards<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Been following closely this space as it’s probably a big gap in between Coding Agents and all the data produced by the business. The only thing that is really integrated is the ticketing (e.g linear).<br \/>Whats is your take in the right UX for the long term of the product? More of a self-service insight platform, or more integrated directly into Slack and Coding agents. I’m asking because I think the problem is very genuine but the UX is hard to nail.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/GGYLD2KHOI3A7R\" class=\"app-title\">TrustClaw by Composio<\/a><\/p>\n<div class=\"one-liner\">Self-hosted AI agent that connects 1000+ apps on Vercel<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">134<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TrustClaw \u662f\u4e00\u6b3e\u53ef\u4e00\u952e\u90e8\u7f72\u5728 Vercel \u4e0a\u7684\u81ea\u6258\u7ba1\u5f00\u6e90 AI \u4ee3\u7406\uff0c\u901a\u8fc7 OAuth \u5b89\u5168\u8fde\u63a5 1000+ \u5e94\u7528\uff0c\u652f\u6301\u5b9a\u65f6\u4efb\u52a1\u4e0e Telegram\/\u7f51\u9875\u4ea4\u4e92\uff0c\u89e3\u51b3\u7528\u6237\u5bf9\u4e91\u7aef SaaS \u6cc4\u9732\u4e2a\u4eba\u51ed\u8bc1\u548c\u6570\u636e\u7684\u4fe1\u4efb\u7126\u8651\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6308fb3-15c6-4ddb-bbce-b493d456e098.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb315d19-97ff-485e-88b7-f1173e20403b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2635ed7a-6f2e-41ca-8d33-c0368a42efe9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4e7aa86-92b2-4f6b-bb47-cf053aac158f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f529d2e3-f862-47d7-bb33-19315281f5da.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\/21c19dbe-05ae-4328-a53f-0f3e4dc4298a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/lbZWCK8UJac\"><source src=\"https:\/\/youtu.be\/lbZWCK8UJac\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">OAuth\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">Vercel\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">Telegram\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u5b9a\u65f6\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">MIT\u8bb8\u53ef\u8bc1<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\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\u81ea\u6258\u7ba1\u4e0e OAuth \u6388\u6743\u5e26\u6765\u7684\u4fe1\u4efb\u611f\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728 Vercel Hobby \u8ba1\u5212\u7684\u8fd0\u884c\u65f6\u957f\u9650\u5236\uff08\u51fd\u65705\u5206\u949f\u3001\u5b9a\u65f6\u4efb\u52a1\u6bcf\u5929\u4e00\u6b21\uff09\uff0c\u4ee5\u53ca\u4efb\u52a1\u9519\u8bef\u65f6\u7684\u5ba1\u8ba1\u4e0e\u56de\u6eda\u673a\u5236\u3002\u5c11\u6570\u7528\u6237\u906d\u9047\u90e8\u7f72\u540e\u9875\u9762\u7a7a\u767d\/\u65e0\u54cd\u5e94\u7684\u6280\u672f\u95ee\u9898\uff0c\u53e6\u6709\u8bc4\u8bba\u8ba4\u4e3a\u9879\u76ee\u201c\u6740\u6b7b\u4e86\u4e00\u4e07\u5bb6\u521d\u521b\u516c\u53f8\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 TrustClaw \u7cbe\u51c6\u5730\u8e29\u4e2d\u4e86\u4e00\u4e2a\u654f\u611f\u5730\u5e26\uff1a\u7528\u6237\u65e2\u60f3\u8981 AI \u4ee3\u7406\u7684\u4fbf\u5229\u6027\uff0c\u53c8\u5bf9 SaaS \u6a21\u5f0f\u4e0b\u7684\u6570\u636e\u6240\u6709\u6743\u548c\u51ed\u8bc1\u5b89\u5168\u5fc3\u6709\u4f59\u60b8\u3002\u5b83\u7684\u7b56\u7565\u5f88\u806a\u660e\u2014\u2014\u4e0d\u5f3a\u8c03 AI \u80fd\u529b\u591a\u5f3a\uff08\u5e95\u5c42\u4ecd\u662f Composio \u7684\u5de5\u5177\u94fe\uff09\uff0c\u800c\u5c06\u201c\u4fe1\u4efb\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\uff0c\u901a\u8fc7\u5f00\u6e90\u3001MIT \u8bb8\u53ef\u3001Vercel \u81ea\u6258\u7ba1\u548c OAuth \u6d41\u6765\u6784\u5efa\u6280\u672f\u5c42\u9762\u7684\u5b89\u5168\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u4fe1\u4efb\u5916\u5305\u201d\u800c\u975e\u201c\u5b8c\u7f8e\u5b89\u5168\u201d\u7684\u65b9\u6848\u3002\u6570\u636e\u4e0d\u4ea4\u7ed9 Composio\uff0c\u4f46\u4ea4\u7ed9\u4e86 Vercel\uff1b\u4ee3\u7406\u4e0d\u63a5\u89e6\u539f\u59cb\u51ed\u8bc1\uff0c\u4f46\u83b7\u5f97\u4e86\u6267\u884c\u64cd\u4f5c\u7684\u4e34\u65f6\u4ee4\u724c\uff0c\u4e14\u8fd0\u884c\u5728\u4e91\u670d\u52a1\u5668\u4e0a\u3002\u5bf9\u4e8e\u771f\u6b63\u8ffd\u6c42\u6781\u7aef\u9690\u79c1\u7684\u7528\u6237\uff0c\u8fd9\u79cd\u65b9\u5f0f\u4ecd\u662f\u6298\u8877\u3002\u540c\u65f6\uff0cVercel Hobby \u8ba1\u5212\u7684\u4e25\u82db\u9650\u5236\uff08\u51fd\u6570\u8d85\u65f6\u3001\u4f4e\u9891\u5b9a\u65f6\u4efb\u52a1\uff09\u8ba9\u201c24\/7\u5168\u5929\u5019\u4ee3\u7406\u201d\u7684\u5ba3\u79f0\u6253\u4e86\u6298\u6263\u2014\u2014\u5b83\u66f4\u9002\u5408\u8f7b\u91cf\u7ea7\u3001\u5076\u53d1\u6027\u7684\u81ea\u52a8\u5316\uff0c\u800c\u975e\u8fde\u7eed\u3001\u590d\u6742\u7684\u540e\u53f0\u8fdb\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u89d2\u5ea6\u770b\uff0cTrustClaw \u6ee1\u8db3\u4e86\u201c\u53bb OpenClaw \u75db\u70b9\u201d\u7684\u7a7a\u767d\uff1a\u66f4\u6613\u90e8\u7f72\u3001\u66f4\u5b89\u5168\u7684\u5fc3\u7406\u951a\u70b9\u3002\u4f46\u5b83\u7684\u62a4\u57ce\u6cb3\u4e0d\u6df1\u3002\u4e00\u65e6\u4e3b\u6d41\u73a9\u5bb6\uff08\u5982 OpenAI\uff09\u6216\u4e91\u57fa\u7840\u8bbe\u65bd\u63d0\u4f9b\u5546\uff08\u5982 Vercel \u81ea\u8eab\uff09\u63a8\u51fa\u7c7b\u4f3c\u7684\u4e00\u952e\u81ea\u6258\u7ba1\u4ee3\u7406\uff0c\u5176\u5dee\u5f02\u5316\u4f18\u52bf\u5c06\u8fc5\u901f\u6d88\u5931\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u6210\u4e3a\u4e2a\u4eba AI \u7684\u7ec8\u6781\u5f62\u6001\uff0c\u800c\u5728\u4e8e\u4e3a\u5f00\u53d1\u8005\u793e\u533a\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6781\u4f73\u7684\u53c2\u8003\u8303\u5f0f\uff1a\u5982\u4f55\u7528\u51e0\u884c\u4ee3\u7801\u548c\u4e91\u751f\u6001\uff0c\u5feb\u901f\u6784\u5efa\u4e00\u4e2a\u201c\u770b\u8d77\u6765\u5b89\u5168\u201d\u7684\u79c1\u4eba\u4ee3\u7406\u539f\u578b\u3002\u76ee\u524d\u5b83\u8fd8\u66f4\u50cf\u662f\u6280\u672f\u7231\u597d\u8005\u7684\u70ab\u9177\u73a9\u5177\uff0c\u8ddd\u79bb\u6210\u4e3a\u666e\u901a\u7528\u6237\u7684\u201c\u65e5\u5e38\u7ba1\u5bb6\u201d\u8fd8\u6709\u4e00\u6bb5\u5173\u952e\u7684\u8ddd\u79bb\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\">TrustClaw by Composio<\/span>\n <\/div>\n<div class=\"comment-content\">TrustClaw is a personal AI agent that you can self-host on Vercel with one command. Powered by Composio, it connects to 1000+ apps over OAuth, runs scheduled jobs on its own, and talks to you on the web or Telegram. It is fully open-sourced, MIT-licensed and ready for you to take over.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi there PH. I’m back with another banger launch and this time an open-sourcing project.<\/p>\n<p>A bit of context: I came across TrustClaw on Twitter, before I joined Composio. Every now and then I’d run into a founder who tells me they were using it as their daily driver.<\/p>\n<p>Today Sarah(MTS at Composio and creator of TrustClaw) made it open source on GitHub. It is MIT-licensed, with a CLI that gets you from zero to a working instance in two minutes. The inner founder in me has been twitching about this all week and there’s a real category of people who want their own always-on agent, on their own infra, with their own data, and not a hosted SaaS sitting between them and their accounts. TrustClaw is the cleanest version of that I’ve seen.<\/p>\n<p>Huge shoutout to Sarah who shipped in less than 4hrs and turned this from an idea to what it is today. <\/p>\n<p>Deploy a 24\/7 agent via Vercel that talks to you on Telegram, remembers things, and plugs into ~1000 apps over OAuth via Composio, but didn’t want to ship your tokens to a third party. Clone the repo and build your agent in < 2 mins. Btw OpenClaw but more secure.<\/p>\n<p>Sarah is here to answer any questions. Let us know what you think. All feedback welcome \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, creator of TrustClaw here!<\/p>\n<p>3 months ago<a href=\"https:\/\/openclaw.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> OpenClaw<\/a> had taken the internet by storm and I was immediately inspired to build some way to make it easier for non-technical people (and lazy people like me) to spin up their own personal agent without having to deploy their own docker container or set up<a href=\"https:\/\/docs.openclaw.ai\/tools\/plugin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <em>plugins<\/em><\/a>,<a href=\"https:\/\/docs.openclaw.ai\/tools\/skills\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <em>skills<\/em><\/a>,<a href=\"https:\/\/dashboard.composio.dev\/~\/org\/connect\/clients\/openclaw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <em>MCPs<\/em><\/a>,<a href=\"https:\/\/composio.dev\/cli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <em>CLIs<\/em><\/a><em> <\/em>for all their apps. So I built my own version and launched it and it went viral on X. After months of convincing, I am so excitid to announce today that it is open-source!<\/p>\n<p>The craziest part is you can deploy all this in a single command!<\/p>\n<p>npx @ComposioHQ\/trustclaw deploy<\/p>\n<p>Or, without touching any code at all via our <a href=\"https:\/\/vercel.com\/new\/clone?repository-url=https%3A%2F%2Fgithub.com%2FComposioHQ%2Ftrustclaw&project-name=trustclaw&repository-name=trustclaw&env=BETTER_AUTH_SECRET,COMPOSIO_API_KEY,CRON_SECRET&envDescription=Generate%20BETTER_AUTH_SECRET%20and%20CRON_SECRET%20with%3A%20openssl%20rand%20-base64%2032.%20Get%20a%20free%20COMPOSIO_API_KEY%20at%20https%3A%2F%2Fdashboard.composio.dev%2Flogin%3Fflow%3Ddeveloper&envLink=https%3A%2F%2Fgithub.com%2FComposioHQ%2Ftrustclaw%23environment-variables&products=%5B%7B%22type%22%3A%22integration%22%2C%22integrationSlug%22%3A%22neon%22%2C%22productSlug%22%3A%22neon%22%2C%22protocol%22%3A%22storage%22%7D%2C%7B%22type%22%3A%22integration%22%2C%22integrationSlug%22%3A%22upstash%22%2C%22productSlug%22%3A%22upstash-kv%22%2C%22protocol%22%3A%22storage%22%7D%5D&skippable-integrations=1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Vercel template<\/a>.<\/p>\n<p>When preparing this project for the open-source community, easy deployment was a <strong>MUST<\/strong>. Vercel’s stores (database + redis), cron jobs, AI Gateway, AI SDK covered absolutely everything this project needed. Their ecosystem is incredibly powerful and made this project so easy to get up an running.<\/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>Being able to self host is a big deal for personal agents that have access to my Telegram or Gmail. Having clear audit logs to see exactly what actions were taken while I was \u201casleep\u201d would really help build trust in the system.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there a way I could run this on my laptop? Because I would try a safer version of OpenClaw. I haven\u2019t even tried OpenClaw yet because I think it\u2019s not secure<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@karthikp32 it actually runs on the cloud and the magic behind the \u201ctrust\u201d is it does not have access to a machine at all! that way it can\u2019t access any passwords or credentials stored on your machine.<\/p>\n<p>Here is how it works. To connect an app, say, Gmail, you sign in via OAuth through Composio, and Composio grants your agent access to specific tools. Your agent can invoke only those tools which you\u2019ve authorized and even execute code in a sandbox to perform bulk operations and complex tasks.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One click to deploy is insane, no more excuses to not ship. Can’t wait to see what people build on top of this \ud83d\udc40<\/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\/@shawn_esquivel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawn_esquivel<\/a> Sarah just killed 10,000 startups with this launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The combination of scheduled actions, self hosting, and access to real apps through OAuth makes it easier for people actually building workflows they rely on daily, especially with the added control and privacy that comes from being able to run it yourself. Good job guys.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> thanks. Can’t wait to see what you build using TrustClaw.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>vercel hobby caps functions at 5 minutes and cron jobs only run once a day. for anything beyond basic scheduled tasks that seems like it could hit a wall pretty fast. are most users running this on hobby or does it realistically need vercel pro to be useful day to day<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘doing things while you sleep’ promise is bold! What kind of security guardrails are in place to ensure the AI doesn’t perform unauthorized actions in a production environment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>When the agent performs scheduled actions while you’re asleep, what’s the rollback mechanism if it makes a mistake? Can you audit what it did and undo bulk operations, or is it fire-and-forget once the cron triggers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Setup was super quick & easy using Vercel Single Click deploy but when I started using it I couldn’t get it working and pages were loading blank (tools and no responses). What did I do wrong!? \ud83d\ude41<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">What was the first \u201cthis is unsafe \/ unusable in real life\u201d moment that convinced you the market needed a security-first personal agent (as opposed to just a nicer OpenClaw deployment), and how did you validate that pain beyond your own workflow?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve spent entire weekends trying to set up self-hosted agent stuff and it always falls apart somewhere in the auth flow . the OAuth-through-Composio approach makes sense too, like the agent never actually sees my raw credentials which is the part that always made me nervous. one thing I’m genuinely unsure about though , if I’m on Vercel hobby plan, how long can a single agent task actually run before it just cuts off?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/I5ECKLEPKSQ6Y2\" class=\"app-title\">Standboy<\/a><\/p>\n<div class=\"one-liner\">A Game Boy that wakes up while your agent works<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5d4c\u5165\u7f16\u8f91\u5668\u4fa7\u8fb9\u680f\u7684\u865a\u62dfGame Boy\uff0c\u5728AI\u4ee3\u7406\u5de5\u4f5c\u65f6\u81ea\u52a8\u5524\u9192\u5e76\u8fd0\u884c\u7528\u6237\u81ea\u5907\u7684ROM\u6e38\u620f\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u7b49\u5f85\u4ee3\u7406\u6267\u884c\u4efb\u52a1\u65f6\u7684\u65e0\u804a\u4e0e\u6ce8\u610f\u529b\u6da3\u6563\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e196410-8961-4bd8-9a7c-ec733539d4b1.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\/a002347c-0fb6-45f0-8be4-7031ffa8367d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7f143f0-1978-4915-88b4-6f68a397cdcb.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\">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\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f16\u8f91\u5668\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u6a21\u62df\u5668<\/span><br \/>\n <span class=\"tag\">\u4fa7\u8fb9\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u65e0\u9065\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6000\u65e7<\/span><br \/>\n <span class=\"tag\">\u4f11\u95f2<\/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\u8ba9\u7b49\u5f85\u53d8\u6709\u8da3\u201d\u7684\u521b\u610f\uff0c\u6838\u5fc3\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1\uff09\u5c06\u5f53\u524d\u4e8c\u5143\u72b6\u6001\uff08\u8fd0\u884c\/\u505c\u6b62\uff09\u6269\u5c55\u4e3a\u663e\u793a\u5177\u4f53\u4efb\u52a1\u8fdb\u5ea6\u6216\u7c7b\u578b\uff1b2\uff09\u52a0\u5165\u4ee3\u7406\u8c03\u8bd5\u53cd\u9988\uff08\u5982\u663e\u793a\u5361\u6b7b\u3001\u9650\u6d41\u7b49\u72b6\u6001\uff09\uff1b3\uff09\u589e\u52a0\u4e92\u52a8\u5b66\u4e60\u5143\u7d20\uff0c\u5728\u7b49\u5f85\u95f4\u9699\u5c55\u793a\u6b63\u5728\u6784\u5efa\u7684\u4ee3\u7801\u903b\u8f91\u3002\u591a\u6570\u7528\u6237\u5e0c\u671b\u4fdd\u6301\u79bb\u7ebf\u65e0\u4e91\u4f9d\u8d56\u7279\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 Standboy\u7cbe\u51c6\u6233\u4e2d\u4e86AI\u7f16\u7a0b\u65f6\u4ee3\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u201c\u5269\u4f59\u65f6\u95f4\u201d\u75db\u70b9\uff1a\u5f53\u4eba\u7c7b\u4ece\u7f16\u7801\u8005\u9000\u5316\u4e3a\u4ee3\u7406\u76d1\u7763\u8005\u65f6\uff0c\u7f16\u8f91\u5668\u5185\u7684\u7a7a\u95f2\u65f6\u95f4\u53d8\u5f97\u6f2b\u957f\u4e14\u53cd\u4eba\u6027\u3002\u4ea7\u54c1\u7528\u6781\u4f4e\u6210\u672c\uff08\u5f00\u6e90\u3001\u65e0\u9065\u6d4b\u3001\u672c\u5730ROM\uff09\u5b9e\u73b0\u4e86\u9ad8\u60c5\u7eea\u4ef7\u503c\u2014\u2014\u8ba9\u7b49\u5f85\u4ece\u7126\u8651\u8f6c\u4e3a\u6109\u60a6\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u89e3\u51b3**\u5fc3\u7406\u5e26\u5bbd\u7684\u518d\u5206\u914d**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u7684\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\uff1a\u5f53\u524d\u4ec5\u662f\u201c\u4e8c\u5143\u72b6\u6001\u7684\u5a31\u4e50\u5316\u5305\u88c5\u201d\uff0c\u65e2\u672a\u8fde\u63a5\u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u72b6\u6001\uff0c\u4e5f\u65e0\u6cd5\u53cd\u54fa\u5de5\u4f5c\u6d41\u3002\u8bc4\u8bba\u4e2d\u591a\u6570\u5efa\u8bbe\u6027\u5efa\u8bae\uff08\u4efb\u52a1\u53ef\u89c6\u5316\u3001\u8c03\u8bd5\u53cd\u9988\u3001\u5b66\u4e60\u578b\u4e92\u52a8\uff09\u90fd\u6307\u5411\u4e00\u4e2a\u4e8b\u5b9e\u2014\u2014\u5355\u7eaf\u5a31\u4e50\u662f\u5bf9\u201c\u7b49\u5f85\u65f6\u95f4\u201d\u7684\u6d6a\u8d39\uff0c\u800c\u975e\u589e\u503c\u3002\u66f4\u5177\u7ade\u4e89\u529b\u7684\u6f14\u8fdb\u65b9\u5411\u5e94\u662f\uff1a\u5c06Game Boy\u7684\u5c4f\u5e55\u53d8\u4e3a\u4ee3\u7406\u5de5\u4f5c\u7684\u201c\u72b6\u6001\u4eea\u8868\u76d8\u201d\uff0c\u6bd4\u5982\u7528\u50cf\u7d20\u753b\u5c55\u793a\u5b9e\u65f6\u4ee3\u7801\u53d8\u66f4\u3001\u6d4b\u8bd5\u8fdb\u5ea6\u6216\u5361\u70b9\u7c7b\u578b\uff0c\u751a\u81f3\u5141\u8bb8\u7528\u6237\u5728\u6e38\u620f\u4e2d\u201c\u89e6\u53d1\u201d\u4e00\u4e2a\u91cd\u8bd5\u6216\u786e\u8ba4\u52a8\u4f5c\uff0c\u4ece\u800c\u628a\u88ab\u52a8\u5a31\u4e50\u53d8\u6210\u4e3b\u52a8\u7ba1\u63a7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u8be5\u4ea7\u54c1\u7684\u53ef\u6301\u7eed\u6027\u5b58\u7591\u3002\u5e26ROM\u7684\u6e38\u620f\u6a21\u62df\u5668\u9762\u4e34\u7248\u6743\u7070\u8272\u5730\u5e26\uff08\u7528\u6237\u81ea\u5907ROM\u867d\u89c4\u907f\u4e86\u76f4\u63a5\u4fb5\u6743\uff0c\u4f46\u6574\u4f53\u4f53\u9a8c\u4f9d\u8d56\u76d7\u7248\u751f\u6001\uff09\uff0c\u4e14\u201c\u5728\u7f16\u8f91\u5668\u4e2d\u73a9\u6e38\u620f\u201d\u6781\u6613\u6ca6\u4e3a\u8c03\u8bd5\u65f6\u7684\u5e72\u6270\u6e90\u3002\u771f\u6b63\u7684\u957f\u671f\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u201c\u6e38\u620f\u201d\u672c\u8eab\uff0c\u800c\u5728\u201c\u5d4c\u5165\u5f0f\u72b6\u6001\u53cd\u9988\u201d\u7684\u6a21\u5f0f\u2014\u2014\u672a\u6765\u53ef\u590d\u7528\u6846\u67b6\uff0c\u5c06\u6000\u65e7\u50cf\u7d20\u5c4f\u5e55\u66ff\u6362\u4e3a\u5176\u4ed6\u5fae\u4ea4\u4e92\u5f62\u5f0f\uff08\u5982\u58a8\u6c34\u5c4f\u5f85\u529e\u3001\u590d\u53e4\u8dd1\u9a6c\u706f\u8c03\u8bd5\u65e5\u5fd7\uff09\uff0c\u8fd9\u624d\u662f\u7ec6\u5206\u573a\u666f\u7684\u771f\u6b63\u62a4\u57ce\u6cb3\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\">Standboy<\/span>\n <\/div>\n<div class=\"comment-content\">A Game Boy in your editor sidebar that wakes up while your AI agent works and tucks away when it stops.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi all! Michael here.<\/p>\n<p>AI agents do most of the typing now, which means longer waiting minutes that could be more fun. So I built Standboy, a little Game Boy that lives in your editor sidebar, wakes up when your agent starts working, and tucks himself away when it stops.<\/p>\n<p>Bring your own ROMs (GB, GBC, GBA all work), saves live in a folder you control.<br \/>\nFree, MIT, no telemetry, just a fun thing.<\/p>\n<p>What would you play while your agent works?<\/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\/@mfbz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mfbz<\/a> Congrats on the launch. Does SuperContra go with deep work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Game Boy as ambient indicator that an agent is running async is a fun design call. Curious about the specific signal: is it binary (something is running, nothing is running), or is the screen actually communicating which agent, which task, how far along? <\/p>\n<\/p>\n<p>The visualization choice seems load-bearing to me, because “your agent is doing something” is much less useful in practice than “your agent is on step 3 of the migration and waiting for your token approval.” Which side did you land on, and why?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shanegrant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shanegrant<\/a> thank you for the interesting questions.<\/p>\n<ul>\n<li>\n<p>yes actually it attach to your Claude code or Cursor agents hooks in order to determine wether to show or not so it’s kind of binary at the moment<\/p>\n<\/li>\n<li>\n<p>i wanted to create something that keeps you in the editor while your agent is running. now it’s playing a Game Boy, but it could be something else, the core idea is to keep you in the loop while the agent is doing the work<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a fun way to solve the silent agent problem. Sometimes I am not sure whether my script is stuck or just thinking. Having an interactive agent that shows its state or mood makes it much clearer whether it is actually working or not. Beyond the aesthetic side, does it provide any real debugging feedback if the agent hits a loop, a rate limit, or a code issue that it is unable to solve?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ritikgupta_01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritikgupta_01<\/a> no, right now it opens a Game Boy where you can play your favorite games while you agent works so that you won’t leave the editor. that’s a cool idea tho, i was thinking of having some other “mode” instead of just playing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Lowkey feels like Standboy could evolve into something really cool.<br \/>\nInstead of only playing idle games while the agent works, it could also add tiny interactive moments that teach users what\u2019s being built in real time.<\/div>\n<div class=\"comment-actions\">\n<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\/@kr1v\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kr1v<\/a> definitely, nice idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kr1v\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kr1v<\/a> It could also run ads for that matter <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a clever visual cue for ‘deep work.’ Does the Standboy character have different animations based on the <em>type<\/em> of task the agent is currently performing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> no, but that’s a good idea! what were you thinking? like when the agent is using some tools it can show itself working? that’s funny<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gotta love the solution. Brings back the memories of the good old days. \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tim_350life\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_350life<\/a> yes! imagine when you were a kid playing the Game Boy, who’ll ever thought you’ll do the same when your agent works?! incredible times<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Tamagotchi that you have to keep alive next? \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivan_sem\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivan_sem<\/a> you feed it on agent tools usage and you let it rest on thinking mmm<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is the kind of thing that sounds dumb for 5 seconds and then you realize people will genuinely keep it installed for months<\/p>\n<p>also feels like a very \u201ccurrent era\u201d product. humans becoming supervisors for agents means idle time inside editors is suddenly a real UX problem and this weirdly addresses it better than productivity tools do<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhiram5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhiram5<\/a> exactly! i mean, you can run 10 other parallel agents but to stay focused on what you are doing and avoid too much context switching that’s 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>The saves live in a folder you control part is what got me \u2014 no cloud dependency<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> yes, the idea is that you can export them and store them wherever you want, so you won\u2019t lose your progress<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 cool to see us launching on the same day. Loved the product and the execution looks great. Sending support from one maker to another would love to support each other \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@erenasiroglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erenasiroglu<\/a> Thank you and congratz Eren, what did you launch? i’m curious to check it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/VLZHNVQ5ALUQP3\" class=\"app-title\">Cline SDK<\/a><\/p>\n<div class=\"one-liner\">Build coding agents with a plugin-based open-source runtime<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cline SDK \u662f\u4e00\u6b3e\u57fa\u4e8e\u63d2\u4ef6\u7684\u5f00\u6e90TypeScript\u4ee3\u7406\u8fd0\u884c\u65f6\uff0c\u4e13\u4e3a\u5f00\u53d1\u8005\u5728VS Code\u3001CLI\u3001\u684c\u9762\u5e94\u7528\u7b49\u4e0d\u540c\u754c\u9762\u4e2d\u6784\u5efa\u53ef\u79fb\u690d\u3001\u53ef\u6301\u4e45\u5316\u7684\u7f16\u7801\u4ee3\u7406\u6216AI\u5de5\u5177\u800c\u8bbe\u8ba1\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e45b3b79-211a-45fe-bc63-a5cc0342648c.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\/0bf8b4cc-fd96-489c-886c-f0a000d72857.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/027dd623-889a-4c4b-b17b-69e3c224e287.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\/91fac7d3-dee2-4bc6-a023-f19f33ecd67d.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\/5e5cdf59-8599-4bcb-8ee4-aff4d2b149ca.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/IlaGN-UFxX8\"><source src=\"https:\/\/youtu.be\/IlaGN-UFxX8\" 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\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Agent\u8fd0\u884c\u65f6<\/span><br \/>\n <span class=\"tag\">TypeScript<\/span><br \/>\n <span class=\"tag\">\u63d2\u4ef6\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">MCP\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u68c0\u67e5\u70b9<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53efCline\u56e2\u961f\u5c06\u5176\u5185\u90e8\u8fd0\u884c\u65f6\u7684\u5f00\u6e90\u884c\u4e3a\uff0c\u8ba4\u4e3a\u8fd9\u6bd4\u4e13\u95e8\u4e3a\u53d1\u5e03\u800c\u6784\u5efa\u7684\u6846\u67b6\u66f4\u6709\u53ef\u4fe1\u5ea6\uff1b\u4e00\u4f4d\u5f00\u53d1\u8005\u8868\u793a\u5df2\u5c06\u591a\u4e2a\u5185\u90e8\u4ee3\u7406\u5207\u6362\u5230\u65b0SDK\uff0c\u4f53\u9a8c\u826f\u597d\u3002\u53e6\u6709\u7528\u6237\u5173\u6ce8\u63d2\u4ef6\u7684\u6545\u969c\u9694\u79bb\u80fd\u529b\uff0c\u8be2\u95eebuggy\u5de5\u5177\u5d29\u6e83\u65f6\u662f\u5426\u4f1a\u8fde\u5e26\u6574\u4e2a\u4ee3\u7406\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 Cline SDK\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5b83\u62e5\u6709\u6f02\u4eae\u7684\u57fa\u51c6\u6d4b\u8bd5\u6570\u5b57\uff0c\u800c\u5728\u4e8e\u5b83\u5c1d\u8bd5\u89e3\u51b3\u5f53\u524dAI\u7f16\u7801\u4ee3\u7406\u9886\u57df\u7684\u4e00\u4e2a\u6839\u672c\u6027\u7ed3\u6784\u7f3a\u9677\u2014\u2014\u8fd0\u884c\u65f6\u4e0e\u4ea7\u54c1\u754c\u9762\u7684\u201c\u786c\u8026\u5408\u201d\u3002\u65e0\u8bba\u4ece\u8bc4\u8bba\u4e2d\u8fd8\u662f\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\uff0c\u90fd\u80fd\u6e05\u6670\u770b\u5230\u8fd9\u4e00\u75db\u70b9\uff1a\u5927\u91cf\u7684\u4ee3\u7406\u6846\u67b6\u5728VS Code\u7b49\u7279\u5b9a\u73af\u5883\u4e2d\u751f\u957f\uff0c\u5176\u8fd0\u884c\u903b\u8f91\u4e0eUI\u5c42\u7ea0\u7f20\u4e0d\u6e05\uff0c\u5bfc\u81f4\u8fc1\u79fb\u3001\u6269\u5c55\u548c\u72b6\u6001\u6301\u4e45\u5316\u6210\u4e3a\u5669\u68a6\u3002\n <\/p>\n<p class=\"ai-content\">\n Cline\u7684\u5f00\u6e90\u4e3e\u52a8\uff0c\u5b9e\u9645\u4e0a\u662f\u5c06\u5176\u8d56\u4ee5\u6210\u540d\u7684\u5185\u90e8\u67b6\u6784\u8fdb\u884c\u4e86\u4e00\u6b21\u201c\u5916\u79d1\u624b\u672f\u5f0f\u201d\u7684\u89e3\u8026\uff1a\u5c06\u65e0\u72b6\u6001\u7684\u6838\u5fc3\u4ee3\u7406\u5faa\u73af\u4e0e\u6709\u72b6\u6001\u8fd0\u884c\u65f6\u5c42\u5206\u79bb\u3002\u8fd9\u4e00\u8bbe\u8ba1\u76f4\u63a5\u5e26\u6765\u4e86\u4e24\u4e2a\u5173\u952e\u4f18\u52bf\uff1a\u4e00\u662f\u201c\u4f1a\u8bdd\u53ef\u8fc1\u79fb\u6027\u201d\uff0c\u5373\u4ee3\u7406\u7684\u5de5\u4f5c\u6d41\u4e0d\u518d\u88ab\u9501\u5b9a\u5728\u67d0\u4e2a\u7f16\u8f91\u5668\u6216\u7ec8\u7aef\u5185\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5728Slack bot\u3001CLI\u751a\u81f3\u684c\u9762\u5e94\u7528\u4e2d\u65e0\u7f1d\u590d\u7528\u540c\u4e00\u5957\u903b\u8f91\uff1b\u4e8c\u662f\u201c\u6545\u969c\u5f39\u6027\u201d\uff0c\u901a\u8fc7\u539f\u751f\u5b50\u4ee3\u7406\u548c\u68c0\u67e5\u70b9\u673a\u5236\uff0c\u5b83\u5141\u8bb8\u590d\u6742\u4efb\u52a1\u88ab\u62c6\u89e3\u5e76\u5728\u975e\u7406\u60f3\u72b6\u6001\u4e0b\u91cd\u542f\uff0c\u800c\u975e\u4e00\u6b21\u6027\u7684\u8106\u6027\u6267\u884c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u63d2\u4ef6\u6545\u969c\u9694\u79bb\u201d\u7684\u5c16\u9510\u63d0\u95ee\u70b9\u51fa\u4e86\u6838\u5fc3\u98ce\u9669\u2014\u2014\u63d2\u4ef6\u751f\u6001\u7684\u9c81\u68d2\u6027\u3002Cline\u7684Plugin\u67b6\u6784\u867d\u7136\u901a\u8fc7\u751f\u547d\u5468\u671f\u94a9\u5b50\u548c\u5de5\u5177\u6ce8\u518c\u63d0\u4f9b\u4e86\u6269\u5c55\u6027\uff0c\u4f46\u5e76\u672a\u660e\u786e\u627f\u8bfa\u6c99\u7bb1\u9694\u79bb\u3002\u4e00\u65e6\u6709\u7b2c\u4e09\u65b9\u63d2\u4ef6\u5305\u542b\u5185\u5b58\u6cc4\u6f0f\u6216\u65e0\u9650\u5faa\u73af\uff0c\u6574\u4e2a\u201c\u53ef\u79fb\u690d\u201d\u7684\u9ec4\u91d1\u4fdd\u8bc1\u5c31\u4f1a\u77ac\u95f4\u5d29\u584c\u3002\u5982\u679cCline\u4e0d\u80fd\u50cf\u6210\u719f\u7684\u8fd0\u884c\u65f6\uff08\u5982Deno\u6216Cloudflare Workers\uff09\u90a3\u6837\u63d0\u4f9b\u4e25\u683c\u7684\u6743\u9650\u548c\u8d44\u6e90\u9694\u79bb\uff0c\u5176\u201c\u751f\u4ea7\u7ea7\u201d\u5b9a\u4f4d\u5c06\u505c\u7559\u5728\u6982\u5ff5\u9a8c\u8bc1\u5c42\u9762\uff0c\u96be\u4ee5\u627f\u8f7d\u9ad8\u8d1f\u8f7d\u7684\u5185\u90e8\u5de5\u5177\u94fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u201c\u63d0\u4f9b\u8005\u65e0\u5173\u201d\u7684\u6a21\u578b\u5207\u6362\u867d\u7136\u4fbf\u5229\uff0c\u4f46\u4e5f\u610f\u5473\u7740Cline\u5fc5\u987b\u6301\u7eed\u9002\u914d\u5404\u5927\u6a21\u578bAPI\u7684\u9891\u7e41\u8fed\u4ee3\uff0c\u8fd9\u5c06\u5e26\u6765\u5de8\u989d\u7684\u7ef4\u62a4\u6210\u672c\u3002\u82e5\u56e2\u961f\u8d44\u6e90\u4e0d\u8db3\u4ee5\u5feb\u901f\u8ddf\u8fdb\uff0c\u8fd9\u4efd\u201c\u4fbf\u5229\u6027\u201d\u968f\u65f6\u53ef\u80fd\u53d8\u6210\u201c\u517c\u5bb9\u6027\u9677\u9631\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cCline SDK\u5728\u67b6\u6784\u7406\u5ff5\u4e0a\u662f\u9886\u5148\u7684\u2014\u2014\u628a\u201c\u4ee3\u7406\u8fd0\u884c\u65f6\u201d\u4ece\u201c\u4ee3\u7406\u4ea7\u54c1\u201d\u4e2d\u5265\u79bb\u51fa\u6765\uff0c\u8fd9\u4e3aAI\u5de5\u7a0b\u5316\u63d0\u4f9b\u4e86\u66f4\u6e05\u6670\u7684\u62bd\u8c61\u5c42\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u6700\u521d\u6709\u591a\u5c11\u597d\u8bc4\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u63d2\u4ef6\u751f\u6001\u7684\u6c99\u76d2\u5316\u3001\u957f\u671f\u4efb\u52a1\u7684\u72b6\u6001\u4e00\u81f4\u6027\u4ee5\u53ca\u591a\u6a21\u578b\u9002\u914d\u7684\u53ca\u65f6\u6027\u8fd9\u4e09\u4e2a\u786c\u6838\u5de5\u7a0b\u95ee\u9898\u4e0a\u4ea4\u51fa\u7b54\u5377\u3002\u76f8\u6bd4\u4e8e\u90a3\u4e9b\u5305\u88c5\u7cbe\u7f8e\u7684AI\u7f16\u6392\u6846\u67b6\uff0cCline\u66f4\u50cf\u4e00\u628a\u4e3a\u4e13\u4e1a\u5de5\u5320\u51c6\u5907\u7684\u3001\u9700\u8981\u81ea\u5df1\u6253\u78e8\u7684\u8d81\u624b\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Cline SDK<\/span>\n <\/div>\n<div class=\"comment-content\">Cline SDK is an open-source TypeScript agent runtime with plugin architecture, native subagents, MCP support, checkpointing, cron jobs, and web fetch. For developers building custom coding agents or CLI tools.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cline just open-sourced the agent runtime that powers one of the most-used coding agents in the world.<\/p>\n<\/p>\n<p><strong>What it is<\/strong>: <a href=\"https:\/\/www.producthunt.com\/@cline\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cline<\/a>\/sdk is a TypeScript agent runtime with a plugin architecture, designed to be embedded in any surface VS Code extensions, CLIs, desktop apps, Slack bots, or whatever you’re building.<\/p>\n<\/p>\n<p>The problem with most agent frameworks is that the loop gets glued to the product surface. Cline had this same issue: the agent grew inside the VS Code extension, and eventually the runtime and the IDE wrapper were inseparable. The SDK is the result of pulling those two things apart: a stateless, reusable loop at the core, with a stateful runtime layer on top of it.<\/p>\n<\/p>\n<p><strong>What makes it different<\/strong>: most coding agent runtimes aren’t actually portable. They’re designed to run inside one product. Cline SDK is explicitly built so sessions can move across surfaces, long-running work survives UI restarts, and the agent loop stays stateless regardless of where it’s running. The plugin layer lets teams add domain-specific tools and observe lifecycle events without forking the runtime.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Plugin architecture for registering tools, lifecycle hooks, and agent rules<\/p>\n<\/li>\n<li>\n<p>Native subagents and multi-agent teams with built-in handoff and orchestration<\/p>\n<\/li>\n<li>\n<p>Checkpointing, scheduled cron jobs, web fetch, and MCP connectors out of the box<\/p>\n<\/li>\n<li>\n<p>Provider-agnostic: Anthropic, OpenAI, Google, AWS Bedrock, Mistral, LiteLLM, and OpenAI-compatible endpoints<\/p>\n<\/li>\n<li>\n<p>Example apps included: Slack bot, VS Code extension, desktop app<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>:<\/p>\n<ul>\n<li>\n<p>Embed a production-grade agent loop without building the harness yourself<\/p>\n<\/li>\n<li>\n<p>Swap models and providers via config, not code rewrites<\/p>\n<\/li>\n<li>\n<p>Multi-agent workflows without a separate orchestration layer<\/p>\n<\/li>\n<li>\n<p>Start small with individual packages, add the stateful runtime only when you need it<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it’s for<\/strong>: TypeScript developers building coding agents, internal dev tooling, or AI-powered CLI applications who want a stable, extensible runtime rather than a prompt wrapper.<\/p>\n<\/p>\n<p>The benchmark numbers on Terminal-Bench 2.0 will get attention, but what actually matters here is that Cline is releasing the same runtime they use internally as an open package. That’s a different kind of credibility than a framework built specifically for public release. <\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly Kudos to the Cline team. I have been switching many internal agents over to the new SDK and it has been great! \ud83e\udee1\ud83d\udc4f\ud83c\udffb\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andres_girault\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andres_girault<\/a> Love to hear that! The Cline SDK + skill lets you build agentic products in seconds, it’s so much fun \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>Plugin-based runtimes live or die on fault isolation. If a buggy tool crashes mid-session, does it kill the whole agent or is each plugin sandboxed? That’s were most SDKs get sloppy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MCRIHCQAUJOD6Q\" class=\"app-title\">Relay<\/a><\/p>\n<div class=\"one-liner\">Stop repeating yourself to every AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Relay\u662f\u4e00\u6b3eAI\u4e0a\u4e0b\u6587\u5171\u4eab\u5de5\u5177\uff0c\u901a\u8fc7\u5728\u6d4f\u89c8\u5668\u6269\u5c55\u548cMCP\u534f\u8bae\u652f\u6301\u4e0b\uff0c\u8ba9\u7528\u6237\u5728\u4e0d\u540cAI\u804a\u5929\u5de5\u5177\uff08ChatGPT\u3001Claude\u3001Gemini\u7b49\uff09\u548cIDE\u4ee3\u7406\u95f4\u81ea\u52a8\u540c\u6b65\u9879\u76ee\u7b80\u62a5\uff0c\u544a\u522b\u53cd\u590d\u7c98\u8d34\u4e0a\u4e0b\u6587\u7684\u5386\u53f2\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d9f91abd-7620-4561-b172-76215116c1e5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/15aqzManX-0?si=8A2lkFPHc5QBXeR4\"><source src=\"https:\/\/youtu.be\/15aqzManX-0?si=8A2lkFPHc5QBXeR4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/215b85ce-3e9e-4bbf-b7fb-4d3b6673e28b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c49a89bb-67f0-42be-bc48-cf774da43a83.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a41dc93b-a9c8-4182-8ae1-0fc8f282db13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ea487a2-ddeb-4ca9-9924-9cedb1cbd36b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/537639ee-8ef8-47a8-8b0c-a373242dea3d.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\">Chrome Extensions<\/span><br \/>\n <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\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u8bb0\u5fc6\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u8de8\u5de5\u5177\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u6548\u7387<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u75db\u70b9\u9ad8\u5ea6\u5171\u9e23\uff08\u5207\u6362AI\u5de5\u5177\u9700\u91cd\u590d\u89e3\u91ca\u5806\u6808\u3001\u67b6\u6784\u7b49\uff09\u3002\u6838\u5fc3\u53cd\u9988\uff1a1. \u9700\u6301\u4e45\u5316\u5806\u6808\u3001\u5f53\u524d\u51b2\u523a\u76ee\u6807\u3001\u5173\u952e\u67b6\u6784\u51b3\u7b56\u7b49\uff0c\u9057\u5fd8\u968f\u673a\u8c03\u8bd5\u548c\u4e00\u6b21\u6027\u95ee\u9898\uff1b2. \u5173\u6ce8\u4e0a\u4e0b\u6587\u5982\u4f55\u907f\u514d\u8fc7\u65f6\/\u77db\u76fe\uff0c\u521b\u59cb\u4eba\u56de\u5e94\u5c06\u652f\u6301\u53ef\u68c0\u89c6\u548c\u66f4\u65b0\uff1b3. \u4e0e\u624b\u52a8\u7ef4\u62a4Markdown\u6587\u4ef6\u65b9\u6848\u7684\u5dee\u5f02\u5316\u5728\u4e8e\u8de8\u5de5\u5177\u540c\u6b65\u548c\u964d\u4f4e\u7ef4\u62a4\u95e8\u69db\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 Relay\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u9ad8\u9891\u7684\u201cAI\u6469\u64e6\u201d\u75db\u70b9\uff1a\u5f53AI\u5de5\u5177\u4ece\u5355\u70b9\u53d8\u6210\u5de5\u4f5c\u6d41\u77e9\u9635\u65f6\uff0c\u788e\u7247\u5316\u4e0a\u4e0b\u6587\u5df2\u6210\u4e3a\u663e\u6027\u751f\u4ea7\u529b\u6740\u624b\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u4e3a\u201c\u4eba-\u591aAI\u201d\u534f\u4f5c\u642d\u5efa\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u8bed\u4e49\u4f20\u8f93\u5c42\uff0c\u5176\u521b\u65b0\u4e0d\u5728\u4e8e\u6280\u672f\u590d\u6742\u5ea6\uff08Chrome\u6269\u5c55+MCP\u534f\u8bae\uff09\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u975e\u7ed3\u6784\u5316\u8bb0\u5fc6\u201d\u7684\u4ea7\u54c1\u5316\u5c01\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u4ea7\u54c1\u9762\u4e34\u4e24\u5927\u6838\u5fc3\u6311\u6218\uff1a\u7b2c\u4e00\uff0c\u8bb0\u5fc6\u7684\u8fb9\u754c\u7ba1\u7406\u3002\u5982\u4f55\u667a\u80fd\u533a\u5206\u201c\u503c\u5f97\u6301\u4e45\u5316\u7684\u9879\u76ee\u77e5\u8bc6\u201d\u4e0e\u201c\u4e00\u6b21\u6027\u7684\u5bf9\u8bdd\u5783\u573e\u201d\uff1f\u82e5\u5168\u91cf\u540c\u6b65\uff0c\u4f1a\u8fc5\u901f\u6ca6\u4e3a\u566a\u97f3\u5806\u780c\uff1b\u82e5\u8fc7\u6ee4\u4e0d\u5f53\uff0c\u7528\u6237\u4fe1\u4efb\u611f\u5c06\u5d29\u584c\u3002\u521b\u59cb\u4eba\u867d\u8868\u793a\u201c\u4e0d\u662f\u53ea\u8ffd\u52a0\u7684\u65e5\u5fd7\u201d\uff0c\u4f46\u5177\u4f53\u5982\u4f55\u5b9e\u73b0\u201c\u53ef\u68c0\u89c6\u3001\u53ef\u8986\u76d6\u3001\u81ea\u52a8\u8fc7\u671f\u201d\u7684\u667a\u80fd\u7b80\u53f2\uff0c\u4ecd\u7f3a\u7ec6\u8282\u3002\u7b2c\u4e8c\uff0c\u8de8\u5de5\u5177\u4e00\u81f4\u6027\u4e0e\u7248\u672c\u51b2\u7a81\u3002\u5f53ChatGPT\u3001Cursor\u3001Claude Code\u540c\u65f6\u8bfb\u5199\u540c\u4e00\u4efd\u7b80\u62a5\uff0c\u4e89\u7528\u6216\u8986\u76d6\u903b\u8f91\u5982\u4f55\u5904\u7406\uff1f\u8fd9\u662f\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e00\u81f4\u6027\u95ee\u9898\u5728\u4ea7\u54c1\u5c42\u7684\u6295\u5c04\uff0c\u5de5\u7a0b\u96be\u5ea6\u8fdc\u9ad8\u4e8e\u4e00\u4e2a\u7b80\u6613\u540c\u6b65\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n Relay\u7684\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u505a\u4e00\u4e2a\u201c\u66f4\u597d\u7684\u7c98\u8d34\u677f\u201d\uff0c\u800c\u5728\u4e8e\u5b9a\u4e49\u4e00\u79cd\u65b0\u7684\u8ba1\u7b97\u539f\u8bed\uff1aAI\u534f\u4f5c\u4e2d\u7684\u6301\u4e45\u5316\u5de5\u4f5c\u8bb0\u5fc6\u3002\u4f46\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u662f\u201c\u7ed9\u5065\u5fd8\u7684AI\u4eec\u5f00\u4e86\u4e00\u573a\u540c\u6b65\u4f1a\u8bae\u201d\uff0c\u800c\u975e\u771f\u6b63\u806a\u660e\u5730\u7406\u89e3\u9879\u76ee\u6f14\u8fdb\u3002\u5bf9\u4e8e\u91cd\u5ea6\u591a\u5de5\u5177\u7528\u6237\uff0c\u503c\u5f97\u4e00\u8bd5\uff1b\u4f46\u82e5\u60f3\u6210\u4e3a\u521a\u9700\uff0cRelay\u9700\u8981\u4ece\u201c\u4e00\u4e2a\u88ab\u52a8\u7684\u8bb0\u5fc6\u7ba1\u9053\u201d\u8fdb\u5316\u4e3a\u201c\u4e00\u4e2a\u6709\u5224\u65ad\u529b\u7684\u9879\u76ee\u534f\u4f5c\u8005\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Relay<\/span>\n <\/div>\n<div class=\"comment-content\">\u274c Every time you open a new AI chat, you paste the same context all over again \u2014 your stack, decisions, constraints, where you left off \ud83d\udee0\ufe0f Relay fixes this. It captures what matters from your AI chats and keeps a living project brief ready. One click injects your full context into any fresh conversation \ud83e\uddbe Via MCP, your IDE agents (Cursor, Claude Code, Windsurf, Codex, etc.) read and write the same brief, synced automatically Works with: ChatGPT, Claude, Gemini, Grok, and more. Free to start<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt! I\u2019m Alimkhan, a solo founder from Kazakhstan, building Relay.<\/p>\n<p>The pain: I bounce between Claude, ChatGPT, Perplexity, Gemini and their agentic cli tools in the same day. Every time I switch tabs or start a new chat, they forget what I\u2019m building, and what already changed. I was often copy\u2011pasting the same project brief just to get back to where we left off.<\/p>\n<p>So I built Relay, a shared project brief that follows you across AI tools.<\/p>\n<p>With Relay you can:<br \/>\n\u2022 \ud83e\udde0 Keep a living brief for each project that updates as you chat<br \/>\n\u2022 \u26a1 Inject that brief into any new conversation with one click, so the AI starts \u201calready caught up\u201d<br \/>\n\u2022 \ud83c\udf10 Use the same context across ChatGPT, Claude, Gemini, Perplexity, Grok and more<br \/>\n\u2022 \ud83d\udc68\u200d\ud83d\udcbb For devs: use the MCP integration so IDE\/CLI agents (Cursor, Claude Code, Codex, etc.) read and write to the same brief as your browser chats<\/p>\n<p>Relay\u2019s Chrome Web Store extension was just approved and this is still early – I\u2019m shipping fast and would love your feedback.<\/p>\n<p>\ud83d\udca1 A couple questions for you:<br \/>\n\u2022 When you switch between AI tools, what actually needs to persist vs what should be forgotten?<br \/>\n\u2022 If Relay could reliably remember 3\u20135 things about your current project, what would you pick first?<\/p>\n<p>\ud83d\ude4c I\u2019ll be in the comments all day, would love to hear how you currently handle context across tools and what you\u2019d want Relay to do better.<\/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\/@alimkhan_y\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alimkhan_y<\/a> for me, what should persist: stack + versions, current sprint goal, key architectural decisions plus the ones we rejected, naming conventions, last ‘state of play’. what should be forgotten: random debugging tangents, throwaway one-off questions, anything we reverted. the brief should feel like a living readme, not a chat log.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 pain is real \u2014 every new Claude\/GPT\/Cursor session starts from zero and you spend the first 5 minutes re-explaining your stack. A shared context layer that just follows you across tools is the right fix. What happens when context gets stale or contradictory \u2014 does Relay surface that, or does it trust whatever was saved last?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dmitrii_volosatov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitrii_volosatov<\/a> Great question. Relay does not blindly trust every saved note forever. The idea is to keep context inspectable and updateable: agents can recall what was saved, then overwrite, supersede, or clean up stale context as the project changes. We\u2019re leaning hard into \u201cliving context,\u201d not an append-only memory dump.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Goated idea, real problem i’ve been suffering from myself. Building in the same space, tried their product and LOVED it. Congrats on the launch guys! 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\/@igor_martinyuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igor_martinyuk<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is painfully relatable. I run a 3 person startup and we use Claude, Claude Code, and ChatGPT across the team. the context re-pasting is real. Solo founder from Kazakhstan building this is impressive too. Good luck today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tjclayton\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tjclayton<\/a> Thank you TJ, really appreciate it. That cross-tool context re-pasting is exactly the pain Relay is trying to remove.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Yeah, it\u2019s a huge pain point actually, it\u2019s great to see a solopreneur trying to fix this problem. Wishing you a great luck!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikita_naumov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikita_naumov<\/a> Thank you Nick, really appreciate the support. That pain point is exactly why I started building Relay.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@alimkhan_y\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alimkhan_y\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alimkhan_y<\/a> Congrats, every day I have this challenge, but I solve it by keeping a clean set of md files in my repos and always instructing the agents to keep them updated (e.g. build plan, architecture, progress, audit, summary, etc.). I was curious to know how it would be different from that and what would be the added value\/benefit here? <\/p>\n<p>Btw, very cool product and love the website!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Thank you, and that markdown-file workflow is exactly the closest manual workaround today. The difference is that Relay makes it shared across tools, searchable\/recallable by the agent, and easier to keep focused on durable project state rather than a pile of files that every agent has to be re-taught to read and maintain. The added value is less ceremony and fewer stale docs while still keeping the context inspectable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ‘stop repeating yourself’ pitch hits home. Does Relay sync your context across different LLM interfaces (like ChatGPT and Claude) simultaneously?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Yes, that\u2019s the goal. Relay gives different AI clients a shared project memory layer, so Claude, ChatGPT\/Codex, Cursor, etc. can pick up the same brief, decisions, tasks, and project context instead of each starting cold.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MJ6WISDZZZ7ZWE\" class=\"app-title\">Sleek Analytics v3<\/a><\/p>\n<div class=\"one-liner\">A simple Google Analytics alternative for the modern web.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div 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src=\"https:\/\/ph-files.imgix.net\/c5a1349b-24ce-45df-95db-d6ad8abe5547.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1fa8c00c-bb8c-45bb-b4a5-bbb092278afc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be45a999-abe7-499e-b6c6-6da0e4082cd4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71e3e7c9-a7d4-4146-b7b3-bea265cf91c5.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\/d7825eeb-5e5a-4965-9319-e1331193c267.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=oDcOstC4EUY\"><source src=\"https:\/\/www.youtube.com\/watch?v=oDcOstC4EUY\" 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\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u7ad9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Google Analytics\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u65e0Cookie\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u884c\u4e3a<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">Telegram\u901a\u77e5<\/span><br \/>\n <span class=\"tag\">Vercel\u90e8\u7f72<\/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\u6781\u7b80UI\u548cTelegram\u5b9e\u65f6\u6d41\u91cf\u9884\u8b66\u529f\u80fd\uff0c\u5e76\u8be2\u95ee\u4e86\u81ea\u5b9a\u4e49\u9608\u503c\u4e0e\u533f\u540d\u8bbf\u5ba2\u8ffd\u8e2a\u7ec6\u8282\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u53ef\u8bbe\u7f6e\u8bbf\u5ba2\u6570\u9608\u503c\u907f\u514d\u901a\u77e5\u75b2\u52b3\uff0c\u4e14\u9ed8\u8ba4\u8ffd\u8e2a\u6240\u6709\u8bbf\u5ba2\uff0c\u7528\u6237\u6807\u8bc6\u4e3a\u53ef\u9009API\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Sleek Analytics v3\u518d\u6b21\u5370\u8bc1\u4e86\u4e00\u4e2a\u8d8b\u52bf\uff1a\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u628a\u201c\u5e38\u7528\u529f\u80fd\u201d\u505a\u5230\u6781\u81f4\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e2d\u5c0f\u56e2\u961f\u5bf9Google Analytics\u201c\u6740\u9e21\u7528\u725b\u5200\u201d\u7684\u53cd\u611f\u2014\u2014\u5e9e\u5927\u3001\u590d\u6742\u3001\u4e14\u5408\u89c4\u98ce\u9669\u9ad8\u3002v3\u7248\u672c\u7684\u6838\u5fc3\u5347\u7ea7\uff08\u5b9e\u65f6\u5168\u7403\u6d1e\u5bdf\u3001iOS App\u3001Telegram\u65e5\u62a5\uff09\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u573a\u666f\u8865\u5b8c\uff0c\u5c24\u5176Telegram\u544a\u8b66\u529f\u80fd\uff0c\u7528\u6781\u4f4e\u95e8\u69db\u89e3\u51b3\u4e86\u5c0f\u56e2\u961f\u201c\u65e0\u4e13\u804c\u8fd0\u8425\u76d1\u63a7\u6d41\u91cf\u201d\u7684\u521a\u9700\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u201c\u6781\u7b80\u201d\u4e5f\u662f\u53cc\u5203\u5251\u3002\u8bc4\u8bba\u4e2d\u7f3a\u4e4f\u5bf9\u6570\u636e\u6df1\u5ea6\u5206\u6790\uff08\u5982\u6f0f\u6597\u3001\u5f52\u56e0\uff09\u7684\u8ffd\u95ee\uff0c\u6697\u793a\u5176\u4e0a\u9650\u4ecd\u505c\u7559\u5728\u201c\u597d\u770b\u7684\u6570\u636e\u53ef\u89c6\u5316\u201d\u5c42\u9762\uff0c\u96be\u4ee5\u66ff\u4ee3GA\u5bf9\u4e8e\u589e\u957f\u9ed1\u5ba2\u7684\u4ef7\u503c\u3002\u53e6\u5916\uff0c\u5b8c\u5168\u4f9d\u8d56Vercel Edge Functions\u867d\u7136\u7701\u53bb\u8fd0\u7ef4\uff0c\u4f46\u4e5f\u7ed1\u5b9a\u4e86\u6280\u672f\u6808\u81ea\u7531\u5ea6\uff0c\u5bf9\u4e8e\u6709\u5b9a\u5236\u5316\u9700\u6c42\u7684\u4e2d\u578b\u56e2\u961f\u662f\u6f5c\u5728\u9690\u60a3\u3002101\u7968\u7684\u6210\u7ee9\u5728PH\u751f\u6001\u4e2d\u7b97\u4e2d\u89c4\u4e2d\u77e9\uff0c\u8bf4\u660e\u5b83\u5e76\u672a\u98a0\u8986\u5e02\u573a\uff0c\u800c\u662f\u5728\u201c\u9690\u79c1\u5408\u89c4\u201d\u8fd9\u4e00\u7ec6\u5206\u8d5b\u9053\u4e0a\u7a33\u624e\u7a33\u6253\u3002\u5176\u771f\u6b63\u62a4\u57ce\u6cb3\u5728\u4e8e\u5bf9\u201c\u65e0\u901a\u77e5\u75b2\u52b3\u201d\u7684\u7cbe\u7ec6\u5316\u8bbe\u8ba1\uff08\u53ef\u8c03\u9608\u503c\uff09\uff0c\u800c\u975e\u6280\u672f\u672c\u8eab\u3002\u5bf9\u4e8e\u53ea\u9700\u8981\u201c\u770b\u4e00\u773c\u5c31\u77e5\u9053\u4eca\u5929\u6709\u6ca1\u6709\u4eba\u6765\u770b\u6211\u7f51\u7ad9\u201d\u7684\u521b\u4e1a\u8005\uff0c\u8fd9\u6216\u8bb8\u662f\u6bd4Fathom\u548cPlausible\u66f4\u987a\u624b\u7684\u5de5\u5177\u2014\u2014\u524d\u63d0\u662f\u4f60\u63a5\u53d7\u5b83\u5728\u9ad8\u9636\u5206\u6790\u4e0a\u7684\u7a7a\u767d\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\">Sleek Analytics v3<\/span>\n <\/div>\n<div class=\"comment-content\">Sleek Analytics is a privacy-first Google Analytics alternative for Modern Web. Real-time website analytics, cookieless tracking, and fast dashboards. We built Sleek because analytics shouldn’t require a PhD. Paste one line of code, and within seconds you’re watching real visitors move through your site live. No setup headaches, no cookie banners, no noise. Just your data, clean and simple.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sleek Analytics v3 is live \ud83d\ude80<\/p>\n<p>We’ve been obsessed with one problem: how to make analytics so simple, you actually use it.<\/p>\n<p>Today we’re shipping things that change how people track their business:<\/p>\n<p>Real-time global visitor insights, our new iOS app, and daily digests in Telegram\u2014all built on Vercel. We’re using Vercel’s Edge Functions for our webhook infrastructure, cron jobs for scheduled digests, and deploying globally so data reaches your dashboard instantly, no matter where you are.<\/p>\n<p>Built entirely on Vercel’s stack, which made it possible to ship globally, at scale, without managing infrastructure.<\/p>\n<p>Ask us anything\u2014we’ll be here all day \ud83d\udc9a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">I\u2019m a big fan of GA alternatives and your product looks great. Would love to try it a bit later, congrats on launch and good luck!<\/div>\n<div class=\"comment-actions\">\n<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\">@nikita_naumov thank you a lot, Nick!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Telegram pings for traffic spikes is a great feature for small teams. Can you set custom thresholds for these alerts to avoid notification fatigue?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> thank you, Gavin! and yes, you can set custom visitor thresholds so you only get alerted when it actually matters for your traffic levels. notification fatigue is a real problem and we’ve built the controls to avoid it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the UX\/UI of your app. Just wishing you all the best after the launch date.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tim_350life\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_350life<\/a> thanks Tim, for that kind of words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The dashboard looks very easy to understand, a huge upside for small non-technical teams. It looks like you can identify users with an email address (or other identifier). Does it show non-logged-in visitors?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@you_x_you_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@you_x_you_i<\/a> thanks, Emma! yes, Sleek tracks all visitors by default regardless of login state. anonymous visitors are fully visible with their pages, referrers, device, and session data. the user identifier feature is optional and only comes into play if you explicitly pass an email or ID through our API to tie a session to a known user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VGS7FQ6KQ7E7ZE\" class=\"app-title\">Kimi WebBridge<\/a><\/p>\n<div class=\"one-liner\">A bridge connecting AI agents to the live web<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kimi WebBridge \u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u8ba9AI\u667a\u80fd\u4f53\u80fd\u591f\u76f4\u63a5\u64cd\u63a7\u7f51\u9875\uff08\u6253\u5f00\u9875\u9762\u3001\u586b\u5199\u8868\u5355\u3001\u63d0\u53d6\u4fe1\u606f\uff09\uff0c\u4ece\u800c\u89e3\u51b3AI\u65e0\u6cd5\u4e0e\u771f\u5b9e\u7f51\u9875\u4ea4\u4e92\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b73d85fd-45e2-4650-8395-f85246618717.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37327a6c-19bd-42b3-b0f7-eef66e2af695.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/817ecb32-8a3c-4a32-91b0-ef95f5e67e6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8c97e96-e020-421a-9baa-bc67c240e70e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2b4bfa8-23e2-4db2-8831-c13517f4dc01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9d5a9e5-eb00-49e9-883d-947fcaa8fbb4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89b6b430-2318-465d-9367-89dade68f533.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e1cd5b5-d2e1-475d-99b3-e98b29a3d163.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\/66822474-5373-4450-b8f0-5cc1d9e9b705.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=zYIplEZiSHc\"><source src=\"https:\/\/www.youtube.com\/watch?v=zYIplEZiSHc\" 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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">AI+\u6d4f\u89c8\u5668<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\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\u5173\u6ce8\uff1a1.\u662f\u5426\u9700\u8981\u4fdd\u6301\u6d4f\u89c8\u5668\u4f1a\u8bdd\u5e38\u5f00\uff1b2.\u5982\u4f55\u5904\u7406Shadow DOM\u548c\u53cd\u722c\u673a\u5236\uff1b3.\u9690\u79c1\u5b89\u5168\uff0c\u5c24\u5176\u654f\u611f\u64cd\u4f5c\uff08\u5982\u63d0\u4ea4\u8868\u5355\uff09\u662f\u5426\u6709\u786e\u8ba4\u6b65\u9aa4\uff1b4.\u9875\u9762\u6570\u636e\u4f20\u9012\u7ed9LLM\u65f6\u662f\u5426\u7ed3\u6784\u5316\u5904\u7406\uff08JSON\/\u7cbe\u7b80DOM\uff09\u4ee5\u63a7\u5236Token\u6d88\u8017\uff1b5.\u5982\u4f55\u4fdd\u969c\u94f6\u884c\u3001\u533b\u7597\u7b49\u654f\u611f\u7f51\u7ad9\u7684\u6570\u636e\u9690\u79c1\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 Kimi WebBridge \u5207\u4e2d\u4e86AI\u539f\u751f\u5e94\u7528\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u75db\u70b9\u2014\u2014AI\u53ef\u4ee5\u5199\u51fa\u5b8c\u7f8e\u7684\u4ee3\u7801\u548c\u6587\u672c\uff0c\u5374\u8fde\u4e00\u4e2a\u7f51\u9875\u7684\u201c\u767b\u5f55\u6309\u94ae\u201d\u90fd\u70b9\u4e0d\u4e86\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u7528\u4e00\u4e2a\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u4e3a\u7ec8\u7aefAI\u4ee3\u7406\uff08\u5982Claude Code\u3001Cursor\uff09\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6302\u8f7d\u5728\u771f\u5b9e\u6d4f\u89c8\u5668\u4e0a\u7684\u201c\u673a\u68b0\u624b\u201d\uff0c\u8fd9\u662f\u5178\u578b\u7684\u201c\u672c\u5730\u4f18\u5148\u201d\u67b6\u6784\uff0c\u770b\u4f3c\u7b28\u62d9\uff0c\u5b9e\u5219\u806a\u660e\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u201c\u4fe1\u4efb\u201d**\uff1a\u7528\u6237\u8bc4\u8bba\u4e2d\u6700\u9ad8\u9891\u7684\u5173\u5207\u662f\u9690\u79c1\u548c\u5b89\u5168\u3002Kimi WebBridge \u9009\u62e9\u8ba9AI\u4f7f\u7528\u7528\u6237\u73b0\u6709\u7684\u672c\u5730\u6d4f\u89c8\u5668\u4f1a\u8bdd\uff0c\u800c\u975e\u5c06Cookie\u4ea4\u7ed9\u7b2c\u4e09\u65b9\u4e91\u670d\u52a1\uff0c\u8fd9\u4e00\u8bbe\u8ba1\u7cbe\u51c6\u5730\u5316\u89e3\u4e86\u201cAI\u4ee3\u7406\u662f\u5426\u5077\u4f20\u6570\u636e\u201d\u7684\u4fe1\u4efb\u5371\u673a\u3002\u5728\u81ea\u52a8\u5316\u6548\u7387\u4e0e\u6570\u636e\u4e3b\u6743\u4e4b\u95f4\uff0c\u5b83\u6ca1\u6709\u62bc\u6ce8\u4e91\u7aef\u9ed1\u76d2\uff0c\u800c\u662f\u575a\u6301\u672c\u5730\u63a7\u5236\uff0c\u8fd9\u5bf9\u4f01\u4e1a\u7ea7\u7528\u6237\uff08\u94f6\u884c\u3001\u533b\u7597\u3001\u8d22\u52a1\uff09\u6765\u8bf4\u51e0\u4e4e\u662f\u552f\u4e00\u53ef\u63a5\u53d7\u7684\u9009\u9879\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u6280\u672f\u6311\u6218\u5c1a\u672a\u89e3\u51b3**\uff1a\u8bc4\u8bba\u533a\u53cd\u590d\u63d0\u53ca\u7684\u201cShadow DOM\u201d\u3001\u201cToken\u6d6a\u8d39\u201d\u3001\u201c\u53cd\u722c\u68c0\u6d4b\u201d\uff0c\u76f4\u6307\u4ea7\u54c1\u6280\u672f\u6df1\u5ea6\u7684\u4e0d\u8db3\u3002\u5982\u679c\u53ea\u662f\u5c06\u6574\u4e2aDOM\u6811\u5f53\u4f5c\u7eaf\u6587\u672c\u6254\u7ed9LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\uff0c\u90a3\u4e48\u5bf9\u4e8e\u5bcc\u4ea4\u4e92\u3001\u9ad8\u5ea6\u52a8\u6001\u7684\u73b0\u4ee3\u7f51\u9875\uff0cToken\u6d88\u8017\u5c06\u5929\u6587\u6570\u5b57\u822c\u589e\u957f\uff0c\u4e14\u534a\u7ed3\u6784\u5316\u6570\u636e\u63d0\u53d6\u5931\u8d25\u7387\u6781\u9ad8\u3002\u5982\u679c\u65e0\u6cd5\u5b9e\u73b0\u667a\u80fd\u5316\u7684\u201cDOM\u6458\u8981\u201d\u548c\u201c\u5173\u952e\u8282\u70b9\u5b9a\u4f4d\u201d\uff0c\u5176\u5b9e\u9645\u53ef\u7528\u6027\u5c06\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u5e02\u573a\u5b9a\u4f4d\u7684\u81f4\u547d\u77ed\u677f**\uff1aKimi WebBridge \u4e25\u91cd\u4f9d\u8d56\u7b2c\u4e09\u65b9\u7684AI\u4ee3\u7406\uff08Claude Code\u3001Cursor\u7b49\uff09\uff0c\u81ea\u8eab\u5e76\u65e0\u5f3a\u5927\u7684\u57fa\u5ea7\u6a21\u578b\u6216\u51b3\u7b56\u80fd\u529b\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u5de5\u5177\u94fe\u4e2d\u7684\u5de5\u5177\u201d\uff0c\u800c\u975e\u72ec\u7acb\u4ea7\u54c1\u3002\u4e00\u65e6\u4e3b\u6d41AI\u4ee3\u7406\uff08\u5982OpenAI\u3001Google\u7684Gemini\uff09\u5185\u7f6e\u4e86\u7c7b\u4f3c\u7684\u539f\u751f\u6d4f\u89c8\u5668\u63a7\u5236\u80fd\u529b\uff08\u901a\u8fc7\u66f4\u5e95\u5c42\u7684Chrome DevTools Protocol\u7b49\uff09\uff0cKimi WebBridge \u7684\u751f\u5b58\u7a7a\u95f4\u5c06\u8fc5\u901f\u88ab\u6324\u538b\u3002\u5728Web Agent\u8fd9\u4e2a\u8d5b\u9053\u4e0a\uff0c\u505a\u201c\u7ba1\u9053\u201d\u7684\u6c38\u8fdc\u4e0d\u5982\u505a\u201c\u5927\u8111\u201d\u7684\u5229\u6da6\u9ad8\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Kimi WebBridge<\/span>\n <\/div>\n<div class=\"comment-content\">Kimi WebBridge is the browser extension for AI agents. AI can open pages, click, fill forms, extract info, and automate web tasks.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Kimi WebBridge is a practical bridge between AI agents and the browser.<\/p>\n<p><a href=\"https:\/\/chromewebstore.google.com\/detail\/kimi-webbridge\/fldmhceldgbpfpkbgopacenieobmligc?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Install the extension<\/a>, connect it to your local agent, and the agent can use your existing Chrome or Edge session to handle web tasks like opening pages, filling forms, collecting information, and moving through websites for you.<\/p>\n<p>The nice part is that CC\/Codex, <a href=\"https:\/\/www.producthunt.com\/products\/cursor\" target=\"_blank\" rel=\"noopener\">@Cursor<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/hermes-4\/launches\/hermes-agent\" target=\"_blank\" rel=\"noopener\">Hermes<\/a>, and <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> can use it too.<\/p>\n<p>A lot of daily work still happens in the browser, and WebBridge gives agents a simple way to actually operate there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Hi Zac, congrats on the launch. Does this require an open session or can agenst standup\/invoke the browser for certain tasks by themselves?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 local first approach for browser control is a smart move for security. I have stayed away from most browser agents because I don’t want to hand over my session cookies to a third-party server. How do you handle sites that are heavy on shadow DOM or complex anti-bot triggers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I dogfood Kimi WebBridge and honestly, I use it every single day!<\/p>\n<p>Just install the extension, link it to your agent, and it will surf Chrome\/Edge for you \u2014 filling forms, grabbing info, clicking around\u2026 basically handling all the boring stuff.<\/p>\n<p>It works with Claude Code, Codex, Kimi CLI, Cursor, Hermes, OpenClaw.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Multi-file analysis is the feature I’d actually open this for. Half my week is reading through ten PDFs from a customer to figure out what they’re really asking 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I know how tough interacting with a live browser can be as I’ve been frequently using Python and Selenium recently. Giving terminal agents a clean way to bridge that gap is a massive step up. I’m really curious how the extension actually passes the page data back to the LLM… does it clean everything up into structured JSON or a lightweight DOM snippet first, or is it just dumping raw HTML? How do you manage the token count?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Giving terminal agents a clean way to interact with a real browser is a huge help. I’m really curious how the extension actually passes the page data to the LLM. Does it clean everything up into structured JSON or a lightweight DOM snippet first, or is it just dumping the raw HTML? Managing the token count while keeping the page context is always the trickiest part of building web agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle sensitive actions like form submissions, is there a confirmation step before it clicks buy or send?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle user data privacy when bridging AI agents to the live web? Especially for users on sites with sensitive content (banking, health portals)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Connecting agents to the ‘live web’ is still a major hurdle. Does the bridge provide a structured data output (JSON) for the agent, or does it just pass raw HTML?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/U2ZCUDSCX65T7B\" class=\"app-title\">Wowable<\/a><\/p>\n<div class=\"one-liner\">Paste a link and get a live website<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wowable\u5141\u8bb8\u7528\u6237\u7c98\u8d34Google Maps\u3001Instagram\u3001TripAdvisor\u7b49\u73b0\u6709\u5546\u4e1a\u94fe\u63a5\u6216\u622a\u56fe\uff0c\u65e0\u9700\u7f16\u5199\u548c\u8bbe\u8ba1\uff0c\u5373\u53ef\u57281\u5206\u949f\u5185\u81ea\u52a8\u751f\u6210\u4e00\u4e2a\u771f\u5b9e\u3001\u4e13\u4e1a\u7684\u8425\u9500\u578b\u7f51\u7ad9\uff0c\u89e3\u51b3\u5c0f\u4f01\u4e1a\u56e0\u65f6\u95f4\u6210\u672c\u9ad8\u800c\u7f3a\u4e4f\u7ebf\u4e0a\u5f62\u8c61\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2918f7cd-6f52-4989-9b7c-fe2fafdc18ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b4086e0-3857-4036-a42a-a32e0912f3c6.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\/81eba82d-c2ae-45b9-b29c-0844ff2265d0.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\/74146e76-d392-48d7-8206-7220f7965eab.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\/4e9566b1-77f0-4346-9e31-11fed6a9450c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c68ef6b3-fe12-4cf8-9d1b-005888afcad4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0df51c9-41b8-4e8f-8892-d61612db0d8d.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\/cc03236b-1db2-4220-83b7-4a7c3577c851.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=7ypBGgX6N8Y\"><source src=\"https:\/\/www.youtube.com\/watch?v=7ypBGgX6N8Y\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Website Builder<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f51\u7ad9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5c0f\u4f01\u4e1a\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u8d44\u6599\u8f6c\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5546\u5bb6\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8425\u9500<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u6548\u679c\u771f\u5b9e\u3001\u5e03\u5c40\u6e05\u723d\uff0c\u5c24\u5176\u5bf9TripAdvisor\u3001LinkedIn\u7b49\u5185\u5bb9\u6e90\u7684\u8f6c\u5316\u51c6\u786e\u5ea6\u611f\u5230\u60ca\u8273\u3002\u4e3b\u8981\u5efa\u8bae\u548c\u7591\u95ee\u5305\u62ec\uff1a\u5982\u4f55\u907f\u514d\u751f\u6210\u7f51\u7ad9\u98ce\u683c\u540c\u8d28\u5316\uff08\u5982\u81ea\u52a8\u68c0\u6d4bLogo\u548c\u4e3b\u9898\uff09\uff1b\u5982\u4f55\u5904\u7406\u591a\u5e73\u53f0\u5185\u5bb9\u6e90\u7684\u5408\u5e76\u4e0e\u51b2\u7a81\uff1b\u4ee5\u53ca\u672a\u6765\u662f\u5426\u4f1a\u589e\u52a0\u9501\u5b9a\u7279\u5b9a\u533a\u57df\u9632\u6b62AI\u8986\u5199\u7684\u529f\u80fd\u3002\u5c0f\u5546\u5bb6\u5bf9\u201c\u65e0\u9700\u7f16\u5199\u201d\u548c\u201c\u4ece\u5df2\u6709\u5185\u5bb9\u51fa\u53d1\u201d\u7684\u5b9a\u4f4d\u9ad8\u5ea6\u8d5e\u8d4f\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 Wowable\u5728\u201cAI\u5efa\u7ad9\u201d\u8fd9\u7247\u7ea2\u6d77\u4e2d\uff0c\u786e\u5b9e\u627e\u5230\u4e86\u4e00\u6761\u76f8\u5bf9\u806a\u660e\u7684\u5dee\u5f02\u5316\u8def\u5f84\u3002\u5b83\u6ca1\u6709\u53bb\u6bd4\u62fc\u8c01\u5bb6\u7684\u201c\u5927\u6a21\u578b\u6587\u7b14\u66f4\u6d41\u7545\u201d\uff08\u90a3\u7ec8\u7a76\u662f\u5377\u5e9f\u8bdd\uff09\uff0c\u800c\u662f\u56de\u5230\u4e86\u5546\u4e1a\u672c\u8d28\uff1a\u628a\u4e8b\u5b9e\u642c\u4e0a\u7f51\u7ad9\u3002\u5f53\u7ade\u54c1\u8fd8\u5728\u6559\u7528\u6237\u201c\u5982\u4f55\u5199\u63d0\u793a\u8bcd\u201d\u65f6\uff0cWowable\u5df2\u7ecf\u9ed8\u8ba4\u7528\u6237\u6ca1\u65f6\u95f4\u5199\uff0c\u76f4\u63a5\u53bbGoogle Maps\u548cTripAdvisor\u4e0a\u6252\u7528\u6237\u7684\u597d\u8bc4\u548c\u7167\u7247\u6765\u7528\u3002\u8fd9\u4e2a\u201c\u4ece\u5185\u5bb9\u53cd\u63a8\u7f51\u7ad9\u201d\u7684\u601d\u8def\uff0c\u5b9e\u9645\u4e0a\u662f\u8e29\u4e2d\u4e86\u5c0f\u5546\u5bb6\u6700\u75db\u7684\u75db\u70b9\u2014\u2014\u4e0d\u662f\u4e0d\u60f3\u8981\u7f51\u7ad9\uff0c\u800c\u662f\u4e0d\u60f3\u4ece\u5934\u7f16\u9020\u4e00\u7bc7\u5173\u4e8e\u81ea\u5df1\u7684\u5b98\u7f51\u6587\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u62a4\u57ce\u6cb3\u76ee\u524d\u6765\u770b\u5e76\u4e0d\u6df1\u3002\u8bc4\u8bba\u533a\u6709\u4eba\u76f4\u63a5\u70b9\u51fa\u4e86\u6838\u5fc3\u9690\u60a3\uff1a\u201c\u76f8\u4f3c\u7684\u8bbe\u8ba1\u4e3b\u9898\u201d\u548c\u201c\u591a\u6e90\u4fe1\u606f\u7684\u51b2\u7a81\u5904\u7406\u201d\u3002\u76ee\u524dWowable\u66f4\u50cf\u662f\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u5185\u5bb9\u642c\u8fd0\u642d\u67b6\u5b50\u5668\u201d\uff0c\u8fd8\u8fdc\u672a\u8fdb\u5316\u5230\u201c\u54c1\u724c\u8bc6\u522b\u201d\u7684\u5c42\u6b21\u3002\u5982\u679c\u5b83\u4e0d\u80fd\u5728\u672a\u6765\u4e09\u4e2a\u6708\u5185\uff0c\u57fa\u4e8e\u6570\u636e\u63d0\u70bc\u51fa\u66f4\u4e2a\u6027\u7684\u914d\u8272\u3001\u5b57\u4f53\u548c\u7248\u5f0f\uff08\u6bd4\u5982\u4ece\u4e0a\u4f20\u7684\u7167\u7247\u548cLogo\u4e2d\u5b66\u4e60\u89c6\u89c9\u98ce\u683c\uff09\uff0c\u90a3\u4e48\u5b83\u5f88\u5bb9\u6613\u88ab\u5177\u6709\u66f4\u5f3a\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\u7684\u5927\u5382\uff08\u5982Wix\u6216Squarespace\u7684AI\u52a9\u624b\uff09\u76f4\u63a5\u590d\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u6f5c\u5728\u98ce\u9669\u662fSEO\u3002\u867d\u7136\u56e2\u961f\u58f0\u79f0\u7f51\u7ad9\u7ed3\u6784\u826f\u597d\uff0c\u4f46\u4ece\u7b2c\u4e09\u65b9\u6765\u6e90\uff08\u5982TripAdvisor\uff09\u805a\u5408\u7684\u5185\u5bb9\uff0c\u5176\u539f\u521b\u6027\u548c\u72ec\u7279\u6027\u5728\u641c\u7d22\u5f15\u64ce\u773c\u4e2d\u53ef\u80fd\u5927\u6253\u6298\u6263\u3002\u5bf9\u4e8e\u4ee5\u201c\u83b7\u53d6\u66f4\u591a\u5ba2\u6237\u201d\u4e3a\u76ee\u6807\u7684\u5546\u5bb6\uff0c\u5982\u679c\u751f\u6210\u7684\u7f51\u7ad9\u6700\u7ec8\u53ea\u662f\u4e00\u4e2a\u5185\u5bb9\u4e2d\u53f0\uff0c\u800c\u4e0d\u80fd\u4ea7\u51fa\u72ec\u7279\u7684\u3001\u7b2c\u4e00\u624b\u7684\u4ef7\u503c\u5185\u5bb9\uff0c\u90a3\u4e48\u5b83\u5728AI\u641c\u7d22\uff08\u5982ChatGPT\uff09\u65f6\u4ee3\u7684\u53ef\u89c1\u6027\u5e76\u4e0d\u4f1a\u6bd4\u539f\u6709\u7684TripAdvisor\u9875\u9762\u66f4\u597d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u770b\uff0cWowable\u662f\u201cAI\u964d\u4f4e\u5efa\u7ad9\u95e8\u69db\u201d\u7684\u4e00\u6b21\u6781\u4f73\u5b9e\u8df5\uff0c\u4f46\u82e5\u8981\u4ece\u5c0f\u5de5\u5177\u8fdb\u5316\u4e3a\u5546\u4e1a\u57fa\u7840\u8bbe\u65bd\uff0c\u5b83\u5fc5\u987b\u89e3\u51b3\u201c\u4ece\u6709\u5230\u4f18\u201d\u2014\u2014\u5373\u4ece\u6709\u5185\u5bb9\u5230\u6709\u771f\u6b63\u5dee\u5f02\u5316\u54c1\u724c\u8d44\u4ea7\u2014\u2014\u7684\u96be\u9898\u3002\u76ee\u524d\u5b83\u503c\u5f97\u5c0f\u5546\u5bb6\u4e00\u8bd5\uff0c\u4f46\u4e0d\u8981\u6307\u671b\u5b83\u80fd\u66ff\u4ee3\u4f60\u4e3a\u81ea\u5df1\u7684\u751f\u610f\u503e\u6ce8\u7684\u601d\u8003\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\">Wowable<\/span>\n <\/div>\n<div class=\"comment-content\">Most website builders generate generic pages that all sound the same. Wowable turns reviews, social profiles, screenshots, and business listings into a complete website using the content your business already has online. Paste a Google Maps link, Instagram profile, TripAdvisor page, LinkedIn profile, or even a screenshot \u2014 and Wowable turns it into a website that feels authentic instead of AI-generated. No writing. No design. No setup.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<br \/>Launching Wowable on Vercel Day \ud83d\ude80<\/p>\n<p>We built Wowable because most AI website builders still generate generic content.<\/p>\n<p><strong>The problem:<\/strong> even when the design looks good, every website ends up sounding the same. You still have to rewrite everything manually because every page says \u201cquality service\u201d, \u201ccustomer-first\u201d, or \u201cbest in town\u201d.<\/p>\n<p><strong>Our approach:<\/strong> businesses already have real content online. Customer reviews, social profiles, photos, business listings, and screenshots already describe what makes a business unique far better than placeholder AI copy.<\/p>\n<p>Instead of starting from a blank page, Wowable builds websites from content businesses already have online.<\/p>\n<p>Paste a Google Maps link, Instagram profile, TripAdvisor page, LinkedIn profile, or even a screenshot, and Wowable builds the website from that content automatically.<\/p>\n<p>No prompts. No writing. No complicated setup.<\/p>\n<\/p>\n<p>\ud83d\ude80 Product Hunt Launch Offer:<\/p>\n<p>To celebrate our launch, we\u2019re giving the first 50 users 50% off Wowable Pro for the first year.<\/p>\n<p>Use code: <strong>WOWABLE50<\/strong><\/p>\n<p>Would genuinely love your feedback \ud83d\udc47<\/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\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> Hi Moh, Congrats on the launch. I like the idea of personalizing via existing data, how do you do it without looking formulaic?<\/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\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> This is very cool – i just tested it out for a friend’s gym, pretty impressed with the result! He’s always looking for new customers, and has been struggling, will his site show up for gym related searches on chat GPT? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> Love this approach using existing business content instead of generic AI copy makes a lot more sense. The “no prompts, no writing” part is especially compelling for small businesses. Congrats on the launch and all the best for \ud83d\ude80 on Product Hunt!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the owner edit and lock certain sections so the AI doesn\u2019t overwrite key details later?<\/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\/@karimbenkeroum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karimbenkeroum<\/a> Thanks Karim, really appreciate the question \ud83d\ude4c<\/p>\n<p>Yes, definitely. We didn\u2019t want owners to feel locked into AI-generated content.<\/p>\n<p>After generation, users can fully edit sections, rewrite content, switch layouts\/themes, add or remove sections, and keep regenerating specific parts without affecting everything else.<\/p>\n<p>We\u2019re also exploring more granular controls like locking sections or preserving custom edits during future regenerations \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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><a href=\"https:\/\/www.producthunt.com\/@josh_bennett1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> I just tried generating a website using a random TripAdvisor link and honestly didn\u2019t expect it to turn out this clean. The layout, photos, reviews, and overall structure actually looked like a proper modern business website instead of one of those obvious AI-generated pages. Even the mobile version looked polished. Curious how you guys are handling the scraping and content structuring behind the scenes because the data mapping looked surprisingly accurate.<\/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\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> <a href=\"https:\/\/www.producthunt.com\/@suyash_kr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suyash_kr<\/a> appreciate you trying it out and sharing this \ud83d\ude4c<\/p>\n<\/p>\n<p>What you mentioned is exactly what we\u2019ve been trying to solve. Most businesses already have content scattered across the internet like reviews, photos, menus, social pages, business listings, customer feedback etc. but none of it is structured into an actual website experience.<\/p>\n<\/p>\n<p>A big part of Wowable is the content mapping and structuring layer behind the scenes. Instead of just scraping text and dumping it into a template, we try to understand the business type, the strongest signals from reviews, available media, services, tone, and how customers describe the business, then organize that into sections that feel more natural and usable.<\/p>\n<\/p>\n<p>We also spent a lot of time on mobile responsiveness because many small business owners will mostly share these sites through Instagram, WhatsApp, Google Maps, QR codes, and direct messages where mobile is the first experience.<\/p>\n<\/p>\n<p>Still early and definitely a lot more to improve, but comments like this genuinely help because making AI-generated websites feel less \u201ctemplate-like\u201d has been one of our biggest focuses from day one \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> <a href=\"https:\/\/www.producthunt.com\/@suyash_kr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suyash_kr<\/a> Fantastic Suyash, thanks for the support and testing wowable out \ud83d\ude42 Our focus was very much on keeping it UX focused, clean design with the most important components for businesses’ end customers to convert. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, Chris here, one of the makers behind Wowable.<\/p>\n<\/p>\n<p>Over the last 10+ years running a website and digital agency, I noticed the same thing over and over again: most small businesses know they should have a website, but the process is still surprisingly painful. Hiring designers\/developers is expensive, DIY builders take time, and many business owners simply never get around to launching something properly.<\/p>\n<\/p>\n<p>At the same time, people are searching online more than ever, not just on Google anymore, but increasingly through AI tools like ChatGPT and other assistants that rely heavily on web content and business information. Businesses without a proper web presence risk becoming almost invisible online.<\/p>\n<\/p>\n<p>That\u2019s why we built Wowable. The idea was simple: what if you could paste a Google Maps link, Instagram profile, Facebook page, TripAdvisor listing, or even screenshots\/brochures\u2026 and instantly get a clean, professional website in under a minute?<\/p>\n<\/p>\n<p>The goal isn\u2019t just to \u201cgenerate a website with AI.\u201d It\u2019s to help businesses get online faster, look credible, and start getting discovered by more customers.<\/p>\n<\/p>\n<p>Would genuinely love to hear your thoughts, feedback, criticisms, or ideas on where we should take this next \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moh_codokiai\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> <a href=\"https:\/\/www.producthunt.com\/@josh_bennett1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> i tested this just while ago and its really good and by the way the name wowable is very good name. <\/p>\n<p>The site generated from a simple brochure into a polished website is wow. Good luck and would like to know which model using for this or scraping? Also how the seo works for this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@xavair\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xavair<\/a> Thanks a lot Xavair, really appreciate you taking the time to test it \ud83d\ude4c<\/p>\n<\/p>\n<p>The brochure-to-website flow has honestly been one of the most interesting things for us too because a lot of small businesses already have content, flyers, menus, reviews, social pages, etc, but never get around to turning it into a proper website.<\/p>\n<\/p>\n<p>For the generation side, we\u2019re using AI to understand and structure business content from multiple sources like screenshots, listings, reviews, photos, and social profiles rather than just generating generic placeholder copy from a blank prompt.<\/p>\n<\/p>\n<p>On the SEO side, every generated site includes editable metadata, structured sections, responsive layouts, optimized headings\/content, social previews, and clean indexing-friendly pages. We also wanted owners to be able to edit and improve things later instead of being locked into static AI output.<\/p>\n<\/p>\n<p>Still a lot we want to improve, especially around deeper SEO customization and regeneration controls, but really appreciate the feedback and glad you liked the idea behind it \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> <a href=\"https:\/\/www.producthunt.com\/@xavair\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xavair<\/a> Really appreciate this Xavair \ud83d\ude4c<\/p>\n<p>One thing we noticed while building Wowable is that most small businesses already spent years building trust online through reviews, photos, Instagram pages, menus, brochures, and customer feedback, but their actual website still ends up empty or outdated.<\/p>\n<p>That\u2019s why we focused more on understanding existing business content rather than generating random AI copy from scratch.<\/p>\n<\/p>\n<p>Glad you liked the brochure example as well, that\u2019s been one of the most fun use cases to watch people try today \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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> <a href=\"https:\/\/www.producthunt.com\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> <a href=\"https:\/\/www.producthunt.com\/@xavair\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xavair<\/a> Thanks Xavair ! Appreciate the feedback \ud83d\ude42 And regarding the name, when we had first tried to solve the problem for small business owners, and we started testing and generating these websites so quickly and with such great context, we just kept saying “wow” to each other – and that’s when <a href=\"https:\/\/wowable.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">wowable.ai<\/a> was born \ud83d\ude42 <\/p>\n<\/p>\n<p>In terms of SEO, we realised after speaking to 100’s of freelancers, cafes, small restaurants, gyms, barbershops and more, that their core focus is getting more customers, and were open to as many channels as possible. The thing holding them back from a website was the effort, cost and overall perception of the difficulty of getting “live”. They were all keen to get ranked higher, get more customers, so we’ve tried to make this as seamless as possible for them <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One thing we realized while building Wowable is that most small businesses already have enough content online for a website, they just don\u2019t have time to organize it.<\/p>\n<p>A restaurant might already have:<\/p>\n<ul>\n<li>\n<p>hundreds of customer reviews<\/p>\n<\/li>\n<li>\n<p>photos<\/p>\n<\/li>\n<li>\n<p>menus<\/p>\n<\/li>\n<li>\n<p>Instagram posts<\/p>\n<\/li>\n<li>\n<p>business listings<\/p>\n<\/li>\n<\/ul>\n<p>but still no website that properly reflects the business.<\/p>\n<p>That became a huge part of the idea behind Wowable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that this doesn\u2019t stop at just generating a homepage. The ability to edit themes, manage SEO, connect domains, and view analytics makes it feel more like an actual business product rather than a quick AI demo. Technical question though, how are you handling businesses that have content spread across multiple platforms instead of one source?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maurya_abhiranjan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maurya_abhiranjan<\/a> Thanks Abhiranjan, really appreciate that observation because that was one of the biggest things we wanted to avoid from day one.<\/p>\n<p>We didn\u2019t want Wowable to feel like \u201cgenerate a homepage and you\u2019re done.\u201d The idea was to make it feel closer to a real business website product where owners can actually manage and evolve the site after generation.<\/p>\n<p>For businesses spread across multiple platforms, we try to merge signals from different sources instead of relying on a single input only. For example a restaurant might have:<\/p>\n<ul>\n<li>\n<p>reviews on Google Maps<\/p>\n<\/li>\n<li>\n<p>photos on Instagram<\/p>\n<\/li>\n<li>\n<p>menus on TripAdvisor<\/p>\n<\/li>\n<li>\n<p>business details from listings<\/p>\n<\/li>\n<li>\n<p>personal branding from LinkedIn<\/p>\n<\/li>\n<\/ul>\n<p>The interesting challenge is that every platform describes the same business differently, so a big part of the work is around normalization, ranking trust\/quality of content, and figuring out which signals should shape the final structure and messaging of the site.<\/p>\n<p>Still improving this a lot, especially around conflicting or incomplete data across sources, but the multi-source business identity part has become one of the most interesting areas while building Wowable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moh_codokiai\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> one site generated personal website from my linkedin and looking great. Loving this to generate more and more. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> <a href=\"https:\/\/www.producthunt.com\/@meena_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@meena_sh<\/a> Amazing ! we love to see this \ud83d\ude00 Thank you 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><a href=\"https:\/\/www.producthunt.com\/@meena_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@meena_sh<\/a> Thanks Meena \ud83d\ude4c Really happy to hear that worked well for your LinkedIn profile.<\/p>\n<\/p>\n<p>Personal websites were actually one of the interesting use cases we discovered while building Wowable. A lot of people already have enough content on LinkedIn like experience, bio, projects, skills, testimonials, and social presence, but turning that into a clean personal website still takes time and design work.<\/p>\n<\/p>\n<p>Glad you liked the result \u2764\ufe0f<\/p>\n<\/p>\n<p>We\u2019re also working on making personal websites even better with more layout styles, portfolio sections, custom branding, and easier editing after generation. Really appreciate you trying it out and sharing feedback early \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried it, and it is a good idea. However, you need to make it more advanced by using AI to detect logos and themes, as competitors are currently creating sites with similar designs and themes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@muhammad_hamd Thanks Muhammad, really appreciate you testing it and sharing honest feedback.<\/p>\n<p>You\u2019re actually pointing at one of the biggest challenges in this space right now. A lot of AI website builders still end up producing very similar looking sites because they rely heavily on generic templates and prompt-based generation.<\/p>\n<p>Our goal with Wowable is to move more toward understanding the actual business identity through logos, brand colors, screenshots, brochures, social pages, reviews, and the overall style the business already uses online.<\/p>\n<p>We\u2019ve already started experimenting with smarter style and branding detection so generated websites feel more unique to each business instead of looking obviously AI-generated.<\/p>\n<p>Out of curiosity, what do you think would make generated websites feel more unique or \u201cowned\u201d by the business from a design perspective?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> I just tried generating a website using a random TripAdvisor link and honestly didn\u2019t expect it to turn out this clean. The layout, photos, reviews, and overall structure actually looked like a proper modern business website instead of one of those obvious AI-generated pages. Even the mobile version looked polished. Curious how you guys are handling the scraping and content structuring behind the scenes because the data mapping looked surprisingly accurate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joshua_josh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshua_josh1<\/a> @joshua_josh Really appreciate this feedback.<\/p>\n<\/p>\n<p>A big part of the challenge has actually been making the generated websites feel like they were built around the business instead of looking like a generic AI template with content pasted into it.<\/p>\n<\/p>\n<p>For TripAdvisor specifically, there\u2019s usually a lot of rich context already available like reviews, photos, categories, amenities, menus, traveler sentiment, and even the way people describe the experience. We try to structure and prioritize those signals instead of treating everything as plain text input.<\/p>\n<\/p>\n<p>The content mapping side has probably been one of the hardest parts because different platforms expose business information very differently, and the data quality can vary a lot between businesses. Some have amazing reviews but poor images, others have strong social presence but almost no structured business info.<\/p>\n<\/p>\n<p>Still improving the pipeline a lot, but hearing that the final result felt polished and accurate genuinely means a lot because that\u2019s exactly the experience we\u2019re aiming 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>Congrats on the launch! Local business owners are too busy running the shop to write web copy. The whole game is meeting them at the content they already have online.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PYKBBBA7X2MWV5\" class=\"app-title\">Mobius<\/a><\/p>\n<div class=\"one-liner\">Describe a trade and Mobius builds, backtests, and runs it<\/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>Mobius\u5c06\u6563\u6237\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7684\u91cf\u5316\u4ea4\u6613\u7b56\u7565\uff0c\u81ea\u52a8\u8f6c\u5316\u4e3a\u57fa\u4e8e\u771f\u5b9e\u5e02\u573a\u6570\u636e\u548c\u53e6\u7c7b\u4fe1\u53f7\uff08\u5982\u56fd\u4f1a\u4ea4\u6613\u3001\u6697\u6c60\u3001Reddit\u60c5\u7eea\uff09\u7684\u56de\u6d4b\u4e0e\u5b9e\u76d8\u4ea4\u6613\u673a\u5668\u4eba\uff0c\u6781\u5927\u7f29\u77ed\u4ece\u60f3\u6cd5\u5230\u6267\u884c\u7684\u65f6\u95f4\u5dee\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/237e919b-3bb1-4f91-a2c3-6d77fabba50a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca3b1b14-e338-49f8-a64d-d870564b2fd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1dedd84-39fa-4f6a-b3ce-0d0177abd431.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbd1ef25-601d-491d-8a67-43c7fc514094.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/981b9dec-bbcc-450b-8c54-d8ff83b06d17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/144ba70a-4909-47fd-a37d-40de42f9e8b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94e10f4b-3dc7-45d0-8407-9ec955a3b713.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\/151861c0-2394-4601-885a-58835971fbbe.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ovYlHbBvZkQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=ovYlHbBvZkQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u91cf\u5316\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u56de\u6d4b<\/span><br \/>\n <span class=\"tag\">\u4ea4\u6613\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u53e6\u7c7b\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u6563\u6237\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u6267\u884c\u901f\u5ea6<\/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\u5173\u6ce8\u56de\u6d4b\u53c2\u6570\u7684\u63a7\u5236\u529b\uff08\u5982\u662f\u5426\u53ef\u6307\u5b9a\u7279\u5b9a\u6ce2\u52a8\u4e8b\u4ef6\u6d4b\u8bd5\uff09\uff0c\u4ee5\u53ca\u7b56\u7565\u8fc7\u62df\u5408\u7684\u9632\u62a4\u673a\u5236\u3002\u591a\u4f4d\u7528\u6237\u5bf9\u201c\u56fd\u4f1a\u4ea4\u6613\u8ffd\u8e2a\u201d\u529f\u80fd\u8868\u73b0\u51fa\u5f3a\u70c8\u5174\u8da3\uff0c\u6838\u5fc3\u75db\u70b9\u662f\u6570\u636e\u83b7\u53d6\u5230\u6267\u884c\u4e4b\u95f4\u7684\u5ef6\u8fdf\u3002\u4e5f\u6709\u7528\u6237\u5efa\u8bae\u4f18\u5316\u7528\u6237\u4f53\u9a8c\uff0c\u5982\u4fdd\u5b58\u8349\u7a3f\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 Mobius\u5207\u4e2d\u4e86\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u4e14\u9ad8\u4ef7\u503c\u7684\u75db\u70b9\u2014\u2014\u201c\u91cf\u5316\u4ea4\u6613\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u7b28\u91cd\u4e0e\u5ef6\u8fdf\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u521b\u9020\u65b0\u7684\u7b56\u7565\u903b\u8f91\uff0c\u800c\u662f\u9769\u547d\u6027\u5730\u7b80\u5316\u4e86\u201c\u6267\u884c\u8def\u5f84\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b56\u7565\u6784\u5efa\uff08\u8fd9\u4ecd\u662f\u7528\u6237\u7684\u4efb\u52a1\uff09\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u60f3\u6cd5-\u6570\u636e-\u56de\u6d4b-\u5b9e\u76d8\u201d\u8fd9\u56db\u6b65\u4ece\u6570\u5929\u538b\u7f29\u5230\u6570\u5206\u949f\uff0c\u5e76\u6574\u5408\u4e86\u90e8\u5206\u6df1\u85cf\u5728\u8d1d\u58f3\u91cc\u7684\u53e6\u7c7b\u4fe1\u53f7\uff08\u56fd\u4f1a\u4ea4\u6613\u3001\u6697\u6c60\uff09\u3002\u8fd9\u79cd\u201c\u7b56\u7565\u5373\u670d\u52a1\u201d\u7684\u8303\u5f0f\uff0c\u672c\u8d28\u4e0a\u662f\u4e3a\u6563\u6237\u63d0\u4f9b\u4e86\u4e00\u79cd\u201c\u91cf\u5316\u80fd\u529b\u5e73\u6743\u201d\uff0c\u626b\u6e05\u4e86\u6b64\u524d\u53ea\u6709\u673a\u6784\u624d\u80fd\u8d1f\u62c5\u7684\u6280\u672f\u6808\u548c\u6570\u636e\u5904\u7406\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u96c6\u4e2d\u3002\u5176\u4e00\uff0c\u201c\u4ece\u4e00\u53e5\u8bdd\u5230\u76c8\u5229\u7b56\u7565\u201d\u7684\u5e7b\u706d\u611f\u2014\u2014\u7528\u6237\u7684\u6734\u7d20\u8bed\u8a00\u6781\u6613\u5bfc\u81f4\u9690\u6027\u8fc7\u62df\u5408\uff08\u5982\u201c\u4e70\u6da8\u65f6\u4e70\u5165\u201d\u8fd9\u79cd\u65e0\u610f\u4e49\u6761\u4ef6\uff09\uff0c\u82e5\u4e0d\u52a0\u5165\u6cbb\u7406\u5c42\uff08\u5982\u6700\u5c0f\u6570\u636e\u8981\u6c42\u3001\u7edf\u8ba1\u663e\u8457\u6027\u68c0\u67e5\uff09\uff0c\u8be5\u5de5\u5177\u5c06\u6210\u4e3a\u566a\u97f3\u751f\u6210\u5668\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u4e5f\u7cbe\u51c6\u70b9\u51fa\u4e86\u6b64\u95ee\u9898\u3002\u5176\u4e8c\uff0c\u53e6\u7c7b\u6570\u636e\u7684\u65f6\u6548\u6027\u4e0e\u53ef\u9760\u6027\u95ee\u9898\uff08\u5982Reddit\u60c5\u7eea\u53ef\u5426\u91cf\u5316\uff1f\uff09\uff0c\u82e5\u4fe1\u53f7\u6ede\u540e\uff0c\u5de5\u5177\u53cd\u800c\u6210\u4e3a\u53cd\u5411\u6307\u6807\u3002\u5176\u4e09\uff0c\u5bf9Alpaca\u5355\u4e00\u5238\u5546\u7684\u4f9d\u8d56\u662f\u8106\u5f31\u6027\uff0c\u4e14\u5b9e\u76d8\u6267\u884c\u5ef6\u8fdf\u3001\u6ed1\u70b9\u7b49\u771f\u5b9e\u4ea4\u6613\u6469\u64e6\u53ef\u80fd\u88ab\u7b80\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u4e0a\uff0cMobius\u662f\u4e00\u4e2a\u6781\u5176\u51fa\u8272\u7684\u201c\u6267\u884c\u5c42\u201d\u4ea7\u54c1\uff0c\u4f46\u79bb\u201c\u53ef\u9760\u4ea4\u6613\u7cfb\u7edf\u201d\u4ecd\u6709\u8ddd\u79bb\u3002\u5b83\u82e5\u80fd\u589e\u8bbe\u7b56\u7565\u8d28\u91cf\u8bc4\u5206\u3001\u98ce\u9669\u63a7\u5236\u9608\u503c\uff08\u5982\u6700\u5927\u56de\u64a4\u81ea\u52a8\u505c\u7528\uff09\uff0c\u5e76\u5f00\u653e\u6570\u636e\u6e90\u9a8c\u8bc1\uff0c\u624d\u53ef\u80fd\u4ece\u201c\u6709\u8da3\u7684\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u6563\u6237\u7684\u79c1\u52df\u4e00\u53f7\u201d\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u53d1\u5c55\u4e5f\u5c06\u4f9d\u8d56\u4ea4\u6613\u91cf\u7684\u5206\u6210\u8fd8\u662f\u8ba2\u9605\u5236\uff0c\u503c\u5f97\u5173\u6ce8\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mobius<\/span>\n <\/div>\n<div class=\"comment-content\">Retail traders are stuck between no-code tools that can’t flex and quant stacks that take weeks to set up. The idea is fast. The execution isn’t. Mobius turns plain-English strategies into deployed trading bots backtested on real market data, running on alternative signals like congressional trades, dark pools, and Reddit sentiment. No code, no context switching, no alpha decay. Strategy. Backtest. Live. In minutes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The backtesting part is what makes this interesting. Most trading bots usually just follow trends. How much control do I actually have over the backtesting parameters? For example, can I force it to test against specific historical volatility events like flash crashes, or do I need to specify something else for that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! I’m Bhargava, one of the founders of Mobius.<\/p>\n<p>One thing I kept running into as a retail trader was that the idea was never the hard part. Turning it into something that actually runs in the market was the real issue.<\/p>\n<p>But with Mobius, You describe your strategy in plain English, and we handle the rest. Backtesting, screening, researching, and live trading Mobius handles the whole loop, in one place, in minutes.<\/p>\n<p>We’re live today. Excited to hear what you’d build first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Finally, someone making the Pelosi-tracking actually actionable. I\u2019ve been trying to scrape those filings manually, but the lag usually kills the trade. If this can automate the entry the second the data hits, it\u2019s a massive win. <a href=\"https:\/\/www.producthunt.com\/@dheeraj_t\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dheeraj_t\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dheeraj_t<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, my name is Dheeraj and I’m excited to finally share Mobius with you all!<\/p>\n<p>But first, a little backstory. I managed my own retail portfolio for years, and the frustrating part was never coming up with ideas. It was the gap between having one and actually doing something with it.<\/p>\n<p>You know the drill. Write the strategy somewhere. Open a backtesting environment. Hunt down the data sources that actually move markets (congressional trades, dark pool activity, macro signals) and figure out how to pipe them in. Wire it to a broker. By the time you’ve done all that, the edge is gone.<\/p>\n<p>That wall is exactly what Mobius came out of. Describe your strategy in plain English: “buy when RSI drops below 30 and congressional buy activity is elevated.” Mobius deploys an agent to backtest it bar-by-bar, pull the alt data automatically, and execute via Alpaca. The whole loop, in one place.<\/p>\n<p>And it turns out we weren’t alone. Across 15 discovery calls, 100% of traders cited execution speed as the core problem. Almost everyone hit the same second wall too: the signals that actually move markets were locked behind pipelines they couldn’t build. <\/p>\n<p>Mobius removes both.<\/p>\n<p>We built the platform we always wanted to use. Would love to know what strategy you’d run first.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Retail traders fail at the gap between “this looks good in a sheet” and “this is running on real money.” Anything that closes that gap fast is going to print.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Knows nothing about trading, but maybe it would feels better if you can track what user have inputed in the landing page in localStorage, and if user decide to register, it will carries to the dashboard as sketch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Launching together today makes Product Hunt even more fun. Really loved what you built it instantly caught my attention.<\/p>\n<p>Always happy to support fellow makers, and would love to support each other. Wishing you an amazing launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The plain English strategy input is the right UX call, most backtesting tools make you learn their DSL before you can even test if your idea is worth anything. Curious how you’re handling strategy overfitting when users describe vague conditions \u2014 does Mobius add any guardrails there?”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/76YKAQEAG6F7KL\" class=\"app-title\">Cats Lock<\/a><\/p>\n<div class=\"one-liner\">Lock your Mac keyboard so your cat can walk on it.<\/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>Cats Lock \u662f\u4e00\u6b3e\u4e13\u4e3a\u517b\u732b\u4eba\u58eb\u8bbe\u8ba1\u7684 Mac \u952e\u76d8\u9501\u5b9a\u5de5\u5177\uff0c\u80fd\u5728\u732b\u54aa\u8e29\u8e0f\u952e\u76d8\u65f6\u4e00\u952e\u7981\u7528\u8f93\u5165\uff0c\u907f\u514d\u5de5\u4f5c\u4f1a\u8bae\u6216\u901a\u8bdd\u4e2d\u56e0\u4e71\u7801\u9020\u6210\u7684\u793e\u6b7b\u73b0\u573a\uff0c\u5e76\u652f\u6301\u9759\u9ed8\u9690\u8eab\u6a21\u5f0f\u4e0e\u81ea\u5b9a\u4e49\u63d0\u793a\u97f3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1e49f4a-a9b4-4fb5-8b7a-9e867a346b61.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3877e668-eabc-4a92-9d9d-d83d268268e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5032661-b7a1-4b53-b8dc-874e7abaf880.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69a9ee9c-4288-4ba2-be71-beb9b4023625.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0c44b960-51d0-41bb-afe9-f0e44558507a.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\/fcb096c2-aaf9-4402-85f7-61e9bc4cb931.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=jrsCezUPA4c\"><source src=\"https:\/\/www.youtube.com\/watch?v=jrsCezUPA4c\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Cats<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS \u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u952e\u76d8\u9501\u5b9a<\/span><br \/>\n <span class=\"tag\">\u732b\u4e3b\u5b50<\/span><br \/>\n <span class=\"tag\">\u9632\u6253\u6270<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5ba0\u7269\u573a\u666f<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\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\u666e\u904d\u8ba4\u53ef\u5176\u7cbe\u51c6\u89e3\u51b3\u517b\u732b\u75db\u70b9\uff0c\u6709\u4eba\u620f\u79f0\u201c\u8be5\u9884\u88c5\u5728macOS\u4e2d\u201d\u3002\u4e00\u4f4d\u7f51\u53cb\u5efa\u8bae\u589e\u52a0\u8da3\u5473\u201c\u732b\u6a21\u5f0f\u201d\uff08\u5982\u5c4f\u5e55\u52a8\u753b\uff09\uff0c\u5f00\u53d1\u8005\u5df2\u7eb3\u51651.1\u7248\u672c\u8ba1\u5212\uff1b\u53e6\u6709\u4eba\u62c5\u5fe7\u5f3a\u5236\u9501\u5b9a\u671f\u95f4\u82e5\u7cfb\u7edf\u5d29\u6e83\u4f1a\u6709\u98ce\u9669\uff0c\u4f46\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u65e0\u4e25\u91cd\u8d1f\u9762\u8bc4\u4ef7\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 Cats Lock \u662f\u4e00\u6b3e\u5178\u578b\u7684\u201c\u5c0f\u800c\u7f8e\u201d\u72ec\u7acb\u5f00\u53d1\u4f5c\u54c1\uff0c\u5176\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5c06\u4e00\u4e2a\u5e9f\u5f03\u4ee3\u7801\u7ea7\u522b\u7684\u201c\u7981\u7528\u952e\u76d8\u201d\u529f\u80fd\uff0c\u91cd\u65b0\u5305\u88c5\u4e3a\u4e00\u79cd\u517b\u732b\u573a\u666f\u4e0b\u7684\u793e\u4ea4\u8d27\u5e01\u300289\u7968\u4e0d\u7b97\u9ad8\uff0c\u4f46\u8bc4\u8bba\u533a\u5145\u6ee1\u5171\u9e23\u4e0e\u201c\u60f3\u4e70\u201d\u60c5\u7eea\uff0c\u8bf4\u660e\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5927\u5382\u5ffd\u89c6\u7684\u7ec6\u5206\u9700\u6c42\uff1a\u4e0d\u662f\u6015\u952e\u76d8\u810f\uff0c\u800c\u662f\u6015\u732b\u5728\u9886\u5bfc\u9762\u524d\u66ff\u4f60\u53d1\u8a00\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0cStealth Lock\uff08\u9759\u9ed8\u9690\u8eab\u6a21\u5f0f\uff09\u548c\u81ea\u5b9a\u4e49\u8b66\u544a\u97f3\u4e24\u4e2a\u529f\u80fd\u663e\u9732\u51fa\u5f00\u53d1\u8005\u5bf9\u573a\u666f\u7684\u6df1\u5ea6\u7406\u89e3\u2014\u2014\u524d\u8005\u89e3\u51b3\u4f1a\u8bae\u4e2d\u7684\u4f53\u9762\u95ee\u9898\uff0c\u540e\u8005\u8ba9\u201c\u732b\u5728\u6572\u5b57\u201d\u6210\u4e3a\u53ef\u611f\u77e5\u7684\u5e7d\u9ed8\u4fe1\u606f\uff0c\u800c\u975e\u707e\u96be\u3002$2.99 \u4e00\u6b21\u4ed8\u8d39\u3001\u65e0\u8ba2\u9605\u3001\u65e0\u5206\u6790\u8ffd\u8e2a\uff0c\u5728\u5f53\u4e0b SaaS \u6cdb\u6ee5\u7684\u73af\u5883\u91cc\uff0c\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u514b\u5236\u4e14\u81ea\u4fe1\u7684\u4ea7\u54c1\u6001\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u5766\u8bda\u5730\u8bf4\uff0c\u8fd9\u4ecd\u662f\u4e00\u6b3e\u201c\u5355\u70b9\u89e3\u51b3\u65b9\u6848\u201d\u800c\u975e\u201c\u7cfb\u7edf\u7ea7\u751f\u6001\u201d\u3002\u6280\u672f\u4e0a\u51e0\u4e4e\u6ca1\u6709\u58c1\u5792\uff08\u7981\u952e\u7684\u6838\u5fc3 API \u4efb\u4f55\u5f00\u53d1\u8005\u90fd\u80fd\u8c03\uff09\uff0c\u7528\u6237\u7c98\u6027\u5b8c\u5168\u4f9d\u8d56\u4e8e\u201c\u517b\u732b\u201d\u8fd9\u4e00\u6052\u5b9a\u53d8\u91cf\u3002\u4e00\u65e6\u7cfb\u7edf\u5f00\u653e\u7c7b\u4f3c\u529f\u80fd\uff08\u5982 macOS \u5185\u7f6e\u5ba0\u7269\u6a21\u5f0f\uff09\uff0c\u5b83\u7684\u62a4\u57ce\u6cb3\u5c31\u53ea\u5269\u4e00\u4e2a\u597d\u7b11\u7684\u540d\u5b57\u548c\u4e00\u6bb5\u771f\u8bda\u7684\u4f5c\u8005\u6545\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u503c\u5f97\u88ab\u63a8\u5e7f\uff0c\u4f46\u4e0d\u503c\u5f97\u88ab\u795e\u5316\u3002\u5b83\u662f\u67d0\u4e2a\u7a0b\u5e8f\u5458\u7ed9\u732b\u5199\u7684\u60c5\u4e66\uff0c\u6070\u597d\u4e5f\u5356\u4e86\u7ed9\u5176\u4ed6\u94f2\u5c4e\u5b98\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\">Cats Lock<\/span>\n <\/div>\n<div class=\"comment-content\">Most keyboard-locking apps were built for keyboard cleaning. Cats Lock is built for the cat moment. What stands out: \u2022 Stealth Lock mode (silent + invisible) for meetings \u2022 Customizable warning sound, with import for your own \u2022 \u2318L from main window or menu bar \u2022 Sandboxed, no analytics, no account \u2022 $2.99 one-time, no subscription Built by an indie developer for himself and his cat to enjoy.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f71ac4d3-76c6-4577-aa44-7b6faa825c98.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>this should ship bundled with macOS for cat owners. two of mine attached, both certified keyboard interns \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sergeynagorny\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergeynagorny<\/a> Send this straight to Tim Cook! Your interns look highly experienced, exactly the demographic Cats Lock was built for. Thank you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Todd, and Cats Lock is the result of my cat repeatedly walking across my keyboard during work calls and sending things into Slack I cannot legally share here.<\/p>\n<p>I figured a small, focused utility that just does the one thing would be useful for anyone else living through this. So here it is.<\/p>\n<p>A few details worth knowing:<br \/>\n\u2022 \u2318L locks the keyboard from the main window or menu bar, \u2318L again unlocks<br \/>\n\u2022 Standard mode shows a friendly overlay with a customizable warning sound on each blocked keypress (also great as an audible cue from the next room when your cat has joined the keyboard)<br \/>\n\u2022 Stealth Lock mode is silent and invisible, useful during meetings, recordings, or calls<br \/>\n\u2022 Sandboxed, no Accessibility prompt, no analytics, no account creation<br \/>\n\u2022 $2.99 one-time, no subscription<\/p>\n<p>Happy to answer any questions today, and I’d love to hear your “what my cat typed” stories. \ud83d\udc08<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Damn bro, I don’t have a cat, but I love your idea so f***g much! This is absolutely brilliant, love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikita_naumov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikita_naumov<\/a> Thanks Nick! It was one of those ideas I couldn’t get out of my head until I actually made it. Appreciate the support & love!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Haha, are you making a system to destroy my MAC by letting the cat walk on it? Haha. Good thinking btw. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@imrulkaayes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imrulkaayes<\/a> Ha, the opposite actually, it locks the keyboard so the cat can nap on it without consequences. Cat wins, Mac survives.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the most ‘Product Hunt’ product I’ve seen today. Beyond just locking the keys, does it have a ‘cat mode’ that displays something fun on the screen while the keyboard is disabled?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Ha! Taking that as a compliment \ud83d\ude38<\/p>\n<p>Right now there’s a friendly overlay with a pulsing paw and a “Cats Lock Enabled” message. When your cat actually mashes the keys, a warning flashes so you know they tried, plus a customizable sound on each blocked keypress. Check out the video demo on the site to see it in action. <a href=\"http:\/\/www.catslock.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.catslock.app<\/a>.<\/p>\n<p>A more playful “cat mode” with animations is a great v1.1 idea though \u2014 adding it to the list. Thanks for the comment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MIXB5ZDDWRAQBT\" class=\"app-title\">Picsart MCP<\/a><\/p>\n<div class=\"one-liner\">One connection for 140+ AI models for images and video<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Picsart MCP\u901a\u8fc7\u4e00\u4e2a\u7edf\u4e00\u63a5\u53e3\u8fde\u63a5140+AI\u6a21\u578b\uff0c\u8ba9\u521b\u4f5c\u8005\u65e0\u9700\u5207\u6362\u5de5\u5177\u5373\u53ef\u7528\u81ea\u7136\u8bed\u8a00\u5b8c\u6210\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u9891\u5904\u7406\uff0c\u89e3\u51b3\u591a\u5de5\u5177\u5207\u6362\u4e0e\u64cd\u4f5c\u590d\u6742\u6027\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/f4b4193f-13be-4c26-bd7a-6d91daa7a2c1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/53gl4m_JOok\"><source src=\"https:\/\/youtu.be\/53gl4m_JOok\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3cfc1a1-6afa-4073-880d-4955fcf44027.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2574efba-0638-43e9-ae30-7bc8adf63a40.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef818cb0-ff36-4601-b363-d7b6b945abf1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ed5042a-6c74-4294-9f12-383a86b6cb28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/128e8f17-8a46-419e-87d7-8ee7ea093e2d.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\">Android<\/span><br \/>\n <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5904\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u63a5\u53e3<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Picsart<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8AI\u89c6\u9891\u7f16\u8f91\u529f\u80fd\uff0c\u8be2\u95ee\u6f14\u793a\u89c6\u9891\u662f\u5426\u7531Picsart\u5236\u4f5c\u3002\u53e6\u4e00\u7528\u6237\u63d0\u51fa\u6279\u91cf\u5904\u7406\u9700\u6c42\uff08\u5982YouTube\u7f29\u7565\u56fe\u591a\u7248\u672c\u751f\u6210\uff09\uff0c\u8ba4\u4e3a\u9010\u4e00\u64cd\u4f5c\u4f4e\u6548\uff0c\u5e0c\u671b\u7528\u4e8eA\/B\u6d4b\u8bd5\uff0c\u4f53\u73b0\u5bf9\u5de5\u4f5c\u6d41\u4f18\u5316\u7684\u8feb\u5207\u671f\u671b\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 Picsart MCP\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u53bb\u4e2d\u4ecb\u5316\u201d\u2014\u2014\u5b83\u8bd5\u56fe\u6d88\u706d\u521b\u4f5c\u8005\u5728\u591a\u5de5\u5177\u95f4\u8df3\u8f6c\u7684\u6469\u64e6\uff0c\u901a\u8fc7MCP\u534f\u8bae\u5c06140+\u6a21\u578b\u5c01\u88c5\u6210\u4e00\u4e2a\u201c\u9ed1\u7bb1\u201d\uff0c\u53ea\u7559\u81ea\u7136\u8bed\u8a00\u4f5c\u4e3a\u5165\u53e3\u3002\u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u8fd9\u79cd\u201c\u4e00\u952e\u8c03\u7528\u201d\u786e\u5b9e\u80fd\u6539\u5584\u8f7b\u5ea6\u7528\u6237\u7684\u4f53\u9a8c\uff1a\u7701\u53bb\u4e86\u5b66\u4e60\u5404\u5de5\u5177\u754c\u9762\u7684\u6210\u672c\uff0c\u8ba9AI\u76f4\u63a5\u7406\u89e3\u610f\u56fe\u5e76\u9009\u62e9\u6a21\u578b\uff0c\u5c24\u5176\u9002\u5408\u5feb\u901f\u4ea7\u51fa\u77ed\u89c6\u9891\u3001\u5c01\u9762\u56fe\u7b49\u9ad8\u9891\u7b80\u5355\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u95ee\u9898\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c140+\u6a21\u578b\u201d\u542c\u8d77\u6765\u5f3a\u5927\uff0c\u4f46\u5b9e\u9645\u662f\u201c\u5e7f\u5ea6\u201d\u800c\u975e\u201c\u6df1\u5ea6\u201d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u6279\u91cf\u5904\u7406\u201d\u6070\u6070\u66b4\u9732\u4e86\u6838\u5fc3\u77ed\u677f\uff1a\u5f53\u521b\u4f5c\u8005\u9700\u8981\u7cbe\u7ec6\u5316\u63a7\u5236\uff08\u5982\u6307\u5b9a\u8f93\u51fa\u5c3a\u5bf8\u3001\u98ce\u683c\u4e00\u81f4\u6027\u3001\u6279\u91cf\u53c2\u6570\u5fae\u8c03\uff09\u65f6\uff0c\u5355\u7eaf\u7684\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u53ef\u80fd\u4e0d\u591f\u7cbe\u786e\u3002\u5176\u6b21\uff0cMCP\u670d\u52a1\u5668\u4f9d\u8d56\u8054\u7f51\u8c03\u7528\uff0c\u5bf9\u7f51\u7edc\u5ef6\u8fdf\u654f\u611f\uff1b\u800c\u89c6\u9891\u548c\u97f3\u9891\u5904\u7406\u5bf9\u7b97\u529b\u8981\u6c42\u6781\u9ad8\uff0c\u82e5\u672c\u5730\u5316\u652f\u6301\u4e0d\u8db3\uff0c\u4f53\u9a8c\u4f1a\u5927\u6253\u6298\u6263\u3002\u66f4\u5173\u952e\u7684\u662f\uff0cPicsart\u672c\u8eab\u5e76\u975e\u6a21\u578b\u8bad\u7ec3\u65b9\uff0c\u5176\u201c\u7edf\u4e00\u63a5\u53e3\u201d\u7684\u672c\u8d28\u66f4\u50cf\u662f\u4e00\u4e2a\u805a\u5408\u4e2d\u95f4\u4ef6\u2014\u2014\u8fd9\u610f\u5473\u7740\u5b83\u53d7\u9650\u4e8e\u4e0a\u6e38\u6a21\u578b\u7684\u80fd\u529b\u4e0a\u9650\uff0c\u4e14\u96be\u4ee5\u63d0\u4f9b\u5dee\u5f02\u5316\u539f\u751f\u529f\u80fd\u3002\u5bf9\u4e8e\u90a3\u4e9b\u8ffd\u6c42\u6781\u81f4\u6548\u679c\u7684\u4e13\u4e1a\u4eba\u58eb\uff08\u5982\u9700\u8981\u9010\u5e27\u8c03\u6574\u6216\u7279\u5b9a\u98ce\u683c\u8fc1\u79fb\uff09\uff0cMCP\u7684\u201c\u81ea\u52a8\u5316\u201d\u53cd\u800c\u53ef\u80fd\u6210\u4e3a\u675f\u7f1a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bf4\u767d\u4e86\uff0c\u8fd9\u4e2a\u4ea7\u54c1\u7684\u76ee\u6807\u7528\u6237\u5e76\u975e\u786c\u6838\u521b\u4f5c\u8005\uff0c\u800c\u662f\u201c\u60f3\u505a\u4f46\u4e0d\u60f3\u5b66\u201d\u7684\u8f7b\u91cf\u7ea7\u7528\u6237\u3002\u5b83\u89e3\u51b3\u4e86\u201c\u80fd\u505a\u4ec0\u4e48\u201d\u7684\u5165\u53e3\u95ee\u9898\uff0c\u4f46\u5c1a\u672a\u89e3\u51b3\u201c\u505a\u597d\u201d\u7684\u5de5\u7a0b\u5316\u96be\u9898\u3002\u5982\u679c\u540e\u7eed\u80fd\u5f00\u653e\u53c2\u6570\u63a5\u53e3\u3001\u652f\u6301\u672c\u5730\u6a21\u578b\u6269\u5c55\u3001\u5e76\u5f15\u5165\u5de5\u4f5c\u6d41\u7f16\u6392\uff08\u5982\u9884\u8bbe\u8f93\u51fa\u89c4\u8303\uff09\uff0c\u624d\u771f\u6b63\u6709\u8d44\u683c\u6210\u4e3a\u4e13\u4e1a\u5de5\u5177\u7bb1\u3002\u5426\u5219\uff0c\u5b83\u5927\u6982\u7387\u4f1a\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u73a9\u5177\u7ea7\u201d\u805a\u5408\u5668\u2014\u2014\u70ed\u95f9\uff0c\u4f46\u4e0d\u6301\u4e45\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\">Picsart MCP<\/span>\n <\/div>\n<div class=\"comment-content\">With MCP, AI assistants connect to tools through a single, reusable link. The Picsart MCP server acts as a unified toolbox, giving access to 140+ AI models for image, video, and audio. A request starts in plain English, the assistant selects the right model, and the result appears instantly. No manual setup, switching tools, or learning interfaces. One connection handles everything.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! I’m following all AI Video Editors here, because I love to create videos, but editing is a nightmare for me. So, I’m asking the same question all AI Video Editors launching on PH: your video uploaded here(it’s super cool btw!) edited using Picsart?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Having 140+ models in one place is a game changer for creators who spend half their day switching between tools. Quick question \u2014 is there batch processing? For YouTube thumbnails I usually need 5-10 variations per video and doing them one by one kills the workflow. Would love to test this for thumbnail A\/B testing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/TDHCYSEA6T7KI4\" class=\"app-title\">Riffly<\/a><\/p>\n<div class=\"one-liner\">Describe a deck and AI builds it + Exports to PowerPoint<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Riffly\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5373\u53ef\u5feb\u901f\u751f\u6210\u5b8c\u6574\u6f14\u793a\u6587\u7a3f\uff0c\u5e76\u76f4\u63a5\u5bfc\u51fa\u4e3a\u53ef\u7f16\u8f91PowerPoint\u6587\u4ef6\uff08pptx\uff09\u7684AI\u5de5\u5177\uff0c\u4e3b\u8981\u670d\u52a1\u4e8e\u9700\u8981\u9ad8\u9891\u5236\u4f5c\u4e13\u4e1a\u63d0\u6848\u3001\u8bfe\u4ef6\u548c\u5ba2\u6237\u6f14\u793a\u7684\u804c\u573a\u7528\u6237\uff0c\u89e3\u51b3\u4f20\u7edf\u6f14\u793a\u5de5\u5177\u64cd\u4f5c\u7e41\u7410\u3001\u5236\u4f5c\u8017\u65f6\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/02bf7139-dd21-4834-b273-e6022e711cc5.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/db72236d638a403897c1c1a17522fad7\"><source src=\"https:\/\/www.loom.com\/share\/db72236d638a403897c1c1a17522fad7\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c605e0bb-040e-4821-ac62-41766fb42ee9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee8bf17e-5f35-4524-b146-bcbad92bd309.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d97592b4-1989-4987-a027-b1bff690beb3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6598527-f587-45a8-a9bc-f53b3c41aced.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fdb2d2e7-aefe-4247-bdcb-a1509931f523.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><br \/>\n <span class=\"tag\">YC Application<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6f14\u793a\u6587\u7a3f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">PowerPoint\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u63d0\u6848<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u63d0\u6848<\/span><br \/>\n <span class=\"tag\">\u6559\u5e08\u8bfe\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">Claude AI<\/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\u201c\u771f\u5b9e.pptx\u5bfc\u51fa\u201d\u529f\u80fd\uff0c\u56e0\u4e3a\u5176\u4ed6AI\u5de5\u5177\u4ec5\u8f93\u51fa\u4e13\u6709\u94fe\u63a5\u6216\u9759\u6001PDF\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1achart\u5728\u5bfc\u51fa\u540e\u662f\u5426\u4fdd\u6301\u53ef\u7f16\u8f91\uff08\u5f53\u524d\u4e3a\u9759\u6001\uff0c\u6b63\u5728\u89c4\u5212\uff09\u3002\u4f01\u4e1a\u7528\u6237\u5173\u5207\u54c1\u724c\u6a21\u677f\u548c\u989c\u8272\u3001\u5b57\u4f53\u7b49\u54c1\u724c\u5957\u4ef6\u652f\u6301\uff08\u5df2\u7eb3\u5165\u8def\u7ebf\u56fe\uff09\u3002\u5f00\u53d1\u8005\u660e\u786e\u4ed8\u8d39\u58c1\u5792\u6765\u81ea\u9ad8\u9891\u7528\u6237\uff0c\u5982\u6bcf\u5468\u9700\u5236\u4f5c\u63d0\u6848\u7684\u9500\u552e\u548c\u987e\u95ee\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 Riffly\u6ca1\u6709\u5728\u201c\u751f\u6210\u5e7b\u89c9\u201d\u4e0a\u7ade\u4e89\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u4e2d\u4e86\u4f01\u4e1a\u529e\u516c\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u2014\u2014**\u53ef\u7f16\u8f91\u7684\u8f93\u51fa**\u3002\u8fd9\u6bd4Beautiful.ai\u4eec\u9ad8\u4e86\u4e00\u4e2a\u6bb5\u4f4d\uff0c\u56e0\u4e3a\u540e\u8005\u5236\u9020\u7684\u201c\u6f02\u4eae\u5783\u573e\u201d\u5728\u9700\u8981\u5b9e\u9645\u4fee\u6539\u65f6\u7acb\u523b\u7834\u529f\u3002\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\uff1a\u5c06AI\u4ece\u201c\u4e00\u6b21\u6027\u7684\u7075\u611f\u55b7\u5c04\u5668\u201d\u53d8\u6210\u4e86\u201c\u53ef\u88ab\u4eba\u7c7b\u7cbe\u4fee\u7684\u534f\u4f5c\u52a9\u624b\u201d\uff0c\u8fd9\u80cc\u540e\u662f\u5bf9\u201c\u529e\u516c\u5ba4\u653f\u6cbb\u201d\u7684\u6df1\u523b\u7406\u89e3\u2014\u2014\u8001\u677f\u6c38\u8fdc\u4f1a\u5728\u6700\u540e\u4e00\u79d2\u6539\u4e00\u4e2a\u6570\u5b57\uff0c\u800c\u90a3\u4e2a\u6570\u5b57\u9700\u8981\u4e00\u4e2a\u771f\u5b9e\u7684\u6587\u672c\u6846\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u5728\u4e8e\uff1a\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2aAI\u5c01\u88c5\u5c42\uff0c\u5e95\u5c42\u6a21\u578b\u4f9d\u8d56Claude\uff0c\u5bfc\u51fa\u903b\u8f91\u8fd8\u539fPowerPoint\u5bf9\u8c61\u3002\u62a4\u57ce\u6cb3\u4e0d\u6df1\uff0c\u4e00\u65e6\u5fae\u8f6f\u5728Copilot\u4e2d\u539f\u751f\u5b9e\u73b0\u540c\u7b49\u7ea7\u522b\u7684\u201c\u5bf9\u8bdd\u5f0f\u6784\u5efa+\u539f\u751f\u7f16\u8f91\u201d\uff0cRiffly\u5c06\u9762\u4e34\u964d\u7ef4\u6253\u51fb\u3002\u76ee\u524d\u7684\u514d\u8d393\u6b21\/\u6708\u66f4\u50cf\u4e00\u4e2a\u9493\u9c7c\u94a9\uff0c\u5176\u9ad8\u9891\u573a\u666f\uff08\u9500\u552e\u3001\u987e\u95ee\uff09\u6781\u5176\u5782\u76f4\uff0c\u610f\u5473\u7740\u83b7\u5ba2\u6210\u672c\u4e0d\u4f4e\uff0c\u4e14\u7528\u6237\u8fc1\u79fb\u6210\u672c\u4e3b\u8981\u53d6\u51b3\u4e8ePPT\u539f\u751f\u529f\u80fd\u7684\u8fd8\u539f\u7387\u2014\u2014\u6bd4\u5982\u56fe\u8868\u53ef\u7f16\u8f91\u6027\uff0c\u5982\u679c\u4e45\u62d6\u4e0d\u51b3\uff0c\u5c06\u4e25\u91cd\u524a\u5f31\u201c\u677f\u623f\u7ea7\u4fe1\u4efb\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1a\u8fd9\u662f**\u4e00\u540d\u4f18\u79c0PM\u5bf9\u201c\u771f\u9700\u6c42\u201d\u7684\u7cbe\u51c6\u5b9a\u4f4d**\uff0c\u4f46\u6280\u672f\u548c\u751f\u6001\u58c1\u5792\u8584\u5f31\u3002\u9664\u975e\u80fd\u8fc5\u901f\u5403\u6389\u5c0f\u800c\u7f8e\u7684\u4ed8\u8d39\u9ad8\u9891\u7528\u6237\u7fa4\uff0c\u5e76\u5728\u201cAI+PPT\u201d\u7684\u7eaf\u7cb9\u7f16\u8f91\u4f53\u9a8c\u4e0a\u505a\u5230\u6781\u81f4\uff0c\u5426\u5219\u7ec8\u7a76\u662f\u5de8\u5934\u7684\u517b\u6599\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\">Riffly<\/span>\n <\/div>\n<div class=\"comment-content\">Riffly is an AI presentation builder you talk to instead of click through. Type your prompt \u2014 “10-slide pitch deck, dark theme, investor-ready” \u2014 and a full designed deck appears in seconds. Refine it through chat. Click any slide to edit directly. Export a realpptx for PowerPoint or Google Slides. Better than Beautiful.ai \u2014 friendlier UX, real free tier, no auto-renewal traps. Free: 3 decks\/month, no credit card. Pro: $12\/mo or $99\/year.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Presentations is a tough use case for me to understand. <\/p>\n<p>How many presentations do your users make in a month?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Honestly great question and I’ll be transparent \u2014 we launched today so I’m working with early data.<\/p>\n<p>What I can tell you from the first users: the people getting the most value are the ones who build presentations regularly as part of their workflow \u2014 salespeople doing weekly client proposals, consultants turning around client decks, teachers building new lesson slides every week. For those users it’s not one deck a month, it’s 4-8.<\/p>\n<p>The free tier gives us a natural signal here too \u2014 users who hit the 3 deck\/month free limit and upgrade to Pro are telling us exactly how frequently they build. Watching that data closely.<\/p>\n<p>The honest answer is the high-frequency users are the ones who make this a sticky product. A founder building one pitch deck a year is a one-time use case. A sales rep building a proposal every week is a subscription that renews itself.<\/p>\n<p>That’s who we’re building 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>Real .pptx export is the killer feature here. Most AI builders give you a proprietary link or a static PDF, which is useless if you need to make a quick tweak in the boardroom. Does it export as editable shapes and text, or just flat images?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> This is exactly why I built the export the way I did \u2014 a .pptx file that actually behaves like a PowerPoint file, not a screenshot dressed up as one.<\/p>\n<p>Text blocks and bullet points export as fully editable native PowerPoint elements. Click into any slide in PowerPoint or Google Slides and type directly \u2014 no workarounds.<\/p>\n<p>Charts are currently static but native editable charts are coming \u2014 that’s a priority on the roadmap based on how many people are asking about it.<\/p>\n<p>The goal was always: if someone opens this file in a boardroom and needs to change a number on slide 4, they should be able to do it in 10 seconds. That’s the bar we’re building to.<\/p>\n<p>Thanks for asking 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>Do charts and layouts stay editable once you open it in PowerPoint, or do they flatten into images?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> Great question \u2014 right now text and layout elements stay fully editable when you open in PowerPoint. You can click into any text block and edit it directly. Charts are currently exported as static elements, but making them fully editable as native PowerPoint charts is on the roadmap. The goal is a file that feels like it was built in PowerPoint from scratch, not something that came out of an AI tool. Thanks for asking this \u2014 it’s exactly the kind of feedback that shapes what we prioritize next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Exporting directly to PowerPoint is a killer feature for corporate workflows. Can Riffly follow a specific brand kit or template provided by the user?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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 \u2014 and you’re right, that’s exactly where the biggest enterprise value is. Brand kit support is on the roadmap. The plan is to let users upload their brand colors, fonts, and logo, and Riffly applies them automatically to every deck generated. No more off-brand slides from team members who don’t know the style guide. If you want early access when that ships, drop your email and I’ll reach out directly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I’m Justin, founder of Riffly.<\/p>\n<p>I built this because I kept watching smart people waste 2+ hours on presentations that should take 10 minutes. Every tool out there still makes you drag boxes and click through templates. I wanted something you could just talk to.<\/p>\n<p>The idea was simple: what if building a deck felt like texting a designer who never sleeps?<\/p>\n<p>You describe what you need. Riffly builds it. You refine it through chat. Export a real PowerPoint file in one click.<\/p>\n<p>A few things I’m proud of:<br \/>\n\u2192 Chat-based editing \u2014 say “make slide 3 shorter” and it just happens<br \/>\n\u2192 Real .pptx export that opens in PowerPoint or Google Slides<br \/>\n\u2192 Genuine free tier \u2014 3 decks\/month, no credit card, no tricks<br \/>\n\u2192 Built on Claude AI for quality output that doesn’t sound robotic<\/p>\n<p>Still building \u2014 voice input and more theme options are coming soon.<\/p>\n<p>Would love your honest feedback, especially on deck quality and the editing experience. Try it free at tryriffly.app \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \u2014 welcome to the launch! \ud83d\udc4b<\/p>\n<p>I built Riffly because I genuinely hated making presentations. Still do. So I built something that does it for me.<\/p>\n<p>This is day 1 of putting it in front of the world and I couldn’t be more grateful for everyone who showed up.<\/p>\n<p>Ask me anything. Tell me what’s broken. Tell me what you love. Tell me what you’d build differently. I can take it \u2014 honest feedback is the only way this gets better.<\/p>\n<p>A few things I’m already working on based on early feedback: \u2192 Brand kit support (apply your own colors, fonts, and logo) \u2192 Fully editable charts in PowerPoint export \u2192 Larger deck mode for 20+ slide presentations<\/p>\n<p>This is a real product built by one person who wanted to solve a real problem. Every comment here shapes what gets built next.<\/p>\n<p>Thank you for being here on day 1. Let’s build something great together. \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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Q46MVOIONEHEOI\" class=\"app-title\">Basedash MCP Connectors<\/a><\/p>\n<div class=\"one-liner\">Connect any app and take action anywhere<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Basedash MCP Connectors \u8ba9AI\u4ee3\u7406\u5728\u804a\u5929\u754c\u9762\u4e2d\u5b89\u5168\u5730\u8de8\u6570\u636e\u5e93\u3001SaaS\u5de5\u5177\u6267\u884c\u8bfb\u5199\u64cd\u4f5c\uff0c\u7ec8\u7ed3\u6570\u636e\u5b64\u5c9b\u4e0e\u624b\u52a8\u6d41\u7a0b\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d67beb4-e8b8-40ab-ac7f-b814a54030b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78a2dddb-4c86-4e9d-ab78-d8c2a86b94ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e313159e-023d-4a96-9e84-f7f0b870b462.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2b82a92-3fe0-4195-b3be-0fd7aba67536.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\/9c4464f8-7eae-4b7e-95b1-adee1fef7088.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ZOHbhXFv4x0\"><source src=\"https:\/\/youtu.be\/ZOHbhXFv4x0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e93\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u8bfb\u5199\u53cc\u5411\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5ba1\u6279\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u624b<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u8fd0\u7ef4<\/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\u201c\u9700\u8981\u5ba1\u6279\u201d\u7684\u9ed8\u8ba4\u6743\u9650\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u5b83\u8ba9AI\u4ee3\u7406\u5728\u751f\u4ea7\u7cfb\u7edf\u4e2d\u53ef\u4fe1\u53ef\u7528\u3002\u6709\u7528\u6237\u5173\u5fc3\u8de8\u7cfb\u7edf\u6d41\u7a0b\u4e2d\u65ad\u540e\u7684\u9519\u8bef\u5904\u7406\u673a\u5236\uff08\u5982\u56de\u6eda\u3001\u901a\u77e5\u3001\u91cd\u8bd5\uff09\u3002\u56e2\u961f\u7b54\u590d\u79f0\u4ee3\u7406\u53ef\u8bfb\u53d6\u9519\u8bef\u5e76\u81ea\u52a8\u91cd\u8bd5\uff0c\u5ba1\u6279\u673a\u5236\u652f\u6301\u6240\u6709MCP\u670d\u52a1\u5668\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 Basedash MCP Connectors\u7684\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8e\u201c\u53c8\u591a\u4e86\u4e00\u4e2aAI\u804a\u5929\u673a\u5668\u4eba\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u7ec8\u4e8e\u628a\u201c\u8bfb\u201d\u548c\u201c\u5199\u201d\u8fd9\u4e24\u5c42\u6743\u529b\u5728\u5b89\u5168\u8fb9\u754c\u5185\u7edf\u4e00\u7ed9\u4e86\u4ee3\u7406\u3002\u8fc7\u53bb\u4e00\u5e74\uff0c\u5927\u591a\u6570AI\u6570\u636e\u5e93\u5de5\u5177\u53ea\u80fd\u5f53\u201c\u9ad8\u7ea7\u67e5\u8be2\u5668\u201d\uff0c\u8bfb\u6570\u636e\u3001\u753b\u56fe\u8868\uff0c\u4f46\u884c\u52a8\u4ecd\u4f9d\u8d56\u4e8e\u4eba\u7684\u624b\u52a8\u89e6\u53d1\u2014\u2014\u8fd9\u79cd\u534a\u622a\u5b50\u81ea\u52a8\u5316\u672c\u8d28\u4e0a\u662f\u7ed9\u7126\u8651\u7684\u5f00\u53d1\u8005\u591a\u914d\u4e86\u4e00\u4e2a\u79d8\u4e66\uff0c\u800c\u4e0d\u662f\u7ed9\u7ec4\u7ec7\u88c5\u4e0a\u4e00\u5957\u80fd\u81ea\u52a8\u6267\u884c\u51b3\u7b56\u7684\u795e\u7ecf\u7cfb\u7edf\u3002MCP Connectors\u7684\u6740\u624b\u950f\u662f\u201c\u5ba1\u6279\u95e8\u63a7\u201d\u8bbe\u8ba1\uff1a\u9ed8\u8ba4\u72b6\u6001\u4e0b\u6bcf\u4e2a\u5de5\u5177\u64cd\u4f5c\u90fd\u9700\u8981\u4eba\u5de5\u786e\u8ba4\uff0c\u7528\u6237\u53ef\u4ee5\u57fa\u4e8e\u4fe1\u4efb\u9010\u6b65\u89e3\u9501\u201c\u59cb\u7ec8\u5141\u8bb8\u201d\u3002\u8fd9\u4e2a\u7ec6\u8282\u770b\u4f3c\u4fdd\u5b88\uff0c\u5b9e\u5219\u662f\u8ba9\u4ee3\u7406\u771f\u6b63\u8fdb\u5165\u751f\u4ea7\u73af\u5883\u7684\u552f\u4e00\u901a\u884c\u8bc1\u2014\u2014\u6ca1\u6709\u5b83\uff0c\u4efb\u4f55\u5199\u5165\u7cfb\u7edf\u884c\u4e3a\u7684\u4ee3\u7406\u90fd\u6ce8\u5b9a\u88ab\u56f0\u5728Demo\u91cc\u3002\u540c\u65f6\uff0c\u652f\u6301\u81ea\u5b9a\u4e49MCP\u670d\u52a1\u5668\u610f\u5473\u7740\u5b83\u4e0d\u9501\u5b9a\u4e8e\u9884\u8bbeSaaS\u751f\u6001\uff0c\u4efb\u4f55\u5185\u90e8API\u3001\u9057\u7559\u7cfb\u7edf\u90fd\u80fd\u6210\u4e3a\u4ee3\u7406\u7684\u884c\u52a8\u81c2\u8180\u3002\u4ece\u7528\u6237\u8bc4\u8bba\u770b\uff0c\u6700\u4ee4\u4eba\u5174\u594b\u7684\u7528\u4f8b\u4e0d\u662f\u5355\u70b9\u64cd\u4f5c\uff0c\u800c\u662f\u201c\u8bfb\u53d6\u6570\u636e\u5e93\u5224\u65ad\u672c\u5468\u6d3b\u8dc3\u7528\u6237\u2192\u81ea\u52a8\u53d1\u90ae\u4ef6\u2192\u66f4\u65b0CRM\u5b57\u6bb5\u201d\u7684\u591a\u6b65\u94fe\u5f0f\u6d41\u7a0b\uff0c\u8fd9\u6070\u6070\u662f\u4f20\u7edf\u4f4e\u4ee3\u7801\u5e73\u53f0\u505a\u8d77\u6765\u5403\u529b\u3001\u4f46\u81ea\u7136\u8bed\u8a00\u4ee3\u7406\u5929\u751f\u64c5\u957f\u7684\u3002\u4e0d\u8fc7\uff0c\u771f\u6b63\u8003\u9a8c\u8fd8\u5728\u73b0\u5b9e\uff1a\u591a\u7cfb\u7edf\u4e8b\u52a1\u7684\u539f\u5b50\u6027\u5982\u4f55\u4fdd\u8bc1\uff1f\u5f53Linkdin\u5199\u5165\u5931\u8d25\u800c\u90ae\u4ef6\u5df2\u53d1\u51fa\u65f6\uff0c\u57fa\u4e8e\u9519\u8bef\u91cd\u8bd5\u7684\u903b\u8f91\u662f\u5426\u8db3\u4ee5\u907f\u514d\u810f\u6570\u636e\uff1f\u8fd9\u5f88\u53ef\u80fd\u6bd4\u5ba1\u6279\u95e8\u63a7\u66f4\u51b3\u5b9a\u4ea7\u54c1\u4e0a\u9650\u3002\u4f46\u65e0\u8bba\u5982\u4f55\uff0cBasedash\u8fd9\u4e00\u6b65\u8ba9\u201c\u4ee3\u7406\u5373\u64cd\u4f5c\u7cfb\u7edf\u201d\u7684\u613f\u666f\u8de8\u8fc7\u4e86\u4ece\u201c\u5a31\u4e50\u201d\u5230\u201c\u5b9e\u7528\u201d\u7684\u95e8\u69db\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\">Basedash MCP Connectors<\/span>\n <\/div>\n<div class=\"comment-content\">Basedash already reads from your databases, warehouses, and SaaS tools. Now it can act on them too. Connect any MCP server \u2014 Linear, HubSpot, Slack, Resend, Notion, GitHub \u2014 and the Basedash agent gets new tools it can use right inside chat. Ask it to email your latest signups, file a Linear bug from a support ticket, or update a HubSpot lead based on what a user did in your product. Pair with Automations to run the whole flow on a schedule. Connect any app. Take action anywhere.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, Max here from Basedash.<\/p>\n<p>Today we’re shipping MCP Connectors. Basedash already reads from your databases and SaaS tools, now it can act on them too. Connect any MCP server (Linear, HubSpot, Slack, Resend, Notion, GitHub, your own internal one) and the Basedash agent gets new tools it can use right inside chat.<\/p>\n<p>The pattern that’s been the most useful for us internally: ask the agent to do something that mixes a read from your product database with an action in another app. “Email this week’s signups a personalized welcome based on the features they actually set up.” “File a Linear bug from this support ticket and link the user record.” “Update the HubSpot lead for everyone who hit the paywall this week.”<\/p>\n<p>Each tool is gated. New tools default to “needs approval”, so the first time the agent wants to send an email or create an issue you confirm it; once you trust a tool you flip it to “always allow”. Pairs cleanly with Automations from a couple weeks ago: the same flow that runs once on demand can run every weekday at 9am.<\/p>\n<p>PH community gets an extra week on their trial this week. Happy to answer anything.<\/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\/@maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a> Really like the approval-gated approach here gives AI agents actual utility without losing control. The cross-tool workflows you mentioned (DB + HubSpot\/Linear\/email actions) feel genuinely practical, not just demo use cases. Congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The thing I keep coming back to with MCP Connectors is that the highest-leverage work in any company already lives across three or four systems, and until now there hasn’t been a clean way to let an agent operate on that whole surface from one place. Reading from your warehouse and then acting in Linear, HubSpot, or Slack in the same chat session is a meaningfully different shape of tool than the dashboards most of us grew up with. The team has been deep in this for months and it feels great to finally ship. Happy to dig into anything in the thread today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kris_lachance\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kris_lachance<\/a> Basedash is more and more becoming the place I do most of my ops work these days.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 approval gate design is the detail that stands out most \u2014 “needs approval” by default before flipping to “always allow” is exactly the right trust model for agents that can actually write to production systems. A lot of agentic tools skip this and it’s why people don’t trust them with real workflows.<\/p>\n<p>The cross-system chaining is where this gets interesting. Curious how it handles failures mid-chain \u2014 if the DB read succeeds but the HubSpot write fails, does it roll back, notify, or just log and move on? That failure handling is usually where these workflows quietly break in practice.<\/p>\n<p>Also wondering if MCP servers you self-host get the same approval UX or if that’s only for the pre-built connectors.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saumya_jainn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saumya_jainn<\/a> Approval was really important for us, especially moving from a purely read-only product to now supporting mutations. The user always has full control of what the agent tries to do, and if they’re comfortable giving more access, they can allow the agent to auto-approve selected tools.<\/p>\n<\/p>\n<p>If a tool call ever fails, the agent sees the error message and can retry as it sees fit (including rolling back if necessary).<\/p>\n<\/p>\n<p>And approval works for all MCP servers! Pre-built or custom.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My non-engineer team would slack me for a number twice a week and I’d write the query, screenshot it, move on. Tools like this kill that loop, which is what I actually want.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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