{"id":222,"date":"2026-05-15T12:21:36","date_gmt":"2026-05-15T04:21:36","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/15\/2026-05-14\/"},"modified":"2026-05-15T12:21:36","modified_gmt":"2026-05-15T04:21:36","slug":"2026-05-14","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/15\/2026-05-14\/","title":{"rendered":"PH\u70ed\u699c | 2026-05-14"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-14<\/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 | 2026-05-14<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FVMNYOIYMA7YBP\" class=\"app-title\">Spellar 3.0<\/a><\/p>\n<div class=\"one-liner\">AI Meeting companion with cross-meeting memory<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">442<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Spellar 3.0 \u662f\u4e00\u6b3e\u8de8\u4f1a\u8bae\u8bb0\u5fc6\u578bAI\u52a9\u624b\uff0c\u80fd\u65e0\u58f0\u52a0\u5165\u901a\u8bdd\u3001\u8bb0\u5f55\u6240\u6709\u5185\u5bb9\uff0c\u5e76\u6784\u5efa\u8de8\u8d8a\u4e0d\u540c\u4f1a\u8bae\u7684\u6301\u4e45\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u804c\u573a\u4eba\u58eb\u5728\u8ddf\u8fdb\u591a\u6b21\u5ba2\u6237\u6216\u9879\u76ee\u6c9f\u901a\u540e\uff0c\u65e0\u6cd5\u5feb\u901f\u8ffd\u6eaf\u5386\u53f2\u51b3\u7b56\u4e0e\u5f85\u529e\u9879\u7684\u201c\u4f1a\u8bae\u5931\u5fc6\u201d\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be87f9fe-48eb-4943-9117-4bac178607f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9996f19f-260e-40b3-9006-a151be16a02d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82a12bc2-d31f-455d-a047-e78b5bdfa3b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7592f79f-2c75-4052-8595-86a2bd5f07f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83e4a6b0-a15f-4a6f-9e50-d33559b29fca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3c611da-ee9d-4882-b4f6-8a667593fd4e.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\/bfadf843-b8ef-4ba8-a301-e1d8d2497766.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WOXRiSjBJk4\"><source src=\"https:\/\/youtu.be\/WOXRiSjBJk4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f1a\u8bae\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u8de8\u4f1a\u8bae\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u7eaa\u8981<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u6a21\u578b\u81ea\u7531\u9009\u62e9<\/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\u8de8\u4f1a\u8bae\u8bb0\u5fc6\u529f\u80fd\uff0c\u8ba4\u4e3a\u80fd\u663e\u8457\u51cf\u5c11\u624b\u52a8\u8ddf\u8fdb\u65f6\u95f4\u3002\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5982\u4f55\u534f\u8c03\u540c\u4e00\u5ba2\u6237\u524d\u540e\u77db\u76fe\u7684\u8868\u8ff0\uff1f\u662f\u5426\u652f\u6301\u672c\u5730\u6a21\u578b\uff08LLM\uff09\u53ca\u8054\u7cfb\u4eba\u5206\u7ec4\uff1f\u4e0eFireflies\u7684\u5dee\u5f02\u5316\u4f18\u52bf\u4f55\u5728\uff1f\u56e2\u961f\u534f\u4f5c\u662f\u5426\u5b58\u5728\u72ec\u7acb\u8d26\u6237\uff1f\u5efa\u8bae\u52a0\u5f3a\u81ea\u52a8\u5206\u7c7b\uff0c\u5e76\u671f\u5f85\u539f\u751fObsidian\u540c\u6b65\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 Spellar 3.0 \u7684\u53d1\u5e03\u5207\u4e2d\u4e86\u5f53\u524dAI\u4f1a\u8bae\u5de5\u5177\u5e02\u573a\u7684\u75db\u70b9\u76f2\u533a\uff1a\u5927\u91cf\u4ea7\u54c1\u6b62\u6b65\u4e8e\u201c\u5355\u6b21\u4f1a\u8bae\u7684\u9ad8\u8d28\u91cf\u6458\u8981\u201d\uff0c\u800c\u5ffd\u89c6\u4e86\u804c\u573a\u4eba\u771f\u6b63\u7684\u9700\u6c42\u2014\u2014\u8de8\u4f1a\u8bdd\u7684\u8ba4\u77e5\u5ef6\u7eed\u3002\u4ece\u4ea7\u54c1\u5b9a\u4f4d\u770b\uff0c\u201cAI Meeting companion with memory\u201d\u6bd4\u201cnote-taker\u201d\u9ad8\u660e\u4e86\u4e00\u4e2a\u7ef4\u5ea6\uff0c\u5b83\u5b9e\u8d28\u4e0a\u5728\u505a\u7684\u662f\u201c\u5de5\u4f5c\u8bb0\u5fc6\u7684\u5916\u6302\u5316\u201d\uff0c\u5c06\u8fc7\u53bb\u4f9d\u8d56\u4eba\u8111\u7684\u9ad8\u6210\u672c\u4e0a\u4e0b\u6587\u8854\u63a5\uff0c\u53d8\u6210\u4e86\u53ef\u68c0\u7d22\u3001\u53ef\u8ffd\u6eaf\u7684\u7ed3\u6784\u5316\u6570\u636e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6280\u672f\u5c42\u9762\uff0c\u8de8\u4f1a\u8bae\u8bb0\u5fc6\u7684\u5b9e\u73b0\u96be\u5ea6\u8fdc\u8d85\u5355\u6b21\u8f6c\u5f55\u3002\u5b83\u9700\u8981\u89e3\u51b3\u4fe1\u53f7\u8870\u51cf\uff08\u65e9\u671f\u4f1a\u8bae\u4fe1\u606f\u88ab\u65b0\u4f1a\u8bae\u8986\u76d6\uff09\u3001\u5b9e\u4f53\u5bf9\u9f50\uff08\u540c\u4e00\u5ba2\u6237\u3001\u9879\u76ee\u5728\u4e0d\u540c\u8bed\u5883\u4e0b\u7684\u552f\u4e00\u8eab\u4efd\u8bc6\u522b\uff09\u4ee5\u53ca\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u7684\u51b3\u7b56\u51b2\u7a81\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u5982\u4f55\u5904\u7406\u5ba2\u6237\u524d\u540e\u7acb\u573a\u77db\u76fe\u201d\u6b63\u662f\u8fd9\u7c7b\u7cfb\u7edf\u7684\u5178\u578b\u96be\u5173\uff0c\u76ee\u524dSpellar\u4f3c\u4e4e\u5c1a\u672a\u7ed9\u51faAI\u5c42\u9762\u7684\u4e3b\u52a8\u8c03\u548c\u65b9\u6848\uff0c\u8fd9\u662f\u5176\u201c\u8bb0\u5fc6\u201d\u4ef7\u503c\u4ece\u201c\u67e5\u8be2\u201d\u8fc8\u5411\u201c\u63a8\u7406\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728\u5546\u4e1a\u5316\u7b56\u7565\u4e0a\uff0c\u7528\u6237\u53ef\u81ea\u7531\u9009\u62e9AI\u6a21\u578b\uff08OpenAI\u3001Anthropic\u3001Perplexity\u7b49\uff09\u662f\u4e2a\u806a\u660e\u7684\u5dee\u5f02\u5316\u5356\u70b9\uff0c\u65e2\u6ee1\u8db3\u4e86\u4f01\u4e1a\u5bf9\u9690\u79c1\u548c\u5408\u89c4\u7684\u7126\u8651\uff0c\u4e5f\u907f\u514d\u4e86\u4e0e\u5e95\u5c42\u6a21\u578b\u5382\u5546\u7684\u6df1\u5ea6\u7ed1\u5b9a\u3002\u4e0d\u8fc7\uff0c\u6240\u8c13\u7684\u201cbot-free\u201d\u66f4\u591a\u662f\u4f53\u9a8c\u5c42\u9762\u7684\u4f18\u5316\uff0c\u6838\u5fc3\u4ef7\u503c\u4ecd\u53d6\u51b3\u4e8e\u4e91\u7aefLLM\u7684\u63a8\u7406\u8d28\u91cf\u3002\u5982\u679c\u672c\u5730LLM\u652f\u6301\u4e0d\u80fd\u53ca\u65f6\u8ddf\u4e0a\uff0c\u5176\u201c\u9690\u79c1\u201d\u53d9\u4e8b\u5c06\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6838\u5fc3\u7ade\u4e89\u529b\u4e0d\u5728\u4e8e\u6280\u672f\u5806\u53e0\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u201c\u6a21\u677f\u201d\u548c\u201c\u81ea\u52a8\u5206\u7ec4\u201d\u5c06\u975e\u7ed3\u6784\u5316\u7684\u4f1a\u8bae\u6d41\u6c34\u8d26\uff0c\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u7684\u201c\u5ba2\u6237\/\u9879\u76ee\u77e5\u8bc6\u5e93\u201d\u3002\u5982\u679c\u80fd\u6253\u901a\u4e0eNotion\u3001Obsidian\u7b49\u77e5\u8bc6\u7ba1\u7406\u5de5\u5177\u7684\u53cc\u5411\u5b9e\u65f6\u540c\u6b65\uff0cSpellar\u5f88\u6709\u6f5c\u529b\u4ece\u4e00\u4e2a\u4f1a\u8bae\u5de5\u5177\u8fdb\u5316\u4e3a\u4f01\u4e1a\u7684\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u5165\u53e3\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u4e00\u6b3e\u66f4\u806a\u660e\u7684\u7b14\u8bb0\u8f6f\u4ef6\u800c\u5df2\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\">Spellar 3.0<\/span>\n <\/div>\n<div class=\"comment-content\">Most meeting tools give you notes. Spellar AI gives you memory. It joins your calls, captures every word, and builds context across all your meetings. Ask what a client said three calls ago. Find decisions from last week. See what\u2019s still open. Organize by client, use templates, and choose the AI you trust \u2014 OpenAI, Anthropic, Perplexity, Gemini and more!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\ude80 Hey Product Hunt! I\u2019m Zino the founder of Spellar AI 3.0, and I’m beyond excited to be back with our biggest launch \ud83c\udf89<\/p>\n<p>Your support on our previous hunts (those #2 and #3 spots still give me chills \ud83c\udfc6) pushed us to ask a harder question: <strong>why do meeting tools only capture the moment \u2014 and never remember it?<\/strong><\/p>\n<p>So we built something different.<\/p>\n<p><strong>Spellar AI 3.0 isn’t a note-taker. It’s memory.<\/strong><\/p>\n<p>It joins your calls, captures every word, and builds context <em>across<\/em> your meetings \u2014 so you can actually use what was said, not just find it.<\/p>\n<p>What’s new in 3.0:<\/p>\n<p>\ud83e\udde0 <strong>Cross-meeting memory<\/strong> \u2014 Ask what a client said three calls ago. Get an actual answer.<\/p>\n<p>\ud83d\udcc1 <strong>Organized by client & project<\/strong> \u2014 Your context, structured the way you work.<\/p>\n<p>\ud83d\udccb <strong>Templates<\/strong> \u2014 Set up the right AI context before the meeting even starts.<\/p>\n<p>\ud83e\udd16 <strong>Your AI, your choice<\/strong> \u2014 OpenAI, Anthropic, Perplexity or Google. You decide who processes your data.<\/p>\n<p>\ud83d\udd0d <strong>Open decisions & follow-ups<\/strong> \u2014 Never lose track of what still needs to happen.<\/p>\n<p>We’ve always believed your meeting assistant should be native and bot-free, with support for 100+ languages. With 3.0, we’re taking that further: meetings that don’t just get recorded \u2014 they get <em>remembered<\/em>.<\/p>\n<p>Would mean the world if you’d give it a try and share your honest thoughts. The Product Hunt community has shaped everything we’ve built, and today is no different. \ud83d\ude4f<\/p>\n<p>Let’s make meetings actually stick!<\/p>\n<p>Zino<\/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\/@zinovii_z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zinovii_z<\/a> Hi Zino, Congrats on the launch. Very cool new features. do you guys extract or integrate post meeting actions into a file or other tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Just checked out the new UI looks super clean compared to 2.0. That “Open decisions” tracker is going to save me at least 3 hours of manual follow-ups a week. Huge win for the Spellar team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zinovii_z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zinovii_z<\/a> How does Spellar handle conflicting context or changing decisions across multiple meetings; especially when the same client says different things over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Today we launched Spellar 3.0 on Product Hunt, and I want to be honest about what this launch means to me.<\/p>\n<p>The last PH launch was in June 2025. Spellar got great traction, kind reviews, and new users who took a chance on us. Then, for a while, we went quiet.<\/p>\n<p>Not because something went wrong \u2014 but because we kept hearing the same thing in feedback: people would use our meeting assistant, get solid notes… and still lose context a few weeks later. They’d join a follow-up call and not remember what had been decided. The notes were there. The memory wasn’t.<\/p>\n<p>So we spent the past year rebuilding Spellar around that idea.<\/p>\n<p>Spellar 3.0 isn\u2019t just a meeting recorder with a better summary. It\u2019s an AI companion that works quietly in the background \u2014 no bot joining your call, no one else noticing \u2014 and creates a persistent memory across all your conversations.<\/p>\n<p>You can search for something from two months ago. Pick up a thread from a call you half-remember. Walk into a client meeting with the full story from every previous chat.<\/p>\n<p>Most meeting tools give you notes.<\/p>\n<p>Spellar gives you memory.<\/p>\n<p>We\u2019re live today. If this resonates with how you work, your support on Product Hunt means a lot to a small, bootstrapped team like ours<\/p>\n<p>Thank you so much, your support means a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hotfixer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hotfixer<\/a>great work! I’m super excited to see feedback from our users \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, my congrats! the memory feature is what got me. so if I have a related call today, can Spellar surface context from a meeting I had three weeks ago?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashwini_mane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashwini_mane<\/a> Yes \u2014 that\u2019s actually one of the main ideas behind Spellar. If you have a related call today, you can quickly pull context from conversations you had weeks or even months ago instead of trying to remember where something was discussed \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashwini_mane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashwini_mane<\/a> Yes! Spellar has been designed especially for this! I look forward to your feedback \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi product hunters, my name is Andrii, and I’m a developer on this product.We’re live. Spellar 3.0 is on Product Hunt.<\/p>\n<p>There’s a specific kind of exhaustion that comes not from the hours but from holding a complex system in your head for weeks straight. Every edge case. Every architectural decision you made at 2am and then spent three days second-guessing. Every “it works on my machine” that turned into a two-hour debugging session the night before a deadline.<\/p>\n<p>The memory layer was the hardest part. Making a system that reliably connects context across meetings \u2014 not just stores it, but actually retrieves the right thing at the right moment \u2014 is not a small problem. We rebuilt parts of it more than once.<\/p>\n<p>But today it’s out. And it works. And I’m pretty proud of that.<\/p>\n<p>Spellar 3.0: AI meeting companion that remembers everything. No bot joining your calls. Just quiet, persistent memory running in the background.<\/p>\n<p>If you want to see what we shipped \u2014 it’s live on Product Hunt today <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrii_tymoshchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrii_tymoshchuk<\/a> <br \/>Proud of you honestly \ud83d\ude4c<\/p>\n<p>I think people rarely see how much invisible work sits behind products that \u201cjust work\u201d. Especially features like memory\/context retrieval \u2014 it sounds simple until you actually try building it.<\/p>\n<p>Watching this come together over time was really impressive. Huge congrats us on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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> Andrii, you\u2019re doing so much for the product – constantly working on it, improving and refining it.<\/p>\n<p>Thank you for this really useful app. I genuinely enjoy testing it and using it as a user \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"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> our engineering is the backbone of the product. Great job!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 the launch! I like the idea of a botless AI meeting companion. I’m curious whether it would be possible for Spellar to sort the recordings and meeting notes into related piles automatically. Would be a good time-saver!<\/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\/@jinhao_bai2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jinhao_bai2<\/a> Hi, we\u2019re actually working in that direction \ud83d\ude4c<\/p>\n<p>For now, in Spellar you can already create groups\/folders and organize related meetings there. <\/p>\n<p>You can also automate summaries with different templates depending on the meeting type \u2014 for example, brainstorming, client calls, standups, etc. <\/p>\n<p>So future meetings in that group can follow the same summary structure automatically \ud83e\udde0<\/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\/@jinhao_bai2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jinhao_bai2<\/a> templates is really a killer feature! You can customize your meetings to your needs\/type of conversations, to make AI work for you at 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>Congrats on the launch!<\/p>\n<p>Have a question about i18n support. What languages does Spellar support for transcription? Our team spans three countries, and not everyone runs meetings in English.<\/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\/@timte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@timte<\/a> Thanks a lot, Tim!<\/p>\n<p>We use a combination of AI models for transcription, including Whisper, which supports 45+ languages. This makes Spellar suitable for international teams working across different languages \ud83e\udd29 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@timte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@timte<\/a> all major languages are supported. If you need a language that is not currently available, we offer a discount! \ud83d\ude1c<\/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\/@timte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@timte<\/a> Thank you \ud83d\ude4c<\/p>\n<p>And yes, multilingual teams were actually one of the important use cases for us. <\/p>\n<p>Spellar supports transcription in 100+ languages, so meetings definitely don\u2019t need to be in English \ud83d\ude42<\/p>\n<p>A lot of our users switch between languages depending on the client\/team, and Spellar is built to handle that naturally.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 summary quality is noticeably better than alternatives I\u2019ve tried. Feels like it actually understood the conversation.<\/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\/@daria_dzekunova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daria_dzekunova<\/a> Daria, appreciate the feedback on the summaries. We spent a lot of time improving the actual understanding of conversations and decision-making context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daria_dzekunova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daria_dzekunova<\/a> That\u2019s awesome to hear – we\u2019ve worked a lot on improving context understanding, so this means a lot \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daria_dzekunova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daria_dzekunova<\/a> thanks! Really appreciate your kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great folks. Been struggling with AI notetakers’ output being isolated – good to see someone is consolidating it with persistent memory:)<\/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\/@dawid_baranowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_baranowski<\/a> Thank you Dawid \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dawid_baranowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_baranowski<\/a> Dawid, appreciate that \ud83d\ude4c<\/p>\n<p>We wanted Spellar to feel less like \u201canother AI notetaker\u201d and more like a memory layer for your work \ud83e\udde0<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dawid_baranowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_baranowski<\/a> Thanks! In the era of AI, setting up a “second brain” is becoming more & more important<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 all, my name is Yuliia, and as the QA engineer on this product, I’ve spent months doing one thing: trying to break it.<br \/>That’s the job. Find every edge case. Every flow that almost works. Every moment where the product doesn’t quite deliver what it promised.<br \/>What made this one different: the core idea held up.<br \/>The memory feature – the thing that connects context across meetings over time – is the kind of feature that’s easy to get almost right and very hard to get actually right. The gap between “it usually works” and “you can trust it” is where I spend most of my time.<br \/>We’re at the second one. I wouldn’t have let it ship otherwise.<br \/>Spellar 3.0 is live on Product Hunt today. An AI meeting companion that remembers everything – no bot, no noise, just context when you need it.<br \/>Want to hear your feedback \u2764\ufe0f<\/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\/@j_che\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@j_che<\/a> Yuliia, very proud we\u2019re launching this together \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks interesting What does pricing look like after the trial? Is there a free tier, or does it go straight to paid plans?<\/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\/@igal_kalnitsky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igal_kalnitsky<\/a> Hi, we do have a free tier, so people can try the product without jumping straight into a paid plan \ud83d\ude42 After that, there are different paid plans depending on usage.<\/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\/@igal_kalnitsky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igal_kalnitsky<\/a> in addition to the free trial, we have ProductHunt deal – 20% which expires in the end of May \ud83d\ude1c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Fireflies for about a year – what would be the main reason to switch to Spellar? Genuinely curious!<\/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\/@richa_das24\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richa_das24<\/a> Totally fair question \ud83d\ude4c<\/p>\n<p>Honestly, the biggest difference is that Spellar goes way beyond just transcription \u2014 it\u2019s all about memory and making connections across your meetings.<\/p>\n<p>You get an AI assistant that actually remembers the context from every previous conversation. So, even right in the middle of a meeting, you can ask things like: <br \/>\u2022 \u201cWhat did we decide last time?\u201d <br \/>\u2022 \u201cDid the client already mention this?\u201d <br \/>\u2022 \u201cWhat were the action items from our earlier calls?\u201d<\/p>\n<p>The idea is for it to feel less like just a notes tool, and more like having a second brain for your meetings \ud83e\udde0<\/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\/@richa_das24\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richa_das24<\/a> Hey Richa, that’s a really good question. I understand that switching to another productivity tool can be challenging if you’re accustomed to one. <\/p>\n<p>However, Spellar is definitely worth trying. Its templates and Obsidian integration demonstrate the full customization available to elevate your productivity to 100% – give it a try, and you won’t be disappointed \ud83e\udd19<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. A killer feature would be to make it open source<\/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\/@zahle_khan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zahle_khan<\/a> honestly, we were considering it, but it would be challenging since we have many infrastructure components for that. <\/p>\n<p>Is your concern privacy? If so, Spellar has several privacy-aware configurations, such as audio retention and local transcription, among others!<\/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, team <a href=\"https:\/\/www.producthunt.com\/@zinovii_z\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zinovii_z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zinovii_z<\/a> <a href=\"https:\/\/www.producthunt.com\/@hotfixer\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hotfixer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hotfixer<\/a> Great update with memory angle! Can teammates each run Spellar independently and have their notes connected, or is it only for individuals? GL 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\">@kate_ramakaieva yes, everyone can use that! <\/p>\n<p>Spellar is private meeting assistant running on your side. No bots. No third party joiners. <\/p>\n<p>Only your private tool building your private meeting memory \ud83e\udd19<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Can we use a local model also?<\/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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Yes! Transcription runs <strong>fully on-device<\/strong> by default – we use a local Whisper model on your Mac, so audio never leaves your machine. Cloud transcription is opt-in for users who want it (e.g. for speed on older hardware). Summaries \/ AI notes currently use cloud LLMs, but on-device summarization is on the roadmap.<\/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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> but, just fyi, local engine requires M1+ laptop. Foreigh languages needs larger models – which you can easely donwload\/install models in the app’s settings<\/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\">@zinovii_z I\u2019m a big fan of local models. I run and play with several on a M3 Pro laptop and a studio with M3 Ultra and a lot of RAM \ud83d\ude05.<\/p>\n<p>Definitely serious about local LLMs. <\/p>\n<p>That said, aren\u2019t there functional local LLMs on smartphones now?<\/p>\n<p>I have Google\u2019s Edge Eloquent on my iPhone and that uses a small local model for transcription.<\/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>My friend organizes their notes\/knowledge from meetings in Obsidian, where he can interlink stuff with other knowledge.<\/p>\n<\/p>\n<p>Does your tool allow to go beyond meetings?<\/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\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a> Meetings are our focus, but the notes are yours to take anywhere. One click copies any meeting or recap as Markdown – paste into Obsidian and it slots into his graph like any other note. We also export to Notion, Google Docs, and Confluence. Native Obsidian sync isn’t built yet \u2014 open to hearing what he’d want from 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\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a> Spellar notes exports are a core feature of Spellar. Our Obsidian integration was one of the most requested by users and now one of the most popular one \ud83d\udc9c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is quite cool. The cross-meeting memory is what finally makes this category interesting. I’ve tried a few note-takers but the problem was always the same: it is great for the moment, useless two weeks later when you’re trying to remember what clients actually said about pricing. The fact that it runs natively without a bot joiner is a big deal too! Does the memory search work across meetings with different participants or only the ones you attended yourself?<\/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>Thanks <a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a>  \u2014 “useless two weeks later” nails the pain. Memory search runs across every meeting in your account, not just the ones you attended yourself: in a personal account that’s all your recordings, in a team workspace it’s everything that’s been shared with you. So “what did clients actually say about pricing last quarter” works even if the call was a teammate’s<\/p>\n<p>What makes it really sharp is pairing it with Templates \u2014 you define a custom summary structure per meeting type (e.g. a Sales Call template that always pulls out pricing objections, budget signals, and next steps as their own fields). Two weeks later when you query across meetings, the AI has structured, comparable data to work with instead of free-form summaries \u2014 recall is dramatically better<\/p>\n<p>Got a specific recall pattern you’re trying to solve for? Happy to suggest a template setup \ud83d\udc9c<\/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>\ud83d\ude80 Already 11 hours into our Product Hunt launch day \u2014 and Spellar 3.0 is still holding the #1 spot \ud83e\udd79<\/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\/@hotfixer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hotfixer<\/a> it feels like “dream is comming true” \ud83e\udd1e<\/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>Is there a way to create templates for recurring meetings \u2014 like 1:1s or standups \u2014 so the summaries are always structured the same way?<\/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\/@rus1ankova1enko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rus1ankova1enko<\/a> Yes, exactly that! Spellar has built-in templates for the most common recurring formats \u2014 including 1:1, Stand-up,<\/p>\n<p>  Sprint Planning, Retro, Weekly Sync, Project Sync, plus ~15 others (customer discovery, board, investor update\u2026).<\/p>\n<\/p>\n<p>  You can also create your own: define the structure, add custom context (project background, what to listen for), pick<\/p>\n<p>  the AI model, and attach it to specific recurring calendar events \u2014 so every Monday standup or weekly 1:1 gets<\/p>\n<p>  summarized with the same shape automatically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rus1ankova1enko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rus1ankova1enko<\/a> as Andrii mentioned, templates are your key feature here! <\/p>\n<p>You can set up the type of meeting, add additional context, and establish structure (folders, tags, AI provider)<\/p>\n<p>This is essentially your way to customize your meetings to suit your cases!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rus1ankova1enko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rus1ankova1enko<\/a> <\/p>\n<p>Yes \ud83d\ude4c<\/p>\n<\/p>\n<p>So recurring meetings can automatically follow the same summary structure every time, which makes everything much easier to scan later \ud83e\udde0<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Does it automatically pull out action items, or do I still need to search through the transcript myself?<\/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\/@avikshit_lp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avikshit_lp<\/a> Yes \u2014 no transcript-hunting needed. Spellar pulls action items out automatically as a dedicated section, with owner<\/p>\n<p>  and context attached when the conversation makes it clear (“Anna will send the deck by Friday” \u2192 task with owner +<\/p>\n<p>  due).<\/p>\n<\/p>\n<p>  You can review them on a separate “Action Items” tab, then push each one straight to Linear, Jira, Notion, Todoist,<\/p>\n<p>  Asana, ClickUp, or Trello with a single click. The transcript is still there if you want to jump to the exact moment<\/p>\n<p>  something was decided, but you almost never need to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avikshit_lp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avikshit_lp<\/a> everything is automated. Just turn on Spellar on your calls\/meetings – and the app will take the rest \ud83e\udd19<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting shift from meeting transcription to persistent memory. The cross-meeting context and ability to surface decisions from earlier conversations feels more practical than just searchable notes. Curious how Spellar handles conflicting information or changing decisions across long client relationships.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@vaibhavi_suvarna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vaibhavi_suvarna<\/a>  \u2014 that “conflicting information across long client relationships” question is exactly the messy case most cross-meeting tools wave at. <\/p>\n<p>Honest answer on how it works today:<\/p>\n<p>Cross-meeting search surfaces all the relevant decisions, not just the latest. If you ask “what did we agree about pricing for Acme?”, Spellar pulls every mention from the folder and lets you see the evolution \u2014 March said $50k, May said $60k, here’s both with links to the source meetings. We deliberately don’t collapse to “latest wins” because the change is usually the interesting signal.<\/p>\n<p>The pattern that makes this really sharp is Folders + custom-context Templates per client:<\/p>\n<p> – A folder per client (e.g. Acme Corp) scopes the memory.<\/p>\n<p> – A custom Template with client-specific context \u2014 e.g. “Track decisions on pricing, scope, deadlines, and owners. If a current decision contradicts prior one in this folder, call it out explicitly and cite the earlier meeting.” \u2014 instructs the AI to flag contradictions on each new summary, not just at query time.<\/p>\n<p>What we haven’t shipped yet: proactive cross-meeting conflict alerts (e.g. notify me the moment a new meeting introduces a contradiction with an earlier one). The data layer makes it possible \u2014 we just don’t auto-trigger it today. High on the list.<\/p>\n<p><strong>Quick one back:<\/strong> would alert-on-conflict be more valuable inside the meeting (a heads-up while you’re still talking) or as a digest after the call?<\/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, team! any plans for more integrations? I’d love to sync with Linear after calls.<\/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\/@igorsorokinua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igorsorokinua<\/a> Hi Igor, thanks a lot for the congrats!<\/p>\n<p>We\u2019re always open to feedback from our users and actively add new integrations based on their requests.<\/p>\n<p>We actually already have a Linear integration, and I personally use it to save time when creating tasks after calls \ud83d\ude0a<\/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\/@igorsorokinua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igorsorokinua<\/a> yeah, Linear was one of the first released integrations<\/p>\n<p>We’re very open for user feedback \/ requests. Just let us know what’s missing for your workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The cross-meeting memory is the part that actually changes the workflow \u2014 most tools just dump a transcript per call and leave you connecting the dots yourself. Curious how it handles context when a client refers to the same project by different names across calls \u2014 does it pick that up automatically, or does it need some manual tagging to stay organized?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@zrimko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zrimko<\/a> \u2014 that “different names for the same project across calls” is exactly the gap that pushed us to build the memory layer instead of just better per-call summaries.<\/p>\n<p><strong>Honest answer:<\/strong> the AI handles a fair amount of this semantically, without manual tagging. If your transcripts have enough context \u2014 “Project Phoenix, the Q3 launch we discussed last week” \u2014 Ask AI treats them as one thread when you query. It’s pattern-matching on meaning, not keywords.<\/p>\n<p>Where it gets fragile is when references are terse \u2014 “remind me what we said about the launch” with no other anchors. Two cheap lifts solve it:<\/p>\n<p>\u2022 Folders per project\/client narrow the search scope so terse references resolve correctly.<\/p>\n<p>\u2022 A custom-context Template can hold a mini-glossary: “Track decisions about Project Phoenix (a.k.a. Q3 launch, Acme deal, new pricing initiative).” The AI reads that on every summary and normalizes naming for you.<\/p>\n<p><strong>Quick one back:<\/strong> how many parallel projects per client are you usually juggling? That changes whether folders alone are enough or whether the template glossary is worth the 30-second setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the ‘bot-free’ part actually work? Will anyone else on the call notice something’s running in the background?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thomas_park2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_park2<\/a> It’s completely unnoticed since this software runs on your laptop and serves as your personal assistant\u2014no one knows about it except you. However, we suggest informing other participants, as it is a requirement in some jurisdictions \ud83e\udd19<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Great product. Congrats on the launch @zinovii_z ! Is there a way to easily backfill past meeting notes from Fireflies\/Granola?<\/div>\n<div class=\"comment-actions\">\n<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\/@gamer05\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gamer05<\/a> thanks!<\/p>\n<p>Yes, at Spellar, you can import meetings with audio files, and we will soon release MCP integrations to incorporate your custom meeting notes! <\/p>\n<p>With our extensive integrations\u2014Notion, Miro, Obsidian and more \u2014 Spellar manages your second brain setup for yor \ud83e\udef6<\/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\">@zinovii_z sounds awesome, thanks!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most meeting tools just dump transcripts somewhere and hope you\u2019ll revisit them later \ud83d\ude02<\/p>\n<p>The cross meeting memory angle is way more useful in actual day to day work. 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>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@campritchard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campritchard<\/a> thanks \ud83d\ude4f<\/p>\n<p>Exactly! In the AI era, we need to collect more context to be more productive, and Spellar is the right tool 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Noise! Nice update 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\/@mattisssa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattisssa<\/a> it’s been a while, hope you’ve liked what we’ve built here \ud83d\ude1c<\/p>\n<p>If you have any suggestions, please let us know! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch looks like a solid product. question is how does yours stand out against fathom note taker?<\/div>\n<div class=\"comment-actions\">\n<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\/@zach_tyler000\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zach_tyler000<\/a>  there are several features that allow you to better configure your setup, such as: <\/p>\n<p>– Selecting different AI providers for various tasks (Gemini, Claude, GPT, and more!) <\/p>\n<p>– Rich templates to configure structure, additional context, folders, and tags <\/p>\n<p>– Native apps with seamless synchronization: Mac, iOS, and web<\/p>\n<p>Thank you for your feedback on trying Spellar \ud83d\udc9c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Does the cross-meeting memory work retroactively? Meaning, if I’m starting fresh today, can I import old transcripts from another tool to seed it, or is the memory only built going forward?<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aroggava\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aroggava<\/a> <br \/>Yes \ud83d\ude4c<br \/>You can upload existing recordings and videos into Spellar, so the memory\/context doesn\u2019t have to start only from today.<\/p>\n<p>That way you can bring past conversations into the same searchable context layer as your future meetings \ud83e\udde0<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aroggava\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aroggava<\/a> Spellar App has import functionality – so you can seed any your previous meetings you have in 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck with your launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Dmitry, thank you for your support <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thanks! We’ve been preparing for this day for so long. Hopefully, it’s paying off \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 cross-device sync is underrated \u2014 record on iPhone during a coffee chat, summary is on the Mac when I get back. Question: any plans for Apple Watch quick-record (start recording from the wrist for impromptu hallway conversations)? Would unlock the “captured the idea before I forgot it” use case for me \ud83e\udd14<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@slavaakulov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@slavaakulov<\/a>  \u2014 wrist-tap recording for hallway\/walking moments is exactly the gap we keep coming back to. Not shipped yet but very much on our v3.x candidate list<\/p>\n<p>Today the closest path is iOS \u2014 opening Spellar and tapping record is under 2 seconds, but you still have to pull out the phone. Watch obviously kills that friction<\/p>\n<p>Quick one back: would “start + stop from Watch” be enough for your flow, or would you also want a live recording indicator on the wrist \/ Voice Memos integration? Genuinely useful input for how we’d prioritize it \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OT2VX5IW7L4F7E\" class=\"app-title\">Naptick AI<\/a><\/p>\n<div class=\"one-liner\">Al sleep companion that helps fall asleep without struggle<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">419<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Naptick AI\u662f\u4e00\u6b3e\u65e0\u624b\u673a\u64cd\u4f5c\u7684\u667a\u80fd\u5e8a\u5934AI\u7761\u7720\u4f34\u4fa3\uff0c\u901a\u8fc7\u5149\u7167\u7597\u6cd5\u3001\u81ea\u9002\u5e94\u97f3\u666f\u3001\u73af\u5883\u76d1\u6d4b\u3001App\u9501\u5b9a\u548cAI\u7761\u7720\u6559\u7ec3\uff0c\u5e2e\u52a9\u521b\u59cb\u4eba\u548c\u9ad8\u538b\u4eba\u7fa4\u5728\u7761\u524d\u4e3b\u52a8\u6539\u5584\u73af\u5883\u4e0e\u4e60\u60ef\uff0c\u89e3\u51b3\u201c\u7761\u524d\u7126\u8651\u3001\u5237\u624b\u673a\u3001\u5165\u7761\u56f0\u96be\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2ad3c0c-6e90-4745-a42a-57b09bfdaa5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/787249bf-5cd9-4f3f-bdea-f0d1781c5547.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83acb1ce-7ec3-48cc-a792-87c8f190111c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e2c1d39-43d4-4ac2-a704-9f366746150e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1d7ea2b5-1ac0-42b6-ab78-61b94b956904.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a92e2b57-eb3c-48e4-9a0f-f7784aa7d964.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/700bd50b-16bb-466c-a902-4e1ed394d8ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d025bc4-23da-4d6b-8d9b-dd520b913e59.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\/1c6bd1b0-ae91-4c8b-b30e-ca4381f0a72c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2HbdTM04VKc\"><source src=\"https:\/\/youtu.be\/2HbdTM04VKc\" 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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7761\u7720\u4f34\u4fa3<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u786c\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7761\u7720\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u5149\u7167\u7597\u6cd5<\/span><br \/>\n <span class=\"tag\">\u97f3\u666f<\/span><br \/>\n <span class=\"tag\">\u73af\u5883\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">App\u9501\u5b9a<\/span><br \/>\n <span class=\"tag\">AI\u6559\u7ec3<\/span><br \/>\n <span class=\"tag\">\u5e8a\u5934\u8bbe\u5907<\/span><br \/>\n <span class=\"tag\">\u65e0\u624b\u673a\u8bbe\u8ba1<\/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\u91cd\u70b9\u5173\u6ce8\u5176\u65e0\u624b\u673a\u8bbe\u8ba1\u3001AI\u8bed\u97f3\u4ea4\u4e92\u548c\u786c\u4ef6\u53ef\u9760\u6027\u3002\u95ee\u9898\u5305\u62ec\uff1a\u591c\u95f4\u706f\u5149\u662f\u5426\u6270\u7720\uff1f\u7126\u8651\u65f6\u80fd\u5426\u62b5\u6321\u624b\u673a\u8bf1\u60d1\uff1fApp\u9501\u5b9a\u673a\u5236\u5728\u538b\u529b\u4e0b\u662f\u5426\u6709\u6548\uff1f\u5efa\u8bae\u672a\u6765\u63a8\u51fa\u9488\u5bf9\u513f\u7ae5\u7684\u73a9\u5076\u5f0f\u5916\u89c2\u3002\u603b\u4f53\u4e0a\u8ba4\u53ef\u5176\u201c\u4e3b\u52a8\u5e72\u9884\u800c\u975e\u4e8b\u540e\u8ffd\u8e2a\u201d\u7684\u5dee\u5f02\u5316\u5b9a\u4f4d\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 Naptick AI\u5728\u201c\u7761\u7720\u79d1\u6280\u201d\u8fd9\u6761\u62e5\u6324\u8d5b\u9053\u4e0a\uff0c\u6253\u51fa\u4e86\u4e00\u5f20\u6f02\u4eae\u7684\u5dee\u5f02\u5316\u724c\uff1a**\u4e0d\u505a\u88ab\u52a8\u7684\u6570\u636e\u8bb0\u5f55\u4eea\uff0c\u505a\u4e3b\u52a8\u7684\u7761\u524d\u5e72\u9884\u8005**\u3002\u8fd9\u6070\u6070\u662fOura\u3001Whoop\u7b49\u7a7f\u6234\u8bbe\u5907\u4e0e\u624b\u673aApp\u7684\u96c6\u4f53\u76f2\u533a\u2014\u2014\u5b83\u4eec\u64c5\u957f\u544a\u8bc9\u4f60\u201c\u4f60\u6628\u665a\u7761\u5f97\u6709\u591a\u70c2\u201d\uff0c\u5374\u5bf9\u5bfc\u81f4\u4f60\u5931\u7720\u7684\u201c\u7761\u524d\u5237\u624b\u673a\u3001\u7126\u8651\u53cd\u520d\u3001\u73af\u5883\u4e0d\u9002\u201d\u6beb\u65e0\u62db\u67b6\u4e4b\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u6838\u5fc3\u6d1e\u5bdf\u5728\u4e8e\uff1a**\u7761\u7720\u95ee\u9898\u7684\u6839\u6e90\u4e0d\u5728\u5e8a\u4e0a\uff0c\u800c\u5728\u4e0a\u5e8a\u524d\u4e00\u5c0f\u65f6**\u3002Naptick\u5c06\u5367\u5ba4\u91cd\u6784\u4e3a\u4e00\u4e2a\u201c\u53d7\u63a7\u73af\u5883\u201d\uff0c\u7528\u786c\u4ef6\uff08\u5149\u7167\u3001\u97f3\u666f\u3001\u73af\u5883\u4f20\u611f\u5668\uff09\u5efa\u7acb\u7269\u7406\u7ed3\u754c\uff0c\u7528AI\u6559\u7ec3\u63d0\u4f9b\u5fc3\u7406\u5378\u8f7d\u51fa\u53e3\uff0c\u7528App\u9501\u5b9a\u5207\u65ad\u6570\u5b57\u4f9d\u8d56\u3002\u8fd9\u79cd\u201c\u786c\u4ef6+AI+\u884c\u4e3a\u8bbe\u8ba1\u201d\u7684\u7ec4\u5408\u62f3\uff0c\u8fdc\u6bd4\u4e00\u4e2a\u767d\u566a\u97f3App\u6216\u667a\u80fd\u706f\u6ce1\u66f4\u5177\u7c98\u6027\u3002\u5c24\u5176\u70b9\u8d5e\u5176\u201c\u65e0\u624b\u673a\u8bbe\u8ba1\u201d\u2014\u2014\u7269\u7406\u6309\u94ae\u548c\u8bed\u97f3\u4ea4\u4e92\uff08\u65e0\u5524\u9192\u8bcd\uff0c\u9760\u6309\u952e\u6fc0\u6d3b\uff09\u662f\u5bf9\u9690\u79c1\u548c\u7761\u524d\u4e60\u60ef\u7684\u53cc\u91cd\u5c0a\u91cd\uff0c\u76f4\u63a5\u5316\u89e3\u4e86\u201c\u628a\u624b\u673a\u5e26\u8fdb\u5367\u5ba4\u201d\u8fd9\u4e00\u73b0\u4ee3\u7761\u7720\u5934\u53f7\u6740\u624b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u7136\uff0c\u98ce\u9669\u4e5f\u4e0d\u5bb9\u56de\u907f\u3002\u7b2c\u4e00\uff0c\u786c\u4ef6\u7684\u201c\u53ef\u4fe1\u8d56\u201d\u95e8\u69db\u6781\u9ad8\uff1a\u8bbe\u5907\u6b7b\u673a\u3001Wi-Fi\u65ad\u8fde\u3001\u5149\u6c61\u67d3\u63a7\u5236\u5931\u5f53\uff0c\u4efb\u4f55\u4e00\u6b21\u6545\u969c\u90fd\u53ef\u80fd\u8ba9\u7528\u6237\u91cd\u56de\u624b\u673a\u6000\u62b1\u3002\u7b2c\u4e8c\uff0cAI\u7761\u7720\u6559\u7ec3\u7684\u201c\u4eba\u6027\u5316\u201d\u6df1\u5ea6\u5b58\u7591\u2014\u2014\u5982\u679c\u5bf9\u8bdd\u6d41\u4e8e\u6a21\u677f\u5316\uff0c\u7528\u6237\u5f88\u5feb\u4f1a\u5931\u53bb\u65b0\u9c9c\u611f\u3002\u7b2c\u4e09\uff0c\u4ef7\u683c\u4e0e\u6e20\u9053\uff1a\u9762\u5bf9\u51e0\u767e\u5143\u7684\u667a\u80fd\u97f3\u7bb1+\u514d\u8d39App\u7684\u7ec4\u5408\uff0cNaptick\u5fc5\u987b\u7528\u7eaf\u7cb9\u7684\u4f53\u9a8c\u7ea2\u5229\u8bc1\u660e\u5176\u6ea2\u4ef7\u5408\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1a**Naptick\u4e0d\u662f\u5728\u5356\u4e00\u4e2a\u7761\u7720\u5de5\u5177\uff0c\u800c\u662f\u5728\u5356\u4e00\u5957\u201c\u7761\u524d\u4eea\u5f0f\u201d\u7684\u786c\u4ef6\u5316\u89e3\u51b3\u65b9\u6848\u3002** \u5b83\u80fd\u5426\u6210\u4e3a\u5367\u5ba4\u91cc\u7684\u65b0\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u591a\u5927\u7a0b\u5ea6\u8ba9\u7528\u6237\u201c\u65e0\u75db\u6212\u65ad\u624b\u673a\uff0c\u81ea\u7136\u6ed1\u5165\u7761\u7720\u201d\u3002\u65b9\u5411\u5bf9\u4e86\uff0c\u4f46\u6267\u884c\u5bb9\u9519\u7387\u6781\u4f4e\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\">Naptick AI<\/span>\n <\/div>\n<div class=\"comment-content\">Naptick is a smart bedside AI sleep companion designed for founders, professionals, light sleepers, and anyone struggling with nighttime stress or doomscrolling. It combines circadian light therapy, 1000+ adaptive soundscapes, room condition intelligence, app-locking, and an on-device AI sleep coach to help users fall asleep faster and wake up refreshed. Unlike passive sleep trackers, Naptick is built phone-free by design and actively helps improve sleep before the night begins.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt Community, \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m Anubhab, founder of <a href=\"https:\/\/naptick.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Naptick<\/a>. Really excited to finally share what we\u2019ve been building. \ud83d\ude42<\/p>\n<\/p>\n<p>Naptick is an AI sleep companion bringing an agentic era to sleep combining a bedside device, AI sleep coach, circadian light, adaptive soundscapes, distraction app-locking, and room condition intelligence to help people fall asleep faster, not just track sleep after the fact.<\/p>\n<\/p>\n<p><strong>What is Naptick?<\/strong><\/p>\n<\/p>\n<p>Naptick sits next to your bed and helps you build a better evening routine.<\/p>\n<\/p>\n<p>It can check your room conditions, start calming light and sound routines, help you talk through your day with an AI sleep coach, reduce phone distractions, and wake you up gently with light-based cues.<\/p>\n<\/p>\n<p>The goal is simple: <strong>make falling asleep feel effortless<\/strong>.<\/p>\n<\/p>\n<p><strong>The Problem & Our Solution<\/strong><\/p>\n<\/p>\n<p>Most sleep products today are passive.<\/p>\n<\/p>\n<p>They tell you your sleep score in the morning, but they don\u2019t help much at the moment that matters most \u2014 before you fall asleep.<\/p>\n<\/p>\n<p>The real sleep problem is usually not lack of data. It\u2019s late-night scrolling, inconsistent routines, poor room conditions, stress, noise, light, and a mind that refuses to switch off.<\/p>\n<\/p>\n<p>Naptick solves this by turning your bedroom into a guided sleep environment. Instead of saying \u201cyou slept badly,\u201d Naptick helps you take action before the night begins.<\/p>\n<\/p>\n<p><strong>What Makes Naptick Different<\/strong><\/p>\n<\/p>\n<p>Most sleep apps still need your phone at bedtime. Naptick is built to be phone-free by design (the app is mainly for setup and preferences).<\/p>\n<\/p>\n<p>Users can start routines directly from the bedside device, control sound and light physically, talk to an AI sleep coach, and reduce doomscrolling before sleep.<\/p>\n<\/p>\n<p>It\u2019s also not just another white-noise machine or sleep tracker. Naptick brings together the key sleep levers \u2014 light, sound, environment, coaching, routine, and phone discipline \u2014 into one connected bedtime experience.<\/p>\n<\/p>\n<p><strong>Features & Benefits<\/strong><\/p>\n<\/p>\n<p><strong>1. Room condition intelligence: <\/strong>Naptick helps you understand whether your bedroom is actually sleep-ready.<\/p>\n<p><strong>Benefit:<\/strong> Better control over the environment affecting your sleep.<\/p>\n<\/p>\n<p><strong>2. 1000+ adaptive soundscapes: <\/strong>Choose from calming sounds, nature, brown noise, piano, meditation, and more through our licensed content library.<\/p>\n<p><strong>Benefit:<\/strong> Easier wind-down without endlessly searching for the right track.<\/p>\n<\/p>\n<p><strong>3. AI sleep companion: <\/strong>Talk to Naptick before bed to unload your mind, reflect, or get guided support.<\/p>\n<p><strong>Benefit:<\/strong> Helps reduce mental clutter before sleep.<\/p>\n<\/p>\n<p><strong>4. App-locking for distraction-free sleep: <\/strong>Block distracting apps as part of your night routine.<\/p>\n<p><strong>Benefit:<\/strong> Less doomscrolling and stronger bedtime boundaries.<\/p>\n<\/p>\n<p><strong>5. Circadian-inspired lighting: <\/strong>Evening light cues help you wind down, while morning light cues help you wake up gently.<\/p>\n<p><strong>Benefit:<\/strong> Your room starts working with your body\u2019s natural rhythm.<\/p>\n<\/p>\n<p><strong>6. Physical bedside controls: <\/strong>Tap, double tap, rotate, and long press to control sleep routines without picking up your phone.<\/p>\n<p><strong>Benefit:<\/strong> Fewer reasons to bring your phone back into bed.<\/p>\n<\/p>\n<p><strong>Who is Naptick For?<\/strong><\/p>\n<\/p>\n<p>Naptick is for anyone who wants better sleep without adding another complicated wellness habit.<\/p>\n<\/p>\n<p>Especially useful for:<\/p>\n<ul>\n<li>\n<p>Founders and high-performance professionals<\/p>\n<\/li>\n<li>\n<p>People who scroll too much before bed<\/p>\n<\/li>\n<li>\n<p>Parents trying to create calmer nights<\/p>\n<\/li>\n<li>\n<p>Light sleepers<\/p>\n<\/li>\n<li>\n<p>Apple Watch \/ Oura \/ Whoop users who want interventions, not just scores<\/p>\n<\/li>\n<li>\n<p>Anyone trying to build a consistent wind-down routine<\/p>\n<\/li>\n<\/ul>\n<p>(Naptick integrates with wearables to create a stronger feedback loop.)<\/p>\n<\/p>\n<p><strong>Our Ask<\/strong><\/p>\n<\/p>\n<p>We\u2019d love your feedback from the Product Hunt community.<\/p>\n<\/p>\n<p>Please check out Naptick, ask us hard questions, and tell us what would make this a daily bedtime habit for you.<\/p>\n<p>And if better sleep matters to you, we\u2019d love your support today. \ud83d\ude4c<\/p>\n<\/p>\n<p><strong>Try Naptick, pre-book your device here \ud83d\udc49 <\/strong><a href=\"https:\/\/launch.naptick.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/launch.naptick.com\/<\/strong><\/a><\/p>\n<\/p>\n<p>Thank you PH \u2764\ufe0f<\/p>\n<p>AG & Team Naptick<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anubhab_goel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anubhab_goel1<\/a> Congrats on the launch. How do you minimize the light intrusion from the device nightlight? Any science on this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anubhab_goel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anubhab_goel1<\/a> congratulation !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@anubhab_goel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anubhab_goel1<\/a> Nice idea for a product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>After building multiple 0 to 1 products and then scaling them upto 150M+ transactions per month, 220M+ active sessions per month, building Naptick had its own set of learnings – building scalable infra for 24×7 connected hardware devices, ensuring your devices work seamlessly all day and switching b\/w places with multiple wifi networks is seamless unlike most other hardware devices that require rigorous setup after slight move, easiest controls by doing button taps on devices, seamless voice to voice conversations with the device that makes it your preference to use device by voice than by app. Go into a DND mode just by single voice command before drifting off to sleep..<\/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>I work at Isha Foundation, and I think even ashram like ours can adapt to these sleep tech devices for the tourists and visitors who come for the experience from the outside world. Congrats on launching!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ankur_jeswani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ankur_jeswani<\/a> Thank you so much – that genuinely means a lot to hear, especially coming from someone at Isha. I\u2019ve personally spent time at the ashram and attended programs there, so I\u2019ve experienced firsthand how intentional environments can deeply impact rest, awareness, and wellbeing. That philosophy has actually influenced parts of how we think about Naptick as well – using technology not to overwhelm, but to create calmer, more restorative experiences for people coming from constantly stimulated lifestyles. Would love to connect with you soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a founder running more than 7 SaaS companies, I often get thoughts of tasks that are pending for me to be done while I am just heading to bed. \ud83d\ude00 <\/p>\n<p>I guess with this device I can just share all of my pending tasks which come to my mind and then I am going to ask it to remind me tomorrow so that I get it out of my mind while sleeping. <\/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\/@iamanantgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamanantgupta<\/a> Yes Anant, you can offload everything keeping you up at night to the device, before you drift off too sleep. Ask it to remind you about things, just share your pending tasks and it’ll take care of reminding you about those.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I think the most interesting part of this device is that it operates phone free. The contradiction about other sleep tech is they are on your phone which means screen time before bed and right after waking up. Congrats Anubhab, Shilpi and team on shipping Naptick. <\/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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thank you for your support, Himani! We had the same problem with currently availabe sleep tech and created Naptick with the principle of making our bedrooms phone-free and our sleep time distraction-free. If you do need something to interact with before falling asleep or right after waking up (to maybe check the time, log your thoughts etc.), our inbuilt voice assitant can fill in that gap!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Our hardware vision is that sleep needs its own physical AI agent in the bedroom, a companion dedicated entirely to your rest.<\/p>\n<\/p>\n<p>Long term, we see it becoming the control layer for the bedroom: tracking your sleep, understanding your patterns, and taking action across connected IoT devices around you.<\/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>The current design makes it look like a bed side lamp. Do you plan to turn this into a Reddit Snoo-like plushie or perhaps a robot in the near future for kids, teens and young adults?<\/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\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Thank you for your comment, Nas! The current form factor is intentionally designed like a bedside lamp so it can gently deliver sleep-supportive light and sound cues in a familiar way. It also monitors aspects of your sleep environment like temperature, noise, light and air quality, while acting as an AI companion you can talk to about your sleep or anything on your mind.<br \/>We do think more expressive or playful form factors could be interesting in the future, especially for younger users. But for now, we wanted something simple, calming, and accessible across age groups.<\/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\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Hey Nas…good to hear from you…lets connect over email …I am on <a href=\"mailto:anubhab@naptick.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">anubhab@naptick.com<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This phone free design seems intentional. <br \/>BTW, how easy is it to actually fight the urge to grab your phone in the middle of the night if say anxiety kicks in? Does the app-locking still work if you’re stressed?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> yes, the device lets you do app-locking with a single button click on the device and based on how strict you define your constraints of locking we take care of it for you.<\/p>\n<p>love to hear what would be your ideal workflow<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you for noticing that Abdul! It is an intentional design. <br \/>One of our goals is to help our users unlearn the instinct of reaching for their phones, which are often right beside them, as soon as there’s a small break\/awakening in their sleep at night. Instead you can engage in a conversation with the device and prompt it to help you slip back into sleep. You can however unlock your phone in situations where you need to use it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What stands out from a PM lens – the product decisions here actually match the problem:<\/p>\n<\/p>\n<p>Voice instead of screens (because nothing pulls you out of sleep mode faster than a screen). <\/p>\n<p>Hardware at the bedside, not on your wrist (so the companion is <em>there<\/em> in the moment, not three hours later in an app). <\/p>\n<p>An AI that learns your patterns (so the advice gets sharper every week, not staler).<\/p>\n<\/p>\n<p>Most sleep tech treats the night as something to measure. Naptick treats it as something to actually inhabit. That’s a different product entirely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built Naptick because I was tired of being tired !!<\/p>\n<p>The coolest part? It is not just a device. Its your personalized platform with a multi-modal four-model AI stack running under the hood. Sleep patterns + environmental sensors feeding our agent ensemble. The room itself becomes the input<\/p>\n<p>Your Nap Agents are at work while you sleep. They sense the room, run your wind-down, watch the night, and learn what actually gets you to rest. By morning they have already shaped how your next day starts. Sleep that improves itself, night after night. Night 30, your Naptick is genuinely yours.<\/p>\n<\/p>\n<p>Drop your sleep struggles in the comments \ud83d\udc47 AMA on the agents, the hardware, the manufacturing chaos, anything!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>While building Naptick, we were very particular that it be rooted in evidence.<\/p>\n<p>We spent a lot of time studying the existing science around circadian rhythms, sleep health, performance, and health behaviour change, along with evidence-based guidelines on sleep hygiene, bedroom environment, and recovery behaviours, to shape the foundation of the product.<\/p>\n<p>Naptick is designed to help you create an external sleep environment and internal habits that work with your biology, so you can slip into rest at the end of the day with less friction and wake up better prepared for the next one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations <\/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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you so much for supporting us!<\/p>\n<p>Your support really helps us reach more people struggling with sleep and nighttime stress.<\/p>\n<p>Super grateful you took the time. Any feedback is appreciated!<\/p>\n<p><\/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, folks!<\/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\/@j_che\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@j_che<\/a> Congrats to Spellar AI as well! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>With the journaling feature, how does it work? Like, whatever we journal, does it then later reflect into our phones, or how is it captured so that we can revisit it 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\/@divya_kothari1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@divya_kothari1<\/a> yes for anything that you journal the device will have a memory of that and remember that in all the followup conversations. Those notes can also be checked in the app later on at any point in time. <\/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>Combining hardware with AI for sleep is an interesting approach. Is the companion mostly focused on environmental factors like sound\/light, or does it offer interactive guidance?<\/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> yes, it does both – we have guided routines based on different factors that impact you and your sleep – so we help you sleep better even with all that is happening with you and around you.<\/p>\n<p>would love to hear what would you expect from the device as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> What many early users are liking is our voice to voice feature…you may set your reminders, plan your day, dump your thoughts or just talk about the day….The hardware has amazing speakers and mic array to ensure we capture everything you wanna share.<br \/>An important privacy feature we have built is that we dont have a wake word on the device…user tap a button to activate the mics ( No one keeps alexa and google home in bedroom just because of this issue of always listening)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> Great question – it\u2019s actually both. We combine environmental cues like light and sound with <strong>on-device voice interaction<\/strong> to create a more personalised sleep experience. The companion can guide users through calming routines, respond conversationally, and adapt over time based on sleep patterns and habits. The goal is to make sleep support feel more natural and human, not just automated.<\/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>As a founder who often finds myself ‘doomscrolling’ or thinking about backend architecture at 2 AM, this is exactly what I need. The phone-free design is a brilliant move. How did you decide on which ‘circadian light therapy’ patterns to include?<\/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\/@phatysddev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phatysddev<\/a> Thank you for your question, Yodsavee! This is an important feature of the device. <\/p>\n<p>We focused on the fundamentals and designed the device to mimic natural light patterns, which strongly influence our circadian rhythm and overall biology. By default, the device follows a sunrise and sunset protocol. The lighting has also been informed by research on the wavelengths most effective for morning wake-up simulation (brighter white light enriched with blue wavelengths) and evening wind-down (which favors warmer amber and red tones).<\/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 <a href=\"https:\/\/www.producthunt.com\/@krutiparekh16\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"krutiparekh16\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krutiparekh16<\/a> Do you guys have plans to integrate with Apple Watch \/ Oura data beyond just the morning sync?<\/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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> <br \/>Great question \u2014 we actually started Apple watch-only for the first few versions. But pretty quickly, requests started rolling in from folks using [@Oura](<a href=\"https:\/\/www.producthunt.com\/products\/oura\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/oura<\/a>), [@WHOOP](<a href=\"https:\/\/www.producthunt.com\/products\/whoop\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/whoop<\/a>), Garmin, and others \u2014 all asking the same thing: <em>‘my tracker is telling me I didn\u2019t sleep\u2026 now what?’<\/em><\/p>\n<p>So we built for them. <\/p>\n<p>Today we\u2019re integrated with ~95% of wearable users on the planet, and the moment a new request comes in, the team does a fantastic job getting them onboarded too. Honestly, it\u2019s been magical to watch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<pre><code>Oh yeah! How many times in the evening I want to turn on relaxing music on my phone to fall asleep, but I find myself scrolling through my social media feed.\n\nYour project protects me from such things.<\/code><\/pre>\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\/@maria_anosova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_anosova<\/a> Yes exactly! <br \/>It starts with \u201cI\u2019ll just play something relaxing for 5 minutes\u201d and suddenly you\u2019re 47 reels deep at 1:13 AM.<\/p>\n<p>A huge part of Naptick is creating that much-needed shift from phone \u2192 dedicated sleep device, so your brain stops associating bedtime with notifications, feeds, and endless scrolling. Just a calmer space to unwind, listen, breathe, and sleep. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Interesting! There\u2019s a device price plus subscription?<\/p>\n<p>Are there line of sight or proximity requirements? Congratulations on the launch.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Thank you! Yes \u2014 the core experience is available with the device purchase itself, while the subscription is meant for optional premium experiences, deeper AI personalization, and expanded content over time. While there are no strict line-of-sight requirements, for the best experience we recommend placing Naptick within about 2 feet, or roughly arm\u2019s length, from the head of your bed and around eye level for optimal light signals.<\/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\">@shilpi_goel thanks. For someone like me, it won\u2019t work.<\/p>\n<p>I\u2019m not disciplined during my sleep. \ud83d\ude2d<\/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>What’s the microphone policy \u2014 does Naptick listen continuously or only when physically activated?<\/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\/@antonio_manuel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@antonio_manuel1<\/a> Hi Antonio, to protect your privacy, the microphone on Naptick is not always on listening mode. It only activates on double pressing the button on top of the device, after which you can interact with it. You’re also able to turn off the microphone with a touchpoint on the back of the device.<\/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>Will the distraction app locking work if someone manually reinstalls a blocked app during bedtime hours?<\/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\/@andrew_paul11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_paul11<\/a> we take into consideration all the capabilities provided by the OS. <br \/>currently if you re-install locked apps during bedtime, a user would be required to do one action on the app to allow locking the newly installed apps again. Post that the device automatically takes care of the locking 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can the circadian light automatically adjust to seasonal changes in sunset\/sunrise times?<\/p>\n<p><\/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\/@xavier_hernandez2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xavier_hernandez2<\/a> Hey Xavier, great question! Circadian lighting is something we\u2019re working toward in the long run.<\/p>\n<p>Right now, during onboarding, you\u2019ll be prompted to set up routines that work best for your lifestyle and sleep schedule. The device is designed to help maintain consistent sleep routines throughout the year.<\/p>\n<p>In practice, this means you may still use some ambient lighting for activities after sunset and before bedtime. The wind-down routine typically begins 30 to 60 minutes before your planned bedtime, while the wake-up routine starts around 15 to 30 minutes before your desired wake-up time. Hope this helps!<\/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>Can I use my own audio tracks like a meditation app  inside the adaptive soundscapes library?<\/p>\n<p><\/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\/@owen_shaw2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@owen_shaw2<\/a> Great question! We actually have our own curated inbuilt library of 1000+ sounds across sleep, focus, meditation, relaxation, nature sounds, colour noises and more that you can explore and use for your routines. Users can also create their own music using AI prompts, generating soundscapes tailored to their preferences and routines. I think you’d be quite happy with our library if you explore it and may not find the need to link another app to it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This actually looks really usefulllllllll \ud83d\ude2d<br \/>My sleep schedule is so bad these days, so an AI companion that helps you sleep without scrolling or wihtout listening to music for hours on your phone sounds like a good idea.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sairam_n\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sairam_n<\/a> Thank you! We really appreciate the feedback. Naptick is designed to reduce doomscrolling and our reliance on phones at night. In many ways, it\u2019s about taking our nights back from screens that have gradually taken over our bedtime routines.<br \/>Naptick helps you unwind naturally through adaptive soundscapes, sleep-supportive light signals, voice interactions, personalized sleep coaching, and AI-generated moodscapes, all without needing to stay on your screen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The phone-free design is actually what got me \u2014 most sleep apps still need you on your phone which defeats the whole point. The fact that it actively adjusts light and sound based on room conditions instead of just playing white noise is pretty cool. Would love to know how the AI sleep coach personalises 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ananya_pesala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ananya_pesala<\/a> That was exactly one of the biggest motivations behind Naptick. Most sleep apps still depend on the same device that\u2019s often causing the distraction in the first place. We wanted to create a more ambient, phone-free experience that quietly works in the background instead of demanding more screen time.<br \/>And regarding the AI sleep coach – it personalises over time by learning your routines, preferred soundscapes, interaction patterns, and what actually helps you relax and fall asleep better. The experience gradually becomes more adaptive and tailored to you instead of staying one-size-fits-all.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>When I read the tagline “AI sleep companion,” I thought that it was some kind of toy that you can cuddle and sleep with. hahaha But yeah, I think I like the design of the device. It can just comfortably sit next to my bed. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ragsyme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ragsyme<\/a> Hahaha \ud83d\ude42 The idea behind \u201cAI sleep companion\u201d is actually something you can speak with before sleeping – not cuddle\/sleep with. Thanks for liking the design, as it’s been our top priority.<br \/>A big part of Naptick\u2019s philosophy is helping people avoid picking up their phones at night, since screens and endless scrolling have become major sleep distractors. We wanted to create a calmer, voice-first bedside experience that feels supportive without being intrusive.<\/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>What happens if I lose internet  does the bedside device still work locally?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peyton_perez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peyton_perez<\/a> <br \/>In its current form, Naptick needs internet connectivity for the full integrated experience – AI conversations, voice responses, routine personalisation, environment syncing, and the learning loop. If the internet drops, the device does not yet support a full local\/offline experience. But we are actively building offline-friendly functionality, starting with locally storing routines that a user plays frequently, so basic wind-down and wake-up flows can still work more reliably. For now, internet helps Naptick stay connected to your surroundings and deliver the full AI companion experience, but offline reliability is definitely on our roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can the circadian light therapy help with jet lag or shift work sleep disorders specifically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asher_luca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asher_luca<\/a> Thank you for your question. Naptick was specifically designed to help users develop and maintain routines using sleep-supportive lighting. However, it is not intended to function as a bright light therapy device, which may be necessary for managing conditions such as shift-work sleep disorder or jet lag.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work, <a href=\"https:\/\/www.producthunt.com\/@anubhab_goel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anubhab_goel1<\/a> Is the AI sleep coach more like a journaling prompt or a two way conversation?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@barnaby_lloyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barnaby_lloyd<\/a> Thank you! It’s primarily a two way conversation which can also act as a journal where you just share your thoughts before bed and similarly share your subjective sleep experience after you wake up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, Does Naptick require a monthly subscription or are core features one time purchase?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@olivia_bennett7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olivia_bennett7<\/a> Thank you! Naptick\u2019s core experience is designed to work with the one-time device purchase itself – including access to 1000+ adaptive soundscapes, room sensors, sleep routines, voice interactions, app lock feature and personalised relaxation experiences.<\/p>\n<p>We will also offer an optional subscription for premium experiences, expanded AI capabilities, and advanced personalised content for users who want to go deeper.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VU7DEOLLKRGOW4\" class=\"app-title\">Tendem by Toloka<\/a><\/p>\n<div class=\"one-liner\">AI platform to hand off any task to a human expert<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">224<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Tendem\u662f\u4e00\u4e2a\u5c06AI\u4ee3\u7406\u4e0e\u7ecf\u8fc7\u7b5b\u9009\u7684\u4eba\u7c7b\u4e13\u5bb6\u7ed3\u5408\u7684\u6258\u7ba1\u5e73\u53f0\uff0c\u4e13\u4e3a\u89e3\u51b3\u9ad8\u7cbe\u5ea6\u4efb\u52a1\u4e2dAI\u8f93\u51fa\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u9700\u8981\u4eba\u5de5\u9a8c\u8bc1\u4e0e\u5b8c\u5584\u7684\u75db\u70b9\u800c\u8bbe\u8ba1\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/846633dd-3dde-45e5-9e2b-c9edaf928ecc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a009b0d5-48a0-4301-baef-d1dff139057c.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\/6b2a94ed-601a-43da-9ae0-57e22ac71161.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\/61e8b869-2af4-4ba7-a2a4-5cb851b44ff2.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\/02fa9138-f7f1-4ad3-b8ae-afa1d3220cf8.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\/95ed22a2-99a8-4aa5-8ca2-0a1a61add1a2.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Zkg_1JpEcvw?si=OmoHL_B9B_T__PC2\"><source src=\"https:\/\/youtu.be\/Zkg_1JpEcvw?si=OmoHL_B9B_T__PC2\" 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\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI+\u4eba\u5de5\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u6258\u7ba1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u9ad8\u8d28\u91cf\u4ea4\u4ed8<\/span><br \/>\n <span class=\"tag\">\u4e13\u5bb6\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">AI\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u5ba1\u6838<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6807\u6ce8<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u667a\u80fd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3AI\u8f93\u51fa\u201c80%\u5b8c\u6210\u5ea6\u540e\u9700\u81ea\u884c\u4fee\u590d\u201d\u7684\u75db\u70b9\u3002\u4e3b\u8981\u5173\u6ce8\uff1a\u4efb\u52a1\u4e0e\u4e13\u5bb6\u5339\u914d\u673a\u5236\u3001\u5468\u8f6c\u65f6\u95f4\uff08\u5206\u949f\u7ea7\u8fd8\u662f\u5c0f\u65f6\u7ea7\uff09\u3001QA\u6d41\u7a0b\uff08\u4eba\u5458\u4e0eAI\u7684\u53cc\u91cd\u6821\u51c6\uff09\uff0c\u4ee5\u53ca\u80fd\u5426\u66ff\u4ee3Apollo\u3001Clay\u7b49\u5de5\u5177\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 Tendem\u5e76\u975e\u4e00\u6b3e\u6fc0\u8fdb\u7684\u521b\u65b0\u4ea7\u54c1\uff0c\u800c\u662f\u5bf9\u5f53\u524dAI\u5e94\u7528\u56f0\u5883\u7684\u4e00\u6b21\u52a1\u5b9e\u7ea0\u504f\u3002\u5b83\u7cbe\u51c6\u547d\u4e2d\u4e86\u201cAI\u5e7b\u89c9\u201d\u4e0e\u201c\u81ea\u7531\u5e02\u573a\u8d28\u91cf\u6ce2\u52a8\u201d\u4e4b\u95f4\u7684\u5939\u7f1d\u5730\u5e26\uff1a\u7eafAI\u4ee3\u7406\u5728\u6f14\u793a\u4e2d\u60ca\u8273\uff0c\u4f46\u5b9e\u9645\u4ea4\u4ed8\u65f680%\u7684\u5b8c\u6210\u5ea6\u5f80\u5f80\u4f34\u968f\u774020%\u9700\u4eba\u5de5\u6536\u62fe\u7684\u70c2\u644a\u5b50\uff1b\u800c\u81ea\u7531\u804c\u4e1a\u5e73\u53f0\u7684\u4eba\u529b\u6210\u672c\u548c\u9879\u76ee\u7ba1\u7406\u8d1f\u62c5\u53c8\u6d88\u89e3\u4e86\u6548\u7387\u4f18\u52bf\u3002Tendem\u7ed9\u51fa\u7684\u89e3\u6cd5\u662f\u201cAI\u521d\u7b5b+\u4eba\u7c7b\u7ec8\u5ba1\u201d\u7684\u6d41\u6c34\u7ebf\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u4eba\u673a\u534f\u540c\u201d\u4ece\u6982\u5ff5\u56fa\u5316\u4e3a\u53ef\u89c4\u6a21\u5316\u3001\u6309\u6b21\u4ed8\u8d39\u7684\u670d\u52a1\u4ea7\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4e13\u4e1a\u89d2\u5ea6\u770b\uff0cTendem\u6700\u5927\u7684\u62a4\u57ce\u6cb3\u662f\u5176\u6bcd\u516c\u53f8Toloka\u5341\u4f59\u5e74\u4e3a\u524d\u6cbfAI\u5b9e\u9a8c\u5ba4\u6784\u5efa\u201c\u4eba\u5728\u56de\u8def\u4e2d\u201d\u8d28\u91cf\u4f53\u7cfb\u7684\u7ecf\u9a8c\uff0c\u8fd9\u610f\u5473\u7740\u5176\u4e13\u5bb6\u7b5b\u9009\u3001\u4efb\u52a1\u8def\u7531\u548cQA\u673a\u5236\u5177\u5907\u6210\u719f\u7684\u5de5\u4e1a\u5316\u57fa\u7840\uff0c\u800c\u975e\u7b80\u5355\u7684UGC\u64ae\u5408\u3002\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u201cLLM-QA + \u72ec\u7acbHuman QA\u201d\u4e24\u5c42\u8d28\u68c0\u4f53\u7cfb\uff0c\u4ee5\u53ca\u9488\u5bf9\u4e0d\u540c\u4efb\u52a1\u590d\u6742\u5ea6\u7684\u6210\u672c\u8def\u7531\u7b56\u7565\uff0c\u663e\u793a\u51fa\u5176\u5bf9\u201c\u4eba\u673a\u5206\u5de5\u201d\u7684\u6df1\u523b\u7406\u89e3\u2014\u2014\u77e5\u9053\u5728\u54ea\u4e9b\u73af\u8282\u7701\u94b1\uff0c\u54ea\u4e9b\u73af\u8282\u5fc5\u987b\u82b1\u94b1\u7838\u8d28\u91cf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6f5c\u5728\u95ee\u9898\u540c\u6837\u660e\u663e\uff1a3\u523024\u5c0f\u65f6\u7684\u5468\u8f6c\u65f6\u95f4\u5728\u201c\u79d2\u7ea7\u54cd\u5e94\u201d\u6210\u4e3a\u9884\u671f\u7684\u65f6\u4ee3\uff0c\u53ef\u80fd\u5b58\u5728\u7528\u6237\u611f\u77e5\u843d\u5dee\u3002\u6b64\u5916\uff0c\u5982\u4f55\u5728\u4e0e\u4f4e\u6210\u672c\u7eafAI\u5de5\u5177\u548c\u6d77\u91cf\u4f4e\u6210\u672c\u81ea\u7531\u804c\u4e1a\u8005\u7684\u7ade\u4e89\u4e2d\u7ef4\u6301\u5b9a\u4ef7\u4e0e\u8d28\u91cf\u7684\u5e73\u8861\uff0c\u5c06\u662f\u5176\u89c4\u6a21\u5316\u8fc7\u7a0b\u4e2d\u7684\u6838\u5fc3\u6311\u6218\u3002\u672c\u8d28\u4e0a\uff0cTendem\u5356\u7684\u4e0d\u662f\u5de5\u5177\uff0c\u662f\u201c\u786e\u5b9a\u6027\u201d\u3002\u5bf9\u4e8e\u8d22\u52a1\u3001\u6cd5\u52a1\u3001\u533b\u7597\u7b49\u96f6\u5bb9\u9519\u9886\u57df\u7684\u5ba2\u6237\u800c\u8a00\uff0c\u8fd9\u4e00\u5b9a\u4ef7\u53ef\u4ee5\u6210\u7acb\uff0c\u4f46\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u901f\u5ea6\u7684\u65e9\u671f\u521d\u521b\u56e2\u961f\uff0c\u5b83\u9700\u8981\u63d0\u4f9b\u66f4\u5177\u8bf4\u670d\u529b\u7684ROI\u53d9\u4e8b\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\">Tendem by Toloka<\/span>\n <\/div>\n<div class=\"comment-content\">Tendem is a platform where human experts and AI agents complete high-stakes tasks. Submit a task in plain language. AI agents handle the volume. Human experts level up the the final output. What comes back is complete, accurate, and ready to act on. Built by Toloka.ai, a company that has spent more than a decade building human-in-the-loop quality systems for frontier AI labs. Trusted by founders, operators, and AI-native users who need reliable results.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I’m Natalia from the Tendem team at Toloka \ud83d\udc4b<\/p>\n<p><strong>The Problem<\/strong><\/p>\n<p>Builders today have more AI tools than ever, but turning AI output into work you can actually ship is still harder than it should be.<\/p>\n<p>Most options follow one of two flawed approaches:<\/p>\n<p>\u274c <strong>Pure AI agents.<\/strong> Impressive in demos, then miss things, hallucinate, and leave you doing the last 20% yourself.<\/p>\n<p>\u274c <strong>Freelance marketplaces.<\/strong> They work, but quality is a coin flip. You end up project-managing strangers, and the ramp kills the speed advantage.<\/p>\n<p>After watching teams burn hours fixing AI output or chasing freelancers, we built Tendem to actually solve the problem.<\/p>\n<p><strong>How Tendem is Different \ud83d\ude80<\/strong><\/p>\n<p>Tendem is a task delegation platform where AI and vetted human experts work together to deliver verified output, for work pure automation can’t finish.<\/p>\n<p>\u2705 <strong>Backed by Toloka’s expert network.<\/strong> 10,000+ vetted specialists across design, dev, copywriting, research and more \u2014 the same humans who help train the AI models you’re using elsewhere.<\/p>\n<p>\u2705 <strong>AI + human expert in every task.<\/strong> No “AI-only” tier. Every output gets reviewed, corrected, or finished by a vetted human before it ships back to you.<\/p>\n<p>\u2705 <strong>Per-task pricing.<\/strong> Pay for the tasks you send. No seats, no contracts, no committing to volume you don’t have.<\/p>\n<p><strong>Who is this for?<\/strong><\/p>\n<p>If you’re a founder, builder, or small team that’s tired of copy-pasting AI output and thinking “well, now I have to fix this” \u2014 then Tendem is for you. Especially if your work mixes things AI is almost good at with things that absolutely have to land right the first time.<\/p>\n<p>\ud83d\udd17 <strong>Get started today<\/strong>: try Tendem at <a href=\"http:\/\/tendem.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tendem.ai<\/a>. 20$ for our first task is on us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>33<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natalia_mikhailova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_mikhailova<\/a> seriously love AI for how it can pretty much FREE US up so we can focus on more important things<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natalia_mikhailova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_mikhailova<\/a> Tendem sounds like a solid bridge between AI speed and human accuracy especially for work where almost right isn\u2019t enough. Nice idea for shipping reliable outputs. \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\/@natalia_mikhailova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_mikhailova<\/a> it’s pretty daring to be none of the existing categories and becoming one.. I bet the more AI platforms will be heading into this direction of relying more on human-in-the-loop expertise!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For anyone curious about the thinking behind Tendem: we wrote a white paper a while ago covering how Tendem works, the metrics we care about, and how it compares with other AI tools and workflows.<\/p>\n<p>You can check it out here: <a href=\"https:\/\/arxiv.org\/abs\/2602.01119\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/arxiv.org\/abs\/2602.01119<\/a><\/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\/@perrymason\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@perrymason<\/a> I have this paper memorized at this point!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@perrymason\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@perrymason<\/a> “A Human Expert is a professional who adds the kind of reasoning and contextual awareness that models cannot yet provide” – this part is so important to emphasise. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \u2013 I’m Egor, Head of Engineering at Tendem by Toloka. \ud83d\udc4b<\/p>\n<\/p>\n<p>The post you’re reading right now? I asked AI to write it for you.<\/p>\n<\/p>\n<p>And you know what? It was fast and technically fine.<\/p>\n<p>Clean structure, correct grammar, all the usual launch words: \u201cAI-powered,\u201d \u201cseamless,\u201d \u201crevolutionary.\u201d<\/p>\n<p>It was the kind of text that says everything and makes you feel nothing. The kind of post you scroll past before the second sentence.<\/p>\n<\/p>\n<p>And that’s exactly the problem.<\/p>\n<p>AI can produce something that looks finished very quickly. But \u201clooks finished\u201d is not the same as \u201cready to ship.\u201d Real work needs expert judgment, context, human taste, and verification.<\/p>\n<\/p>\n<p><strong>That’s why we built Tendem.<\/strong><\/p>\n<p>Tendem combines AI with vetted human experts. AI handles the fast parts. Humans review, correct, finish, and QA the output before it gets back to you. So if you’ve ever used AI and thought, \u201cCool\u2026 but now I still need to fix this\u201d, Tendem is for you.<\/p>\n<\/p>\n<p>We’re launching our open beta today, and we\u2019d love your support, feedback, and toughest tasks.<\/p>\n<p>Your first $20 task is on us.<\/p>\n<\/p>\n<p>Try Tendem \u2192 <a href=\"http:\/\/tendem.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tendem.ai<\/a><\/p>\n<p>Share feedback in the comments \u2013 we\u2019ll read everything.<\/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\/@elipski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elipski<\/a> well done Yahor, what was the biggest challenge building 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 used to be just a digital marketer. That used to be enough. <br \/>With AI in the game, expectations on marketers grew tenfold. <\/p>\n<p>My clients of the past months wanted someone who could vibecode a whole website from scratch, build a brand design system, create a verified leadlist, set up paid media campaigns, produce video and image ads, and write all kinda organic content. <\/p>\n<p>I became that one person for them, a marketing builder, ’cause they needed speed, no over-explaining and full executional trust. <\/p>\n<p>On my end, it meant hours of advanced AI prompting, setting up Claude Chat, Cowork, Code and Design to work in parallel on Max tier, all while verifying output by Perplexity and humanazing it with Gemini. ChatGPT was there occasionally to support me mentally. <\/p>\n<p>Then I came across Tendem. <\/p>\n<p>Tested it as a founder, and got stunned. I could hand off half of my tasks, and get the final results, ready for my clients’ work. Hours saved on my end. <\/p>\n<p>I first got kinda pissed off at them for making it so easy for users to delegate tasks. Who would need my help then?<\/p>\n<p>Then I decided – I could just very well be part of the team scaling this platform, ’cause it’s straightforward awesome. <\/p>\n<p>Kudos to the team, and so thrilled to be part of this journey!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisisgenya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisisgenya<\/a> The ultimate plot-twist. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One thing I\u2019ve personally been using Tendem for a lot is competitive and market analysis work.<\/p>\n<\/p>\n<p>A surprising amount of useful information still lives across fragmented sources, pricing pages, ads, PDFs, gated content, or places agents struggle to reliably interpret. Having a workflow that combines AI research with human review has been genuinely useful for getting a more complete picture instead of just surface-level summaries.<\/p>\n<\/p>\n<p>Also worth disclosing: I\u2019m one of the people building it, so I\u2019m obviously biased\u2026 but this is genuinely how I use it day-to-day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ddur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ddur<\/a> must have been fun to build \ud83d\ude0e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Natalia and the Tendem team! \ud83d\udc4b<\/p>\n<\/p>\n<p>This hits a real pain point. I\u2019ve lost count of how many times I\u2019ve had to spend an hour cleaning up \u201c95% done\u201d AI output that should\u2019ve been shippable.<\/p>\n<\/p>\n<p>Love the hybrid approach – pure AI agents are great for speed but fall apart on the last mile, and freelance marketplaces are slow to ramp. The \u201cAI + vetted human on every task\u201d model feels like the middle ground that actually gets you to done.<\/p>\n<\/p>\n<p>A couple quick questions:<\/p>\n<p>1. How do you match tasks to the right experts in the 10k+ network? Is it automated based on task type, or is there a human layer there too?<\/p>\n<\/p>\n<p>2. What\u2019s the typical turnaround time for something like a landing page copy + design pass?<\/p>\n<\/p>\n<p>The $20 credit for the first task is a smart way to let people try it without friction. <\/p>\n<\/p>\n<p>Definitely going to test this for some content + research tasks I\u2019ve been putting off. Upvoted \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oreofe_oluwatipin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oreofe_oluwatipin<\/a> Great questions. <br \/>1.Expert matching: it’s both automated and human-layered. An AI-based classifier first analyzes the task and determines the required skills and qualifications, and then the system cross-references expert performance history and quality scores to select the most suitable specialist. In short, it’s automated routing plus QA-backed matching, not manual assignments. <\/p>\n<p>2. For a turnaround, it’s typically between 3 to 8 hours depending on the complexity of the required human effort. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve played with Tendem for a few tasks! Love it, and genuinely happy to see tasks take a bit longer for the human in loop part. Helped me with sales leads, just more precise. Also felt nice to have a handshake with a person <\/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\/@jaryd_hermann1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaryd_hermann1<\/a> Thanks so much, Jaryd \u2014 really glad to hear that! That \u201chandshake with a person\u201d feeling is exactly what we care about: AI speed, but with a human making sure the result is precise, useful, and actually ready to use. Appreciate the support \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaryd_hermann1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaryd_hermann1<\/a> Glad to hear it \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaryd_hermann1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaryd_hermann1<\/a> good results take time indeed. we’re conditioned now to instant AI answers, but are totally ignoring the fact that it takes so much time to validate and finalize them<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch team Toloka \ud83d\udc4f<\/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\/@thepetermick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thepetermick<\/a> Thank you so much! We\u2019re excited to be live on Product Hunt today \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thepetermick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thepetermick<\/a> thanks Peter, we can’t wait to hear how Tendem brings value to your 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thepetermick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thepetermick<\/a> THANK YOU <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can we keep a specific message for the experts, or is the prompt meant for both the human and the AI when we need something specific to verify, for example?<\/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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Great question! Experts see the full client conversation context, along with the specific request the agent sends based on the expert\u2019s specialty.<\/p>\n<p>So if there\u2019s any information you want to make sure the expert definitely sees and verifies, the best approach is to include it directly in the chat<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> At the moment, there isn\u2019t a direct client-to-expert chat. The AI first consolidates the client\u2019s request and starts working on the task, and an expert can be involved when human expertise is needed. If there\u2019s something specific you want the expert to verify, the best way is to include it clearly in the task brief\/prompt, so it becomes part of the context. + The client can also choose to pass the task to an expert when human input is needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Our orchestrator handles everything. We make sure that whatever it is that the human needs to do or know is communicated across, but there is no direct channel of communication. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 honestly the part nobody talks about enough.. ai gets you 80% there and then you spend more time fixing the last 20% than it wouldve taken to just do it yourself. the human expert layer makes sense but how do you handle turnaround time, like is it minutes or hours? because speed is usually the whole reason people use ai in the first place<\/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\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> You\u2019re absolutely right that AI often gets you 80% there \u2014 and the \u201clast 20%\u201d can sometimes take disproportionate effort if you\u2019re polishing it manually.<\/p>\n<p>That\u2019s exactly where the human expert layer comes in, but it\u2019s important to set expectations correctly around speed.<\/p>\n<p>If a task is complex and requires deep expertise, it naturally takes more time because a specialist needs to carefully analyze the details, consider the best approach, and ensure high-quality results. In addition, human experts work in realistic conditions and may take breaks, including rest and sleep, which also affects delivery time. This allows them to maintain focus and accuracy rather than rushing the outcome.<\/p>\n<p>In practice, turnaround time depends on complexity: some requests can be handled in minutes, while more involved ones may take hours. The tradeoff is simple \u2014 you\u2019re not just optimizing for speed, but for getting the \u201clast 20%\u201d done properly, without the usual iteration loop.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Gerat Q. Tendem is slower than a chatbot because we’re doing multi-step work, browsing, writing code, creating files, coordinating across tools\/agents, so it’s not just generating text. We’re really not trying to compete for speed. What we’re trying to win with is accuracy, quality, saving you on tons of back-and-forth+ vetting, briefing freelancers…etc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> It is hours not minutes. Try sending tasks that do not require urgent results such as marketing research, outreach lists and etc. It usually takes less than 30 minutes to find a suitable expert and the whole result in less than 24 hours depending on the task complexity. We see the demand for reliability, not just speed. And I like the idea that while the other expert is working on my task verification, i can do other urgent things=) <\/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>How do you solve QA process, as both humans and AI can maky mistakes (as we all know)? <br \/>If human – it should be expensive, if AI – it subject to hallucinations.<\/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\/@k4black\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@k4black<\/a> You are right \u2014 this is exactly the core challenge when you combine humans + AI.<\/p>\n<p>We solve QA not by relying on a single layer, but with a structured quality assurance system that evaluates both skill and integrity of human experts.<\/p>\n<p>It includes a combination of LLM-based QA and Human QA review, where each delivered task is assessed for accuracy, consistency, and reliability. On top of that, we collect performance data over time and calculate expert scores based on real outcomes.<\/p>\n<p>This continuous evaluation loop helps us maintain quality standards while keeping accountability high across all experts.<\/p>\n<p>So instead of \u201chuman vs AI being imperfect,\u201d it becomes a monitored system where both are checked, measured, and improved over time.<\/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\/@k4black\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@k4black<\/a> so true! We try to get as close as possible with our llm-QA… and the user gets the final say on the results. we have a 100% money-back guarantee. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@k4black\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@k4black<\/a> honest answer \u2014 neither alone works, it has to be layers.<\/p>\n<p>we run automated LLMQA on every output (cheap, scales, catches the obvious class: format, completeness, factual mismatch with the brief). on top of that, HumanQA \u2014 an expert reviewer who’s <em>independent<\/em> from the expert who did the work. that independence is the whole trick: it stops self-rubber-stamping and catches the “sounds right but subtly wrong” class that LLMQA misses.<\/p>\n<p>cost is handled by routing \u2014 high-confidence LLMQA pass ships fast, low-confidence escalates to HumanQA, and a disagreement between layers escalates further. you don’t pay for human eyes when the LLM can confidently approve.<\/p>\n<p>10+ years of Toloka HITL work went into figuring out which layer earns its cost where. happy to nerd out on specifics if anyone wants to dig in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m building out my GTM motion, can Tendem substitute tools like Apollo or Clay for target lists?<\/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\/@cnydeniz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cnydeniz<\/a> that’s what many teams are using it for. Happy to share a promo code and hear your feedback (DM us on twitter\/linkedin) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cnydeniz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cnydeniz<\/a> yeah, lead-list building is one of the cleanest use cases for us. AI does most of the work: query construction, scraping, basic enrichment, but it also fabricates emails, invents companies that don’t exist, or hits a paywall and silently gives up. And an expert on top verifies the rows, fixes the broken ones, and sometimes writes a quick scraper when the agent can’t crack a source (which is itself a skill not everyone has).<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just submitted a research task that’s been on my desk for ages. Excited to see the results, as it’s exactly the kind of thing that requires human judgment to get right. Congrats on the launch!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carolina_escobar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carolina_escobar1<\/a> Thanks a lot for the support and for being part of the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carolina_escobar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carolina_escobar1<\/a> Thank you! looking forward to your feedback on the final draft. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@carolina_escobar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carolina_escobar1<\/a> research punishes shortcuts. needs real expertise, time to actually read sources, and a separate pair of eyes that can spot when an answer <em>sounds<\/em> right but isn’t. on every task the verifier is independent from the person who did the work \u2014 so no self-rubber-stamping<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Really like how Tendem blends AI with vetted experts, it feels like a practical fix for the ‘last 20%’ problem. How do you see this model scaling as teams grow and their needs diversify?<\/div>\n<div class=\"comment-actions\">\n<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> We think it’s the perfect scaling tool. You can always tap into our expert pool when you need them on task basis…it’s taking the AI productivity gains and adding best possible human experts to the mix….but again biased here \ud83d\ude1b <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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> This is exactly the question we obsessed over while building it. The short answer: the expert layer is what makes it flexible. AI alone plateaus \u2014 but a curated expert network that grows and specializes alongside your needs doesn’t. We’ve seen teams start with one task type and expand to five without changing how they work with Tendem. That’s the goal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting how it blends AI with human handoff \u2014 most agent platforms go fully autonomous but knowing when to escalate to a human is actually the harder problem. Curious how it decides the threshold for handoff<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gangam_saai_sree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gangam_saai_sree<\/a> Thank you for the thoughtful comment. Our system decides how\/where human expertise would clearly improve the outcome and routes it there. We let the user know exactly how the expert will add value to the results before launching the task. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@gangam_saai_sree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gangam_saai_sree<\/a> the agent flags where it’s uncertain, and the client makes the actual call on bringing in an expert. that keeps you in control of when humans enter the loop. We’re actively building toward more seamless handoff \u2013 orchestrator routing on its own when confidence drops, but we’re not there yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 honesty here\u2014most agents are impressive in a demo but fall apart on complex, multi-step work. Since you\u2019re using Toloka’s specialists, is the goal for the AI to eventually ‘learn’ from the human corrections on the platform to become more autonomous over time, or is the human-in-the-loop always going to be the core philosophy?”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vanshvardhan_sorte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vanshvardhan_sorte<\/a> what a great and philosophical question. Tendem’s stance is the human-in-the-loop is the core value prop and it’s not a stepping stone to full automation. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vanshvardhan_sorte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vanshvardhan_sorte<\/a> great question \u2014 and one we think about a lot. Honest answer: it depends on the task. Some workflows will become increasingly autonomous as the AI learns from expert feedback. Others \u2014 where judgment, nuance, or real stakes are involved \u2014 will always benefit from a human in the loop. We’re not chasing full autonomy for its own sake. Quality is the goal, not headcount reduction \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>World class team behind it! \ud83e\udef0<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice one, Natalia. The “no AI-only tier” thing is the bit that stuck with me … everyone else treats human review as the upsell, you’re making it the floor. Bold pricing move.<\/p>\n<p>Building in a similar space (AI drafts, human approves before anything ships) so I feel the “last 20%” pain hard. Two things I’m curious about:<\/p>\n<ol>\n<li>\n<p>What’s a typical turnaround look like? Per-task pricing is great until you’re refreshing your inbox wondering where the human is \ud83d\ude05<\/p>\n<\/li>\n<li>\n<p>Does the expert see the AI’s first pass or work blind? I keep going back and forth on this for our own stuff … seeing the draft saves time but sometimes anchors them into the AI’s mistakes.<\/p>\n<\/li>\n<\/ol>\n<p>Good luck today! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tery_emilson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tery_emilson<\/a> We feel you on that! \ud83d\ude05 The typical turnaround is 6\u201336 hours depending on complexity, and you get an email notification when it’s done, so the intended flow is really submit-and-forget rather than wait-and-watch. Simpler tasks (a logo, a data scrape, a short copy pass) often come back in the 3\u20136 hour range. Complex research or multi-step builds take longer, but you’re also not managing a freelancer through it, so the clock runs without you.<\/p>\n<p>On your second question, this is a genuinely interesting design tension and you’ve put your finger on something real. Yes, the expert sees the AI’s first pass. The intent is that it saves time: the AI has already done the research, formatting, and groundwork, so the expert can focus on what actually needs human judgment rather than starting from scratch. For well-defined tasks that works well. For tasks requiring original thinking, the anchoring risk you describe is real, and it’s something we actively think about. <br \/>The honest answer is it’s a tradeoff we’re still calibrating, and we weight it by task type. It’s one of the reasons our QA layer exists: to catch cases where the human just polished the AI’s mistakes rather than genuinely improving on them.<\/p>\n<p>Would love to hear how you’ve been thinking about it for your own setup, sounds like you’ve wrestled 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>How are you making money on this given that the work involves the human learning the context of the job, which isn’t as fast as an LLM, and therefore how are you able to pay the experts fairly, assuming you take a cut?<\/p>\n<\/p>\n<p>A job that doesn’t require much getting-up-to-speed would be better done by an LLM. If it requires strategic thinking, it should be packaged and compensated accordingly.<\/p>\n<\/p>\n<p>Second question, how do do your experts deal with context-switching? If I had to do 20 different freelance jobs a day, I’d get tired, which would make me reduce them to 10, at which point I won’t be making much money, unless they’re full projects, in which case I’d rather go to Upwork or TopTal.<\/p>\n<\/p>\n<p>And what’s special about how you curate quality versus a freelance marketplace? At 10,000 experts, that’s a lot of of competition.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@peter_neyra<br \/>\nHi! These are really fair questions \u2014 appreciate you raising them.<br \/>\nOn making money and paying experts fairly: honestly, you’re right that for small, low-context stuff with low stakes, a pure LLM is usually the better call. I\u2019d agree with that. Tendem is really built for the messier cases: ambiguous or business-specific work, things where mistakes actually matter, specialized domains (design, engineering, marketing, data) where you need real judgment and multi-step execution, not just a generated draft. It’s not trying to replace LLMs for the stuff they’re already good at.<br \/>\nThe way pricing works is we estimate AI and human effort separately \u2014 the human-effort portion is what drives expert compensation. So experts get paid based on the actual work involved, not squeezed through some flat rate. And pricing to the customer reflects scope, complexity, and the level of expertise needed. It’s a valid concern though \u2014 getting this balance right is something we think about a lot.<br \/>\nOn context-switching: that’s a really good point and honestly one of the reasons we designed it the way we did. We’re not throwing 20 micro-gigs a day at people \u2014 that would burn anyone out. Tasks get routed to specialists in their domain, and a lot of these require real ramp-up \u2014 reading through materials, analyzing, iterating. You talk to the agent, and the agent coordinates everything behind the scenes so neither side is dealing with unnecessary overhead.<br \/>\nOn what’s different from Upwork or Toptal: Mainly two things. First, we have a structured QA layer \u2014 LLM-based checks plus human review, with performance tracked over time, so quality doesn’t rest entirely on you picking the right freelancer. Second, you’re not managing experts directly. You give context once in the task, and the agent handles execution and iterations from there. No vetting, no chasing, no juggling multiple people.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Y542HLTRAGPMSR\" class=\"app-title\">Theneo<\/a><\/p>\n<div class=\"one-liner\">The API management platform for humans and agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">204<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Theneo\u63a8\u51faElva\uff0c\u4e3a\u4eba\u7c7b\u4e0eAI Agent\u63d0\u4f9b\u4e00\u7ad9\u5f0fAPI\u8bbe\u8ba1\u3001\u6587\u6863\u3001\u7ba1\u7406\u4e0e\u53ef\u89c2\u6d4b\u5e73\u53f0\uff0c\u89e3\u51b3API\u5728Agent\u8c03\u7528\u573a\u666f\u4e0b\u8bed\u4e49\u4e0d\u6e05\u6670\u3001\u6587\u6863\u8fc7\u65f6\u4e0e\u751f\u4ea7\u5b89\u5168\u4e0d\u53ef\u63a7\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b448eeea-68d1-4f1a-b441-d3adaacdfd34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6361441a-49ed-42b5-827f-1a95b7c1e363.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab915803-1e4c-4b72-bb28-fd410c65bb37.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\/e008c6b0-9e59-4858-9d33-2d09d80bdbd9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/J4PMPXGy0h0\"><source src=\"https:\/\/youtu.be\/J4PMPXGy0h0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Pitch Dubai<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API\u7ba1\u7406\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI Agent\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">API\u6587\u6863\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">API\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u63a5\u53e3\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">API\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7<\/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\u8d4fAPI\u76ee\u5f55\u5ba1\u8ba1\u548cAgent\u5c31\u7eea\u68c0\u67e5\u529f\u80fd\uff0c\u8ba4\u4e3a\u80fd\u53d1\u73b0\u9690\u85cf\u8fc7\u65f6\u7aef\u70b9\u3002\u7126\u70b9\u96c6\u4e2d\u5728\uff1aAgent\u5728\u751f\u4ea7\u4e2d\u7684\u8bed\u4e49\u53ef\u9760\u6027\uff08\u7aef\u70b9\u8bed\u4e49\u6b67\u4e49\u3001\u4e0d\u5b89\u5168\u5de5\u4f5c\u6d41\uff09\u3001\u7248\u672c\u66f4\u65b0\u81ea\u52a8\u89e6\u53d1\u3001\u8ba4\u8bc1\u4e0e\u9650\u6d41\u5982\u4f55\u5904\u7406\uff0c\u4ee5\u53caMCP\u670d\u52a1\u5668\u662f\u5426\u771f\u80fd\u625b\u4f4f\u751f\u4ea7\u7ea7\u538b\u529b\u3002\u5efa\u8bae\u589e\u52a0\u72ec\u7acb\u5ba1\u8ba1\u4ea7\u54c1\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Theneo\u8fd9\u6b65\u68cb\u4e0b\u5f97\u5f88\u51c6\uff0c\u4f46\u98ce\u9669\u4e5f\u4e0d\u5c0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u6838\u5fc3\u6d1e\u5bdf\u5728\u4e8e\uff1aAI\u4e0d\u662f\u53ea\u6539\u53d8\u4e86\u201c\u8c01\u6765\u5199\u6587\u6863\u201d\uff0c\u66f4\u5173\u952e\u7684\u662f\u6539\u53d8\u4e86\u201c\u8c01\u6765\u8bfb\u6587\u6863\u201d\u3002\u5f53Agent\u5f00\u59cb\u6279\u91cf\u8c03\u7528API\uff0c\u4f20\u7edf\u9488\u5bf9\u4eba\u7c7b\u9605\u8bfb\u8005\u4f18\u5316\u7684\u6587\u6863\u4f53\u7cfb\uff08\u63cf\u8ff0\u6027\u6bb5\u843d\u3001\u6a21\u7cca\u7684\u72b6\u6001\u7801\u3001\u4e0d\u5f3a\u8c03\u5e42\u7b49\u6027\uff09\u77ac\u95f4\u5931\u6548\u3002Elva\u8bd5\u56fe\u4ece\u201cAgent\u53ef\u8bfb\u6027\u5ba1\u8ba1\u201d\u5207\u5165\uff0c\u627e\u5230\u201c\u6587\u6863\u5b58\u5728\u4f46\u8bed\u4e49\u9677\u9631\u591a\u201d\u8fd9\u4e00\u663e\u6027\u75db\u70b9\uff0c\u975e\u5e38\u6709\u6740\u4f24\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u8b66\u60d5\u7684\u662f\uff0c\u76ee\u524d\u8bc4\u8bba\u533a\u5bf9MCP\u751f\u4ea7\u7ea7\u5b89\u5168\uff08\u8ba4\u8bc1\u3001\u9650\u6d41\u3001\u51ed\u8bc1\u96f6\u5b58\u50a8\uff09\u7684\u56de\u5e94\u4ecd\u662f\u201c\u8bbe\u8ba1\u627f\u8bfa\u201d\u800c\u975e\u201c\u5927\u89c4\u6a21\u9a8c\u8bc1\u201d\u3002API\u7ba1\u7406\u7684\u6700\u5927\u75db\u70b9\u6c38\u8fdc\u662f\u53d8\u66f4\u7ba1\u7406\u548c\u7248\u672c\u517c\u5bb9\u2014\u2014\u591a\u4e2aAgent\u5e76\u884c\u8c03\u7528\uff0c\u4e00\u4e2aAPI\u7684\u975e\u517c\u5bb9\u6027\u66f4\u6539\u4f1a\u5bfc\u81f4\u8fde\u9501\u6545\u969c\u3002\u4ea7\u54c1\u76ee\u524d\u5f3a\u8c03\u81ea\u52a8\u66f4\u65b0\u6587\u6863\u548c\u901a\u77e5\uff0c\u4f46\u201c\u901a\u77e5\u201d\u4e0d\u7b49\u4e8e\u201c\u7248\u672c\u9694\u79bb\u201d\uff0c\u4e5f\u6ca1\u6709\u516c\u5e03\u591a\u73af\u5883\u5206\u6cbb\u6216AB\u6d4b\u8bd5\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ef7\u503c\u4e0d\u5728\u201c\u5e2eAPI\u53d8\u597d\u201d\uff0c\u800c\u5728\u201c\u5e2eAPI\u53d8\u2018\u5b89\u5168\u2019\u201d\u3002Elva\u66f4\u7cbe\u51c6\u7684\u5b9a\u4f4d\u5e94\u662f\u201cAPI\u7684Agent\u5b89\u5168\u62a4\u680f\u201d\u800c\u975e\u5355\u7eaf\u7684\u6587\u6863\u5de5\u5177\u3002\u771f\u6b63\u80fd\u8ba9\u5b83\u98a0\u8986Postman\u3001Swagger\u7684\uff0c\u662f\u5bf9Agent\u8c03\u7528\u884c\u4e3a\u7684\u4e8b\u524d\u9884\u9632\u548c\u4e8b\u540e\u6eaf\u6e90\uff0c\u800c\u975e\u53c8\u4e00\u4e2aAI\u7f8e\u5316\u6587\u6863\u7684\u58f3\u5b50\u3002\u5173\u952e\u5728\u4e8e\uff1a\u80fd\u5426\u5728\u201c\u5efa\u8bae\u4f18\u5316\u201d\u548c\u201c\u81ea\u52a8\u5316\u4fee\u590d\u201d\u4e4b\u95f4\uff0c\u5f62\u6210\u95ed\u73af\uff0c\u5426\u5219\u4ecd\u9003\u4e0d\u51fa\u201c\u667a\u80fd\u62a5\u544a+\u624b\u52a8\u6539\u201d\u7684\u8001\u8def\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\">Theneo<\/span>\n <\/div>\n<div class=\"comment-content\">The all-in-one platform to design, document, manage, and observe your APIs. Built for the developers shipping them, the customers integrating them, and the agents now calling them at scale.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Ana here, co-founder of Theneo.<\/p>\n<p>A quick note on why this launch matters to us personally.<\/p>\n<p>When we started Theneo, we made one bet: AI was going to change how APIs get documented. We were right, but we underestimated the second half of that bet. AI didn’t just change how docs get written. It changed who calls APIs in the first place.<\/p>\n<p>Over the past 18 months, our customers have shown us things we couldn’t have predicted. Fintechs watching agents hit their endpoints in ways no human ever would. Engineering teams spending weeks hand-rolling MCP servers that crash in production. PMs realizing their API catalog was last updated two years ago and nobody knows what half the endpoints do anymore.<\/p>\n<p>Elva is what came out of those conversations.<\/p>\n<\/p>\n<p>A few things I’d love your honest take on:<\/p>\n<ol>\n<li>\n<p>Does the agent-readiness audit actually surface things you didn’t know about your own APIs? (I’m hoping yes. Push back if no.)<\/p>\n<\/li>\n<li>\n<p>The production-grade MCP claim is bold. Try it on a real repo and tell me where it breaks.<\/p>\n<\/li>\n<li>\n<p>What’s missing that would make you replace your current API client tomorrow?<\/p>\n<\/li>\n<\/ol>\n<p>I’ll be in the comments all day. The harder the question, the better.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ana_robakidze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ana_robakidze<\/a> 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ana_robakidze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ana_robakidze<\/a> Most \u201cAI-ready API\u201d tooling today focuses on generating MCP servers or improving documentation structure. But in real production systems, the harder problem is usually semantic reliability; agents misunderstanding endpoint intent, abusing edge-case workflows, or creating unexpected call patterns that technically validate but operationally break assumptions.<\/p>\n<\/p>\n<p>How does Elva think about that layer?<\/p>\n<\/p>\n<p>For example:<\/p>\n<ol>\n<li>\n<p>detecting endpoints that are syntactically documented but semantically ambiguous<\/p>\n<\/li>\n<li>\n<p>identifying workflows that are unsafe for autonomous agents<\/p>\n<\/li>\n<li>\n<p>surfacing hidden coupling\/dependencies between endpoints<\/p>\n<\/li>\n<li>\n<p>preventing agents from succeeding technically while failing logically<\/p>\n<\/li>\n<\/ol>\n<p>I\u2019m asking because the gap between \u201ccallable by an agent\u201d and \u201csafe\/reliable for agents in production\u201d feels much larger than most teams realize.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the api catalog audit is a smart angle.. most companies have no idea half their endpoints are outdated until something breaks in production. curious how theneo handles versioning tho, like when an api changes does it auto update the docs or does someone still need to trigger that manually<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> yessss, that was one of my number one requirement for our latesst agent. It automatically updates the API catalog, APi testings, MCP, api doc, and changelog, also notifies all the stakeholders. And for those that have API contracts, it lets notify correct shareholders about the updates. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 lot of API tools feel overwhelming unless you\u2019re technical, so I like the focus on making API management easier for both builders and users<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Thank you! We built Theneo so that everyone on the team – whether technical or non-technical – can contribute to and work without feeling lost. At the same time, we put a big emphasis on making the docs easy to read and navigate, not just for human users but also for AI agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thank you! We built Theneo so that everyone on the team – whether technical or non-technical – can contribute without feeling lost. At the same time, we put a big emphasis on making the docs easy to read and navigate, not just for human users but also for AI 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the API catalog audit feature. When you are an early stage startup this is one of the hardest thing!<\/p>\n<\/p>\n<p>Do you offer that as a standalone product in itself. \ud83d\ude42<\/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>Hey Ana, congrats on shipping. The framing … “it’s not just how docs are written, it’s who’s reading them now” … is the most interesting thing in this post. Most API doc tools are still optimizing for humans skimming on a Tuesday afternoon.<\/p>\n<p>Two questions on the agent-readiness audit:<\/p>\n<ol>\n<li>\n<p>What does “agent-readable” actually mean in your audit? Is it stuff like consistent error shapes and idempotency hints, or are you scoring something fuzzier?<\/p>\n<\/li>\n<li>\n<p>When an agent hits an endpoint “in ways no human ever would” … what does that look like in practice? Curious whether it’s pathological retry loops, weird param combinations, or something else entirely. Feels like a goldmine of edge cases nobody documents.<\/p>\n<\/li>\n<\/ol>\n<p>Good luck with the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>As someone who deals with complex API integrations, the idea of an ‘agent-readiness audit’ is huge. It\u2019s one thing to have docs for humans, but another entirely to have them structured for an autonomous agent. Does Elva suggest specific schema improvements, or does it try to wrap the existing mess into a more ‘consumable’ MCP layer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vanshvardhan_sorte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vanshvardhan_sorte<\/a> Great question! Thanks for your comment. Elva does both – it doesn’t just suggest schema improvements but also recommends broader API design improvements to make your APIs truly agent-ready. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Yayyyyyyyy! I\u2019m so happy to see this launch. \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<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\/@tessak22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tessak22<\/a> Thank you so much for your support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Claiming production-grade MCP (Model Context Protocol) servers is definitely a bold swing! Most of the ones I\u2019ve seen are basically toy projects. How do you handle authentication and rate-limiting when spinning these up directly from a repo? <a href=\"https:\/\/www.producthunt.com\/@mariam_lekveishvili1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mariam_lekveishvili1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mariam_lekveishvili1<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> Thanks for your comment! Fair skepticism. A lot of MCP servers today are basically demo code with hardcoded API keys. In our case, generating from a repo or OpenAPI spec only produces the tool interface. Authentication, execution, rate limiting, and observability all run through the hosted runtime layer, not the generated server code itself.<br \/>Credentials are handled with a zero-storage approach: we don’t persist raw API secrets, and agents don’t receive them directly. The runtime injects credentials only at execution time, strips sensitive headers\/bodies from telemetry, and scopes rate limits per workspace by default, with optional per-client quotas on top.<br \/>The big goal is making MCP servers production-safe by default, instead of every team reinventing auth, isolation, and abuse protection around generated tooling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Designing APIs for AI consumption is a very specific challenge. How does Theneo help with auto-generating documentation that agents can actually parse effectively?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> Great question, so while theneo does the auto generated api docs, Elva in this case helps with API management, where it will scan your repo, output api catalog, and outline how well they are designed for AI, what are the issues, what can be fixed quickly, and then after MCP is launched also gives you more insights how they are actually being used and how it can be improved. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FVNJIU4JR4VBWS\" class=\"app-title\">Causo for Fundraising<\/a><\/p>\n<div class=\"one-liner\">Pitch the right VCs, skip the grind<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">169<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Causo\u662f\u4e00\u4e2aAI\u9a71\u52a8\u7684\u878d\u8d44\u52a9\u624b\uff0c\u901a\u8fc7\u5b9e\u65f6\u66f4\u65b0\u7684VC\u6570\u636e\u5e93\u548c\u81ea\u52a8\u5316\u90ae\u4ef6 outreach\uff0c\u5e2e\u52a9\u521b\u59cb\u4eba\u81ea\u52a8\u5339\u914d\u5408\u9002\u7684\u6295\u8d44\u4eba\u5e76\u53d1\u9001\u4e2a\u6027\u5316\u63a8\u9500\u90ae\u4ef6\uff0c\u89e3\u51b3\u878d\u8d44\u4e2d\u624b\u52a8\u7814\u7a76\u3001\u5b9a\u5411\u548c\u6c9f\u901a\u7684\u4f4e\u6548\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a945c69-5de6-4b23-96d1-d46a86fa7924.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d49852b-8cf9-4d38-ba68-307275aecfcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e202e04c-4586-4b16-807c-e32af88ecdfc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fd8cee6-aef8-4385-b077-88a530e12fae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9808d51-f155-4bad-b852-e3d3c3bd1b60.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\/91aa7a33-4c25-443d-ac50-d1b86447c1dc.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/8c4563490b9f4446baf1d0bb98c9a8ad\"><source src=\"https:\/\/www.loom.com\/share\/8c4563490b9f4446baf1d0bb98c9a8ad\" 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\">Venture Capital<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u878d\u8d44<\/span><br \/>\n <span class=\"tag\">VC\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u8005\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5916\u8054<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u878d\u8d44\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u51b7\u542f\u52a8<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u670d\u52a1<\/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\u51b3\u201c\u624b\u52a8\u7814\u7a76VC\u201d\u548c\u201cAI\u5e7b\u89c9\u201d\u75db\u70b9\uff0c\u79f0\u8d5e\u5b9e\u65f6\u6570\u636e\u5e93\u5237\u65b0\u548c\u4e2a\u4eba\u5316\u90ae\u4ef6\u8d28\u91cf\u3002\u95ee\u9898\u96c6\u4e2d\uff1a\u4f55\u65f6\u96c6\u6210LinkedIn\u5916\u8054\uff1f\u80fd\u5426\u8ffd\u8e2aVC\u56de\u590d\u540e\u7684\u60c5\u611f\u4fe1\u53f7\uff1f\u5982\u4f55\u907f\u514d\u90ae\u4ef6\u8fdb\u5783\u573e\u7bb1\uff1f\u5f53\u524d\u7b54\uff1a\u90ae\u4ef6\u4e3a\u4e3b\uff0c\u60c5\u611f\u5206\u6790\u548cCRM\u6574\u5408\u5728\u8def\u7ebf\u56fe\u4e2d\uff1b\u53d1\u4fe1\u4f7f\u7528\u4e2a\u4eba\u90ae\u7bb1\uff0c\u6709\u53d1\u9001\u91cf\u6307\u5357\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 Causo\u8e29\u4e2d\u4e86\u521b\u59cb\u4eba\u878d\u8d44\u4e2d\u201c\u4fe1\u606f\u4e0d\u5bf9\u79f0\u201d\u4e0e\u201c\u91cd\u590d\u52b3\u52a8\u201d\u7684\u53cc\u91cd\u75db\u70b9\uff0c\u4ea7\u54c1\u903b\u8f91\u624e\u5b9e\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u751f\u6210\u90ae\u4ef6\u201d\u8fd9\u4e2a\u5671\u5934\uff0c\u800c\u5728\u4e8e\u201c\u5b9e\u65f6\u66f4\u65b0\u7684\u5408\u4f19\u4eba\u7ea7VC\u6570\u636e\u5e93\u201d\u2014\u2014\u8fd9\u662f\u5927\u90e8\u5206LLM\u65b9\u6848\u65e0\u6cd5\u903e\u8d8a\u7684\u62a4\u57ce\u6cb3\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u5e7b\u89c9\u201d\u7684\u75db\u9a82\u4e0e\u5bf9\u201c\u5b9e\u65f6\u6027\u201d\u7684\u8ffd\u95ee\uff0c\u6070\u6070\u8bc1\u660e\u4e86\u8fd9\u4e00\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5f62\u6001\u4e0a\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u201c\u667a\u80fd\u5316\u7684SDR\uff08\u9500\u552e\u5f00\u53d1\u4ee3\u8868\uff09\u201d\u66ff\u4ee3\uff0c\u628a\u878d\u8d44\u4e2d\u6700\u7e41\u7410\u7684\u201c\u627e\u4eba\u3001\u8c03\u7814\u3001\u5199\u7b2c\u4e00\u5c01\u90ae\u4ef6\u201d\u81ea\u52a8\u5316\uff0c\u8ba9\u521b\u59cb\u4eba\u56de\u5f52\u4ea7\u54c1\u4e0e\u5ba2\u6237\u3002\u4ece\u5df2\u6709\u7528\u6237\u53cd\u9988\uff0818\u5bb6\u57fa\u91d15\u5468\u83b74\u4e2a\u4f1a\u8bae\uff09\u770b\uff0c\u51b7\u542f\u52a8\u6548\u679c\u4e0d\u9519\uff0c\u8bc1\u660e\u5339\u914d\u8d28\u91cf\u5e76\u975e\u5671\u5934\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8b66\u60d5\uff1a\u4e00\u662f\u90ae\u4ef6\u4e3a\u4e3b\u7684\u5929\u82b1\u677f\u660e\u663e\uff0cLinkedIn\u7b49\u6e20\u9053\u7684\u7f3a\u5931\u4f1a\u9650\u5236\u89e6\u8fbe\u6df1\u5ea6\uff0c\u7279\u522b\u662f\u5bf9\u770b\u91cd\u79c1\u5bc6\u5173\u7cfb\u7684\u65e9\u671f\u6295\u8d44\u4eba\uff1b\u4e8c\u662f\u201c\u5b9e\u65f6\u6570\u636e\u5e93\u201d\u4f9d\u8d56\u516c\u5f00\u6570\u636e\u6e90\uff0c\u5408\u4f19\u4eba\u79d8\u5bc6\u79bb\u804c\u6216\u57fa\u91d1\u7b56\u7565\u53d8\u5316\u7b49\u201c\u6697\u4fe1\u606f\u201d\u53ef\u80fd\u9057\u6f0f\uff1b\u4e09\u662f\u5916\u8054\u6548\u679c\u9ad8\u5ea6\u4f9d\u8d56\u521b\u59cb\u4eba\u81ea\u8eab\u516c\u53f8\u8d28\u91cf\u4e0e\u8d5b\u9053\u70ed\u5ea6\uff0c\u201c\u8df3\u8fc7\u82e6\u52b3\u201d\u4e0d\u7b49\u4e8e\u201c\u8df3\u8fc7\u529f\u52b3\u201d\uff0cCauso\u662f\u653e\u5927\u5668\u800c\u975e\u521b\u9020\u8005\u3002\u540e\u7eed\u80fd\u5426\u901a\u8fc7\u6784\u5efaVC\u53cd\u9988\u95ed\u73af\u3001\u63d0\u5347\u6295\u540e\u5339\u914d\u7684\u5f52\u56e0\u80fd\u529b\uff0c\u5c06\u662f\u5176\u4ece\u201c\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5e73\u53f0\u201d\u7684\u5173\u952e\u3002\u76ee\u524d\u6765\u770b\uff0c\u5bf9\u4e8e\u79cd\u5b50\u8f6e\u5230A\u8f6e\u7684\u521b\u59cb\u4eba\uff0c\u8fd9\u662f\u4e00\u7b14\u503c\u5f97\u5c1d\u8bd5\u7684\u65f6\u95f4\u6295\u8d44\uff0c\u4f46\u522b\u671f\u5f85\u5b83\u66ff\u4ee3\u4f60\u4e0e\u6295\u8d44\u4eba\u9762\u5bf9\u9762\u559d\u7684\u90a3\u676f\u5496\u5561\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\">Causo for Fundraising<\/span>\n <\/div>\n<div class=\"comment-content\">90% of startups die from no money, not bad products. Causo’s AI agents find matching investors and email them for you while you ship. Upload your deck or website, get matched with specific partners at relevant VC funds, send your pitch. All on autopilot. Let our raccoons do the work while you ship product and talk to customers.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH, I’m Dawid: I’m a serial (exited) founder who’s raised \u00b1$80 million in venture funding and it was NOT fun. Causo is the tool I wish I had when fundraising:<\/p>\n<p>-save hours hours hours on manually finding and researching the right VC funds and the right person to reach at that fund<br \/>\n-crafting the perfect email<br \/>\n-monitoring email campaigns<br \/>\n-getting disappointed when low replies<\/p>\n<p>It’s time to automate this process. At the same time, just prompting Claude to ‘find me perfect vcs for my raise pls don’t hallucinate’ doesn’t cut it. Causo runs on a massive, live-enriched database of VCs, down to individual team members. We live research and update recent fundraises, portfolio investments, and backgrounds of investors.<\/p>\n<p>All you need to do is plug in your deck, and let our agents do the work.<\/p>\n<p>Hope you raise tons of monies with Causo! \ud83e\udd9d<\/p><\/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\/@dawid_baranowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_baranowski<\/a> <\/p>\n<p>Love that you called out the claude\/chatgpt hallucination problem. i\u2019ve had ai ‘find’ me vcs that haven’t existed since 2018. having a live-enriched database down to the individual partner level is the only way this actually works. rooting for #1 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\/@dawid_baranowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_baranowski<\/a> Congrats on the launch Dawid. I love the “don’t hallucinate” comment \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>Cool new launch guys. I like the free investors database – I’m not quite ready to raise. How often do you refresh the vc info?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mike_hill7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_hill7<\/a> Hey Mike – Causo is powered by lots of very busy AI agents that scour the open internet for updates about VCs. The database get updated daily: recent fundraises by VCs, notable portfolio investments, and news down to the individual partner level. <\/p>\n<p>Once you upload your deck and website, we use the VC info to match you with the right partners at funds that are most likely to invest in companies like yours \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_hill7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_hill7<\/a> Thnx Mike! Happy to see you here again!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH – Ivan here.<\/p>\n<p>Fundraising today is still painfully manual:<br \/>finding the right funds, figuring out the right partner, writing outreach, tracking replies… repeat for months.<\/p>\n<p>We built <a href=\"https:\/\/www.causo.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Causo<\/a> to automate the entire workflow.<\/p>\n<p>Upload your deck, and Causo\u2019s agents:<\/p>\n<ul>\n<li>\n<p>find relevant investors<\/p>\n<\/li>\n<li>\n<p>identify the right people at each fund<\/p>\n<\/li>\n<li>\n<p>research them using live data<\/p>\n<\/li>\n<li>\n<p>craft personalized outreach<\/p>\n<\/li>\n<li>\n<p>monitor campaigns and replies<\/p>\n<\/li>\n<\/ul>\n<p>No stale VC databases. No hallucinated matches. Just targeted fundraising outreach that actually saves founders time.<\/p>\n<p>Would love your feedback \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the honesty … “$80M raised and it was NOT fun” is the most relatable founder line I’ve read this week \ud83d\ude05<\/p>\n<p>The bet on a live-enriched DB vs prompting an LLM is the right one. LLMs confidently pitching you to partners who left the fund 18 months ago is a real failure mode.<\/p>\n<p>Two questions:<\/p>\n<ol>\n<li>\n<p>How fresh is “live”? If a partner moved firms last Tuesday, when does Causo know?<\/p>\n<\/li>\n<li>\n<p>Does it learn from outcomes … e.g. if a thesis-match looked perfect on paper but the partner ghosted three founders in a row, does that signal feed back into ranking?<\/p>\n<\/li>\n<\/ol>\n<p>Rooting for the raccoon \ud83e\udd9d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tery_emilson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tery_emilson<\/a> Hey Tery, appreciate your kind words! And thank you, we try to be direct – much inspiration from PostHog for our voice and branding. <\/p>\n<p>To your points, <\/p>\n<p>1. We tend to catch news on a same day basis, so the scenario of someone leaving a firm should be caught on the same day it’s made public – this is the only caveat. We do rely on public data sources (and some private databases), so any moves made in full stealth might be caught not in real time.<br \/>2. This is a great point. Currently, we don’t yet track things that happen after a VC’s initial reply. In the near future, we want to track sentiment of replies (positive or negative, which will improve founders’ campaigns), and if\/when we start ingesting info about founder-VC interactions downstream of outreach, we could also potentially inform scoring. A real world concern that comes to mind is what we mean by ghosting a founder: did the VC stop replying because something was not to their liking in their conversation (VCs are feeble beasts and whether you get a reply or not can also depend on your own company and product); or did the VC commit to something, but not pull through on their commitment? This particular bit sounds like it would need more thought from us and we haven’t gotten to this exact point yet \ud83d\ude42<\/p>\n<p>Thanks again for your support, it means the world!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this hits home. fundraising outreach is basically the same problem as b2b outreach — matching the right person, right message, right timing. curious how you handle personalization at scale without sounding generic<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nossa_iyamu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nossa_iyamu<\/a> Appreciate you! About emails: it’s basically context-dependent. We gather tens of datapoints as well as qualitative info about every VC team member, and asks users to upload their deck and website, as well as provide details about their raise – any interesting highlights, traction, etc. The more context our agents have, the richer and more distinct emails they can write \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nossa_iyamu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nossa_iyamu<\/a> thank you very 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>Taking a deck and turning it into an end-to-end outreach campaign is a perfect use case for multi-step agents. Since Causo is monitoring the campaigns, I’m wondering how it handles the data logging. Does it integrate directly with CRMs like Salesforce to log these touchpoints, or does it act as a standalone dashboard for the raise?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vanshvardhan_sorte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vanshvardhan_sorte<\/a> Great question! As of today, we map replies from VCs to emails – and hand it over to the user to continue the conversation. Sentiment mapping (automatically analyzing if the reply was positive or negative and feeding that into improving future emails) as well as CRM integrations are roadmap items in the Soon bucket \ud83d\ude42<\/p>\n<p>Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks really interesting. I’ve spent hours on VC research in the past. Curious if you’re adding linkedin outreach soon? That’s where I’ve had a lot of success in the past, it seems you’re email only for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rickybobby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rickybobby<\/a> Hi Richard, thanks a lot! Indeed for now we’re doing email cold outreach – Linkedin is a little bit more complex when managed with agents as there are some dependencies with inmails, adding connections, and your account limits – so one needs to be careful to execute it correctly. It’s definitely a roadmap item. In the meantime you can find linkedin details of the VCs in our database in the product \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rickybobby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rickybobby<\/a> Hey Richard! Thank you very much! <\/p>\n<p>Definitely, working on it already but there are a lot of obstacles when trying to work with linkedin :\/<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 AI automation founders actually need. Researching VCs manually is exhausting \ud83d\ude05 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\/@j_che\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@j_che<\/a> Thanks a lot! I know the pain firsthand. Glad it resonated \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<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> thank you for the kind words! Appreciate 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><a href=\"https:\/\/www.producthunt.com\/@dawid_baranowski\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dawid_baranowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_baranowski<\/a> <a href=\"https:\/\/www.producthunt.com\/@ivan_sem\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ivan_sem\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivan_sem<\/a> Congrats on the launch \ud83d\ude80 How do you handle the relevance signal? Does Causo match on stage + sector only, or does it factor in things like check size, recent deal activity, or thesis alignment? Building an investor list right now for pre-seed and \u201cmatch quality\u201d is the hardest part.\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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>  <a href=\"https:\/\/www.producthunt.com\/@francesco2689\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francesco2689<\/a> Hey Francesco, thanks! <\/p>\n<p>We do matching in two ways:<\/p>\n<p>-stage + sector + geography fit as 1st pass: filters out investors that aren’t active at the right stage or in the right category, passes the ones active<br \/>-alignment scoring as 2nd pass: agents score all the matched funds by closeness of fit, looking at recent activity, thesis alignment, recent raises, etc<\/p>\n<p>It’s a tricky question in the real world: some VCs will invest in a company of a certain kind and look to write more similar checks; others prefer to bet on a single company in a given niche. <a href=\"https:\/\/www.producthunt.com\/@ivan_sem\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ivan_sem\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivan_sem<\/a> spent years working as a VC and I’m from the other side of the table, so we tried to create a product that reflected our lived experience in the sector and best practices \ud83d\ude42<\/p>\n<p>We have a 50% off for the 1st month offer on the launch – do feel free to give Causo a spin and see what matches we find \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\/@dawid_baranowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_baranowski<\/a>  <a href=\"https:\/\/www.producthunt.com\/@francesco2689\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francesco2689<\/a> Good question, this is the part we obsess over tbh.<\/p>\n<p>Stage and sector are just the floor. On top we factor in geo, check size fit, recent investments, social posts, podcast and interview appearances, website signals. Basically if it’s on the internet we try to find it. Partner-level is where the real signal hides, a fund can look perfect on paper but one partner is writing this quarter and another hasn’t done a deal in 18 months, or not touching a certain space.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Now this one is interesting and one of few projects I would personally you. I understand the startup side of the project but what about investor side. Is it cold outreach from their point of view or they also have Causo account and are reviewing matches directly on the platform?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Appreciate you! For now, this is cold outreach – an investor side platform is definitely a cool idea, but probably one we could think at much larger scale, as the product would only be interesting when there’s a large enough critical mass of VCs onboarded. Right now, we’re aiming to help smaller teams get their checks \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, guys, you’re shipping faster than Anthropic \ud83d\ude02<br \/>Btw how do you avoid these emails getting into spam folder?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nelly_orlova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nelly_orlova<\/a> the power of two people, a lot of agents, and enough caffeine to alarm a cardiologist :)) <\/p>\n<p>Outreach on Causo goes from your own email – <strong>not<\/strong> from a managed outbox like for marketing emails (eg Sendgrid, Mailchimp). Landing in inbox should be easy if your domain is healthy, and warmed up. We have guides and suggested sending limits inside Causo to make sure you aren’t sending too many emails per day, which would risk hurting your deliverability:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@nelly_orlova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nelly_orlova<\/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>Onboarding right now – stoked for this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@will_hickl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@will_hickl<\/a> Can’t wait to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@dawid_baranowski\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dawid_baranowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_baranowski<\/a> , a must have tool for founders, specially the 1st-time-to-raise ones.<\/p>\n<p>QQ, the platform sources and does the outreach to the VCs and angels, right? or just sources the best matches?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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! Causo also finds contacts and does outreach. You get hyper-personalised emails automatically generated and sent from your own email. <\/p>\n<p>You can review every email before sending (we don’t use templates at all), and every email is rich with context about your company, the details of your fundraise, and the details of the specific partner you’re emailing \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dawid_baranowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_baranowski<\/a>  <a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> <\/p>\n<p>Thank you Khashayar! You got the intention right! <br \/>Really hope to give more founders a chance… So many people give up 10-20 emails in, and their cool stuff gets lost for ever. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I have used the product on the starter plan:<br \/>\n– it works – we did a campaign of 18 funds and got 3 replies in the first week, and 5 in the second<br \/>\n– individual matches were pretty good (we do saas in MENA so the investor pool is limited)<br \/>\n– emails are very human like and actually use all the info provided<br \/>\n– we were able to schedule 4 meetings so far<\/p>\n<p>Having the whole DB open is a nice new addition. GL\ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mazin_assaf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mazin_assaf<\/a> Appreciate you Mazin! Hope you raise lots with Causo \ud83d\ude4f\ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mazin_assaf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mazin_assaf<\/a> Thank you Maz! <br \/>Always grateful for your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> Pitch the right VCs, skip the grind reads as one of the cleaner positioning lines I’ve seen this week. Ran a quick Lastest baseline on the homepage while looking \u2014 turned up a small UX finding (Start Finding Investors anchors to a #start id that doesnot exist on the page, so the click goes nowhere):<\/p>\n<p> <a href=\"https:\/\/app.lastest.cloud\/r\/ESO6NqR2Nzn2jQJMNJGrow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.lastest.cloud\/r\/ESO6NqR2Nzn2jQJMNJGrow<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viktor_fasi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktor_fasi<\/a> Hey Viktor, thanks a lot – and thanks for flagging this through! I’ve not been able to replicate this error so far – and we’ve seen a surge of signups today, so it seems the CTA button might be working for most – but I’m digging a bit deeper and will report back here. Thanks again for your kind words \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viktor_fasi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktor_fasi<\/a> Investigated this further – your tool picked up a dead link as the click is normally intercepted by a JS handler to route users to \/auth; but a crawler-like tool will only read the url preview path. Slight oversight on our end to leave the stale reference in url – will clean up, but the good news is users will not get stuck. Thanks for looking into it, appreciate you:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/POMCHNCCY4J4RS\" class=\"app-title\">Notion Developer Platform<\/a><\/p>\n<div class=\"one-liner\">Build on Notion, not just inside it<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">162<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Notion Developer Platform \u8ba9\u56e2\u961f\u901a\u8fc7 CLI\u3001Workers\u3001\u5916\u90e8\u4ee3\u7406API\u7b49\u5de5\u5177\u5728 Notion \u4e0a\u6784\u5efa\u5de5\u4f5c\u6d41\u4e0e\u667a\u80fd\u4f53\uff0c\u7a81\u7834\u4f20\u7edf\u6587\u6863\u534f\u4f5c\uff0c\u5c06 Notion \u4ece\u201c\u5de5\u4f5c\u573a\u6240\u201d\u5347\u7ea7\u4e3a\u53ef\u7f16\u7a0b\u7684\u201c\u5e94\u7528\u4e0e\u4ee3\u7406\u57fa\u7840\u8bbe\u65bd\u201d\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec03bc21-2f1c-492f-aa41-69bee47d631a.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\/22a0fdf2-fb5b-4994-8b42-0c8fb8f54f5c.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\/ea07b3a5-45be-4a57-a7e7-f98da401428d.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\/29d79d78-a409-4511-98e1-dd4a3b30a73d.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\/7d4b12fa-6add-46df-b31c-0ac799601034.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=rpE2rzKO6L0\"><source src=\"https:\/\/www.youtube.com\/watch?v=rpE2rzKO6L0\" 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\">Development<\/span><br \/>\n <span class=\"tag\">Notion<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">API\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e93\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Webhook\u89e6\u53d1<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u521b\u65b0\u65b9\u5411\u4e0e\u843d\u5730\u9875\u8bbe\u8ba1\u7ec6\u8282\uff0c\u4f46\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u5728\uff1aNotion\u7f16\u8f91\u5668\u672c\u8eab\u5361\u987f\u3001\u6570\u636e\u5e93\u4e0d\u7a33\u5b9a\u3001S3\u5a92\u4f53\u94fe\u63a5\u8d85\u671f\u3001API\u901f\u7387\u9650\u5236\u4ec53\u6b21\/\u79d2\u7b49\u95ee\u9898\u672a\u89e3\u51b3\uff0c\u8ba4\u4e3a\u5176\u4e0d\u9002\u5408\u4f5c\u4e3a\u751f\u4ea7\u7ea7\u6570\u636e\u5e93\u6216CMS\uff0c\u5efa\u8bae\u5148\u4f18\u5316\u57fa\u7840\u4f53\u9a8c\u518d\u6269\u5c55\u5e73\u53f0\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 Notion Developer Platform \u7684\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u201c\u501f\u58f3\u751f\u86cb\u201d\u7684\u53d9\u4e8b\u5347\u7ea7\u2014\u2014\u5b83\u8bd5\u56fe\u7528\u201c\u667a\u80fd\u4f53\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u6982\u5ff5\uff0c\u63a9\u76d6\u5176\u5e95\u5c42\u6570\u636e\u5e93\u957f\u671f\u5b58\u5728\u7684\u6027\u80fd\u4e0e\u53ef\u9760\u6027\u77ed\u677f\u3002\u4ece\u7528\u6237\u5c16\u9510\u7684\u5410\u69fd\u53ef\u4ee5\u770b\u51fa\uff0c3\u6b21\/\u79d2\u7684API\u9650\u901f\u3001\u8fc7\u671f\u5373\u5d29\u7684\u5a92\u4f53\u94fe\u63a5\u3001\u7956\u4f20\u7684\u7f16\u8f91\u5668\u5361\u987f\uff0c\u8fd9\u4e9b\u6839\u672c\u6027\u95ee\u9898\u5728\u5f00\u53d1\u5e73\u53f0\u7684\u5149\u73af\u4e0b\u4e0d\u4f46\u6ca1\u6709\u6d88\u5931\uff0c\u53cd\u800c\u56e0\u4e3a\u8981\u627f\u8f7d\u201c\u751f\u4ea7\u7ea7\u5e94\u7528\u201d\u800c\u53d8\u5f97\u66f4\u52a0\u81f4\u547d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u5e73\u53f0\u771f\u6b63\u7684\u4ef7\u503c\uff0c\u5e76\u975e\u8ba9\u5f00\u53d1\u8005\u7528Notion\u66ff\u4ee3PostgreSQL\u6216Supabase\uff0c\u800c\u662f\u63d0\u4f9b\u4e00\u79cd\u201c\u8f7b\u91cf\u7ea7\u7c98\u5408\u5c42\u201d\uff1a\u8ba9\u975e\u6280\u672f\u56e2\u961f\u80fd\u5728Notion\u5185\u76f4\u63a5\u89e6\u53d1\u7ebf\u6027\/Zendesk\u540c\u6b65\uff0c\u6216\u7ed9Claude\/Codex\u5206\u914d\u53ef\u6eaf\u6e90\u7684\u4efb\u52a1\u3002\u8fd9\u5207\u4e2d\u4e86\u4e00\u4e2a\u73b0\u5b9e\u75db\u70b9\u2014\u2014\u4f01\u4e1a\u771f\u6b63\u7684\u74f6\u9888\u4e0d\u662f\u7f3a\u5c11\u5f3a\u5927\u7684\u6570\u636e\u5e93\uff0c\u800c\u662f\u6570\u636e\u3001\u6d41\u7a0b\u4e0e\u4ee3\u7406\u5206\u6563\u5728\u4e0d\u540c\u7cfb\u7edf\uff0c\u65e0\u6cd5\u5f62\u6210\u95ed\u73af\u3002Notion\u51ed\u501f\u5df2\u6709\u7684\u7528\u6237\u57fa\u6570\u548c\u534f\u4f5c\u5fc3\u667a\uff0c\u6765\u964d\u4f4e\u8fd9\u4e2a\u95ed\u73af\u7684\u642d\u5efa\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u5982\u679cNotion\u4e0d\u4f18\u5148\u89e3\u51b3\u5e95\u5c42\u7a33\u5b9a\u6027\u800c\u53ea\u987e\u5806\u780c\u201cCLI+\u4ee3\u7406API\u201d\u7b49\u5b8f\u5927\u7684\u5f00\u53d1\u8005\u4f53\u9a8c\uff0c\u6700\u7ec8\u53ea\u4f1a\u5438\u5f15\u4e00\u6279\u5c1d\u9c9c\u8005\uff0c\u7136\u540e\u88ab\u201c3\u79d2\u9650\u6d41\u201d\u529d\u9000\u3002\u5e73\u53f0\u80fd\u5426\u771f\u6b63\u6210\u4e3a\u201c\u667a\u80fd\u4f53\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8eNotion\u613f\u4e0d\u613f\u610f\u4ece\u201c\u7b14\u8bb0\u8f6f\u4ef6\u201d\u7684\u5e95\u5c42\u67b6\u6784\u505a\u4e00\u6b21\u75db\u82e6\u7684\u786c\u6838\u91cd\u6784\u3002\u5426\u5219\uff0c\u8fd9\u53ea\u662f\u4e00\u5f20\u6f02\u4eae\u7684\u5efa\u7b51\u56fe\u7eb8\uff0c\u5730\u57fa\u5374\u8fd8\u5728\u6f0f\u98ce\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\">Notion Developer Platform<\/span>\n <\/div>\n<div class=\"comment-content\">Notion Developer Platform lets teams build on Notion with CLI, Workers, database syncs, agent tools, webhook triggers, MCP, and External Agents APIs, so data, workflows, and agents can operate inside the same shared workspace.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Notion used to be a place to work in. Now it\u2019s a place to build on.<\/p>\n<p>This release makes Notion more than a workspace and closer to <strong>agent infrastructure<\/strong>. By introducing <a href=\"https:\/\/developers.notion.com\/workers\/get-started\/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hosted Workers<\/a> and a dedicated <a href=\"https:\/\/developers.notion.com\/cli\/get-started\/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CLI<\/a>, developers can now deploy data syncs (like <a href=\"https:\/\/www.producthunt.com\/products\/zendesk\" target=\"_blank\" rel=\"noopener\">@Zendesk<\/a> or <a href=\"https:\/\/www.producthunt.com\/products\/linear\" target=\"_blank\" rel=\"noopener\">@Linear<\/a>) and custom agent tools entirely on Notion’s infrastructure.<\/p>\n<p>With <a href=\"https:\/\/developers.notion.com\/workers\/guides\/syncs#authenticate-with-external-apis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">External Agents API<\/a>, you can now bring your own agents\u2014whether it’s Claude, Codex, or an in-house build\u2014directly into your workspace. They operate as first-class collaborators that your team can mention, assign tasks to, and review. <\/p>\n<p>The Developer Platform unlocks the full potential of agents for your entire team. What will you build?<\/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>Why?<br \/>Why not focus on fixing the editor and the slugginess first?!<\/p>\n<\/p>\n<p>As a developer …. I feel like Notion is an incredible workspace tool for note-taking, but it is fundamentally not built to be a reliable production database or a headless CMS.<\/p>\n<\/p>\n<p>Has anyone actually managed to build a stable, scalable production app on top of Notion without losing their mind? <\/p>\n<p>Think about my biggest pain points:<\/p>\n<ul>\n<li>\n<p>Expiring S3 Media URLs == game over<\/p>\n<\/li>\n<li>\n<p>The block payload is worse than walking on magma<\/p>\n<\/li>\n<li>\n<p>API Ratelimits is 3\/s<\/p>\n<\/li>\n<\/ul>\n<p>What does your caching infrastructure look like?<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.giphy.com\/media\/v1.Y2lkPTc5MGI3NjExNmJ0Yjh4M2xlZjRhcGI5OWJ4ODExMDF3dGtmZzhhZW9sNHZscTc2ZSZlcD12MV9naWZzX3NlYXJjaCZjdD1n\/LyJ6KPlrFdKnK\/giphy.gif\" alt=\"\" style=\"max-width: 100%\"><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">the landing page is next-level<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> The footer has a tiny surprise. Press space \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@zaczuo no detail is too small!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks pretty neat. Can you integrate custom code snippets directly, or is it more about using pre-built templates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 dedicated CLI for deploying custom agent tools is exactly what was missing for serious builds. I love the idea of agents as first-class collaborators you can actually ‘assign’ tasks to. Does the API allow the agent to report back its ‘reasoning’ steps within the Notion comment thread, or is it strictly focused on the final output\/task completion?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It\u2019s really pulling me in!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/U555Q4PAZTWP4B\" class=\"app-title\">Raindrop Workshop<\/a><\/p>\n<div class=\"one-liner\">Open source, free, local debugger for AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">159<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Raindrop Workshop \u662f\u4e00\u6b3e\u514d\u8d39\u5f00\u6e90\u7684\u672c\u5730AI\u4ee3\u7406\u8c03\u8bd5\u5668\uff0c\u901a\u8fc7\u5b9e\u65f6\u8ffd\u8e2a\u6d41\u548cMCP\u534f\u8bae\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u672c\u5730\u8c03\u8bd5\u3001\u56de\u653e\u5e76\u8ba9AI\u4ee3\u7406\u81ea\u6211\u4fee\u590d\uff0c\u89e3\u51b3\u4e86\u4ee3\u7406\u884c\u4e3a\u9ed1\u76d2\u5316\u548c\u8c03\u8bd5\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/505f6841-0116-48db-9ae8-fa8d4e0861f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/250aae98-a3d5-4bd9-aa0b-e25746d5ebce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c451071-7650-44b0-82a6-ae7e9149dc70.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4ba5336-5bc1-4cc5-bcec-8c8ed7465498.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8885f1aa-9033-4ada-9068-e8dd5491b183.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\">AI\u4ee3\u7406\u8c03\u8bd5\u5668<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u81ea\u6108\u5faa\u73af<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6d41\u5f0f\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">Claude Code\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u7a0b\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\u8d5e\u8d4f\u5176\u96c6\u6210\u7b80\u4fbf\u548c\u5b9e\u65f6\u8ffd\u8e2a\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u201c\u4e0d\u518d\u9700\u8981console logging\u201d\u7684\u75db\u70b9\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\u5982\u4f55\u4fdd\u8bc1\u81ea\u4fee\u590d\u8d28\u91cf\uff08\u62c5\u5fc3\u4fee\u590d\u4e0d\u5f7b\u5e95\uff09\u3001\u4e0eVercel AI SDK\u8c03\u8bd5\u5668\u7684\u533a\u522b\u3001\u4ee5\u53ca\u81ea\u5b9a\u4e49\u53ef\u89c6\u5316\u652f\u6301\u60c5\u51b5\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 Raindrop Workshop\u7684\u91ce\u5fc3\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u672c\u5730\u8c03\u8bd5\u5668\uff0c\u5b83\u8bd5\u56fe\u5b9a\u4e49AI\u4ee3\u7406\u5f00\u53d1\u7684\u201c\u8c03\u8bd5\u8303\u5f0f\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5c06\u4ee3\u7406\u7684\u8fd0\u884c\u65f6\u72b6\u6001\u4ece\u8fdc\u7a0bSaaS\u201c\u62fd\u56de\u201d\u672c\u5730\uff0c\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u9690\u79c1\u548c\u5ef6\u8fdf\u7684\u4f18\u5316\uff0c\u66f4\u610f\u5473\u7740\u5f00\u53d1\u8005\u83b7\u5f97\u4e86\u5b8c\u5168\u7684\u638c\u63a7\u6743\u2014\u2014\u53ef\u4ee5\u5728\u79bb\u7ebf\u73af\u5883\u4e0b\u9010token\u5206\u6790\u3001\u4efb\u610f\u4fee\u6539\u63d0\u793a\u8bcd\u5e76\u5373\u65f6\u91cd\u653e\uff0c\u8fd9\u662f\u4efb\u4f55\u4e91\u7aef\u4eea\u8868\u76d8\u90fd\u65e0\u6cd5\u6bd4\u62df\u7684\u8c03\u8bd5\u7c92\u5ea6\u3002\u4e8c\u662f\u901a\u8fc7MCP\u534f\u8bae\u5c06\u8c03\u8bd5\u5668\u672c\u8eab\u53d8\u4e3a\u53ef\u7f16\u7a0b\u7684AI\u5de5\u5177\u3002\u5f53Claude Code\u80fd\u8bfb\u53d6\u8ffd\u8e2a\u3001\u7f16\u5199\u8bc4\u4f30\u3001\u89e6\u53d1\u4fee\u590d\u65f6\uff0c\u4ea7\u54c1\u4ece\u201c\u88ab\u52a8\u89c2\u5bdf\u8005\u201d\u8dc3\u5347\u4e3a\u201c\u4e3b\u52a8\u8bca\u65ad\u8005\u201d\uff0c\u5f62\u6210\u4e86\u201c\u5f00\u53d1-\u5931\u8d25-\u81ea\u6108\u201d\u7684\u95ed\u73af\u3002\u8fd9\u4e00\u67b6\u6784\u5de7\u5999\u5730\u5229\u7528\u4e86\u73b0\u6709\u5927\u6a21\u578b\uff08\u5982Claude\uff09\u7684\u4ee3\u7801\u80fd\u529b\u6765\u53cd\u54fa\u4ee3\u7406\u5f00\u53d1\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4e3a\u201c\u4ee3\u7406\u5373\u5e94\u7528\u201d\u7684\u8303\u5f0f\u6784\u5efa\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u3002\u4e0d\u8fc7\uff0c\u8bc4\u8bba\u4e2d\u201c\u5982\u4f55\u4fdd\u8bc1\u81ea\u4fee\u590d\u8d28\u91cf\u201d\u7684\u8d28\u7591\u76f4\u6307\u6838\u5fc3\uff1a\u5f53\u524d\u7248\u672c\u7684\u4fee\u590d\u6210\u529f\u7387\u4f9d\u8d56\u4e8eClaude Code\u5bf9\u7279\u5b9a\u903b\u8f91\u7684\u7406\u89e3\uff0c\u4e00\u65e6\u4efb\u52a1\u6d89\u53ca\u590d\u6742\u4e1a\u52a1\u89c4\u5219\u6216\u975e\u786e\u5b9a\u6027\u884c\u4e3a\uff0c\u81ea\u52a8\u4fee\u590d\u5f88\u53ef\u80fd\u4f1a\u5f15\u5165\u65b0bug\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u76ee\u524d\u5f3a\u4f9d\u8d56Claude\u751f\u6001\uff0c\u5bf9LangChain\u3001AutoGPT\u7b49\u5176\u4ed6\u6846\u67b6\u7684\u652f\u6301\u6df1\u5ea6\u5c1a\u5f85\u89c2\u5bdf\u3002\u503c\u5f97\u80af\u5b9a\u7684\u662f\uff0c\u5f00\u6e90\u7b56\u7565\u964d\u4f4e\u4e86\u4e0a\u624b\u95e8\u69db\uff0c\u4e5f\u4e3a\u5176\u79ef\u7d2f\u4fee\u590d\u6848\u4f8b\u5e93\u63d0\u4f9b\u4e86\u571f\u58e4\u2014\u2014\u662f\u5426\u80fd\u4ece\u201c\u5f00\u6e90\u73a9\u5177\u201d\u6210\u957f\u4e3a\u201c\u5de5\u4e1a\u7ea7\u6807\u51c6\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u5bf9\u591a\u4ee3\u7406\u534f\u4f5c\u3001\u957f\u94fe\u8ffd\u8e2a\u7684\u652f\u6491\u80fd\u529b\uff0c\u4ee5\u53ca\u793e\u533a\u662f\u5426\u80fd\u8d21\u732e\u51fa\u9ad8\u8d28\u91cf\u7684\u8bc4\u4f30\u96c6\u3002\u77ed\u671f\u770b\uff0c\u5b83\u662f\u4ee3\u7406\u8c03\u8bd5\u7684\u6548\u7387\u5de5\u5177\uff1b\u957f\u671f\u770b\uff0c\u5b83\u53ef\u80fd\u662f\u6784\u5efa\u53ef\u89c2\u6d4b\u3001\u53ef\u81ea\u6211\u8fdb\u5316\u7684\u4ee3\u7406\u7cfb\u7edf\u7684\u57fa\u77f3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Raindrop Workshop<\/span>\n <\/div>\n<div class=\"comment-content\">Raindrop Workshop is the first local debugger for agents. It’s free, local, and open source. Your local agent traces stream, token-by-token, instantly. Another Agent like Claude Code can read them over MCP. Then Claude can write evals, replay traces, fix bugs… and do it all over again. This is the Self-Healing Agent loop. And it\u2019s only possible on Raindrop. Check it out and star on Github here: https:\/\/github.com\/raindrop-ai\/workshop<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! This is Alexis, Co-Founder of Raindrop. <\/p>\n<\/p>\n<p>Your agent fails at 1am, traces are in some SaaS dashboard, harness is on your machine, eval suite is in a third place, and Claude sees none of it.<\/p>\n<\/p>\n<p>We’ve been stuck in this loop. So we built our way out of it. Workshop is the first sane way to debug your agent locally.<\/p>\n<\/p>\n<p>It has two parts: a local UI and an MCP. <\/p>\n<\/p>\n<p>Every span streams live to a local browser UI and you can replay any agent run with edited prompts, models, and tools.<\/p>\n<\/p>\n<p>The MCP lets you create self-healing eval loops. Claude Code reads your traces, writes evals, and fixes what’s broken.<\/p>\n<\/p>\n<p>It’s free, open source, and works with all the agent SDKs you already use.<\/p>\n<\/p>\n<p>One command to install: curl -fsSL <a href=\"https:\/\/raindrop.sh\/install\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/raindrop.sh\/install<\/a> | bash<\/p>\n<\/p>\n<p>Excited to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@alexisgauba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexisgauba<\/a> Hi Alexis, Congrats on the launch. How do you ensure quality? Trying automated test and fixes seems to always leave something not done.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexisgauba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexisgauba<\/a> This looks great, will surely test 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>Welcome to the self-improving agentic world. Very solid team, great launch. Congrats Alexis!<\/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\/@alexmasmej\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmasmej<\/a> It’s a crazy world! Thanks so much Alex<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 was so easy to integrate and view my agent traces. No more console logging!! <\/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\/@ryandonofrio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryandonofrio<\/a> huge!! love to hear 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>We’ve been building an agent and this is exactly what we’ve been looking for! so excited to give this a spin<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yitong_zhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yitong_zhang<\/a> so excited to get your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really excited about this! If I’m a fan of Vercel’s AI SDK local debugger what should I expect from this one? Raindrop integration I assume? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@igel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igel<\/a> amazing! the biggest thing is that it exposes a local MCP so Claude can write evals, replay traces, fix bugs… and do it all over again in a self-healing loop<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@igel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igel<\/a> this also allows you save traces, re-run from production, is compatible with pretty much any SDK (including Claude Code!) etc. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is incredible! Using it to improve your prompting and execution is already a massive improvement, but your agent being able to use it itself just tightens the feedback loop. Huge!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@paolodamico\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paolodamico<\/a> amazing to hear \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>This is really interesting, excited to play with it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aditabrm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditabrm<\/a> excited to get your thoughts! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What\u2019s the easiest way to hook Raindrop into an existing agent project?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> great question, you can actually just run the command below and then call a skill from your coding agent and it will set it up!<\/p>\n<\/p>\n<p>1 curl -fsSL <a href=\"https:\/\/raindrop.sh\/install\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/raindrop.sh\/install<\/a> | bash<\/p>\n<p>2 \/instrument-agent in your coding agent<\/p>\n<p>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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Agents have been such a black box, you’re all doing an amazing job and helping me make sense of building in the new world. Congratulations and thank you for this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jamestamplin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamestamplin<\/a> thanks so much James!! Glad to hear its been useful \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>Finally, a proper debugger for the agent era. Bridging traces over to other agents via MCP is such a smart architectural move. I love the focus on local-first\u2014it makes iterating on sensitive agent logic much more viable. Does Raindrop support custom visualizers for specific tool-call outputs yet?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vanshvardhan_sorte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vanshvardhan_sorte<\/a> exactly! what are you looking for from the custom visualizer? it’s also open source so we’re excited to see what people contribute \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<\/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\/TFDLJKWDHFBEQE\" class=\"app-title\">Resend Automations<\/a><\/p>\n<div class=\"one-liner\">Build event-driven email flows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">142<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Resend Automations \u901a\u8fc7\u89e6\u53d1\u3001\u6761\u4ef6\u3001\u5ef6\u8fdf\u548c\u8fd0\u884c\u53ef\u89c1\u6027\uff0c\u8ba9\u5f00\u53d1\u8005\u6784\u5efa\u4e8b\u4ef6\u9a71\u52a8\u7684\u81ea\u52a8\u5316\u90ae\u4ef6\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4f20\u7edf\u90ae\u4ef6\u53d1\u9001\u65e0\u6cd5\u7075\u6d3b\u54cd\u5e94\u4e1a\u52a1\u4e8b\u4ef6\u3001\u7f3a\u4e4f\u6d41\u7a0b\u63a7\u5236\u548c\u53cd\u9988\u7684\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/863b890a-0f4d-41c4-a7b2-5561f80ee2f1.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\/0375561f-8528-412e-bea3-2aff31070ed8.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\/74f5ee6c-19de-4000-a75c-af3a1578f4a8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/CeosAnQy4o0\"><source src=\"https:\/\/youtu.be\/CeosAnQy4o0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e8b\u4ef6\u9a71\u52a8\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u89e6\u53d1<\/span><br \/>\n <span class=\"tag\">\u6761\u4ef6\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6API<\/span><br \/>\n <span class=\"tag\">\u8fd0\u884c\u53ef\u89c1\u6027<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u90ae\u4ef6\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f15\u64ce<\/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\u5174\u594b\uff0c\u8ba4\u4e3a\u8be5\u529f\u80fd\u8ba9\u90ae\u4ef6\u7f16\u6392\u66f4\u76f4\u89c2\uff0c\u671f\u5f85\u96c6\u6210\u5230\u81ea\u8eab\u4ea7\u54c1\u3002\u6709\u7528\u6237\u8be2\u95ee\u9898\u53d1\u652f\u6301\u7684\u81ea\u5b9a\u4e49\u4e8b\u4ef6\uff0c\u5b98\u65b9\u56de\u590d\u786e\u8ba4\u53ef\u4f7f\u7528\u81ea\u5b9a\u4e49\u4e8b\u4ef6\u4f5c\u4e3a\u89e6\u53d1\u6761\u4ef6\u3002\u6b64\u5916\uff0c\u6709\u7528\u6237\u63d0\u5230\u63a8\u51fa\u4ec5\u4e00\u4e2a\u6708\u5df2\u8fd0\u884c\u8d85\u8fc751\u4e07\u6b21\u81ea\u52a8\u5316\uff0c\u4fa7\u9762\u9a8c\u8bc1\u4e86\u9700\u6c42\u5f3a\u52b2\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 Resend Automations \u7684\u63a8\u51fa\uff0c\u672c\u8d28\u4e0a\u662f\u5c06 Resend \u4ece\u201c\u90ae\u4ef6\u53d1\u9001\u7ba1\u9053\u201d\u5347\u7ea7\u4e3a\u201c\u90ae\u4ef6\u7f16\u6392\u5f15\u64ce\u201d\u3002\u5b83\u6293\u51c6\u4e86\u5f00\u53d1\u8005\u957f\u671f\u4ee5\u6765\u7684\u75db\u70b9\uff1a\u4e1a\u52a1\u90ae\u4ef6\u4e0d\u662f\u201c\u53d1\u4e86\u5c31\u884c\u201d\uff0c\u800c\u662f\u9700\u8981\u6839\u636e\u7528\u6237\u884c\u4e3a\u3001\u72b6\u6001\u53d8\u5316\u3001\u5ef6\u8fdf\u901a\u77e5\u7b49\u590d\u6742\u903b\u8f91\u52a8\u6001\u89e6\u53d1\u3002\u8fc7\u53bb\u8fd9\u7c7b\u9700\u6c42\u5f80\u5f80\u9700\u8981\u5f00\u53d1\u8005\u81ea\u5efa\u8c03\u5ea6\u4efb\u52a1\u7cfb\u7edf\u6216\u4f9d\u8d56\u8425\u9500\u81ea\u52a8\u5316\u5de5\u5177\uff08\u5982 Customer.io\uff09\uff0c\u524d\u8005\u6210\u672c\u9ad8\u3001\u96be\u7ef4\u62a4\uff0c\u540e\u8005\u5219\u4e0e\u4ee3\u7801\u5c42\u5272\u88c2\u3001\u7075\u6d3b\u6027\u5dee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u4e8b\u4ef6\u9a71\u52a8\u201d\u4e0e\u201c\u5f00\u53d1\u8005\u4f53\u9a8c\u201d\u7684\u7ed3\u5408\u3002\u901a\u8fc7API\u81ea\u5b9a\u4e49\u4e8b\u4ef6\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5c06\u4e1a\u52a1\u903b\u8f91\u4e0e\u90ae\u4ef6\u6d41\u7a0b\u5f3a\u7ed1\u5b9a\uff0c\u540c\u65f6\u83b7\u5f97\u8fd0\u884c\u65e5\u5fd7\u3001\u56de\u6eaf\u53ef\u89c1\u6027\u2014\u2014\u8fd9\u5bf9\u4e8e\u8c03\u8bd5\u3001\u5ba1\u8ba1\u548c\u540e\u671f\u4f18\u5316\u81f3\u5173\u91cd\u8981\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u8be2\u95ee\u201c\u662f\u5426\u652f\u6301\u81ea\u5b9a\u4e49\u5143\u6570\u636e\u201d\uff0c\u8bf4\u660e\u9ad8\u7ea7\u7528\u6237\u5df2\u7ecf\u5f00\u59cb\u8003\u8651\u66f4\u590d\u6742\u7684\u5206\u652f\u573a\u666f\uff0c\u800c\u5b98\u65b9\u80af\u5b9a\u7684\u56de\u7b54\u5219\u4f53\u73b0\u51fa\u4ea7\u54c1\u67b6\u6784\u7684\u5f39\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u76ee\u524d\u8be5\u4ea7\u54c1\u4ecd\u9ad8\u5ea6\u4f9d\u8d56 Resend \u5df2\u6709\u7684\u53d1\u9001\u57fa\u7840\u8bbe\u65bd\u3002\u5982\u679c\u5176\u5b9a\u4ef7\u7b56\u7565\u4e0d\u80fd\u5339\u914d\u81ea\u52a8\u5316\u5e26\u6765\u7684\u989d\u5916\u8ba1\u7b97\u6210\u672c\uff08\u5982\u89e6\u53d1\u5668\u76d1\u542c\u3001\u6761\u4ef6\u5224\u65ad\uff09\uff0c\u6216\u8005\u7f3a\u4e4f\u4e0e\u4e3b\u6d41\u540e\u7aef\u7684\u6df1\u5ea6\u96c6\u6210\uff08\u5982 Webhook \u52a8\u6001\u54cd\u5e94\u3001\u6570\u636e\u5e93\u53d8\u66f4\u6d41\uff09\uff0c\u5b83\u5c06\u5bb9\u6613\u88ab Zapier \u7b49\u4f4e\u4ee3\u7801\u5de5\u5177\u6216\u6210\u719f\u7684\u591a\u6e20\u9053\u5e73\u53f0\u66ff\u4ee3\u3002Resend \u6700\u5927\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u5176\u201c\u90ae\u4ef6\u53ef\u9760\u6027\u4e0e\u4ea4\u4ed8\u6027\u201d\u7684\u53e3\u7891\uff0cAutomations \u82e5\u60f3\u8d70\u5f97\u66f4\u8fdc\uff0c\u4e0b\u4e00\u6b65\u5fc5\u987b\u8865\u9f50\u5bf9\u5931\u8d25\u56de\u653e\u3001A\/B\u6d4b\u8bd5\u4ee5\u53ca\u975e\u90ae\u4ef6\u6e20\u9053\u7684\u6269\u5c55\u80fd\u529b\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\">Resend Automations<\/span>\n <\/div>\n<div class=\"comment-content\">Build event-driven email workflows with triggers, conditions, delays, and full run visibility.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/resend\" target=\"_blank\" rel=\"noopener\">@Resend<\/a> announced Automations during their launch week <a href=\"https:\/\/www.producthunt.com\/products\/resend\" target=\"_blank\" rel=\"noopener\">a month ago<\/a>, and <a href=\"https:\/\/www.producthunt.com\/@zenorocha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zenorocha<\/a> just posted <a href=\"https:\/\/x.com\/zenorocha\/status\/2054563461359870088?s=46\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">an update on X<\/a>: 518,265 automation runs since then.<\/p>\n<\/p>\n<p>Impressive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feature is exactly what I’ve been waiting for \u2014 it makes arrangement so much more intuitive. Huge thanks to the <a href=\"https:\/\/www.producthunt.com\/products\/resend\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"resend\" target=\"_blank\" rel=\"noopener\">@Resend<\/a> team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">yesssssss! so excited to integrate this into my products<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Resend’s DX is already top-tier. For the new automations, can we trigger flows based on custom metadata passed through the API, or is it strictly pre-defined events for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>, you can use <a href=\"https:\/\/resend.com\/docs\/dashboard\/automations\/custom-events\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">custom events<\/a> as a trigger.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YDO4XTSD5E77XT\" class=\"app-title\">Instants by Instagram<\/a><\/p>\n<div class=\"one-liner\">Send disappearing, unedited photos to Close Friends<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">142<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Instants \u662f Instagram \u63a8\u51fa\u7684\u72ec\u7acb\u5e94\u7528\uff0c\u5f3a\u5236\u7528\u6237\u7528\u624b\u673a\u5b9e\u65f6\u62cd\u6444\u3001\u65e0\u7f16\u8f91\u65e0\u6ee4\u955c\u7684\u77ac\u65f6\u7167\u7247\uff0c\u53d1\u9001\u7ed9\u201c\u5bc6\u53cb\u201d\u540e\u81ea\u52a8\u6d88\u5931\uff0c\u65e8\u5728\u89e3\u51b3\u793e\u4ea4\u5e73\u53f0\u4e0a\u201c\u8fc7\u5ea6\u4fee\u9970\u201d\u5e26\u6765\u7684\u771f\u5b9e\u611f\u7f3a\u5931\uff0c\u6ee1\u8db3\u5c0f\u5708\u5b50\u5185\u81ea\u53d1\u3001\u5766\u8bda\u7684\u89c6\u89c9\u5206\u4eab\u9700\u6c42\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e187243f-facf-4d14-912b-254b8287ce39.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd0810d8-c709-4cda-8651-a1df3b73e663.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1920289e-b158-4e10-8aea-8a1bf26d96f1.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\/fb0a6b74-af40-4206-a01e-2fff6d56f181.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\/78ab2a67-27d3-4917-aa57-e142be101d74.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\/92421063-d651-45c5-9ff4-863381c70150.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/043e3047-4412-4b77-9399-ec13eb19d424.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\/5d019d0d-215b-44ee-ac12-9923c2f6b8f3.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/eUvBggSXccM?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/eUvBggSXccM?feature=share\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Photography<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u771f\u5b9e\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u5bc6\u53cb\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u77ac\u65f6\u7167\u7247<\/span><br \/>\n <span class=\"tag\">\u9632\u622a\u56fe<\/span><br \/>\n <span class=\"tag\">\u65e0\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">Instagram \u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u8d1d\u745e\u5c14\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u9752\u5c11\u5e74\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u6781\u7b80<\/span><br \/>\n <span class=\"tag\">\u4e0b\u67b6\u5f0f\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u591a\u6570\u7528\u6237\u8ba4\u53ef\u201c\u65e0\u7f16\u8f91\/\u65e0\u4e0a\u4f20\u201d\u7684\u5f3a\u5236\u771f\u5b9e\u673a\u5236\uff0c\u4f46\u8d28\u7591\u9632\u622a\u56fe\u6280\u672f\u7684\u53ef\u9760\u6027\uff08\u80fd\u5426\u8de8OS\u771f\u6b63\u62e6\u622a\u800c\u975e\u4ec5\u6807\u8bb0\uff09\uff0c\u5e76\u6307\u51fa\u7528\u6237\u53ef\u80fd\u627e\u5230\u53d8\u901a\u65b9\u6cd5\u3002\u90e8\u5206\u8bc4\u8bba\u8ba4\u4e3a\u8fd9\u662fBeReal\u4e0eSnapchat\u529f\u80fd\u7684\u878d\u5408\uff0c\u5e76\u5bf9\u4ec5\u4e3a\u6b64\u5355\u4e00\u529f\u80fd\u63a8\u51fa\u72ec\u7acbApp\u8868\u793a\u56f0\u60d1\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 Instants \u7684\u672c\u8d28\uff0c\u662f Meta \u5bf9\u201c\u771f\u5b9e\u6027\u201d\u7684\u4e00\u6b21\u4ea7\u54c1\u5de5\u7a0b\u5316\u5b9e\u9a8c\u3002\u5b83\u628a\u201c\u65e0\u6ee4\u955c\u3001\u65e0\u76f8\u518c\u4e0a\u4f20\u201d\u4ece\u7528\u6237\u9009\u62e9\u53d8\u4e3a\u6280\u672f\u94c1\u5f8b\uff0c\u8fd9\u6bd4 BeReal \u7684\u201c\u5b9a\u65f6\u62cd\u201d\u66f4\u6fc0\u8fdb\uff0c\u4e5f\u6bd4\u7279\u6548\u6ee4\u955c\u7684\u53cd\u5411\u64cd\u4f5c\u66f4\u6709\u7ed3\u6784\u5f20\u529b\u3002\u4f46\u771f\u76f8\u662f\uff1a\u9632\u622a\u56fe\u6280\u672f\u81f3\u4eca\u4ecd\u662f\u732b\u9f20\u6e38\u620f\uff0cAndroid \u7aef\u51e0\u4e4e\u4e0d\u53ef\u80fd\u7edd\u5bf9\u5c01\u5835\u5c4f\u5e55\u91c7\u96c6\uff1b\u800c\u201c\u5bc6\u53cb\u201d\u5217\u8868\u4e00\u65e6\u81a8\u80c0\u523020\u4eba\u4ee5\u4e0a\uff0c\u4fe1\u4efb\u5bc6\u5ea6\u7a00\u91ca\uff0c\u6240\u8c13\u7684\u201c\u771f\u5b9e\u77ac\u95f4\u201d\u4e5f\u4f1a\u6ca6\u4e3a\u53e6\u4e00\u79cd\u8868\u6f14\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u8fd9\u6b3e\u72ec\u7acb App \u7684\u529f\u80fd\u51e0\u4e4e\u5b8c\u5168\u590d\u5236\u4e86Instagram \u5ba2\u6237\u7aef\u5185\u5df2\u6709\u7684\u201c\u5bc6\u53cb\u201d\u77ac\u65f6\u5206\u4eab\u80fd\u529b\uff0c\u53ea\u662f\u780d\u6389\u4e86\u5165\u53e3\u3001\u52a0\u4e0a\u4e86\u7ea6\u675f\u3002\u5b83\u89e3\u51b3\u7684\u662f\u201c\u670b\u53cb\u95f4\u770b\u5230\u7684\u662f\u771f\u5b9e\u7684\u4f60\u201d\u8fd9\u4e00\u5e7b\u89c9\u9700\u6c42\uff0c\u800c\u975e\u201c\u66f4\u597d\u5730\u5206\u4eab\u201d\u7684\u5b9e\u7528\u9700\u6c42\u3002\u56e0\u6b64\uff0cInstants \u66f4\u50cf\u4e00\u6b21\u54c1\u724c\u516c\u5173\u2014\u2014\u5411\u516c\u4f17\u4f20\u9012\u201cMeta \u61c2\u771f\u5b9e\u793e\u4ea4\u201d\u7684\u4fe1\u53f7\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u80fd\u89c4\u6a21\u5316\u72ec\u7acb\u5b58\u6d3b\u7684\u4ea7\u54c1\u3002\u5b83\u7684\u7ec8\u5c40\u5f88\u53ef\u80fd\u662f\u4f5c\u4e3a Instagram \u7684\u4e00\u4e2a\u53ef\u5f00\u5173\u529f\u80fd\u6a21\u5757\u88ab\u6536\u56de\uff0c\u800c\u4e0d\u662f\u5355\u72ec\u5360\u9886\u7528\u6237\u684c\u9762\u3002Meta \u5728\u4e0b\u6ce8\uff1a\u5728\u6ee4\u955c\u75b2\u52b3\u671f\uff0c\u7ea6\u675f\u53cd\u800c\u6210\u4e3a\u89e3\u653e\u3002\u53ef\u60dc\uff0c\u7ea6\u675f\u4e00\u65e6\u6210\u771f\uff0c\u7528\u6237\u4e5f\u4f1a\u629b\u5f03\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\">Instants by Instagram<\/span>\n <\/div>\n<div class=\"comment-content\">Instants is a photo-sharing app that sends unedited, real-time photos to Instagram Close Friends or mutual followers. Photos disappear after viewing and can’t be edited or screenshotted. For Instagram users sharing privately.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Meta just launched a standalone app for sharing raw, unedited photos with your inner circle.<\/p>\n<\/p>\n<p><strong>What it is<\/strong>: Instants is a photo-sharing app built on Instagram’s infrastructure that lets you send real-time, unedited photos to your Close Friends or mutual followers, where they disappear after viewing or after 24 hours.<\/p>\n<\/p>\n<p><strong>What makes it different<\/strong>: The no-edit, no-upload constraint is baked into the product at a mechanic level, not just a UI nudge. You can only share what the camera captures in the moment. Combined with disappearing delivery and screenshot protection, the authenticity signal is structural, not optional.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Real-time capture only \u2014 no uploads from your camera roll<\/p>\n<\/li>\n<li>\n<p>Photos disappear after viewing, and can’t be viewed after 24 hours<\/p>\n<\/li>\n<li>\n<p>No edits, no filters before sending<\/p>\n<\/li>\n<li>\n<p>Screenshots and screen recordings blocked<\/p>\n<\/li>\n<li>\n<p>Undo button to retract before a recipient opens<\/p>\n<\/li>\n<li>\n<p>Private archive for the sender only, retained for up to one year<\/p>\n<\/li>\n<li>\n<p>Recap to Stories: compile past instants into an Instagram Story<\/p>\n<\/li>\n<li>\n<p>Snooze control to pause incoming instants without blocking<\/p>\n<\/li>\n<li>\n<p>Teen Account integration with shared time limits, Sleep Mode, and parent notifications<\/p>\n<\/li>\n<\/ul>\n<p>The interesting thing about Instants is that it frames authenticity as a product constraint rather than a user choice. Whether that model holds at scale depends on whether the Close Friends list is actually small and trusted for most users but as a design stance, it’s a cleaner take on ephemeral sharing than most.<\/p>\n<\/p>\n<p><strong>Note<\/strong>: The standalone app is currently rolling out in select countries only. The feature itself is available globally through Instagram.<\/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>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Saw the announcement by Sam yesterday. Waiting for it to come in India<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 basically bereal but with instagrams social graph and disappearing messages. the no-edit no-upload thing is interesting but lets be real people will find workarounds.. they always do. the screenshot blocking is a bold move tho, curious how well that actually holds up technically<\/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>this makes me nostalgic for the spontaneity of social media. I love it, I hope it sticks around!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A standalone app just for this one feature? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Making authenticity a hard constraint rather than just a filter option is a bold move. I’m definitely curious about the anti-screenshot tech\u2014handling that reliably across different OS versions sounds like a headache. Does it actually block the capture entirely, or just flag 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>Heheh like used to be snapchat?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/IZAH4P7DZJMI5S\" class=\"app-title\">Asteroid<\/a><\/p>\n<div class=\"one-liner\">Build Browser, Linux and Windows AI agents in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">135<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Asteroid\u8ba9\u8fd0\u7ef4\u56e2\u961f\u548c\u5de5\u7a0b\u5e08\u5728\u51e0\u5206\u949f\u5185\u6784\u5efa\u7528\u4e8e\u6d4f\u89c8\u5668\u3001Linux\u548cWindows\u5de5\u4f5c\u6d41\u7684\u81ea\u52a8\u5316AI\u4ee3\u7406\uff0c\u5f7b\u5e95\u89e3\u51b3\u4e86\u4f20\u7edfRPA\u548cAI\u4ee3\u7406\u5728\u65e0API\u7684\u590d\u6742\u4f01\u4e1a\u7cfb\u7edf\uff08\u5982EHR\u3001\u4fdd\u9669\u95e8\u6237\u3001Citrix\u7b49\uff09\u4e2d\u96be\u4ee5\u53ef\u9760\u6267\u884c\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6c381cc-64d5-4b93-8fa7-07def82dd7b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db7af7c7-6cac-4986-bb63-2d528083e6bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bdc8fd28-d51d-43b2-895a-80cefdba8a14.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3f747cd-c8a8-4b48-9d5f-175a87e65113.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\/d4e4c255-5c22-4e2a-8e7e-ca911893e59c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/LZDt0-DPOZ8\"><source src=\"https:\/\/youtu.be\/LZDt0-DPOZ8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u6784\u5efa\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u8ba1\u7b97\u673a\u4f7f\u7528\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">RPA\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u73af\u5883\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5143\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u533b\u7597\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4fdd\u9669\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\u9ad8\u5ea6\u8ba4\u53ef\u5176\u9488\u5bf9Cookie\u767b\u5f55\u3001\u590d\u6742\u95e8\u6237\u7684\u53ef\u9760\u6027\uff1b\u6838\u5fc3\u5173\u6ce8\u70b9\u5305\u62ecMFA\/\u9a8c\u8bc1\u7801\u5904\u7406\uff08\u652f\u6301TOTP\u548c\u9a8c\u8bc1\u7801\u6c42\u89e3\u5668\uff09\u3001\u5931\u8d25\u91cd\u8bd5\u7b56\u7565\uff08\u652f\u6301\u81ea\u5b9a\u4e49\uff09\u3001HIPAA\u5408\u89c4\u4e0b\u7684\u6570\u636e\u8bb0\u5f55\u5904\u7406\uff08\u63d0\u4f9b\u96f6\u6570\u636e\u4fdd\u7559\u9009\u9879\uff09\u3002\u5bf9\u201c\u5143\u4ee3\u7406\u201d\u81ea\u52a8\u8c03\u8bd5\u529f\u80fd\u671f\u5f85\u8f83\u9ad8\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 Asteroid\u7684\u5b9a\u4f4d\u975e\u5e38\u7cbe\u51c6\u2014\u2014\u5b83\u6ca1\u6709\u8ffd\u9010\u5f53\u524dAI Agent\u9886\u57df\u201c\u65e0\u6240\u4e0d\u80fd\u201d\u7684\u4e4c\u6258\u90a6\u53d9\u4e8b\uff0c\u800c\u662f\u52a1\u5b9e\u5730\u4e0b\u6c89\u5230\u4f01\u4e1a\u6700\u75db\u82e6\u3001\u4e5f\u6700\u6709\u4ef7\u503c\u7684\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u4e2d\uff1a\u90a3\u4e9b\u6ca1\u6709API\u3001\u4f9d\u8d56\u8001\u65e7\u6d4f\u89c8\u5668\u3001\u9700\u8981VPN\u3001\u52a8\u8f84MFA\u9a8c\u8bc1\u7684\u9057\u7559\u7cfb\u7edf\u3002\u8fd9\u6070\u6070\u662f\u5f53\u524d\u5927\u591a\u6570\u70ab\u9177\u7684\u901a\u7528Agent\u6846\u67b6\uff08\u5982CrewAI\u3001AutoGPT\uff09\u96c6\u4f53\u7ffb\u8f66\u7684\u5730\u65b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u591a\u806a\u660e\u201d\uff0c\u800c\u5728\u4e8e\u201c\u5de5\u7a0b\u5316\u505a\u5f97\u591a\u624e\u5b9e\u201d\u3002\u652f\u6301Windows\/Linux\u684c\u9762\u3001\u6301\u4e45\u5316\u6587\u4ef6\u7cfb\u7edf\u3001\u4f1a\u8bdd\u4fdd\u6301\u3001\u72ec\u7acb\u90ae\u7bb1\u5904\u74062FA\u3001\u4ee3\u7406\u652f\u6301\u2014\u2014\u6bcf\u4e00\u9879\u770b\u4f3c\u57fa\u7840\u7684\u529f\u80fd\uff0c\u90fd\u662f\u5728\u4f01\u4e1a\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u4e2d\u201c\u7ffb\u8f66\u201d\u540e\u624d\u80fd\u6c89\u6dc0\u51fa\u7684\u5fc5\u8981\u57fa\u5efa\u3002135\u6761\u8bc4\u8bba\u4e2d\uff0c\u7528\u6237\u5bf9MFA\u3001CAPTCHA\u3001\u5931\u8d25\u91cd\u8bd5\u7b56\u7565\u7b49\u7ec6\u8282\u7684\u8ffd\u95ee\uff0c\u6070\u597d\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c\u5143\u4ee3\u7406\u201d Astro \u7684\u5f15\u5165\u662f\u5173\u952e\u4e00\u6b65\uff0c\u5b83\u8bd5\u56fe\u5c06\u6784\u5efa\u548c\u7ef4\u62a4Agent\u672c\u8eab\u7684\u5de5\u4f5c\u4e5f\u81ea\u52a8\u5316\uff0c\u8fd9\u76f4\u63a5\u547d\u4e2d\u4e86\u5f53\u524dAI Agent\u5f00\u53d1\u4e2d\u201c\u8c03\u8bd5\u6210\u672c\u8fdc\u8d85\u6784\u5efa\u6210\u672c\u201d\u7684\u75db\u70b9\u3002\u4ece\u6570\u636e\u770b\uff0c\u5355\u670815\u4e07\u6b21\u6267\u884c\u548cHIPAA\/SOC II\u5408\u89c4\u8ba4\u8bc1\uff0c\u8bc1\u660e\u5176\u5728\u5c0f\u800c\u7cbe\u7684\u5782\u76f4\u573a\u666f\uff08\u533b\u7597\u3001\u4fdd\u9669\uff09\u4e2d\u5df2\u7ecf\u8dd1\u901a\u95ed\u73af\uff0c\u5177\u5907\u4e86\u6781\u5f3a\u7684\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u4ea7\u54c1\u9ad8\u5ea6\u4f9d\u8d56\u5e95\u5c42LLM\uff08\u5982Claude Opus 4.6\uff09\uff0c\u6a21\u578b\u7684\u964d\u7ea7\u6216\u5b9a\u4ef7\u6ce2\u52a8\u5c06\u76f4\u63a5\u51b2\u51fb\u5176\u53ef\u9760\u6027\u3002\u6b64\u5916\uff0c\u76ee\u524d\u4ecd\u4ee5SaaS\u5f62\u6001\u63d0\u4f9b\u670d\u52a1\uff0c\u4e0d\u63d0\u4f9b\u672c\u5730\u90e8\u7f72\uff0c\u8fd9\u5bf9\u6700\u9ad8\u5b89\u5168\u8981\u6c42\u7684\u91d1\u878d\u3001\u56fd\u9632\u5ba2\u6237\u800c\u8a00\u662f\u4e2a\u786c\u4f24\uff08\u8bc4\u8bba\u4e2d\u5df2\u6709\u63d0\u53ca\uff09\u3002\u82e5\u672a\u6765\u65e0\u6cd5\u5728\u201c\u6df1\u5ea6\u5b9a\u5236\u201d\u548c\u201c\u89c4\u6a21\u5316\u590d\u5236\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0cAsteroid\u53ef\u80fd\u4f1a\u88ab\u56f0\u5728\u201cBest for Healthcare\u201d\u7684\u6807\u7b7e\u91cc\uff0c\u9519\u5931\u66f4\u5e7f\u9614\u7684\u901a\u7528\u4f01\u4e1a\u5e02\u573a\u3002\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u6b3e\u201c\u61c2\u884c\u201d\u7684\u4ea7\u54c1\uff0c\u4f46\u5929\u82b1\u677f\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5c06\u5782\u76f4\u9886\u57df\u7684\u6df1\u624e\u80fd\u529b\uff0c\u6a2a\u5411\u590d\u5236\u5230\u66f4\u591a\u884c\u4e1a\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\">Asteroid<\/span>\n <\/div>\n<div class=\"comment-content\">Asteroid lets ops teams and engineers build computer-use agents for browser, Linux, and Windows workflows in minutes. Our meta-agent, Astro, builds the agents, writes scripts as it goes, and makes repeat runs faster and cheaper. Last month, Asteroid agents completed 150,000+ executions across EHRs, benefits portals, insurance carriers, Citrix, desktop apps, and VPN-protected environments.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b\ud83c\udffb Hi Product Hunt! I’m David, co-founder of <strong>Asteroid<\/strong>.<\/p>\n<p>We spent the last year perfecting the experience of building <strong>computer use agents<\/strong>.<\/p>\n<p>RPA, Playwright, and browser automation are as old as bad software itself. The problem got bigger with AI agents: they’re <strong>useless<\/strong> if they <strong>can’t connect to systems that lack APIs.<\/strong> But every computer use agent framework until now has overpromised and underdelivered.<\/p>\n<p>Thankfully, <strong>2026 LLMs<\/strong> like <strong>Claude Opus 4.6+<\/strong> make this hard problem actually solvable.<\/p>\n<p>We went deep on complex customer use cases and took a clear stance: <strong>it’s better to automate 50 complex browser portals extremely reliably than 1,000 at surface level<\/strong>. We focus on repeatable workflows, not one-off tasks.<\/p>\n<p>A year of iterations, major updates, and small shipped features later, we have a <strong>full-stack platform<\/strong> that combines everything you need to build, run, and optimize computer use agents.<\/p>\n<\/p>\n<p>Just last month, Asteroid agents completed <strong>150,000+<\/strong> executions across <strong>1000s<\/strong> of EHRs, benefits portals, insurance carriers, Citrix, desktop apps, VPN-protected environments, including:<\/p>\n<\/p>\n<p>We’re the only platform supporting:<\/p>\n<ul>\n<li>\n<p>\ud83c\udf10 <strong>Any environment:<\/strong> browser, Linux, and Windows desktop<\/p>\n<\/li>\n<li>\n<p>\ud83d\uddb1\ufe0f <strong>Any interaction mode:<\/strong> visual computer use, structured DOM, or scripted execution<\/p>\n<\/li>\n<li>\n<p>\ud83e\udde0 <strong>Any frontier LLM:<\/strong> OpenAI, Anthropic, Google, and more<\/p>\n<\/li>\n<li>\n<p>\ud83e\udd16 <strong>Meta-agent:<\/strong> builds and debugs your agents for you<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcbe <strong>Persistent filesystem:<\/strong> each agent stores scripts, files, and memories for reuse across runs<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd10 <strong>Session persistence:<\/strong> agents stay signed in and pick up where they left off<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcec <strong>Email inboxes:<\/strong> every agent gets its own inbox for 2FA and notifications<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd75\ufe0f <strong>Proxy support:<\/strong> stealth browsers, residential proxies, custom VPNs, and Tailscale<\/p>\n<\/li>\n<li>\n<p>\ud83d\udc40 <strong>Live view & recordings:<\/strong> watch runs in real time, review sessions, and add human-in-the-loop checkpoints<\/p>\n<\/li>\n<li>\n<p>\ud83d\udee1\ufe0f <strong>Secure & compliant:<\/strong> HIPAA and SOC II Type II certified<\/p>\n<\/li>\n<li>\n<p>\ud83e\udde9 <strong>API-first:<\/strong> webhooks, MCPs, and SDKs out of the box<\/p>\n<\/li>\n<\/ul>\n<p>You need all of these together to deploy <strong>computer use agents across critical industries at scale<\/strong>. Our use cases inlcude:<\/p>\n<ul>\n<li>\n<p>\ud83c\udfe5 <strong>EHR \/ Patient Record Extraction:<\/strong> hospice and post-acute patient ingestion across agency EHRs<\/p>\n<\/li>\n<li>\n<p>\ud83e\ude7a <strong>Voice-to-Form Clinical Intake:<\/strong> GP receptionist call transcripts turned into submitted triage forms<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcb3 <strong>Health Insurance Enrollment:<\/strong> ACA enrollment, plan handling, CRM sync, and binder payments<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcc5 <strong>Patient Creation & Scheduling:<\/strong> ECW patient creation, referral intake, approval checkpoints, and scheduling<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcc4 <strong>Insurance Policy Management:<\/strong> creating, filling, updating, and endorsing policy forms across carrier and agency portals<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcac <strong>Insurance Quoting:<\/strong> submitting quote requests, configuring coverage, and extracting results from carrier portals<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd01 <strong>Insurance Renewals & Endorsements:<\/strong> initiating renewals, applying mid-term changes, and tracking endorsement status<\/p>\n<\/li>\n<li>\n<p>\ud83e\uddfe <strong>Insurance Claims Submission:<\/strong> end-to-end claim entry via Citrix VDI and status tracking across portals<\/p>\n<\/li>\n<li>\n<p>\ud83d\uddd3\ufe0f <strong>Intelligent Scraping:<\/strong> schedule extraction across 10,000+ venue calendars<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcdd <strong>Form Filling:<\/strong> government portals, banking dashboards, and internal finance tools<\/p>\n<\/li>\n<\/ul>\n<p>If you’ve used <strong>Cursor, Lovable, or Claude Code<\/strong> and felt that magical moment, you’ll feel it again when you see <strong>Asteroid automating portals you’d already given up on<\/strong>.<\/p>\n<p>Try it now <a href=\"https:\/\/platform.asteroid.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/a> or book a scoping <a href=\"https:\/\/asteroid.ai\/chat\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">call<\/a> to talk through your use case.<\/p>\n<p>Use promo code ASTRO10 for <strong>$10 in free credits<\/strong> to get started.<\/p>\n<p>Would love your feedback! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pie3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pie3<\/a> It’s been so much fun working on the Asteroid platform for the last year or so! We’ve built something epic!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pie3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pie3<\/a> love that you included <strong>live view and recordings<\/strong> with human checkpoints. for mission-critical workflows like patient scheduling or insurance quoting, you absolutely need that audit trail and the ability to intervene. very thoughtful build.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>To give you some stats from our small engineering team, over the last 12 months<\/p>\n<ul>\n<li>\n<p>we’ve shipped 3,093 pull requests<\/p>\n<\/li>\n<li>\n<p>we’ve closed 1,351 Linear issues<\/p>\n<\/li>\n<li>\n<p>we’ve scaled our infrastructure to support over 100x the volume<\/p>\n<\/li>\n<\/ul>\n<p>It’s been a long journey, but I’m incredibly proud of what we’ve built and I’d love you to check it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joe_hewett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_hewett<\/a> A* team of builders<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad63cf2e-2a6f-41b9-9741-7f93c203ae94.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve used several Agents, specifically browser agents, over the past year and found Asteroid to be the best one. It was actually able to visit sites that require cookies and managed some of the harder to do things I wanted. Excited to see that the team is now going for computer use agents!<\/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\/@riccardo_varenna1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@riccardo_varenna1<\/a> Thank you Riccardo! Computer Use agents definitely present different challenges to the browser stuff that we’ve been iterating on for over a year. Not having the DOM for example makes it a more difficult environment to work in. But we’ve seen great success so far on Windows and Linux tasks:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Great to see how the product has grown since inception, congrats on the launch! <\/p>\n<p>(and the new landing is slick \u2728)<\/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\/@mikolaj_kacki1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikolaj_kacki1<\/a> thank you so much, i feel almost embarrassed by the previous versions now..finally you can feel the AGI when you build a coding browser 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>I’m so proud of the work we’ve achieved as such a small team. I joined right after the last Product Hunt launch, and looking back I can’t believe just how much the platform has changed. The way it looks, and what it offers. The things our agentic workflows are able to do for customers are truly game changing. So many people now rely on automations running on Asteroid, and they won’t even know it! Unless they stop and think: “Wait, I got that GP referral so quickly this time around”. Let’s go! \u2764\ufe0f\u200d\ud83d\udd25<\/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\/@davide_lct\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davide_lct<\/a> it’s incredible how much a small team can ship and how many customers it can serve, when motivated and with high agency! <\/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\">does it retry autonomously, pause and alert the operator, or does it depend on how the agent was originally configured?<\/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\/@veerhunt_agai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@veerhunt_agai<\/a> you can configure that yourself – using prompts or deterministically. You can tell the agent “when failing, try again” or “when failing, ask user for help”. We also have fancy logic around detecting selectors on the page which can trigger human intervention. This is super useful for critical applications!<\/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>Healthcare interoperability is exactly where computer-use agents shine – EHRs don’t expose decent APIs. How does Astro handle sessions that need MFA or CAPTCHA mid-flow? That’s typically where automation gets flaky.<\/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\/@christian_knaut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_knaut<\/a> we have a TOTP generator, email support and captcha solvers! So all of these are solved:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 looking forward so much for this launch, and to be able to share what we’ve been working and show what our computer use agents are really capable of!<\/p>\n<p>The launch of Astro v2 is a game changer, which has enabled the intelligence to be injected into the repeatable workflows much earlier – resulting in faster, cheaper and more accurate executions. This is the natural evolution of the human layer interaction with agents at scale.<\/p>\n<\/p>\n<p>Can’t wait to continue the work with such a great team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@edupton\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@edupton<\/a> looking at our previous PH launch and how the platform looked like compared to v2 makes me feel almost embarrassed \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘Meta-agent’ for debugging is the feature I\u2019ve been waiting for. Debugging browser agents is usually a massive time sink, so having an agent that can troubleshoot its own execution is brilliant. I’m really interested in the HIPAA compliance\u2014how much of the ‘Live View’ and recording data is redacted or processed locally to maintain that standard?<\/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\/@vanshvardhan_sorte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vanshvardhan_sorte<\/a> we can sign BAAs for HIPAA compliance and discuss also details around zero data retention! Feel free to book a call on <a href=\"https:\/\/asteroid.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/asteroid.ai\/<\/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>Love it!<\/p>\n<p>We’ve been using Asteroid for last-mile automation at Lodo and it’s the only thing that’s reliably handled the messy switching portals we couldn’t crack ourselves. Astro genuinely feels like the magical moment you described. Chapeu!<\/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\/@alteshaus\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alteshaus<\/a> happy to help!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome to see all the progress<\/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>Excited for this! Curious, how would Asteroid work for businesses using legacy systems that are gated (ie Iconote for Rehab Clinics)? Is there any vertical or situation where it can\u2019t be used?<\/p>\n<\/p>\n<p>Really stoked to try this out. I\u2019ve been selling agents to mid-market\/enterprise businesses and the biggest bottleneck has been gated legacy apps. <\/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\/@jaykhan3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaykhan3<\/a> We have many customers across healthcare that use our browser agents across legacy systems that are even behind VPNs, so I’m sure Iconote for Rehab Clinics would not be a problem. I’d not say there is a vertical Asteroid can’t be used, one thing we don’t do yet is on-premise deployment. I’d recommend building an agent and you will see – <a href=\"https:\/\/platform.asteroid.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/platform.asteroid.ai\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is epic congrats on the launch! What’s been some of the most surprising use cases that have popped up? I imagine things can get a little wild in the world of agents. Would love to hear what your guys’ journey has been!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3PPJGQDQHLBHNA\" class=\"app-title\">Fei Design Mode <\/a><\/p>\n<div class=\"one-liner\">Directly edit and tweak UI pixels live with AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fei Design Mode \u8ba9\u8bbe\u8ba1\u5e08\u5728\u5b9e\u65f6\u9884\u89c8\u754c\u9762\u4e2d\u76f4\u63a5\u70b9\u51fbUI\u5143\u7d20\uff0c\u901a\u8fc7AI\u4ee3\u7406\u53ef\u89c6\u5316\u8c03\u6574\u50cf\u7d20\u7ea7\u6837\u5f0f\uff0c\u5e76\u4e00\u952e\u5c06\u4fee\u6539\u63a8\u9001\u5230\u751f\u4ea7\u4ee3\u7801\u5e93\uff0c\u5f7b\u5e95\u6d88\u9664\u8bbe\u8ba1\u5230\u5f00\u53d1\u7684\u4ea4\u63a5\u74f6\u9888\uff0c\u8ba9\u8bbe\u8ba1\u5e08\u771f\u6b63\u638c\u63a7\u6700\u7ec8\u4e0a\u7ebf\u7684\u6bcf\u4e00\u4e2a\u50cf\u7d20\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f643dd76-d208-416a-b2ad-3af7210256bd.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\/5eb63a16-c4a2-4f75-9d3a-26aade346054.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\/50df135b-573e-4c81-9d52-640ad805c084.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\/0e94a390-0ced-4d49-89d5-4a119f311fb5.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\/e29ec4ef-f219-4662-b4b5-63e209ca2132.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\/8524993d-db78-4117-9585-66a0fb602fa9.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\/b6f7e5e7-048a-42ef-b197-15638341c6ab.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\/6b3cc6b6-2b09-4845-8fde-d8c0d8deb1d1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/qIAWRwF-fZ8\"><source src=\"https:\/\/youtu.be\/qIAWRwF-fZ8\" 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\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">UI\u50cf\u7d20\u7ea7\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">Figma\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u9884\u89c8\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u4ea4\u4ed8<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5e08\u63d0\u6548<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u7a0b\u5316<\/span><br \/>\n <span class=\"tag\">Product Hunt<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u8be5\u5de5\u5177\u98a0\u8986\u4e86\u201c\u63d0\u793a\u8f6c\u4ee3\u7801\u201d\u6a21\u5f0f\uff0c\u5b9e\u73b0\u50cf\u7d20\u7ea7\u7ed3\u5bf9\u7f16\u7a0b\u3002\u6838\u5fc3\u5173\u5207\u5305\u62ec\uff1a\u590d\u6742\u7ec4\u4ef6\u72b6\u6001\u5904\u7406\uff08\u5b98\u65b9\u56de\u5e94\u652f\u6301\u72b6\u6001\u548c\u4ee3\u7801\u5c42\u9762\uff09\u3001\u4ee3\u7801\u8d28\u91cf\u4e0e\u91cd\u6784\uff08\u5b98\u65b9\u627f\u8bfa\u751f\u4ea7\u7ea7\u4ee3\u7801\u4e14\u4f1a\u5e72\u51c0\u91cd\u6784\uff09\u3001\u7248\u672c\u63a7\u5236\u4e0e\u56de\u6eda\uff08\u5b98\u65b9\u786e\u8ba4\u5185\u7f6e\u5b8c\u6574\u7248\u672c\u63a7\u5236\uff09\u3002\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u5bf9\u5c0f\u578b\u56e2\u961f\u5feb\u901f\u4ea4\u4ed8\u6709\u5de8\u5927\u4ef7\u503c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Fei Design Mode \u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u4e0d\u662f\u201cAI\u751f\u6210UI\u201d\uff0c\u800c\u662f\u5b83\u91cd\u65b0\u5b9a\u4e49\u4e86\u8bbe\u8ba1\u4ea4\u4ed8\u7684\u7ec8\u7ed3\u5f62\u6001\u2014\u2014\u5c06\u8bbe\u8ba1\u5e08\u4ece\u201c\u89c4\u683c\u8bf4\u660e\u4e66\u63d0\u4f9b\u8005\u201d\u8f6c\u53d8\u4e3a\u201c\u76f4\u63a5\u90e8\u7f72\u8005\u201d\u3002\u4ea7\u54c1\u5207\u4e2d\u4e86\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u8bbe\u8ba1\u8fed\u4ee3\u4e2d\u6700\u8017\u65f6\u7684\u5e76\u975e\u201c\u4ece0\u52301\u201d\uff0c\u800c\u662f\u201c\u4ece1\u52301.01\u201d\u7684\u50cf\u7d20\u7ea7\u5fae\u8c03\u3002\u4f20\u7edf\u6d41\u7a0b\u4e2d\uff0c\u6bcf\u4e00\u6b21\u201c\u5f80\u4e0a\u79fb2px\u201d\u90fd\u9700\u8981\u53d1\u8d77\u4e00\u4e2a\u5b8c\u6574\u7684\u5f00\u53d1\u5de5\u5355\u5faa\u73af\uff0c\u6548\u7387\u635f\u8017\u5de8\u5927\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u51b7\u9759\u5ba1\u89c6\u5176\u58f0\u79f0\u7684\u201c\u751f\u4ea7\u7ea7\u4ee3\u7801\u201d\u548c\u201c\u5e72\u51c0\u91cd\u6784\u201d\u80fd\u529b\uff0c\u8fd9\u6070\u6070\u662f\u6700\u5927\u7684\u6280\u672f\u6311\u6218\u3002\u5982\u679cAI\u5728\u5904\u7406\u6570\u5341\u6b21\u5fae\u8c03\u540e\u80fd\u771f\u6b63\u751f\u6210\u7b26\u5408\u8bed\u4e49\u5316\u3001\u53ef\u7ef4\u62a4\u7684CSS\/\u7ec4\u4ef6\u903b\u8f91\uff0c\u800c\u975e\u5806\u53e0\u5185\u8054\u6837\u5f0f\u548c\u8d1f\u8fb9\u8ddd\uff0c\u90a3\u4e48\u5b83\u786e\u5b9e\u5177\u5907\u98a0\u8986\u6027\u3002\u4f46\u76ee\u524d130\u7968\u7684\u793e\u533a\u70ed\u5ea6\u5c1a\u4e0d\u8db3\u4ee5\u9a8c\u8bc1\u5176\u5728\u5927\u89c4\u6a21\u3001\u590d\u6742\u7ec4\u4ef6\u6811\u4e2d\u7684\u9c81\u68d2\u6027\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u5bf9\u201c\u50cf\u7d20-\u72b6\u6001-\u4ee3\u7801\u201d\u4e09\u5c42\u610f\u56fe\u7684\u7cbe\u51c6\u6620\u5c04\uff0c\u800c\u975e\u89c6\u89c9\u7f16\u8f91\u672c\u8eab\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5bf9\u4e2d\u5c0f\u578b\u56e2\u961f\u800c\u8a00\uff0c\u8fd9\u53ef\u80fd\u662f\u201c\u8bbe\u8ba1\u4e00\u4eba\u6210\u519b\u201d\u7684\u52a0\u901f\u5668\uff1b\u4f46\u5bf9\u5927\u578b\u5de5\u7a0b\u5316\u56e2\u961f\uff0c\u4ee3\u7801\u8d28\u91cf\u3001\u8bbe\u8ba1\u7cfb\u7edf\u7684\u7ed1\u5b9a\u4ee5\u53caAI\u4fee\u6539\u7684\u5ba1\u8ba1\u5408\u89c4\u6027\u4ecd\u662f\u60ac\u800c\u672a\u51b3\u7684\u95ee\u9898\u3002\u5efa\u8bae\u56e2\u961f\u5c3d\u5feb\u5c55\u793a\u5728React\/Vue\u7b49\u4e3b\u6d41\u6846\u67b6\u4e2d\uff0c\u7ecf\u8fc7\u591a\u6b21\u8fed\u4ee3\u540e\u5b9e\u9645\u751f\u6210\u7684\u4ee3\u7801\u7247\u6bb5\uff0c\u5426\u5219\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u7684\u8bf4\u6cd5\u4ecd\u505c\u7559\u5728\u8425\u9500\u8bdd\u672f\u5c42\u9762\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\">Fei Design Mode <\/span>\n <\/div>\n<div class=\"comment-content\">Design Mode gives designers direct ownership of what ships. Point to any element in the live preview, tweak styles visually, and push straight to your codebase from Figma or Claude Design. No handoff. No translation layer. What you designed is what ships. Finally, real superpowers for designers.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, Tammuz here, CTO and co-founder.<\/p>\n<p>When we first built this, our power users were PMs \u2014 people who think at the functional level: <em>“users should be able to filter by date.”<\/em> The agent ran with that and shipped it. Huge unlock.<\/p>\n<p>But as more designers started using us, we noticed something different. The functional part wasn’t the hard part for them \u2014 the <strong>iterative tweaking phase<\/strong> was. They wanted their screens pixel-perfect, and they didn’t want to wait on a developer who might or might not land their exact vision.<\/p>\n<p>So we built Design Mode. Same experience as sitting next to a developer, pointing at the screen and saying <em>“no, move that up a bit \u2014 the padding is wrong”<\/em> \u2014 except now you’re directing AI agents. Click the element, tweak the property, see it live. If you’re working in Figma or Claude Design, your design intent flows straight in \u2014 no manual transfer, no context lost.<\/p>\n<p>Ask me anything about how it works.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>AI agents that directly edit live UI pixels is a completely different approach from prompt-to-code tools. This feels more like pair programming at the pixel level. Wondering how it handles complex component states.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gangam_saai_sree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gangam_saai_sree<\/a> thank you for the comment. This what we worked on for so long, so our ability to understand not just in the pixel level, but also in the state level and code level – that’s the secret sauce:) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ‘build in production’ workflow is bold. Does Fei offer a way to rollback or version-control the changes made in Design Mode, or is it intended for real-time hotfixes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@rivra_dev we have a full version control so no hot fix , you can create everything within the send box and if you don\u2019t like something just change the version<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 awesome!! Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s an awesome addition!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 workflow of pointing at an element and having an agent tweak the code live is a huge unlock for the handoff process. I’m really curious about the code quality that comes out of Design Mode, though. If a designer makes twenty micro-adjustments to a single button, does the agent refactor the CSS cleanly, or do you end up with a bunch of layered visual hacks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vanshvardhan_sorte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vanshvardhan_sorte<\/a> Great one! it will refactor it cleanly, the code is production ready! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 designer-to-code gap is one of those problems everyone complains about but nobody fixes well. if this actually pushes to the real codebase from a visual editor, that’s a huge unlock for small teams shipping fast<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nossa_iyamu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nossa_iyamu<\/a> feel free to try our playground! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Adir, CEO of AutonomyAI.<\/p>\n<\/p>\n<p>We built Fei Studio because of a pattern we kept seeing across every product team we talked to: iteration speed is what determines how fast a company moves. Every change needed a full cycle. PM describes it, designer specs it, engineer builds it. Repeat.<\/p>\n<\/p>\n<p>Design Mode collapses that cycle. PMs and designers ship directly from Figma, from Claude Design, or straight inside the live preview. Design intent moves into production regardless of where it originates.<\/p>\n<p>If your team is still waiting on engineering for every small change, this is for you.<\/p>\n<\/p>\n<p>Ask me anything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/DRIZCGIKGF5IC5\" class=\"app-title\">Openclaw OS<\/a><\/p>\n<div class=\"one-liner\">Turn one-off chats into persistent, usable apps<\/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>Openclaw OS\u5c06AI\u4ece\u804a\u5929\u7a97\u53e3\u89e3\u653e\u51fa\u6765\uff0c\u8ba9\u7528\u6237\u628a\u4e00\u6b21\u6027\u7684\u5bf9\u8bdd\u6307\u4ee4\u56fa\u5316\u6210\u4e00\u952e\u8fd0\u884c\u3001\u53ef\u590d\u7528\u7684\u6301\u4e45\u5316\u5e94\u7528\uff0c\u89e3\u51b3AI\u5de5\u4f5c\u6210\u679c\u88ab\u804a\u5929\u8bb0\u5f55\u6df9\u6ca1\u3001\u96be\u4ee5\u7ba1\u7406\u548c\u590d\u7528\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/be0bb921-a298-4ef5-929e-f8a5d03eb15f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SdbE1YfPaFo?si=nF-Is2JoJ6rCaFMa\"><source src=\"https:\/\/youtu.be\/SdbE1YfPaFo?si=nF-Is2JoJ6rCaFMa\" 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\/2830912c-6727-476f-83b1-06bf041ed9df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3bee417a-c1f1-4e26-937e-6e227680d8cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/544e3798-56c5-4a16-934d-c2b61a3770fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8c14664-0449-419b-ac62-e17f368ddc16.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef20cc8b-9142-4640-935d-89ed75d1204e.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\">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\">AI\u64cd\u4f5c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0fUI<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7406(AI Agent)<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u63d2\u4ef6\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u5b9a\u65f6\u4efb\u52a1(Cron)<\/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\u4ece\u804a\u5929\u5230\u6301\u4e45\u5316\u5e94\u7528\u7684\u8f6c\u53d8\u662f\u91cd\u8981\u65b9\u5411\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u805a\u7126\u4e8e\uff1a\u6301\u4e45\u5316\u5e94\u7528\u7684\u72b6\u6001\u5982\u4f55\u8de8\u5bf9\u8bdd\u4fdd\u6301\uff1f\u5e94\u7528\u662f\u72ec\u7acb\u524d\u7aef\u8fd8\u662f\u5bc4\u751f\u4e8e\u73b0\u6709\u751f\u6001\uff1f\u793e\u533a\u671f\u5f85\u4e86\u89e3\u5177\u4f53\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u673a\u5236\u4e0e\u5b9e\u73b0\u7ec6\u8282\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 Openclaw OS\u7cbe\u51c6\u5730\u547d\u4e2d\u4e86\u5f53\u524dAI Agent\u843d\u5730\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u96be\u9898\u2014\u2014\u6210\u679c\u7684\u6c89\u6dc0\u4e0e\u590d\u7528\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u4e86\u4e00\u4e2a\u66f4\u5f3a\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u5728\u4e8e\u5ba3\u5224\u4e86\u201c\u804a\u5929\u754c\u9762\u4f5c\u4e3aAI\u552f\u4e00\u4ea4\u4e92\u5f62\u6001\u201d\u7684\u6b7b\u5211\u3002\u5b83\u654f\u9510\u5730\u6307\u51fa\uff0c\u5f53AI\u5f00\u59cb\u771f\u6b63\u5904\u7406\u5de5\u4f5c\uff0c\u804a\u5929\u7a97\u53e3\u5c31\u6210\u4e3a\u6548\u7387\u7684\u74f6\u9888\uff0c\u800c\u5c06\u5bf9\u8bdd\u788e\u7247\u201c\u7f16\u8bd1\u201d\u4e3a\u7ed3\u6784\u5316\u3001\u53ef\u7ba1\u7406\u7684\u201cApp\u201d\u548c\u201cCron Job\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06AI\u4ece\u201c\u5bf9\u8bdd\u578b\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u7cfb\u7edf\u578b\u57fa\u7840\u8bbe\u65bd\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u4e00\u6b65\u68cb\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u8bd5\u56fe\u4ece\u5934\u9020\u8f6e\u5b50\uff0c\u800c\u662f\u901a\u8fc7\u201cOpenClaw\u63d2\u4ef6\u201d\u7684\u5f62\u5f0f\uff0c\u4e3a\u5176\u751f\u6001\u5185\u7684Agent\u8d4b\u4e88\u4e86\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u522b\u7684\u7ba1\u7406\u80fd\u529b\u3002\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u5143\u7ba1\u7406\u201d\u5c42\uff0c\u4e3a\u6df7\u4e71\u7684Agent\u4ea7\u51fa\u5efa\u7acb\u4e86\u79e9\u5e8f\u548c\u5951\u7ea6\u2014\u2014\u4f60\u4e0d\u518d\u9700\u8981\u91cd\u590d\u63cf\u8ff0\u9700\u6c42\uff0c\u800c\u662f\u8fd0\u884c\u4e00\u4e2a\u7531AI\u4e3a\u4f60\u5b9a\u5236\u7684\u3001\u968f\u65f6\u53ef\u7528\u7684\u201c\u5de5\u4f5c\u7a0b\u5e8f\u201d\u3002\u4e0d\u8fc7\uff0c\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u751f\u6210\u7684\u5e94\u7528\u201d\u7684\u8d28\u91cf\u3001\u7a33\u5b9a\u6027\u548c\u53ef\u7f16\u8f91\u6027\u3002\u5982\u679c\u751f\u6210\u7684App\u53ea\u662f\u201c\u4e00\u6b21\u6027\u73a9\u5177\u201d\u6216\u8005\u201c\u9ed1\u7bb1\u201d\uff0c\u65e0\u6cd5\u8ba9\u7528\u6237\u8fdb\u884c\u6df1\u5ea6\u7684\u4e8c\u6b21\u5b9a\u5236\u548c\u8c03\u8bd5\uff0c\u90a3\u4e48\u201c\u6301\u4e45\u5316\u201d\u53cd\u800c\u53ef\u80fd\u53d8\u6210\u201c\u50f5\u786c\u5316\u201d\u3002\u6b64\u5916\uff0c\u76ee\u524d\u6df1\u6346OpenClaw\u751f\u6001\uff0c\u610f\u5473\u7740\u5b83\u7684\u5e02\u573a\u5929\u82b1\u677f\u53d6\u51b3\u4e8eOpenClaw\u672c\u8eab\u7684\u666e\u53ca\u5ea6\u3002\u4f46\u65e0\u8bba\u5982\u4f55\uff0c\u5b83\u4e3aAI Agent\u7684\u5b9e\u7528\u5316\u63a2\u7d22\u4e86\u4e00\u6761\u6e05\u6670\u4e14\u6781\u5177\u542f\u53d1\u6027\u7684\u8def\u5f84\uff1a\u672a\u6765\u7684AI\u7ade\u4e89\uff0c\u4e0d\u662f\u6bd4\u8c01\u66f4\u80fd\u804a\uff0c\u800c\u662f\u6bd4\u8c01\u7684\u6210\u679c\u80fd\u66f4\u6709\u6548\u5730\u201c\u51dd\u56fa\u201d\u4e0b\u6765\uff0c\u53d8\u6210\u771f\u6b63\u7684\u751f\u4ea7\u529b\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\">Openclaw OS<\/span>\n <\/div>\n<div class=\"comment-content\">Your agent can already do the work. Can you keep up? OpenClaw-OS turns OpenClaw from a chatbot into a system you run. Telegram was never built to manage agent work. Build apps once and let them run. Work organized, not buried in threads.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<br \/>Thrilled to be sharing OpenClaw-OS with you today.<\/p>\n<p>\u23f3The story<br \/>We’ve been deep in the generative UI world for a while now, building OpenUI as an open standard. Over the past few months, watching how people actually use OpenClaw, the AI that actually does things, a pattern kept showing up. Folks were running OpenClaw inside Telegram, Discord, Slack DMs. Your agent can do the work. The question is whether you can keep up with it.<\/p>\n<p>You’d ask OpenClaw to analyze something, schedule something, run a script. It would. But the output would scroll past, get buried under the next message, and three days later you’d be searching threads trying to find what your own agent did for you. The agent was doing real work. The chat window was the bottleneck.<\/p>\n<p>\ud83d\udd11Apps are the unlock<br \/>The thing we’re most excited about: OpenClaw-OS lets your agent build apps for your specific use cases. Not one-shot answers. Actual apps that stick around and keep working.<\/p>\n<p>\ud83d\udcb9A sales dashboard that pulls from your CRM. <\/p>\n<p>\ud83d\udc8cAn inbox triage app that sorts and drafts replies on a schedule. <br \/>\ud83d\uddde\ufe0fA standup digest that assembles itself before 10am. <\/p>\n<p>\ud83e\uddfeA pipeline tracker your whole team can open and act on. <br \/>\ud83d\udd2cA research workspace that watches a set of sources and tells you what changed.<\/p>\n<p>You build the app once, you stop re-prompting forever. That’s the shift. You’re not chatting with an agent anymore, you’re running a small system the agent built for you.<\/p>\n<p>\ud83d\udcacWhy this beats chat<br \/>Once your agent is doing real work, chat falls apart. You can’t see what’s running. You can’t manage multiple agents. Files get lost in scrollback.<\/p>\n<p>OpenClaw-OS gives every part of agent work a real home. <br \/>\ud83e\udd16Agents (run multiple, switch like Slack workspaces). <br \/>\ud83e\uddf5Sessions (named, saved, resumable). <br \/>\ud83d\udcf1Apps (the persistent ones above). <br \/>\u25b6\ufe0fArtifacts (documents and datasets the agent produced). <br \/>\ud83d\udcbfContext (the files and sources it can see, all visible to you). <br \/>\u23f0Cron jobs (scheduled work, in one place instead of buried in a config file).<\/p>\n<p>And one more thing. We brought generative UI into the chat as well. Your agent responds with live UI: a chart when you ask for a sales breakdown, a form when it needs to confirm a meeting, a table when you want a list. The output adapts to the task.<\/p>\n<p>Check it out at <\/p>\n<p>openui.com\/openclaw-os. <\/p>\n<p>Drop feedback in the comments, especially if you’re already running OpenClaw seriously. <\/p>\n<p>What’s missing? Which parts do you actually reach for? We’re listening.<\/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\/@pgd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pgd<\/a> interesting shift from chat to os. how does the ‘context’ handling work for these persistent apps compared to a standard long-running chat session?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The jump from a chat interface to a ‘usable app’ is where most agents fail. Does Openclaw generate a standalone frontend, or is the ‘app’ hosted within your own ecosystem?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey<a href=\"https:\/\/www.producthunt.com\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> ,<br \/>It’s an openclaw plugin. OpenClaw is the ecosystem \ud83d\ude42<br \/>Everything is generated and stored with all your files.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super fun built something with Generative UI that is for everyone. I built a dashboard to monitor Github stars with OpenClaw OS.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 jump from one-off chats to persistent apps is exactly where AI tools should be heading. Most chat interactions die after the conversation – turning them into something reusable is a real unlock. How are you handling state persistence across sessions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YE6HTLXLTJLIXI\" class=\"app-title\">Open Browser Use<\/a><\/p>\n<div class=\"one-liner\">Open-source browser automation for local AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">100<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Open Browser Use \u662f\u4e00\u6b3e\u5f00\u6e90\u3001\u672c\u5730\u4f18\u5148\u7684\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u901a\u8fc7\u771f\u5b9e Chrome \u914d\u7f6e\u6587\u4ef6\u8fde\u63a5\u672c\u5730 AI \u4ee3\u7406\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u65e0\u9700\u6258\u7ba1\u670d\u52a1\u7684\u60c5\u51b5\u4e0b\u5b9e\u73b0\u590d\u6742\u6807\u7b7e\u9875\u64cd\u4f5c\u3001\u72b6\u6001\u68c0\u6d4b\u4e0e\u591a SDK \u96c6\u6210\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e128c199-85c1-4064-abfc-b4d00d2f23fe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0bd46cc-e555-41c2-8230-3e94712b921f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92f78573-63b9-4541-98db-bf30fbfdf049.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">SDK<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u672c\u5730 AI \u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">MCP \u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">Chrome \u6269\u5c55<\/span><br \/>\n <span class=\"tag\">CDP \u547d\u4ee4<\/span><br \/>\n <span class=\"tag\">\u591a SDK \u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6807\u7b7e\u9875\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u672c\u5730\u4f18\u5148\u548c\u771f\u5b9e Chrome \u914d\u7f6e\u6587\u4ef6\u7684\u4f18\u52bf\uff0c\u8be2\u95ee\u4ee3\u7406\u7ba1\u7406\u3001\u591a\u4ee3\u7406\u6807\u7b7e\u534f\u8c03\u53ca CDP \u68c0\u6d4b\u7b49\u95ee\u9898\u3002\u5f00\u53d1\u8005\u56de\u5e94\u652f\u6301\u6807\u51c6 MCP \u534f\u8bae\uff0c\u5e76\u5f3a\u8c03\u5176\u975e\u5355\u4e00\u8fd0\u884c\u65f6\u7ed1\u5b9a\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 Open Browser Use \u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524d AI Agent \u843d\u5730\u4e2d\u201c\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u201d\u7684\u5939\u7f1d\u9700\u6c42\u2014\u2014\u65e2\u8981\u672c\u5730\u5b9e\u65f6\u3001\u53c8\u8981\u771f\u5b9e\u72b6\u6001\u3001\u8fd8\u8981\u53ef\u7f16\u7a0b\u3002\u5b83\u6ca1\u6709\u91cd\u9020\u8f6e\u5b50\uff0c\u800c\u662f\u901a\u8fc7 MV3 \u6269\u5c55+\u539f\u751f\u5bbf\u4e3b+MCP \u7684\u4e09\u5c42\u67b6\u6784\uff0c\u5de7\u5999\u7ed5\u8fc7\u4e86\u6258\u7ba1\u670d\u52a1\u7684\u5ef6\u8fdf\u548c\u9650\u5236\uff0c\u76f4\u63a5\u8d4b\u80fd\u5f00\u53d1\u8005\u64cd\u63a7 Chrome \u7684\u771f\u5b9e\u6807\u7b7e\u9875\u3002\u4ece CLI \u5230 JS\/Python\/Go SDK \u7684\u5feb\u901f\u5e03\u5c40\uff0c\u663e\u793a\u51fa\u5f3a\u70c8\u7684\u5de5\u5177\u94fe\u91ce\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u7684\u771f\u6b63\u6311\u6218\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u751f\u6001\u517c\u5bb9\u6027\uff1a\u4e0e\u5df2\u6210\u719f\u7684 Playwright\/Puppeteer \u76f8\u6bd4\uff0cOBU \u72ec\u7279\u4ef7\u503c\u5728\u4e8e\u201c\u771f\u5b9e\u914d\u7f6e\u6587\u4ef6\u201d\u548c\u201c\u6807\u7b7e\u9875\u7ea7\u63a7\u5236\u201d\uff0c\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u7a33\u5b9a\u6027\u4f9d\u8d56 Chrome \u6269\u5c55 API \u548c CDP \u7684\u9ed1\u76d2\u884c\u4e3a\uff0c\u591a\u4ee3\u7406\u534f\u8c03\u3001\u4e0b\u8f7d\u76d1\u63a7\u7b49\u9ad8\u7ea7\u7279\u6027\u4ecd\u9700\u5927\u91cf\u5de5\u7a0b\u6253\u78e8\u3002\u540c\u65f6\uff0c\u4f5c\u4e3a\u4e00\u4e2a 100 \u7968\u7684\u65e9\u671f\u9879\u76ee\uff0c\u6587\u6863\u5b8c\u5584\u5ea6\u3001\u793e\u533a\u652f\u6301\u3001\u957f\u671f\u7ef4\u62a4\u6027\u90fd\u662f\u6f5c\u5728\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5ba2\u89c2\u6765\u8bf4\uff0cOBU \u76ee\u524d\u66f4\u50cf\u662f\u201c\u4e00\u4e2a\u6709\u8da3\u7684\u6865\u6881\u201d\uff0c\u800c\u975e\u66ff\u4ee3\u54c1\u3002\u5b83\u9002\u5408\u5feb\u901f\u539f\u578b\u3001\u672c\u5730\u8c03\u8bd5\u4ee5\u53ca CI \u4e2d\u7684\u8f7b\u91cf\u4efb\u52a1\uff0c\u4f46\u82e5\u60f3\u5728\u751f\u4ea7\u7ea7\u591a\u4ee3\u7406\u7f16\u6392\u4e2d\u7ad9\u7a33\u811a\u8ddf\uff0c\u8fd8\u9700\u8981\u5728\u5bb9\u9519\u673a\u5236\u3001\u8de8\u5e73\u53f0\u517c\u5bb9\u548c\u6027\u80fd\u57fa\u51c6\u4e0a\u8bc1\u660e\u81ea\u5df1\u3002MIT \u8bb8\u53ef\u8bc1\u662f\u52a0\u5206\u9879\uff0c\u4f46\u5f00\u6e90\u9879\u76ee\u4ece\u201c\u6709\u8da3\u201d\u5230\u201c\u53ef\u9760\u201d\uff0c\u4e2d\u95f4\u9694\u7740\u4e00\u6574\u4e2a\u5fae\u670d\u52a1\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\">Open Browser Use<\/span>\n <\/div>\n<div class=\"comment-content\">Open Browser Use connects local AI agents to your real Chrome profile through an open-source MV3 extension, native host, CLI, MCP server, and JS\/Python\/Go SDKs. It can open and claim tabs, run CDP commands, inspect page state, watch downloads, handle file choosers, and keep agent tabs organized without a hosted automation service.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt, I’m Leo. I built Open Browser Use after wanting a Browser Use-style Chrome route that was open, local-first, and not tied to a single agent runtime. It pairs an MV3 extension with a native host so Codex, Claude Code, scripts, CI, or your own SDK integration can operate real Chrome tabs while keeping the transport local.<\/p>\n<p>What it includes today:<br \/>\n– CLI and MCP server for lightweight agent workflows<br \/>\n– JS, Python, and Go SDKs<br \/>\n– tab claiming\/opening\/group cleanup, CDP, downloads, clipboard, and file chooser helpers<br \/>\n– Chrome Web Store extension plus npm\/Homebrew setup path<\/p>\n<p>The repo is MIT licensed. I’d love feedback from people building agent tooling or local browser automation stacks.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ifuryst\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ifuryst<\/a> Do you support proxy management?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@ifuryst\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ifuryst<\/a> how does it compare to other more established projects like browser-use, notte? it does look like a simple mcp over a browser<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 exactly what I’ve been looking for. I use browser automation heavily for B2B workflows and the local-first approach with real Chrome profiles is a game changer – no more fighting with headless detection. The MCP server integration is a nice touch too. How does tab claiming work when multiple agents need to coordinate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Running against your actual Chrome profile is smart – sites behave very differently with real history and cookies. How do you handle CDP detection? Thats where most local automation setups get flaky.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Browser agents become really powerful once they can reliably navigate authentication flows and multi-tab sessions. I like the local\/open-source direction here since debugging agent behavior is still a major challenge in production environments<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Open-source browser use is the missing link for local agents. Does this support standard MCP (Model Context Protocol), or is it a custom automation framework?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>  Yes – it supports standard MCP. OBU includes an MCP server, plus CLI and JS\/Python\/Go SDKs if you want to use it outside an MCP client.<\/p>\n<\/p>\n<p>So it is not a custom-only framework; MCP is one of the main integration paths.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZDMML5RKVQG7LY\" class=\"app-title\">Edit Mind<\/a><\/p>\n<div class=\"one-liner\">Search videos like you’d describe to a friend – 100% local<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Edit Mind\u662f\u4e00\u6b3e100%\u672c\u5730\u7684\u89c6\u9891\u5185\u5bb9\u641c\u7d22\u5f15\u64ce\uff0c\u5e2e\u52a9\u89c6\u9891\u521b\u4f5c\u8005\u3001\u7f16\u8f91\u548c\u8bb0\u8005\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5f0f\u641c\u7d22\uff0c\u5728\u6d77\u91cf\u672c\u5730\u89c6\u9891\u4e2d\u77ac\u95f4\u5b9a\u4f4d\u6240\u9700\u753b\u9762\uff0c\u5f7b\u5e95\u89e3\u51b3\u4f20\u7edf\u4e91\u7aef\u5206\u6790\u6210\u672c\u9ad8\u3001\u6548\u7387\u4f4e\u3001\u9690\u79c1\u65e0\u4fdd\u969c\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bb38fa9-0348-4560-88db-906928241243.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21d00a66-d116-4faa-a0a8-e4a6911ef604.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c34e5156-8ab9-422a-963c-30b38a759ede.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bdb0f41-8208-43c7-86df-ba82004eedb8.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\/06b461f4-1932-4d98-bdd0-2715541e005d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jcctyfVg_34\"><source src=\"https:\/\/youtu.be\/jcctyfVg_34\" 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\">GitHub<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u672c\u5730\u5316\u3001\u65e0\u9700\u4e0a\u4f20\u7684\u7279\u6027\uff0c\u5e76\u8be2\u95ee\u662f\u5426\u652f\u6301\u8de8\u89c6\u9891\u7edf\u4e00\u7d22\u5f15\u3001\u80fd\u5426\u6279\u91cf\u9009\u53d6\u7247\u6bb5\u53d1\u9001\u81f3\u7f16\u8f91\u65f6\u95f4\u7ebf\u3002\u6709\u7528\u6237\u5173\u5fc3\u652f\u6301\u7684\u672c\u5730AI\u6a21\u578b\u7c7b\u578b\uff0c\u4ee5\u53ca\u672a\u6765\u8def\u7ebf\u56fe\uff08\u5982\u684c\u9762\u7aef\u4f18\u5316\u3001\u591a\u683c\u5f0f\u652f\u6301\uff09\u3002\u521b\u59cb\u4eba\u56de\u5e94\u786e\u8ba4\u652f\u6301\u6279\u91cf\u53d1\u9001\uff0c\u5e76\u5206\u4eab\u4e86\u81ea\u6258\u7ba1\u7248\u672c\u4e0e\u6280\u672f\u6808\uff08Whisper\u3001YOLO\u3001DeepFace\u7b49\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Edit Mind\u5207\u4e2d\u4e86\u4e00\u4e2a\u957f\u671f\u88ab\u5ffd\u89c6\u4f46\u6781\u5177\u75db\u70b9\u7684\u573a\u666f\uff1a\u89c6\u9891\u7d20\u6750\u7684\u201c\u672c\u5730\u5316\u667a\u80fd\u68c0\u7d22\u201d\u3002\u5b83\u4e0d\u4ec5\u89c4\u907f\u4e86Google\u7b49\u4e91\u7aefAPI\u9ad8\u6602\u7684\u6309\u91cf\u8ba1\u8d39\u6210\u672c\uff08\u5bf9\u52a8\u8f84TB\u7ea7\u7d20\u6750\u7684\u521b\u4f5c\u8005\u582a\u79f0\u8d22\u52a1\u5669\u68a6\uff09\uff0c\u66f4\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u4e86\u5185\u5bb9\u654f\u611f\u6570\u636e\u7684\u5916\u6cc4\u98ce\u9669\u3002\u4ea7\u54c1\u5728\u6280\u672f\u5b9e\u73b0\u4e0a\u9887\u5177\u6df1\u5ea6\u2014\u2014\u7ed3\u5408Whisper\u8fdb\u884c\u8bed\u97f3\u8f6c\u5f55\u3001YOLO\u5b9e\u73b0\u7269\u4f53\u68c0\u6d4b\u3001DeepFace\u5b8c\u6210\u4eba\u8138\u8bc6\u522b\uff0c\u540c\u65f6\u52a0\u4e0a\u4e86Qwen\u7b49\u672c\u5730\u5927\u6a21\u578b\u9a71\u52a8\u7684\u5bf9\u8bdd\u5f0f\u7d22\u5f15\uff0c\u5df2\u7ecf\u662f\u4e00\u4e2a\u76f8\u5f53\u5b8c\u6574\u7684\u672c\u5730AI\u89c6\u89c9\u5206\u6790\u6d41\u6c34\u7ebf\u3002\n 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Resolve\u7b49\u4e3b\u6d41\u7f16\u8f91\u8f6f\u4ef6\u7684\u5de5\u4f5c\u6d41\uff0c\u5c06\u51b3\u5b9a\u5b83\u662f\u5426\u53ea\u662f\u4e00\u4e2a\u201c\u72ec\u7acb\u641c\u7d22\u5de5\u5177\u201d\u800c\u975e\u201c\u7f16\u8f91\u5fc5\u5907\u63d2\u4ef6\u201d\u3002\u6700\u540e\uff0c\u201c\u81ea\u7136\u8bed\u8a00\u641c\u7d22\u201d\u7684\u51c6\u786e\u5ea6\u9ad8\u5ea6\u4f9d\u8d56\u8bed\u97f3\u8f6c\u5f55\u4e0e\u89c6\u89c9\u6a21\u578b\u7684\u8d28\u91cf\uff0c\u9519\u68c0\u4e0e\u6f0f\u68c0\u5728\u590d\u6742\u573a\u666f\u4e0b\u4ecd\u96be\u4ee5\u907f\u514d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u53e6\u4e00\u4e2a\u89d2\u5ea6\u770b\uff0cEdit Mind\u4ee3\u8868\u4e86\u4e00\u4e2a\u660e\u786e\u7684\u4ea7\u54c1\u8d8b\u52bf\uff1a\u672c\u5730AI\u4e0d\u518d\u53ea\u662f\u6982\u5ff5\uff0c\u800c\u662f\u6b63\u5728\u91cd\u5851\u4e13\u4e1a\u521b\u4f5c\u5de5\u5177\u7684\u5e95\u5c42\u903b\u8f91\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u641c\u7d22\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5c06\u89c6\u9891\u4ece\u201c\u4e0d\u53ef\u67e5\u8be2\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u201d\u8f6c\u53d8\u4e3a\u201c\u53ef\u5168\u6587\u641c\u7d22\u3001\u53ef\u7247\u6bb5\u8c03\u7528\u7684\u7ed3\u6784\u5316\u8d44\u4ea7\u201d\u3002\u5982\u679c\u80fd\u6301\u7eed\u4f18\u5316\u6027\u80fd\u3001\u5f00\u653eAPI\u5e76\u6df1\u5ea6\u878d\u5165\u526a\u8f91\u6d41\u7a0b\uff0c\u5b83\u6709\u53ef\u80fd\u6210\u4e3a\u89c6\u9891\u5a92\u4f53\u56e2\u961f\u7684\u6807\u914d\u57fa\u7840\u8bbe\u65bd\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\">Edit Mind<\/span>\n <\/div>\n<div class=\"comment-content\">Built for content creators, video editors, journalists, and video production companies. Search hours of footage instantly. No cloud. No switching your editing software<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey,<\/p>\n<p>I’m Ilias, a content creator and software developer. I’ve been creating content on YouTube for more than 3 years (80 videos, with an average duration of 1 hour). It’s become harder for me to find video files and moments<\/p>\n<p>After I got a bill from Google Video API for a couple of video analyses, about 450$ (couple of videos).<\/p>\n<p>So I built a local-first tool that:<br \/>* Transcribes your footage on-device<br \/>* Analyzes frames: faces, objects, scenes, and text on screen<br \/>* Indexes everything so you can search in plain language (“find me when I’m at my desk looking excited”)<br \/>Now, you can search using natural language to find the exact moment using local AI models. I don’t wanna upload my videos to the cloud to get them indexed.<\/p>\n<p>Start indexing your videos: <a href=\"https:\/\/edit-mind.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/edit-mind.com<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iliashaddad3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iliashaddad3<\/a> Hi Ilias, Congrats on teh launch, very cool tool. Do you centralize the index (1 query across your 80 vids) or is it individual?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 the launch <a href=\"https:\/\/www.producthunt.com\/@iliashaddad3\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"iliashaddad3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iliashaddad3<\/a> and <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> !<\/p>\n<\/p>\n<p>Can the user select multiple found moments and send them as a batch to the editing timeline?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you so much<a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> !<\/p>\n<\/p>\n<p>Yes, you can send multiple moments to the editing timeline, either using the search feature or the AI chat assistant.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 whole picture looks like an intro from the series “Lie to Me” with Tim Roth. Detecting micro facial expressions etc. \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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Haha, love that reference. Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept as I have about 20TB of videos to search and sort through. Congrats on your launch. Besides adding to the integration with the various editing programs, what is on your upcoming roadmap for the foreseeable future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@st1100\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@st1100<\/a> Thank you so much! I’m currently working on the desktop app, making it optimized for Apple Silicon and Windows with GPUs. Improving the performance and speed of indexing videos, adding support for different video formats, and making it an essential part of the workflow as an editor or someone with a lot of videos. <\/p>\n<\/p>\n<p>Also, the project isn’t only for video editors because I have a lot of feedback and requests from non-video editors, but many users have a lot of videos to index and search.<\/p>\n<\/p>\n<p>Also, I have a public roadmap for the self-hosted version: <a href=\"https:\/\/github.com\/IliasHad\/edit-mind\/discussions\/12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/IliasHad\/edit-mind\/discussions\/12<\/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>Hi Ilias, good luck. Which local models do you think work best with it? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sadegazoz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sadegazoz<\/a> Thank you! I’ve been using different models. Each model is good at a specific task: OpenAI Whisper for transcription, <a href=\"https:\/\/www.producthunt.com\/products\/yolo\" target=\"_blank\" rel=\"noopener\">@YOLO<\/a> for object detection, gpt-oss or qwen2.5:7b-instruct for the chat assistant, and RAG and DeepFace for facial recognition. I have a self-hosted version that is available on Github (<a href=\"https:\/\/github.com\/iliashad\/edit-mind\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/iliashad\/edit-mind<\/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>Searching video like a conversation is a game-changer for editors. Does this index the visual elements of the frame, or is it primarily relying on the audio transcript?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rivra_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivra_dev<\/a> Thank you. Yes, it indexes the visual elements of the frame, like faces recognized, objects detected, and on-screen text, and it describes the video frame scene plus transcription.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WILZ5VB6U7MIUH\" class=\"app-title\">Pressmaster.ai<\/a><\/p>\n<div class=\"one-liner\">Thought leadership AI for founders and teams<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div 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src=\"https:\/\/ph-files.imgix.net\/302d6ab8-041d-4ee0-bda0-e45b1dfef1b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f4a5393-e5db-4c3c-8d5c-029583ad1ada.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4c6d561-56f5-4995-b353-be3411175bee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4dae0c8c-0636-49ce-ac92-ef4f4f74a685.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Pitch Dubai<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u601d\u60f3\u9886\u5bfc\u529b<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u53cc\u80de\u80ce<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u98ce\u683c<\/span><br \/>\n <span class=\"tag\">\u8d8b\u52bf\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u91c7\u8bbf\u8f6c\u5185\u5bb9<\/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\u91c7\u8bbf\u8f6c\u5185\u5bb9\u6d41\u7a0b\u8282\u7701\u65f6\u95f4\uff0c\u80fd\u6355\u6349\u771f\u5b9e\u58f0\u97f3\uff1b\u4f46\u8d28\u7591\u5982\u4f55\u4fdd\u7559\u521b\u59cb\u4eba\u72ec\u7279\u89c2\u70b9\u548c\u53cd\u9762\u610f\u89c1\uff0c\u907f\u514d\u6a21\u578b\u8fc7\u5ea6\u5e73\u6ed1\u5bfc\u81f4\u5185\u5bb9\u5931\u771f\u3002\u5b98\u65b9\u5f3a\u8c03\u901a\u8fc7\u4e0a\u4e0b\u6587\u3001\u53e5\u6cd5\u548c\u8bed\u4e49\u4e09\u91cd\u4f18\u5316\u6765\u4fdd\u62a4\u4e2a\u4eba\u98ce\u683c\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 Pressmaster.ai\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u6781\u5176\u5201\u94bb\u7684\u75db\u70b9\u2014\u2014\u4e0d\u662f\u201c\u5185\u5bb9\u592a\u5c11\u201d\uff0c\u800c\u662f\u201c\u521b\u59cb\u4eba\u7684\u601d\u60f3\u88abAI\u6d17\u6210\u5e73\u5eb8\u7684\u9e21\u6c64\u201d\u3002\u7edd\u5927\u591a\u6570AI\u5185\u5bb9\u5de5\u5177\u672c\u8d28\u662f\u201c\u6392\u5217\u7ec4\u5408\u673a\u5668\u201d\uff0c\u4ea7\u51fa\u518d\u591a\u4e5f\u53ea\u80fd\u586b\u5145\u6d41\u91cf\u5783\u573e\uff0c\u800c\u521b\u59cb\u4eba\u771f\u6b63\u7684\u8d44\u4ea7\u662f\u5176\u72ec\u7279\u7684\u5224\u65ad\u3001\u53d6\u820d\u548c\u53cd\u4e3b\u6d41\u89c2\u70b9\u3002Pressmaster\u806a\u660e\u5730\u7ed5\u5f00\u4e86\u8fd9\u4e2a\u9677\u9631\uff1a\u5b83\u4e0d\u8bd5\u56fe\u4ece\u96f6\u751f\u6210\uff0c\u800c\u662f\u901a\u8fc7\u53cc\u80de\u80ce\u5efa\u6a21\u4f18\u5148\u6355\u83b7\u201c\u53e5\u6cd5+\u8bed\u4e49\u201d\uff0c\u5373\u4e00\u4e2a\u4eba\u5982\u4f55\u60f3\uff0c\u800c\u975e\u4ec5\u4ec5\u5982\u4f55\u8bf4\u3002\u8fd9\u4f7f\u5176\u5728\u601d\u60f3\u9886\u5bfc\u529b\u8d5b\u9053\u5177\u5907\u4e86\u771f\u6b63\u7684\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u4fdd\u7559\u8d1f\u9762\u6837\u672c\u201d\u7684\u7591\u8651\u76f4\u51fb\u6838\u5fc3\u2014\u2014AI\u5929\u7136\u503e\u5411\u4e8e\u6b63\u5411\u3001\u5e73\u6ed1\uff0c\u800c\u771f\u6b63\u7684\u9886\u8896\u9b45\u529b\u5f80\u5f80\u6765\u81ea\u201c\u5bf9\u4ec0\u4e48\u8bf4\u4e0d\u201d\u3002Pressmaster\u58f0\u79f0\u5efa\u6a21\u4e86\u201c\u4fe1\u4ef0\u548c\u53cd\u4e3b\u6d41\u89c2\u70b9\u201d\uff0c\u4f46\u5177\u4f53\u5982\u4f55\u91cf\u5316\u201c\u4e0d\u88ab\u91c7\u7eb3\u7684\u9009\u9879\u201d\u4ecd\u662f\u9ed1\u7bb1\u3002\u53e6\u5916\uff0c\u6df1\u5ea6\u4f9d\u8d56\u8f93\u5165\u7d20\u6750\u8d28\u91cf\u610f\u5473\u7740\u524d\u671f\u8bbf\u8c08\u548c\u8bed\u6599\u91c7\u96c6\u6210\u672c\u4e0d\u4f4e\uff0c\u8fd9\u5bf9\u4e8e\u5b64\u8eab\u4f5c\u6218\u7684\u65e9\u671f\u521b\u59cb\u4eba\u662f\u5426\u53cb\u597d\uff1f\u82e5\u65e0\u6cd5\u81ea\u52a8\u5316\u8fd9\u6b65\uff0c\u201c\u8282\u7701\u65f6\u95f4\u201d\u5c31\u53ef\u80fd\u6ca6\u4e3a\u534a\u6210\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u77ed\u671f\u5185\uff0c\u5b83\u89e3\u51b3\u4e86\u201c\u4ece\u601d\u60f3\u5230\u8349\u7a3f\u201d\u768470%\u95ee\u9898\uff0c\u4f46\u5269\u4e0b\u768430%\u2014\u2014\u5c24\u5176\u662f\u5bf9\u72ec\u7279\u6027\u7684\u4fdd\u62a4\u80fd\u529b\u2014\u2014\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u521b\u59cb\u4eba\u7b2c\u4e8c\u5927\u8111\u201d\u7684\u5173\u952e\u3002\u5982\u679c\u5b83\u80fd\u6301\u7eed\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u4ea7\u51fa\u5185\u5bb9\uff0c\u66f4\u80fd\u751f\u4ea7\u201c\u53ea\u6709\u8fd9\u4e2a\u4eba\u624d\u80fd\u8bf4\u51fa\u6765\u7684\u8bdd\u201d\uff0c\u90a3\u5b83\u5c31\u4e0d\u4ec5\u662f\u589e\u6548\u5de5\u5177\uff0c\u66f4\u53ef\u80fd\u6210\u4e3a\u601d\u60f3\u9886\u5bfc\u529b\u788e\u7247\u5316\u65f6\u4ee3\u7684\u51fa\u7248\u7cfb\u7edf\u3002\u4f46\u82e5\u53ea\u662f\u4f18\u5316\u4e86\u6587\u6848\u5de5\u5e8f\uff0c\u90a3\u8fdf\u65e9\u4f1a\u88ab\u5176\u4ed6\u66f4\u5ec9\u4ef7\u7684\u65b9\u6848\u8ffd\u4e0a\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\">Pressmaster.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Pressmaster helps founders and teams turn interviews, ideas, and source material into posts, articles, research, and publishing workflows in their own voice. It combines an AI twin, trend discovery, content planning, and multi-platform publishing in one system.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Pressmaster for a few months and it’s got a really smart way of generating content using your own voice. Particularly like the ‘interview’ mode for crafting articles.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@james_bridgman1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@james_bridgman1<\/a> Thanks James!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 interview-to-content pipeline is clever. As a founder I have a ton of half-formed thoughts and opinions but turning them into LinkedIn posts or blog articles always falls to the bottom of the priority list. If this actually captures my voice from a quick conversation and publishes it – that’s a real time saver.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nossa_iyamu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nossa_iyamu<\/a> Very true. And taking it one step further: turning raw, half-formed thoughts into high-performing content that fits your narrative and serves a clear growth goal is a whole different story.<\/p>\n<\/p>\n<p>That\u2019s why we believe the real leverage starts with the raw material: the founder\u2019s ideas, opinions, experience, and way of thinking.<\/p>\n<\/p>\n<p>If you capture that properly, everything downstream becomes much stronger.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 interview\/source-material angle feels like the right direction for founder content. The hard part with \u201cauthentic voice\u201d usually is not just matching vocabulary; it is preserving the founder\u2019s actual judgment: what they reject, what tradeoffs they care about, and where they are willing to be specific.<\/p>\n<\/p>\n<p>I\u2019d be curious how much the workflow captures negative examples or \u201cdon\u2019t say it this way\u201d notes. That is often where the real voice shows up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> Good point. Generally, at Pressmaster we intentionally optimize for 3 things.<\/p>\n<\/p>\n<p>Context, syntax, and semantics.<\/p>\n<\/p>\n<p>Context means we understand who you are, what you stand for, what your expertise is, and what narrative you are building.<\/p>\n<\/p>\n<p>Syntax means we capture how you actually communicate: your rhythm, wording, structure, tone, and style.<\/p>\n<\/p>\n<p>Semantics means we understand the deeper meaning behind your ideas, not just the words on the surface.<\/p>\n<\/p>\n<p>That is where the Twin becomes powerful. It does not just help create more content. It helps turn raw thoughts into content that still sounds like you, fits your narrative, and carries the right meaning across different formats.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thought leadership often suffers when it sounds too ‘robotic.’ How does <a href=\"http:\/\/Pressmaster.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Pressmaster.ai<\/a> capture a founder’s specific ‘voice’ or contrarian takes without smoothing them out?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Hi Rivra, that’s a great point. <\/p>\n<p>We don\u2019t start with generic prompts.<\/p>\n<p>Pressmaster first builds a founder\u2019s <strong>Content Twin<\/strong> through interviews, past content, website context, positioning, opinions, writing patterns, and the way they naturally frame ideas.<\/p>\n<p>We also map out both syntax and semantics.<\/p>\n<p>Syntax is how someone writes: sentence rhythm, structure, phrasing, pacing, formatting, and tone.<\/p>\n<p>Semantics is how someone thinks: beliefs, opinions, recurring themes, contrarian takes, mental models, and the meaning behind their ideas.<\/p>\n<p>That combination is what makes the Twin powerful.<\/p>\n<p>Pressmaster builds a deeper model of the founder, so it can preserve their actual point of view instead of smoothing everything into generic AI copy.<\/p>\n<p>The goal is to protect what makes them distinct, then help them turn that into high-quality content across channels.<\/p>\n<p>I hope that makes sense<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NPADXZTHUAIFGP\" class=\"app-title\">Indigo<\/a><\/p>\n<div class=\"one-liner\">Stay in touch with your people on Bluesky and Mastodon<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Indigo\u662f\u4e00\u6b3e\u5c06Bluesky\u548cMastodon\u52a8\u6001\u6574\u5408\u5230\u4e00\u4e2a\u65f6\u95f4\u7ebf\u7684\u793e\u4ea4\u5ba2\u6237\u7aef\uff0c\u89e3\u51b3\u7528\u6237\u5728\u591a\u5e73\u53f0\u5206\u6563\u5173\u6ce8\u3001\u96be\u4ee5\u7edf\u4e00\u7ef4\u62a4\u793e\u4ea4\u5708\u5b50\u7684\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c165ed6-116b-4657-8ced-4d718518aa57.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/11bebe29-7e6c-4176-a098-53014c52927c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/171ef7a8-d3ba-4334-8f7a-b1c446d72945.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bec8ea09-6cbc-47d0-b63c-19d7bf404123.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Social Network<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Social Networking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8054\u90a6\u5b87\u5b99<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">Bluesky\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">Mastodon\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u65f6\u95f4\u7ebf<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e16\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u7b2c\u4e09\u65b9\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">Ultraviolet<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u4f5c\u4e3a\u8054\u90a6\u5b87\u5b99\u6865\u6881\u7684\u4ef7\u503c\uff0c\u5e76\u8be2\u95ee\u662f\u5426\u652f\u6301\u8de8\u5e16\u53d1\u5e03\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u652f\u6301\u8de8\u5e16\uff0c\u5e76\u79f0\u5176\u524d\u8eabCroissant\u4e13\u4e3a\u6b64\u8bbe\u8ba1\u3002\u5173\u4e8e\u5546\u4e1a\u6a21\u5f0f\uff0c\u7528\u6237\u5c06\u5176\u7c7b\u6bd4Ivory\uff0c\u5f00\u53d1\u8005\u62ab\u9732\u4e86\u514d\u8d39\u8bd5\u7528\u3001\u4ed8\u8d39\u4e92\u52a8\u7684\u8ba2\u9605\u5236\uff08Ultraviolet\uff09\uff0c\u6708\/\u5e74\/\u4e00\u6b21\u6027\u8d2d\u4e70\u53ca\u5730\u533a\u5b9a\u4ef7\u7b56\u7565\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Indigo\u7684\u201c\u7edf\u4e00\u65f6\u95f4\u7ebf\u201d\u5b9a\u4f4d\u5e76\u4e0d\u65b0\u9c9c\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ef7\u503c\u951a\u70b9\u5728\u4e8e\u201c\u8de8\u5e16\u53d1\u5e03\u201d\u7684\u6df1\u5ea6\u5b9e\u73b0\u3002\u4ece\u8bc4\u8bba\u4e2d\u53ef\u77e5\uff0c\u56e2\u961f\u6b64\u524d\u5f00\u53d1\u7684Croissant\u4e3a\u8de8\u5e16\u529f\u80fd\u79ef\u7d2f\u4e86\u6280\u672f\u57fa\u7840\uff0c\u8fd9\u8ba9Indigo\u4e0d\u518d\u662f\u7b80\u5355\u7684\u201c\u805a\u5408\u9605\u8bfb\u5668\u201d\uff0c\u800c\u662f\u5207\u4e2d\u4e86\u591a\u5e73\u53f0\u521b\u4f5c\u8005\u7684\u521a\u9700\u2014\u2014\u5728\u4e00\u4e2a\u5ba2\u6237\u7aef\u53d1\u5e03\uff0c\u5185\u5bb9\u540c\u6b65\u8f90\u5c04\u81f3Bluesky\u548cMastodon\u4e24\u5927\u9635\u8425\u3002\u8fd9\u79cd\u201c\u8f93\u51fa\u7aef\u6574\u5408\u201d\u6bd4\u201c\u8f93\u5165\u7aef\u6574\u5408\u201d\u66f4\u5177\u5dee\u5f02\u5316\u548c\u9ecf\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u5c42\u9762\uff0c\u5176\u201c\u514d\u8d39\u6d4f\u89c8\u3001\u4ed8\u8d39\u4e92\u52a8\u201d\u7684\u6a21\u5f0f\u9887\u503c\u5f97\u73a9\u5473\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u7528\u201c\u4fe1\u606f\u6d88\u8d39\u201d\u505a\u6f0f\u6597\uff0c\u7528\u201c\u4e92\u52a8\u4e0e\u53d1\u5e03\u201d\u505a\u4ed8\u8d39\u5899\uff0c\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0eInstagram\u3001Threads\u7b49\u5de8\u5934\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u670d\u52a1\u8054\u90a6\u5b87\u5b99\u91cc\u7684\u8f7b\u5ea6\u7528\u6237\u3002\u4f46\u6311\u6218\u540c\u6837\u5c16\u9510\uff1a119.99\u7f8e\u5143\u7684\u7ec8\u8eab\u4e70\u65ad\u4e0d\u8986\u76d6\u6240\u6709\u672a\u6765\u529f\u80fd\uff0c\u8fd9\u79cd\u201c\u51cf\u914d\u7248\u6c38\u4e45\u6388\u6743\u201d\u5bb9\u6613\u5f15\u53d1\u7528\u6237\u5bf9\u201c\u534a\u6210\u54c1\u201d\u7684\u4fe1\u4efb\u5371\u673a\u3002\u66f4\u5173\u952e\u7684\u662f\uff0cIndigo\u5b8c\u5168\u4f9d\u8d56Bluesky\u548cMastodon\u7684\u5f00\u653eAPI\uff0c\u4e00\u65e6\u5e73\u53f0\u6536\u7d27\u8bbf\u95ee\u7b56\u7565\u6216\u529f\u80fd\u53d8\u66f4\uff0c\u8fd9\u6b3e\u201c\u6865\u6881\u201d\u4ea7\u54c1\u7684\u6839\u57fa\u5c31\u4f1a\u52a8\u6447\u3002\u5b83\u50cf\u662f\u8054\u90a6\u5b87\u5b99\u751f\u6001\u7684\u201c\u7cbe\u54c1\u63d2\u4ef6\u201d\uff0c\u4ef7\u503c\u660e\u786e\u4f46\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u2014\u2014\u65e0\u6cd5\u72ec\u7acb\uff0c\u53ea\u80fd\u5bc4\u751f\u3002\u5bf9\u4e8e\u9700\u8981\u591a\u5e73\u53f0\u9ad8\u6548\u53d1\u5e03\u7684\u91cd\u5ea6\u7528\u6237\uff0c\u8fd9\u662f\u4e00\u7b14\u503c\u5f97\u8ba1\u7b97\u7684\u201c\u65f6\u95f4\u6210\u672c\u7f6e\u6362\u201d\uff1b\u4f46\u5bf9\u53ea\u60f3\u5237\u65f6\u95f4\u7ebf\u7684\u666e\u901a\u7528\u6237\uff0c\u514d\u8d39\u6d4f\u89c8\u5df2\u8db3\u591f\uff0c\u4ed8\u8d39\u52a8\u529b\u4e0d\u8db3\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\">Indigo<\/span>\n <\/div>\n<div class=\"comment-content\">Indigo is a brand new app that combines Bluesky and Mastodon into a single, unified timeline. It can be tough to keep up with your social circles when they’re not all in one place, but Indigo makes it a breeze. Indigo has a modern user interface that helps make common interactions faster and less disruptive, doing its best to provide you all the information you need, without getting in your way.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Exciting to see a new, full featured Mastodon + Bluesky client! <\/p>\n<\/p>\n<p>The business model is also interesting; maybe similar to <a href=\"https:\/\/www.producthunt.com\/products\/ivory-for-mac\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"ivory-for-mac\" target=\"_blank\" rel=\"noopener\">@Ivory for Mac<\/a>?<\/p>\n<blockquote>\n<p>Indigo is free to download and try out, but interacting with posts and creating posts requires payment. Our premium tier is called Ultraviolet and has monthly, annual and one-time purchase options.<\/p>\n<\/p>\n<p>Prices are regional, based on a purchasing power index and are based on the US prices, which are:<\/p>\n<\/p>\n<p>$4.99 per month<\/p>\n<p>$34.99 per year<\/p>\n<p>$119.99 one-time purchase<\/p>\n<\/p>\n<p>Please note that the one time purchase may not include all future features in perpetuity as ongoing and that the services, Bluesky and Mastodon, may change what features are available without notice.<\/p>\n<\/blockquote>\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>With the federated web growing so fast, this is a much-needed bridge. Does Indigo allow for cross-posting, or is it primarily meant for consuming feeds in one place?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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! Indigo supports cross-posting, and has a bunch of neat features for linking posts across networks. Prior to Indigo, we build Croissant, the sole purpose of which was cross-posting, so Indigo was a natural (if huge) evolution of that<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QEJ7Y23ZNMA4CV\" class=\"app-title\">OptimizeGEO.ai<\/a><\/p>\n<div class=\"one-liner\">Agentic GEO platform for AI search visibility<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OptimizeGEO.ai\u662f\u4e00\u4e2a\u5e2e\u52a9\u54c1\u724c\u76d1\u63a7\u5e76\u63d0\u5347\u5728ChatGPT\u3001Gemini\u7b49AI\u641c\u7d22\u5f15\u64ce\u4e2d\u53ef\u89c1\u5ea6\u4e0e\u51c6\u786e\u6027\u7684\u81ea\u52a8\u5316GEO\u5e73\u53f0\uff0c\u89e3\u51b3\u54c1\u724c\u5728AI\u56de\u7b54\u4e2d\u201c\u88ab\u8bef\u8bfb\u201d\u6216\u201c\u4e0d\u88ab\u63d0\u53ca\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c531b816-da16-4a0f-8356-53c88d394a9b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5ab6714-0140-49da-9993-80e735368449.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10acf30f-33eb-4a59-afd8-1f9875ffbc5b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b8eacc0-57d0-4b76-8453-aec824725d84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/426b77f7-e0a8-48a8-90d6-f6c5ea6e4404.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8699bb65-ae96-42ac-ac3d-34fd97b614a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d3d45c1-be12-4095-9bb7-26590deebad8.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\/1e0446fa-b99c-4ec7-9546-c5693033b315.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=2w43qFR9dw0\"><source src=\"https:\/\/www.youtube.com\/watch?v=2w43qFR9dw0\" 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\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Pitch Dubai<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">GEO<\/span><br \/>\n <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u53ef\u89c1\u5ea6<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u58f0\u8a89\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1aSaaS<\/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\u4ea7\u54c1\u89e3\u51b3\u4e86\u68d8\u624b\u75db\u70b9\uff08\u5982\u54c1\u724c\u5728AI\u4e2d\u88ab\u9519\u8bef\u63cf\u8ff0\uff09\u3002\u6709\u7528\u6237\u6307\u51fa\uff0c\u591a\u8bed\u8a00\u573a\u666f\u4e0bGEO\u8bc4\u5206\u4f1a\u5931\u771f\uff0c\u56e0\u4e3a\u4e0d\u540cAI\u5f15\u64ce\u5bf9\u4e0d\u540c\u8bed\u8a00\u7684\u56de\u5e94\u4e0d\u4e00\u81f4\uff0c\u5355\u4e00\u5206\u6570\u65e0\u6cd5\u6307\u793a\u4f18\u5148\u4fee\u590d\u7684\u5e02\u573a\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u662f\u4e00\u6b3e\u8e29\u51c6\u4e86AI\u641c\u7d22\u53d8\u9769\u8282\u594f\u7684\u4ea7\u54c1\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u4f18\u5316\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u201c\u76d1\u6d4b\u4e0e\u8bca\u65ad\u201d\u2014\u2014\u5f53\u591a\u6570\u8425\u9500\u4eba\u8fd8\u5bf9AI\u5f15\u64ce\u7684\u201c\u9ed1\u7bb1\u201d\u53cd\u9988\u675f\u624b\u65e0\u7b56\u65f6\uff0cOptimizeGEO\u63d0\u4f9b\u4e86\u53ef\u91cf\u5316\u7684\u201c\u53ef\u89c1\u5ea6\u201d\u4e0e\u201c\u51c6\u786e\u6027\u201d\u6307\u6807\uff0c\u672c\u8d28\u4e0a\u662f\u4e3a\u54c1\u724c\u5728AI\u751f\u6001\u7cfb\u7edf\u91cc\u5efa\u7acb\u4e86\u7b2c\u4e00\u9053\u8d28\u68c0\u7ebf\u3002AI\u4ee3\u7406\u81ea\u52a8\u8bc6\u522b\u95ee\u9898\u5e76\u5f52\u56e0\u5230\u5185\u5bb9\u3001\u5f15\u7528\u3001PR\u7b49\u73af\u8282\uff0c\u5c06\u6a21\u7cca\u7684\u201c\u63d0\u5347AI\u53cb\u597d\u5ea6\u201d\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684\u5de5\u5355\uff0c\u8fd9\u624d\u662f\u5b9e\u6548\u6240\u5728\u3002\u4f46\u4ea7\u54c1\u9762\u4e34\u4e24\u5927\u6311\u6218\uff1a\u4e00\u662f\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u591a\u8bed\u8a00GEO\u8bc4\u5206\u5931\u771f\u201d\u95ee\u9898\uff0c\u8fd9\u66b4\u9732\u4e86\u6a21\u578b\u95f4\u884c\u4e3a\u5dee\u5f02\u5e26\u6765\u7684\u5ea6\u91cf\u6807\u51c6\u4e0d\u7edf\u4e00\uff0c\u82e5\u65e0\u6cd5\u7ec6\u5316\u5230\u5f15\u64ce-\u8bed\u8a00-\u5e02\u573a\u9897\u7c92\u5ea6\uff0c\u5b8f\u89c2\u5206\u6570\u53cd\u800c\u4f1a\u8bef\u5bfc\u8d44\u6e90\u5206\u914d\u3002\u4e8c\u662fAI\u641c\u7d22\u683c\u5c40\u672a\u5b9a\uff0cChatGPT\u3001Perplexity\u7b49\u5e73\u53f0\u7684\u7b97\u6cd5\u8fed\u4ee3\u9891\u7e41\uff0c\u6b64\u523b\u7684\u201c\u4f18\u5316\u7b56\u7565\u201d\u53ef\u80fd\u968f\u65f6\u5931\u6548\uff0c\u4ea7\u54c1\u9700\u8981\u8bc1\u660e\u5176\u7b56\u7565\u7684\u65f6\u6548\u6027\u4e0e\u81ea\u9002\u5e94\u6027\uff0c\u800c\u975e\u9759\u6001\u62a5\u544a\u3002\u6574\u4f53\u4e0a\u770b\uff0c\u8fd9\u662f\u4e00\u5f20\u901a\u5411\u4e0b\u4e00\u4ee3SEO\u7684\u5165\u573a\u5238\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u6807\u51c6\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u7387\u5148\u89e3\u51b3\u8de8\u5f15\u64ce\u3001\u8de8\u8bed\u79cd\u5f52\u56e0\u7684\u5e95\u5c42\u903b\u8f91\u96be\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OptimizeGEO.ai<\/span>\n <\/div>\n<div class=\"comment-content\">OptimizeGEO helps brands win visibility, accuracy, and trust in AI answers. It tracks how your brand appears across ChatGPT, Gemini, Perplexity, Claude, and other answer engines, measuring visibility, share of voice, competitor presence, and accuracy. Then AI agents identify issues, prioritize fixes, and improve your content, citations, website, PR, and AI readiness, so your brand shows up more often, more accurately, and with measurable business impact.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited!<\/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\/@saurabh_doshi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saurabh_doshi<\/a> indeed exciting and a great product helping great brands be seen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>aggregate GEO scoring gets weird the moment a brand operates in more than one language. ChatGPT and Perplexity often disagree on the same brand depending on whether the prompt is in English or Polish, so a single number hides which market actually needs the fix first.<\/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>Having partnered with brands, sports and the creator economy in the last shift to social and mobile, thrilled to do it again in the era of ai search driven discovery! <\/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\/@kirthiga_reddy2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kirthiga_reddy2<\/a> super excited, great product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kirthiga_reddy2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kirthiga_reddy2<\/a> lets do 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>This looks super helpful. Searched for my brand on Perplexity last week and the answer was completely wrong. Didn’t know where to even start fixing it. This is timely. Congrats! \ud83d\udc4f<\/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\/@munis_abbas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munis_abbas<\/a> Thanks Munis, we are here to help. Just book a free demo on our website <a href=\"https:\/\/www.optimizegeo.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.optimizegeo.ai<\/a> and we will take it from 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looking great! I was actually trying to tackle the same problem manually for <a href=\"https:\/\/warpply.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/warpply.com<\/a>, so I\u2019m really curious to see how well this works in practice. Haven\u2019t tested it yet, but it definitely looks like a huge time saver \ud83d\udc4f<\/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\/@nathan_reuter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_reuter<\/a> Thanks Nathan, would love to hear more about your experience. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thanks for your post and comment<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<\/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\/SBZECRTWIRS5ON\" class=\"app-title\">Open Computer Use<\/a><\/p>\n<div class=\"one-liner\">Open-source Computer Use MCP for AI agents<\/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>Open Computer Use \u5c06\u672c\u5730\u684c\u9762\u81ea\u52a8\u5316\u5c01\u88c5\u4e3a\u6807\u51c6 MCP \u670d\u52a1\uff0c\u8ba9\u4efb\u4f55 AI \u4ee3\u7406\uff08\u5982 Codex\u3001Claude Code \u7b49\uff09\u90fd\u80fd\u8de8\u5e73\u53f0\u64cd\u63a7\u684c\u9762\u5e94\u7528\uff0c\u89e3\u51b3\u5355\u4e00\u5e73\u53f0\u6216\u95ed\u6e90\u4ee3\u7406\u65e0\u6cd5\u81ea\u7531\u96c6\u6210\u684c\u9762\u81ea\u52a8\u5316\u80fd\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/411a72a2-635f-4462-a0bc-9a459db72b24.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2s6aVpGiwaQ\"><source src=\"https:\/\/youtu.be\/2s6aVpGiwaQ\" 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\/157711f5-9f41-4eeb-8171-2aa09da932ae.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\">\u684c\u9762\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\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>\u5f00\u53d1\u8005\u666e\u904d\u8ba4\u53ef\u201c\u6807\u51c6\u5316\u684c\u9762\u63a7\u5236\u201d\u7684\u601d\u8def\uff0c\u8ba4\u4e3a\u8fd9\u4e3a\u81ea\u5b9a\u4e49\u4ee3\u7406\u6253\u5f00\u4e86\u65b0\u53ef\u80fd\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u80fd\u5426\u7528\u4e8e\u81ea\u52a8\u5316\u6570\u636e\u5f55\u5165\uff08\u5982\u4ece\u65e7\u7cfb\u7edf\u5bfc\u51fa\u5230\u6570\u636e\u5e93\u6216\u8868\u683c\uff09\u3002\u9879\u76ee\u65b9\u56de\u5e94\u80af\u5b9a\uff0c\u5e76\u5efa\u8bae\u52a0\u5165\u6821\u9a8c\u622a\u56fe\u7b49\u73af\u8282\u4ee5\u4fdd\u8bc1\u7a33\u5b9a\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 Open Computer Use \u7684\u5b9a\u4f4d\u975e\u5e38\u806a\u660e\u2014\u2014\u5b83\u6ca1\u6709\u8bd5\u56fe\u518d\u9020\u4e00\u4e2a\u201c\u5b8c\u7f8e\u201d\u7684\u684c\u9762\u64cd\u63a7\u5f15\u64ce\uff0c\u800c\u662f\u654f\u9510\u6293\u4f4f\u4e86 Agent \u751f\u6001\u4e2d\u201c\u7b97\u529b\u8fc7\u5269\u3001\u63a5\u53e3\u5b64\u5c9b\u201d\u7684\u9519\u914d\uff0c\u7528 MCP \u8fd9\u4e2a\u6807\u51c6\u534f\u8bae\u505a\u4e86\u4e00\u6b21\u5b8c\u7f8e\u7684\u7f1d\u5408\u3002\u628a Codex \u7684\u201c\u8ba1\u7b97\u673a\u4f7f\u7528\u201d\u4f53\u9a8c\u63d0\u53d6\u6210\u8de8\u5e73\u53f0\u670d\u52a1\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4e3a AI Agent \u63d0\u4f9b\u201c\u624b\u811a\u201d\u7684\u6807\u51c6\u5316\u63a5\u53e3\uff0c\u8ba9\u5f00\u53d1\u8005\u4e0d\u518d\u53d7\u9650\u4e8e\u5355\u4e00\u5382\u5546\u7684\u5c01\u95ed\u65b9\u6848\u300287\u7968\u4e0d\u7b97\u7206\u6b3e\uff0c\u4f46\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u89e3\u8026\uff1a\u201c\u5e94\u7528\u64cd\u63a7\u201d\u4ece\u7279\u5b9a\u4ea7\u54c1\u80fd\u529b\u53d8\u6210\u53ef\u63d2\u62d4\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u8fd9\u89e3\u51b3\u4e86 Agent \u843d\u5730\u7684\u5173\u952e\u5361\u70b9\u2014\u2014AI \u5728\u6570\u5b57\u4e16\u754c\u91cc\u7684\u201c\u884c\u52a8\u529b\u201d\u3002\u98ce\u9669\u5728\u4e8e\uff1a\u8de8\u5e73\u53f0\u517c\u5bb9\u3001\u975e\u4fb5\u5165\u5f0f\u81ea\u52a8\u5316\u7684\u53ef\u9760\u6027\uff08\u5b9a\u4f4d\u3001\u70b9\u51fb\u3001\u622a\u56fe\u51c6\u786e\u6027\uff09\u4ecd\u662f\u786c\u9aa8\u5934\uff1b\u800c\u4e14 MCP \u534f\u8bae\u672c\u8eab\u8fd8\u5728\u65e9\u671f\uff0c\u751f\u6001\u6e17\u900f\u7387\u6709\u9650\u3002\u5982\u679c\u9879\u76ee\u80fd\u641e\u5b9a Linux\/Win \u7684\u9ad8\u9891 fail case\uff0c\u5e76\u501f\u52a9 npm \u964d\u4f4e\u90e8\u7f72\u95e8\u69db\uff0c\u5b83\u6781\u53ef\u80fd\u6210\u4e3a Agent \u65f6\u4ee3\u7684\u4e00\u6839\u91cd\u8981\u201c\u62d0\u6756\u201d\u2014\u2014\u867d\u4e0d\u6027\u611f\uff0c\u4f46\u6ca1\u5b83\u4e0d\u884c\u3002\u5bf9\u4e8e\u5de5\u5177\u578b\u4ea7\u54c1\uff0c\u522b\u6025\u7740\u5439\u201c\u6539\u53d8\u4e16\u754c\u201d\uff0c\u5148\u628a \u201cclick and type\u201d \u505a\u5230 99.9% \u4e0d\u51fa\u9519\u518d\u8c08\u91ce\u5fc3\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\">Open Computer Use<\/span>\n <\/div>\n<div class=\"comment-content\">Open Computer Use turns local desktop automation into a standard MCP service. It lets Codex, Claude Code, Gemini CLI, opencode, and custom MCP clients inspect apps, click, type, scroll, drag, and take screenshots across macOS, Linux, and Windows. It is open source, npm-installable, and designed to bring the non-intrusive Codex Computer Use experience to any agent stack.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt, I built Open Computer Use because the new Computer Use experience should be available to any agent, not just one host. It wraps local desktop automation as MCP, so Codex, Claude Code, Gemini CLI, opencode, and custom clients can inspect apps, click, type, scroll, drag, and capture screenshots. The repo started from studying Codex Computer Use, then turned into a cross-platform runtime with macOS, Linux, and Windows support. It is installable with npm and open for people who want to study, extend, or plug Computer Use into their own agent stack. Feedback is especially welcome on reliability, Linux and Windows coverage, and host integrations.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<blockquote>\n<p>the new Computer Use experience should be available to any agent, not just one host.<\/p>\n<\/blockquote>\n<p>I agree 100%.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea of standardizing computer use via MCP. It opens up so many possibilities for custom agents. Do you think it could be used to automate data entry from legacy apps directly into something like a structured database or even a spreadsheet?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@phatysddev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phatysddev<\/a>  Yes, exactly – that is one of the use cases I am most excited about.<\/p>\n<\/p>\n<p>Because Open Computer Use exposes desktop control through MCP, an agent can inspect a legacy app, click through forms, read or copy values, and write them into a structured database or spreadsheet. Beyond MCP, it also supports a CLI, JS\/Python\/Go SDKs, and Skills, so you can plug it into different agent stacks or build a more custom workflow around it.<\/p>\n<\/p>\n<p>For production-ish data entry flows, I would still recommend adding validation steps, screenshot\/state checks, retries, and human review for sensitive fields, but the core automation path is supported.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PISS6Y53CQNTYX\" class=\"app-title\">Enjo Help Center<\/a><\/p>\n<div class=\"one-liner\">AI auto-builds your help centers that learn from your team<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Enjo Help Center \u901a\u8fc7AI\u81ea\u52a8\u4ece\u7f51\u7ad9URL\u751f\u6210\u5e2e\u52a9\u4e2d\u5fc3\uff0c\u5e76\u80fd\u4ece\u56e2\u961f\u89e3\u51b3\u5ba2\u6237\u95ee\u9898\u7684\u8fc7\u7a0b\u4e2d\u81ea\u52a8\u5b66\u4e60\u5e76\u64b0\u5199\u65b0\u6587\u7ae0\uff0c\u89e3\u51b3\u4e86\u5e2e\u52a9\u4e2d\u5fc3\u201c\u5efa\u800c\u4e0d\u7528\u3001\u7ef4\u62a4\u56f0\u96be\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a84c3abb-9d9e-4758-bd08-59b6119a8f4c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f8e13a9-591e-4598-8ef9-12287530247a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f518398c-7393-47c3-95aa-8c1d15321a25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da4a8b20-b745-40f6-9c19-6758c9938e07.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\/1a9264ad-bf71-4877-84ea-203cd9cd99b5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/O2yPUsgJXyc\"><source src=\"https:\/\/youtu.be\/O2yPUsgJXyc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Customer Success<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e2e\u52a9\u4e2d\u5fc3<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5de5\u5355\u95ed\u73af<\/span><br \/>\n <span class=\"tag\">AI\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u6587\u6863\u751f\u6210<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53efAI\u81ea\u52a8\u5efa\u7acb\u548c\u66f4\u65b0\u5e2e\u52a9\u4e2d\u5fc3\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u8d5e\u8d4f\u4ece\u5df2\u89e3\u51b3\u5bf9\u8bdd\u4e2d\u81ea\u52a8\u751f\u6210\u6587\u7ae0\u7684\u529f\u80fd\u3002\u8bc4\u8bba\u4e2d\u672a\u89c1\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\uff0c\u7528\u6237\u66f4\u591a\u662f\u8868\u8fbe\u5bf9AI-first\u8bbe\u8ba1\u7406\u5ff5\u7684\u8ba4\u540c\uff0c\u4ee5\u53ca\u5e0c\u671b\u770b\u5230\u5b9e\u9645\u5e94\u7528\u6548\u679c\u7684\u671f\u5f85\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Enjo Help Center\u7684\u53d1\u5e03\uff0c\u7cbe\u51c6\u51fb\u4e2d\u4e86\u4f01\u4e1a\u4e2d\u77e5\u8bc6\u7ba1\u7406\u4e0e\u5ba2\u6237\u652f\u6301\u8131\u8282\u8fd9\u4e00\u957f\u671f\u75db\u70b9\u3002\u5176\u6838\u5fc3\u521b\u65b0\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u751f\u6210\u6587\u6863\u201d\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u95ee\u9898-\u89e3\u51b3-\u77e5\u8bc6\u6c89\u6dc0\u201d\u7684\u81ea\u52a8\u95ed\u73af\u3002\u8fd9\u770b\u4f3c\u7b80\u5355\u7684\u903b\u8f91\uff0c\u5b9e\u5219\u98a0\u8986\u4e86\u4f20\u7edf\u5e2e\u52a9\u4e2d\u5fc3\u201c\u4eba\u5de5\u64b0\u5199->\u5b9a\u671f\u7ef4\u62a4->\u88ab\u52a8\u67e5\u8be2\u201d\u7684\u9759\u6001\u6a21\u5f0f\uff0c\u5c06\u5176\u8f6c\u53d8\u4e3a\u968f\u5ba2\u6237\u4e92\u52a8\u4e0d\u65ad\u81ea\u6211\u5b8c\u5584\u7684\u201c\u6d3b\u201d\u7cfb\u7edf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u5c06\u201c\u7ef4\u62a4\u6210\u672c\u201d\u4ece\u64b0\u5199\u73af\u8282\u8f6c\u79fb\u5230\u4e86\u66f4\u5177\u4ef7\u503c\u7684\u201c\u5ba1\u6838\u201d\u73af\u8282\u3002\u56e2\u961f\u4e0d\u518d\u9700\u8981\u7ede\u5c3d\u8111\u6c41\u9884\u5224\u6240\u6709\u95ee\u9898\u5e76\u64b0\u5199\u957f\u6587\uff0c\u53ea\u9700\u5904\u7406AI\u7b5b\u9009\u51fa\u7684\u76f2\u533a\u95ee\u9898\uff0c\u5e76\u5728\u89e3\u51b3\u540e\u590d\u6838\u4e00\u7bc7AI\u8349\u7a3f\u3002\u8fd9\u79cd\u6a21\u5f0f\u65e0\u7591\u4f1a\u5927\u5e45\u964d\u4f4e\u4f01\u4e1a\uff08\u5c24\u5176\u662fSaaS\u516c\u53f8\uff09\u5efa\u7acb\u548c\u7ef4\u6301\u77e5\u8bc6\u5e93\u7684\u5fc3\u7406\u95e8\u69db\u4e0e\u4eba\u529b\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5fc5\u987b\u51b7\u9759\u770b\u5f85\u7684\u662f\uff0c\u8fd9\u5957\u7cfb\u7edf\u7684\u5929\u82b1\u677f\u5728\u4e8e\u201c\u5b66\u4e60\u8d28\u91cf\u201d\u3002AI\u81ea\u52a8\u751f\u6210\u7684\u6587\u6863\u8d28\u91cf\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u521d\u59cb\u77e5\u8bc6\u5e93\uff08\u7f51\u7ad9URL\uff09\u7684\u89c4\u8303\u6027\u548c\u56e2\u961f\u89e3\u51b3\u65b9\u6848\u7684\u4e13\u4e1a\u5ea6\u3002\u5982\u679c\u521d\u59cb\u4fe1\u606f\u6df7\u4e71\uff0c\u6216\u56e2\u961f\u4e3a\u89e3\u51b3\u77ed\u671f\u95ee\u9898\u7ed9\u51fa\u4e0d\u591f\u6807\u51c6\u7684\u7b54\u6848\uff0cAI\u5b66\u4e60\u5230\u7684\u201c\u9519\u8bef\u201d\u5c06\u4f1a\u88ab\u653e\u5927\u548c\u56fa\u5316\uff0c\u9020\u6210\u77e5\u8bc6\u6c61\u67d3\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u76ee\u524d200\u6761\/\u6708\u7684\u514d\u8d39\u989d\u5ea6\u548c$95\/\u6708\u7684\u8d77\u6b65\u4ef7\uff0c\u5bf9\u4e8e\u5c0f\u56e2\u961f\u6216\u67e5\u8be2\u91cf\u7ea7\u4e0d\u9ad8\u7684\u573a\u666f\u53ef\u80fd\u662f\u95e8\u69db\u3002\u5b83\u80fd\u5426\u5728\u66f4\u590d\u6742\u7684\u3001\u591a\u8bed\u8a00\u6216\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u652f\u6301\u573a\u666f\u4e2d\u4fdd\u6301\u8d28\u91cf\uff0c\u8fd8\u6709\u5f85\u89c2\u5bdf\u3002\u603b\u7684\u6765\u8bf4\uff0cEnjo\u4e0d\u662f\u201c\u81ea\u52a8\u5199\u6587\u6863\u5de5\u5177\u201d\uff0c\u800c\u662f\u201c\u77e5\u8bc6\u8d44\u4ea7\u7ba1\u7406\u5f15\u64ce\u201d\uff0c\u4f46\u5982\u4f55\u7ba1\u7406\u597d\u8fd9\u4e2a\u5f15\u64ce\u7684\u201c\u71c3\u6599\u201d\uff08\u8f93\u5165\u8d28\u91cf\uff09\uff0c\u662f\u7528\u6237\u548c\u4ea7\u54c1\u81ea\u8eab\u90fd\u9700\u8981\u8b66\u60d5\u7684\u6838\u5fc3\u547d\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Enjo Help Center<\/span>\n <\/div>\n<div class=\"comment-content\">Enjo generates a full help center from just your website URL. Pick a template, answer 2 questions, and you’re live. When customers ask questions it can’t answer, Enjo learns from the resolution and writes new articles automatically.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Rashmi, cofounder at Troopr Labs. We make Enjo, used by 600+ companies including Netflix, Snowflake, and Grammarly for support automation. We’re launching Enjo Help Center today.<\/p>\n<p>Here’s a conversation we’ve had with dozens of support teams:<\/p>\n<p>“We know we need a help center. We’ve been meaning to set one up. But nobody has time to sit down and write 20 articles from scratch.”<\/p>\n<p>So the help center never gets built. Or it gets built once and nobody maintains it. Customers can’t find answers, they file tickets, and the team answers the same questions every day.<\/p>\n<p>We asked ourselves: what if you didn’t have to write anything? What if you just pointed the AI at your website, answered a couple of questions, and got a working help center?<\/p>\n<p>That’s what Enjo does. Pick a template, paste your URL, and the AI generates your articles, organizes them into collections, and gives your customers a portal that actually answers questions.<\/p>\n<p>But here’s the part I’m most excited about: it gets smarter on its own.<\/p>\n<p>When a customer asks something your help center can’t answer, Enjo escalates it to your team. When they resolve it, the AI drafts a new article from that resolution. Next customer with the same question? Answered. No ticket needed.<\/p>\n<p>Every conversation makes the help center more complete. Escalations go down over time, not because someone wrote more docs, but because the system learned from your team’s real answers.<\/p>\n<p>Free to start. All features, 200 AI replies\/month, no credit card. Your help center stays live even after AI replies are used up. Starter plan is $95\/mo when you need more.<\/p>\n<p>What’s been the biggest thing stopping your team from building a help center, or keeping the existing one from going stale? Genuinely curious what the blockers look like for people here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rashjbp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rashjbp<\/a> HI Rashmi, Congrats on the launch. very cool new feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Rajesh here, CEO at Troopr Labs \ud83d\udc4b<\/p>\n<p>Building a help center is the easy part. Keeping it alive is what kills you.<\/p>\n<p>Every team we talked to had the same story. Built one, it was great for a month, then it slowly rotted. Nobody had time to maintain 40 articles.<\/p>\n<p>The core idea behind Enjo is that a help center should be a compounding knowledge base. Sources go in, AI compiles articles, customers query, and every interaction feeds back to make it more complete. When a question gets resolved by your team, that resolution becomes a new article. The loop closes. Coverage grows from use, not from someone manually writing docs.<\/p>\n<p>To keep that loop running long term, we built the Help Center Agent. Tell it “rewrite all billing articles for our new pricing” or “reorganize everything by user journey.” One prompt, bulk changes. You review and approve.<\/p>\n<p>The website URL is the fastest path in, but not the only one:<\/p>\n<p>\u2192 Zendesk\/Intercom\/Freshdesk tickets? Enjo extracts articles from your team’s repeated answers.<\/p>\n<p>\u2192 Docs in Notion, Google Drive, Confluence? Connect them directly.<\/p>\n<p>\u2192 Most teams end up combining 2-3 sources.<\/p>\n<p>We’ve been building support infra since 2019. Same AI layer that Netflix, Snowflake, and Grammarly run on daily.<\/p>\n<p>Ask me anything. Genuinely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great to see this live! The closed-loop system where team resolutions automatically become draft articles is definitely the right way to think about knowledge management. It shifts the burden from writing to just reviewing. Congrats to the Troopr team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vickyonit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vickyonit<\/a> Spot on. The knowledge already exists in resolved conversations, it just disappears into ticket history. We close that loop. Thanks for the support \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Wow, this is how help desk should be redesigned AI-first, ground up. Love that it can build articles from customer quieries. Congrats <a href=\"https:\/\/www.producthunt.com\/@raj42\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"raj42\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raj42<\/a> <a href=\"https:\/\/www.producthunt.com\/@rashjbp\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rashjbp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rashjbp<\/a> and the team!<\/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\/@rashjbp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rashjbp<\/a>  <a href=\"https:\/\/www.producthunt.com\/@itzsuresh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itzsuresh<\/a> Thanks Suresh! That was exactly the bet. Most help center tools bolt AI onto a manual-first architecture. We started with AI as the foundation and built everything around it. Appreciate the love \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried Enjo Help Center today and was genuinely impressed by how quickly it understood our product. Right after signup, it automatically generated a clean, well-structured set of help articles using our website and documentation. The content was surprisingly relevant and saved us a significant amount of manual setup time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@niyati_dhingra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@niyati_dhingra<\/a> That’s great to hear Niyati, thanks for trying it out! As your portal gets real customer questions, you’ll see the self-improving loop start filling in the gaps on its own. Let us know how it goes \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really excited to see companies start using this! <\/p>\n<p>We’ve been building it for months, so there’s a lot to explore but the best part is we made sure resolved conversations don’t just disappear, they become the raw material for the next article.<\/p>\n<p>Would love to hear how it lands for your team! \ud83d\ude4c\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really excited to finally see how teams use Enjo \ud83d\ude80.<\/p>\n<p>We actually built this to solve our own support headaches first, and used it internally before deciding to launch because we wanted to be sure it genuinely worked in everyday support workflows. <\/p>\n<p>Would genuinely love to hear what resonates, what doesn\u2019t, and how other teams end up using it. Let\u2019s go \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited to be a part of this! Creating a help center has always been a daunting task, and now with Enjo, you can generate contextual articles to answer complex customer queries.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/6VV2HEF5FYHXZO\" class=\"app-title\">DoDocs inc<\/a><\/p>\n<div class=\"one-liner\">AI OS automating accounting docs & reconciliation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DoDocs\u4f5c\u4e3a\u4f1a\u8ba1\u64cd\u4f5c\u7cfb\u7edf\uff0c\u81ea\u52a8\u6267\u884c\u8d26\u5355\u50ac\u6536\u3001\u53d1\u7968\u5bf9\u8d26\u548c\u6b3a\u8bc8\u68c0\u6d4b\uff0c\u5e2e\u4f1a\u8ba1\u5e08\u4e0e\u521b\u59cb\u4eba\u6446\u8131\u4f4e\u6548\u6587\u4e66\u5de5\u4f5c\uff0c\u5b9e\u73b0\u8d22\u52a1\u6570\u636e\u5b9e\u65f6\u54cd\u5e94\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff68fbab-455e-4e19-a251-ca21969ce93d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b59fbae6-4d33-45bb-bcf7-a8a9f4e82658.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42e61a24-0804-4350-895c-d15718d76f35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c34d19b3-1668-4310-aa15-a1fd8213c416.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c79348b-b9f9-46db-9464-6ba5375dfebe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c6017fd-4771-42df-8386-38926d755185.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c806d4d-ed15-4007-aa5b-03139d3119ad.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\/51fd55b0-a7ce-487f-83b3-4625b097b409.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/FtLJV358V50\"><source src=\"https:\/\/youtu.be\/FtLJV358V50\" 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\">Pitch Dubai<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f1a\u8ba1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5bf9\u8d26<\/span><br \/>\n <span class=\"tag\">\u53d1\u7968\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u6b3a\u8bc8\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">QuickBooks\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Xero\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Zoho\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Workflow\u81ea\u52a8\u5316<\/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\u5173\u6ce8\u5df2\u4e0a\u7ebf\u6a21\u5757\uff08\u6587\u6863\u50ac\u6536\u4e0e\u5bf9\u8d26\u529f\u80fd\uff09\uff0c\u63d0\u95eeAI\u5bf9\u8d26\u7684\u5224\u65ad\u903b\u8f91\uff08\u786e\u5b9a\u6027\/AI\u6df7\u5408\uff09\u53ca\u4eba\u5de5\u5ba1\u6279\u4ea4\u4e92\u65b9\u5f0f\u3002\u521b\u59cb\u4eba\u5173\u5fc3\u8fb9\u7f18\u8d39\u7528\u5206\u7c7b\u5904\u7406\u80fd\u529b\u3002\u56e2\u961f\u56de\u590d\u627f\u8bfa\u81ea\u5b9a\u4e49\u6a21\u5f0f\u548c\u6f14\u793a\u652f\u6301\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 DoDocs\u5207\u4e2d\u4e86\u4f1a\u8ba1\u884c\u4e1a\u6700\u75db\u7684\u201c\u65e0\u6548\u5de5\u65f6\u201d\u95ee\u9898\u2014\u201453%\u7684\u65f6\u95f4\u82b1\u5728\u50ac\u5355\u3001\u5bf9\u8d26\u8fd9\u7c7b\u4f4e\u4ef7\u503c\u91cd\u590d\u52b3\u52a8\u4e0a\u3002\u5176\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u4e0d\u8bd5\u56fe\u53d6\u4ee3\u4f1a\u8ba1\uff0c\u800c\u662f\u4ee5OS\u5c42\u6574\u5408QuickBooks\u3001Xero\u7b49\u73b0\u6709\u5de5\u5177\uff0c\u7528AI agent\u66ff\u4ee3\u4eba\u5de5\u6d41\u7a0b\uff0c\u540c\u65f6\u4fdd\u7559\u4eba\u5de5\u5e72\u9884\u7684\u7075\u6d3b\u6027\uff08\u5982\u7528\u6237\u53ef\u63a7\u5236\u81ea\u52a8\u5316\u7a0b\u5ea6\uff09\uff0c\u8fd9\u65e2\u89e3\u51b3\u6548\u7387\u75db\u70b9\u53c8\u907f\u514d\u804c\u4e1a\u62b5\u89e6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u51b7\u9759\u5ba1\u89c6\uff1a81\u7968\u7684Product Hunt\u6570\u636e\u4e0d\u7b97\u60ca\u8273\uff0c\u4e14\u5176\u201c\u4e8c\u5ea6\u4e0a\u5e02\u201d\u6697\u793a\u8fc7\u5f80\u4ea7\u54c1\u672a\u5f62\u6210\u7206\u6b3e\u3002\u5f53\u524d\u4ec5\u4e24\u4e2a\u6a21\u5757\uff08\u50ac\u6b3e\u4e0e\u5bf9\u8d26\uff09\u5728\u7ebf\uff0c\u5269\u4f59\u56db\u4e2a\u8981\u5e74\u5185\u4ea4\u4ed8\uff0c\u529f\u80fd\u77e9\u9635\u5b8c\u6574\u5ea6\u5b58\u7591\u3002AI\u91d1\u878d\u6570\u636e\u5904\u7406\u5408\u89c4\u6027\uff08\u5982\u6b3a\u8bc8\u68c0\u6d4b\u7684\u8bef\u62a5\u7387\u3001\u6570\u636e\u5b89\u5168\uff09\u548c\u4e0e\u6838\u5fc3\u8d22\u52a1\u7cfb\u7edf\u7684\u6df1\u5ea6\u96c6\u6210\u80fd\u529b\u662f\u957f\u671f\u58c1\u5792\uff0c\u4ea6\u662f\u5bf9\u624b\uff08\u5982Bill.com\u3001Vic.ai\uff09\u5df2\u6df1\u8015\u7684\u9886\u57df\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u5b9e\u65f6\u8d22\u52a1\u95ee\u7b54\u201d\u2014\u2014\u7f29\u77ed\u521b\u59cb\u4eba\u7b49\u5f85\u4f1a\u8ba1\u56de\u590d\u7684\u5929\u6570\u81f3\u79d2\u7ea7\uff0c\u8fd9\u76f4\u51fb\u4e2d\u5c0f\u4f01\u4e1a\u548c\u521d\u521b\u516c\u53f8\u878d\u8d44\u5bf9\u8d26\u7684\u4fe1\u4efb\u75db\u70b9\u3002\u4f46\u82e5\u672a\u6765\u4e0d\u80fd\u6301\u7eed\u6269\u5c55\u81f3\u85aa\u8d44\u3001\u5173\u8d26\u7b49\u590d\u6742\u573a\u666f\uff0c\u5e76\u5efa\u7acb\u751f\u6001\u7f51\u7edc\u6548\u5e94\uff0c\u5219\u5bb9\u6613\u505c\u7559\u5728\u201c\u9ad8\u7ea7\u811a\u672c\u5de5\u5177\u201d\u9636\u6bb5\uff0c\u96be\u4ee5\u652f\u6491\u5176\u201cOS\u201d\u53d9\u4e8b\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\">DoDocs inc<\/span>\n <\/div>\n<div class=\"comment-content\">Accountants spend 53% of their time chasing documents, matching invoices, and manually reconciling \u2014 work that adds zero value to clients. dodocs automates all of it! Chase loops via email and WhatsApp, AI reconciliation with fraud detection, and real-time financial answers for founders who are tired of waiting weeks for their fractional accountant to respond. Two modules live today. Four more shipping this year.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hi Product Hunters!<\/strong><\/p>\n<p>I’m Dan, co-founder of .dodocs \u2014 and yes, this is our second launch here, but a very different one.<\/p>\n<p>Our first launch was a document extraction API. Useful, but narrow. What we actually kept seeing \u2014 across hundreds of accounting firms and startup founders \u2014 was a much bigger problem hiding underneath.<\/p>\n<p>Accountants spend over half their working hours chasing documents, matching invoices, and reconciling statements.<\/p>\n<p>Work that adds zero value to their clients. Meanwhile, founders wait 3\u201314 days to get a simple answer from their fractional accountant \u2014 “what’s my cash balance?” or “how much tax do I owe this quarter?”<\/p>\n<\/p>\n<p>So we stopped building a tool and started building an OS.<\/p>\n<p><strong>.dodocs is now the Accounting OS<\/strong> \u2014 it sits on top of QuickBooks, Xero, and Zoho and runs the work that accounting teams currently do by hand.<\/p>\n<p><strong>What’s live today:<\/strong> \ud83d\udd01 <strong>Chase Loops<\/strong> \u2014 AI-powered document chasing via email and WhatsApp. Clients get followed up automatically. Escalations happen only when a human is truly needed. Saves 24h\/month per firm. <strong>Reconciliation<\/strong> \u2014 Automatic invoice \u2194 statement matching with fraud detection. Flags duplicates and vendor anomalies before they hit your books.<\/p>\n<p><strong>Shipping next:<\/strong> \ud83d\udcc5 Period Close \u00b7 \ud83c\udfe5 Client Health \u00b7 \ud83d\udcca Team Performance \u00b7 \ud83d\udcb8 Payroll Agent<\/p>\n<\/p>\n<p>We’re at 1,000+ users, growing 3\u00d7 YoY \u2014 and we’re just getting started.<\/p>\n<\/p>\n<p>As a thank you to Product Hunters, we’re giving <strong>2 months free<\/strong> \u2014 the code is in the last screenshot of the carousel.<\/p>\n<p>Backed by Techstars Atlanta. Built by a team that has lived this pain firsthand.<\/p>\n<p>Would love your honest feedback \u2014 especially from accountants and founders in the comments. What module would make you switch tomorrow? \ud83d\udc47<\/p>\n<\/p>\n<p>\u2014 Dan & the .dodocs 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Which part is live today, the document chasing or the reconciliation piece?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@othman_katim both are live. We can make a kick off call<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. Reconciliation is the part I\u2019d want to try first. Is matching deterministic, AI-assisted or a mix? Also curious how you show what was auto-matched vs human-approved.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ihorperkovskyi you can choose level of automation anytime. At first steps it can be fully controlled by human or you can delicate it to AI agent fully. Happy to schedule a demo call and discuss<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘no busywork’ promise is huge for founders. How does DoDocs handle the categorization of complex edge-case expenses that usually trip up automated systems?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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 for your question – we customize it by schemas, generated in our system for your company. It takes 15-20 seconds to do and system trying 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<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ 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