\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-28<\/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 | 2026-05-28<\/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\/AYXK7CGT2LEPGB\" class=\"app-title\">Pancake<\/a><\/p>\n<div class=\"one-liner\">OpenClaw in Slack that makes your company autonomous<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">480<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pancake \u662f\u4e00\u4e2a\u5d4c\u5165 Slack \u7684 AI \u4ee3\u7406\u7ec4\u7ec7\u67b6\u6784\uff0c\u901a\u8fc7\u8bbe\u7f6e\u89d2\u8272\u3001\u76ee\u6807\u548c\u5fc3\u8df3\u673a\u5236\uff0c\u8ba9\u516c\u53f8\u5b9e\u73b0\u4ece 0 \u5230 70% \u7684\u81ea\u52a8\u5316\u8fd0\u8425\uff0c\u7528\u6237\u53ea\u9700\u8bbe\u5b9a\u65b9\u5411\u5e76\u5ba1\u6279\u4e0d\u53ef\u9006\u64cd\u4f5c\uff0c\u5176\u4f59\u5de5\u4f5c\u7531\u4ee3\u7406\u81ea\u4e3b\u5b8c\u6210\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\/fbcd71c9-6136-462c-a915-690fd6291005.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8da9c773-3e67-4536-84ea-ed4c3777cca7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c22d8752-1975-4f55-9e53-62891e560606.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/97554a05-22e7-40ac-9f3b-dd30cb644180.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa9846d1-2d45-45ad-bfa9-0432425bf266.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\/523d1876-54d5-4a36-a373-f5feedd5ddb5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=MlD-Cz7zOUc\"><source src=\"https:\/\/www.youtube.com\/watch?v=MlD-Cz7zOUc\" 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\">Slack<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Maker Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u7ec4\u7ec7\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">GTM\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u8fd0\u8425\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u516c\u53f8\u5927\u8111<\/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\u81ea\u4e3b\u6027\uff0c\u79f0\u8d5e\u201c\u65e0\u9700 babysitting \u4ee3\u7406\u201d\u548c\u201c\u80fd\u63d0\u51fa\u81ea\u5df1\u60f3\u4e0d\u5230\u7684\u89e3\u51b3\u65b9\u6848\u201d\u3002\u5173\u952e\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u5982\u4f55\u754c\u5b9a\u201c\u4e0d\u53ef\u9006\u201d\u64cd\u4f5c\uff08\u5982 API \u8c03\u7528\u3001\u6210\u672c\u652f\u51fa\uff09\u4e0e\u5ba1\u6279\u8fb9\u754c\uff0c\u4ee5\u53ca\u5982\u4f55\u8bbe\u7f6e\u62a4\u680f\u4ee5\u786e\u4fdd\u4ee3\u7406\u53ea\u5728\u6388\u6743\u8303\u56f4\u5185\u884c\u52a8\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 Pancake \u7684\u201c\u81ea\u4e3b\u516c\u53f8\u201d\u53e3\u53f7\u6781\u5177\u717d\u52a8\u6027\uff0c\u4f46\u672c\u8d28\u4e0a\u4ecd\u662f\u201cAI \u4ee3\u7406\u5373\u670d\u52a1\u201d\u7684\u8fdb\u9636\u7248\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53d6\u4ee3\u4eba\u7c7b\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u516c\u53f8\u5185\u90e8\u53ef\u6807\u51c6\u5316\u7684\u6d41\u7a0b\uff08\u5982\u4f1a\u8bae\u7eaa\u8981\u8f6cPR\u3001SDR\u5916\u8054\u3001\u64cd\u4f5c\u5ba1\u8ba1\uff09\u5f7b\u5e95\u5916\u5305\u7ed9 AI \u7ec4\u7ec7\uff0c\u4ece\u800c\u91ca\u653e\u51fa\u521b\u59cb\u4eba\u548c\u6838\u5fc3\u56e2\u961f\u7684\u65f6\u95f4\u2014\u2014\u8fd9\u786e\u5b9e\u662f\u5f53\u524d AI \u5de5\u5177\u4e2d\u6700\u52a1\u5b9e\u7684\u5207\u5165\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u7cbe\u5999\u4e4b\u5904\u5728\u4e8e\u201c\u5fc3\u8df3\u201d\u548c\u201c\u53e0\u52a0\u5f0f\u81ea\u4e3b\u201d\u3002\u4f20\u7edf AI \u5de5\u5177\u662f\u8ba9\u4eba\u7c7b\u53d1\u53f7\u65bd\u4ee4\uff0c\u800c Pancake \u8ba9\u4ee3\u7406\u4e3b\u52a8\u201c\u53cd\u9988\u201d\u5e76\u63a8\u8fdb\u4efb\u52a1\uff0c\u5f62\u6210\u53cd\u5411\u9a71\u52a8\u529b\u3002\u8fd9\u79cd\u201c\u88ab AI \u63d0\u793a\u201d\u7684\u4f53\u9a8c\u5bf9\u4e60\u60ef\u81ea\u4e0a\u800c\u4e0b\u7ba1\u7406\u7684\u56e2\u961f\u662f\u98a0\u8986\u6027\u7684\uff0c\u4f46\u4e5f\u662f\u98ce\u9669\u6240\u5728\uff1a\u4e00\u65e6\u4ee3\u7406\u7684\u4f18\u5148\u7ea7\u5224\u65ad\u504f\u79bb\u4e86\u516c\u53f8\u771f\u5b9e\u76ee\u6807\uff0c\u53ef\u80fd\u5bfc\u81f4\u5927\u91cf\u65e0\u6548\u5de5\u4f5c\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u5ba1\u6279\u8fb9\u754c\u201d\u7684\u8ffd\u95ee\u6070\u4e2d\u8981\u5bb3\u2014\u2014Pancake \u5c06\u201c\u4e0d\u53ef\u9006\u201d\u5b9a\u4e49\u4e3a\u4e8c\u503c\u903b\u8f91\uff0c\u4f46\u73b0\u5b9e\u5546\u4e1a\u573a\u666f\u4e2d\uff0c\u201c\u53d1\u4e00\u5c01\u90ae\u4ef6\u201d\u548c\u201c\u5173\u95ed\u4e00\u53f0\u670d\u52a1\u5668\u201d\u7684\u540e\u679c\u5dee\u5f02\u5de8\u5927\uff0c\u9700\u8981\u66f4\u7cbe\u7ec6\u7684\u6743\u9650\u7c92\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e2\u961f\u7528\u201cPancake \u8fd0\u884c Pancake\u201d\u7684\u6848\u4f8b\u867d\u5177\u8425\u9500\u9b45\u529b\uff0c\u4f4623\u4e2a\u4ee3\u7406\u6bcf\u59293\u4e2a\u4efb\u52a1\u7684\u6570\u636e\u8868\u660e\u5176\u76ee\u524d\u5904\u4e8e\u201c\u4f4e\u98ce\u9669\u81ea\u52a8\u5316\u201d\u9636\u6bb5\u3002\u5173\u952e\u6311\u6218\u5728\u4e8e\uff1a\u5f53\u4ee3\u7406\u6570\u91cf\u81a8\u80c0\u5230 200+\uff0c\u4e14\u4efb\u52a1\u6d89\u53ca\u8de8\u90e8\u95e8\u51b3\u7b56\u65f6\uff0c\u5982\u4f55\u907f\u514d\u201c\u4ee3\u7406\u5185\u8017\u201d\u6216\u201c\u51b3\u7b56\u96ea\u5d29\u201d\uff1f\u6b64\u65f6\u4eba\u7c7b\u5ba1\u6279\u8005\u53cd\u800c\u53ef\u80fd\u6210\u4e3a\u74f6\u9888\uff0c\u8fdd\u80cc\u201c\u81ea\u4e3b\u201d\u521d\u8877\u3002\u4ece\u4ea7\u54c1\u5b9a\u4f4d\u770b\uff0c\u5b83\u66f4\u9002\u5408\u201c\u65e9\u671f\u521b\u4e1a\u516c\u53f8\u201d\u6216\u201c\u521b\u65b0\u56e2\u961f\u201d\uff0c\u56e0\u4e3a\u8fd9\u7c7b\u7ec4\u7ec7\u6d41\u7a0b\u7075\u6d3b\u3001\u5bb9\u9519\u7387\u9ad8\uff1b\u5bf9\u4e8e\u5927\u89c4\u6a21\u4f01\u4e1a\uff0c\u5f53\u524d\u7248\u672c\u7f3a\u4e4f\u8db3\u591f\u7684\u6cbb\u7406\u5c42\u548c\u5b89\u5168\u5ba1\u8ba1\u94fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cPancake \u662f\u4e00\u6b21\u52c7\u6562\u7684\u5b9e\u8df5\u2014\u2014\u5b83\u4e0d\u518d\u8ba9\u4eba\u7c7b\u505a AI \u7684\u201c\u4fdd\u59c6\u201d\uff0c\u800c\u662f\u8ba9 AI \u505a\u516c\u53f8\u7684\u201c\u6c34\u624b\u201d\u3002\u4f46\u201c\u8239\u957f\u201d\u4ecd\u9700\u6e05\u9192\uff1a\u65b9\u5411\u9519\u4e86\uff0c\u5e06\u518d\u5927\u4e5f\u53ea\u662f\u52a0\u901f\u89e6\u7901\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\">Pancake<\/span>\n <\/div>\n<div class=\"comment-content\">Every other AI product is a tool that makes you more productive. A copilot. An assistant. A coworker. Something you use. Pancake makes your company autonomous. Agents with roles, goals, and a heartbeat working while you sleep. You set direction, approve the irreversible, the rest runs. Prepare yourself to be prompted by Pancake.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this flavor of OpenClaw \u2014 no more lobster, bring on the syrup! \ud83e\udd5e<\/p>\n<\/p>\n<p>What I particularly enjoyed during onboarding was that Pancake dutifully did a deep research web crawl on me and my business and then put together an onboarding deck describing me, my current foci, and how it could help me.<\/p>\n<\/p>\n<p>Once I reviewed the deck, it gave me four succinct options to get started, all from within the comfort of my own Slack:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/27ffde43-9597-4c7a-8aff-2138369fd5e3.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>I decided to ask it to write a hunter comment for me for its launch \u2014 kinda meta, but in a good way, right?<\/p>\n<\/p>\n<p>After Product Hunt’s bot detection slapped it, it produced this:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d600c72-a818-479d-b0a0-5cacc7aebca2.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Not bad, eh? \ud83d\ude42<\/p>\n<\/p>\n<p><a href=\"https:\/\/app.getpancake.ai\/identify?referralToken=m5VOEeKa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Give it a try<\/strong><\/a><strong>!<\/strong><\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> “no more lobster, bring on the syrup! \ud83e\udd5e” -> Wonderful punchline<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> So happy you tested Pancake and hunted it! You\u2019re the best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> I want to put hashtags like it was in the good old times ahah <br \/>thanks for being curious with us, chris. users are the only ones who matter to us, and no one has been building a serious way to put a company on autonomy. And openclaw has been so helpful for that we had to quote it on our PH h1 \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\">Pancake is helping us build and launch startups faster than ever at Hexa ! Insane product \ud83e\udd29<\/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\/@mvaxelaire\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mvaxelaire<\/a> now you have no excuse not to create 10+ companies per year \ud83e\udd5e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mvaxelaire\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mvaxelaire<\/a> Everyone loves Pancake, and Pancake loves Hexa <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt!<\/p>\n<p>I\u2019m Tristan, one of the cooks behind Pancake.<\/p>\n<p>While building our previous company, we were such heavy OpenClaw users that 50% of our company was running on autopilot, generating ~10 demos per week and handling ops on its own.<\/p>\n<\/p>\n<p>We were so excited about this that we decided to go all in on Pancake.<\/p>\n<p>Pancake is a full AI org chart in Slack, across GTM, product, and ops.<\/p>\n<ol>\n<li>\n<p><strong>Pancake creates a company brain<\/strong> by syncing with your meeting notes and Slack discussions. It understands what you’re building.<\/p>\n<\/li>\n<li>\n<p><strong>Unlike other “autonomous company” products<\/strong>, you stack agents one by one, each matched to a real goal — compounding autonomy over time. Go from 0 to 70% autonomy in a few months.<\/p>\n<\/li>\n<li>\n<p><strong>Unlike other “AI in Slack” tools<\/strong>, Pancake is literally an org chart that you build as you go. Hire agents from our open-source Squad templates, or roll your own.<\/p>\n<\/li>\n<\/ol>\n<p>A real example of one of our autonomous Pancake Product Squads:<\/p>\n<ul>\n<li>\n<p>A founder books a demo with us<\/p>\n<\/li>\n<li>\n<p>The Pancake product squad listens to feedback during the call and creates a pull request immediately after, unprompted. We merge it as-is.<\/p>\n<\/li>\n<\/ul>\n<p>We’re running Pancake on Pancake and now have 23 autonomous agents doing 3 tasks\/day each, posting a daily digest to Slack.<\/p>\n<p>I hope you’ll love Pancake as much as we do!!<\/p>\n<p>P.S.: <a href=\"https:\/\/www.producthunt.com\/@francoisdefitte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francoisdefitte<\/a> bet he’d shave his head if we hit 1,000 upvotes today. Let’s make him bald (hairdressers in SF are unaffordable anyway).<\/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\/@tricomte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tricomte<\/a> Chief Cooking officier, you deserve 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>Was a basalt customer back in the day, so I’m already biased toward whatever you ship next. “Autonomous company” is a big swing and I’m honestly into it. How much does it actually run without a human in the loop right now versus what still needs a thumbs-up? And how are you thinking about guardrails so it only acts where it’s supposed to?<\/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\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> today our agents run full loops on their own: ingesting meetings, writing code, running audits, coordinating each other, logging everything. humans only step in to merge PRs, approve external comms, and sign off on anything irreversible or above a spend threshold. every agent action is logged, scoped, and killable. nothing runs invisibly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> So happy to have you supporting Pancake and following us along the journey \ud83e\udd5e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was lucky to be part of the beta and the experience was just amazing. The fact that Pancake treats agents like its own org chart and grow it according to your need is really amazing. Soon we’ll need a LinkedIn for AI agents I guess \ud83d\ude05<\/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\/@clemnt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clemnt<\/a> thanks for your support and all your feedback! we\u2019re so grateful to have people like you \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@clemnt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clemnt<\/a> Thank you for your feedback ! Glad to have you as an early user \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great job team. The ‘approve the irreversible line’ seems to be doing most of the work here? How does Pancake classify what counts as irreversible vs just costly? Sending an external email is binary whereas spinning up infra or making API calls with downstream effects is a gradient<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Thanks a lot! Really appreciate the support and the thoughtful question \ud83d\ude4c<\/p>\n<\/p>\n<p>You\u2019re totally right, some actions are binary, while others are more of a spectrum. We\u2019re building Pancake to adapt those approval boundaries based on each team\u2019s workflow and risk tolerance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the past few weeks I’ve been a beta tester, and it has been absolutely wild… especially coming from someone who has been deep in the AI automation rabbit hole for a while \ud83e\udee0<\/p>\n<p>Before Pancake, I had built my own setup to try to automate my side project: a swarm of OpenClaw agents, a custom triage command center to distribute tasks across them… It was fun to build but was always breaking and often under-performing. It just takes a lot of work to maintain and fine-tune a bunch of agents working on your systems.<\/p>\n<p>Couldn’t be happier to be relieved of my OpenClaw babysitting duties when the Pancake crew offered me a beta seat!<\/p>\n<p>It is geniunely the best “AI as cofounder” solution I have tested out there – and the team is super reactive to fix stuff.<\/p>\n<p>I’m not a normy, I use OpenClaw constantly, both personally and professionally, so I thought I had a pretty solid mental model of what AI agents can and can’t do. But Pancake still surprised me a few times! The level of autonomy is quite impressive… it doesn’t just execute tasks, it comes up with solutions to problems I wouldn’t have known how to solve myself. That’s the part that genuinely got me, it is very.. resourceful? <\/p>\n<p>I am overall a big fan! <br \/>Wishing the team all the best for this launch – you’ve built something special here! \ud83e\udd5e<\/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>Wow, thank you <a href=\"https:\/\/www.producthunt.com\/@nic_trn\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nic_trn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nic_trn<\/a> for the kind words and support \ud83e\udd5e<\/p>\n<\/p>\n<p>We\u2019re so happy to have you as one of our power users, helping shape the product with your feedback. Next time you\u2019re in SF, pancakes are on us \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nic_trn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nic_trn<\/a> amazing comment, and I love the word “normy” haha \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>Had so much fun building this, the list of use cases really is limitless<\/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>Hi ProductHunt, cofounder of Pancake here. We use Pancake on Pancake, and honestly: I’m proud of what we’re shipping today. We still have so much to do, but we’re passionate about this product and pouring our soul into it ! <\/p>\n<\/p>\n<p>If you want to join the adventure, try it, give us feedback, even join our Discord, we’re building in public and we can’t wait to meet you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Amazing product, i am addicted to it now!<\/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\/@quentin_le_gall3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@quentin_le_gall3<\/a> thanks man !! Give it a try, you’ll love it \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\">What I did, OpenClaw > Hermes > Pancake !<\/p>\n<p>Finally an AI SDR who worked<\/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\/@jgoillot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jgoillot<\/a> love it !!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really incredible product! Congrats Fran\u00e7ois, Guillaume and the team! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@geo_guideflow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@geo_guideflow<\/a> Thanks for the love and for believing in us since day 1!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>\u201cPrepare yourself to be prompted by Pancake\u201d is honestly a great line \ud83d\ude04 Love the shift from AI as a helper to AI as an actual operating layer for a company. 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>Thank you <a href=\"https:\/\/www.producthunt.com\/@alina_tyslenok_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_tyslenok_<\/a> for the support!! \ud83e\udd5e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launching this new product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stevenfabre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevenfabre<\/a> thanks a lot !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@stevenfabre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevenfabre<\/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>I tried the outreach agent and love it, looking forward to what’s next!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@edouard_uguen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@edouard_uguen<\/a> thanks !! It was literally baked from all of your public blog posts haha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tezzed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tezzed<\/a> Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tezzed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tezzed<\/a> Thanks Taha! We’ll keep pushing and know it’s really the beginning<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s wild! Congrats.<br \/>As someone who had started spending way too much time on OpenClaw, I’m sure this is going to save me a lot of time.<\/p>\n<p>My question: when you talk about going from 0 to 70% autonomy in a few months, what happens with the remaining 30%?<\/p>\n<p>Also curious to know how agents handle conflicts between them when two squads are pursuing goals that contradict each other.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sachamorard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachamorard<\/a> Thank you for your message!! And yes, hopefully much less time spent on OpenClaw \ud83d\ude04<\/p>\n<\/p>\n<p>For the remaining 30%, our view is that autonomy will increase progressively over time as trust, context, and reliability improve.<\/p>\n<p>And agent conflicts are a very real challenge. Communication channels between agents are still pretty primitive today. Improving coordination and shared context is a big part of what we\u2019re building, and probably one of the keys to unlocking true autonomy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 shipping, Francois! Most AI tools stop at “copilot” \u2014 betting on actually autonomous agents with roles, goals, and a heartbeat, run from inside Slack where teams already live, is a much bolder swing. Love the “approve the irreversible, the rest runs” framing. Just followed you on X (@JayTheSong), would love to connect and follow where this heads \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@JayTheSong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@JayTheSong<\/a> Thanks for your support! \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>LFG, looks awesome! Can’t wait to tryyy \ud83e\udd5e\ud83e\udd5e\ud83e\udd5e\ud83e\udd5e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantinapsoma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinapsoma<\/a> thanks !!! so pumped to get our office neighbors use our 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\">Great launch, what\u2019s your traction so far?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> honestly better than we expected ! We opened up to the public yesterday and have close to 500 full slack installations in 24h, so super stoked \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>Let’s go! Autonomy is clearly the future of automations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Sounds amazing! Definitely what’s been missing !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paul_vidal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_vidal<\/a> thanks Paul ! Big fan of Collective work, you guys are awesome !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool \ud83d\ude42 Need to try this asap <a href=\"https:\/\/www.producthunt.com\/@francoisdefitte\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"francoisdefitte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francoisdefitte<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victoriadalleau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoriadalleau<\/a> thanks Victoria !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 product, 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\/@angezanetti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angezanetti<\/a> thanks so much !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@angezanetti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angezanetti<\/a> \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the team and their new product, can’t wait to put some pancake in my life \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@picsoung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@picsoung<\/a> who doesn’t love Pancakes ?? Thanks for your comment and long term support to the team, means a lot \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks really cool! Does it work in whatsapp?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@louislecat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@louislecat<\/a> currently only in slack by iMessage arriving soon \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The launch week continues for <strong>Pancake<\/strong> with our Product Hunt launch \ud83e\udd5e<\/p>\n<\/p>\n<p>Yesterday, we officially moved out of beta and released Pancake to everyone. Hundreds of people have already joined the adventure and are using Pancake every day.<\/p>\n<\/p>\n<p>Try it out for free, send us your feedback, and most importantly: <strong>cook with Pancake \ud83e\udd5e<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@guillaume_marquis3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guillaume_marquis3<\/a> the first pancake michelin star<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>“Agents with a heartbeat working while you sleep” is a great line, but it’s also the exact scenario that makes me nervous \u2014 the thing I want to picture is what the company looks like the morning after something goes sideways at 3am. How much of “the rest runs” is genuinely unattended versus quietly piling up in a queue for a human to sign off on?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks pretty slick. Great work <a href=\"https:\/\/www.producthunt.com\/@tricomte\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tricomte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tricomte<\/a> and team. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhi_shek1994\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhi_shek1994<\/a> thanks Abhishek, and a pleasure e-meeting 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>Very much lacking a list of practical use cases that this service can solve. The video is cool, I really liked it, but I don\u2019t fully understand what the AI is capable of. For example, if I give login and password to Google Analytics and ask it to connect and analyze why website traffic dropped, can it do that or not?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> let me get specific.<\/p>\n<p>Your GA example: yes, exactly that. Quick note though, you wouldn’t share a password. You connect Google via OAuth (credentials stay in the vault, Pancake never sees them), then ask it to pull the data, dig into the drop, cross-reference site changes and campaigns, and come back with hypotheses. It can also watch traffic daily and ping you when something looks off.<\/p>\n<p>Other stuff people are running:<\/p>\n<p>-Outbound: source 100 leads, write personalized emails, send via Apollo, book demos when they reply. <br \/>-Content: schedule a week of threads in your voice, publish to your CMS, track rankings. <br \/>-Ops: triage inbound, summarize your inbox every morning, draft the top replies. <br \/>-Intel: monitor competitor pages, pricing, and job posts, then brief you weekly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/IXZOC4RHEEXJVY\" class=\"app-title\">SpotsNow<\/a><\/p>\n<div class=\"one-liner\">Track who’s advertising across podcasts w\/ campaign insights<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">420<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SpotsNow\u662f\u4e00\u4e2a\u64ad\u5ba2\u5e7f\u544a\u7ade\u4e89\u60c5\u62a5\u5e73\u53f0\uff0c\u5e2e\u52a9\u7528\u6237\u8ffd\u8e2a\u5404\u54c1\u724c\u57286\u4e07\u4e2a\u64ad\u5ba2\u4e0a\u7684\u5e7f\u544a\u6295\u653e\u3001\u82b1\u8d39\u53ca\u5e7f\u544a\u4f4d\u5e93\u5b58\uff0c\u5e76\u76f4\u63a5\u5728\u5e73\u53f0\u5185\u8d2d\u4e70\u5f00\u653e\u5e93\u5b58\uff0c\u89e3\u51b3\u64ad\u5ba2\u5e7f\u544a\u6570\u636e\u4e0d\u900f\u660e\u548c\u8d2d\u4e70\u6d41\u7a0b\u7e41\u7410\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98e060c1-583f-46e2-98ab-819228bb31fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78191890-86f0-4fcc-8f9a-37c4867a32a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e75a758-c061-4f3d-af04-fcc83ef54c0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a0c6927-f5e1-491f-b4eb-4109cdc010c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a2f5b07-a58c-48b1-bd8e-c5d97829c0a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7b5d02d-4f31-4e52-afe9-867d3216b412.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89a48407-b8e9-46e5-88c2-c29f356023cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef11815f-02d5-43f6-a449-df32cf50957e.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\/2e7552cc-9398-42df-bb3f-5ee8d5959567.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/EDOK9M1n7nY\"><source src=\"https:\/\/youtu.be\/EDOK9M1n7nY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Advertising<\/span><br \/>\n <span class=\"tag\">Radio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u64ad\u5ba2\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u6295\u653e\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u4f4d\u8d2d\u4e70<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u6280\u672f<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e73\u53f0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u64ad\u5ba2\u5e7f\u544a\u201c\u9ed1\u7bb1\u201d\u95ee\u9898\u3002\u6838\u5fc3\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u6309\u4e3b\u9898\uff08\u5982\u201c\u7ea6\u4f1a\u201d\u3001\u201c\u5065\u5eb7\u201d\uff09\u800c\u975e\u884c\u4e1a\u6807\u7b7e\u5bfc\u822a\uff1b\u8be2\u95ee\u5f00\u653e\u5e93\u5b58\u66f4\u65b0\u9891\u7387\uff1b\u5173\u5fc3\u65e0\u4f18\u60e0\u7801\u65f6\u7684\u5f52\u56e0\u65b9\u5f0f\uff1b\u671f\u5f85\u5bf9\u54c1\u724c\u4e0e\u64ad\u5ba2\u5339\u914d\u5ea6\u7684\u8bc4\u4f30\uff1b\u4ee5\u53ca\u80fd\u5426\u8861\u91cf\u4e1a\u52a1\u6210\u679c\u800c\u975e\u4ec5\u66dd\u5149\u91cf\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 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\u518d\u8005\uff0c\u5546\u4e1a\u6a21\u5f0f\u5b58\u7591\u3002\u514d\u8d39+\u5e02\u573a\u4ea4\u6613\u62bd\u6210\u662f\u5178\u578b\u7b56\u7565\uff0c\u4f46\u80fd\u5426\u5438\u5f15\u5e76\u7559\u4f4f\u5934\u90e8\u64ad\u4e3b\u63d0\u4f9b\u72ec\u5bb6\u5e93\u5b58\uff1f\u4e2d\u5c0f\u64ad\u4e3b\u5e93\u5b58\u4ef7\u503c\u6709\u9650\uff0c\u800c\u5934\u90e8\u64ad\u4e3b\u672c\u5c31\u62e5\u6709\u54c1\u724c\u76f4\u5ba2\u3002\u82e5\u5e93\u5b58\u8d28\u91cf\u4e0d\u9ad8\uff0c\u5e02\u573a\u4e00\u7aef\u4fbf\u4f1a\u840e\u7f29\uff0c\u7834\u574f\u5176\u5ba3\u79f0\u7684\u95ed\u73af\u4f18\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSpotsNow\u662f\u201c\u8db3\u591f\u597d\u201d\u7684\u7b2c\u4e00\u6b65\uff0c\u4f46\u8fdc\u975e\u7ec8\u70b9\u3002\u5b83\u4f18\u5148\u89e3\u51b3\u4e86\u201c\u770b\u5230\u201d\u7684\u95ee\u9898\uff0c\u4f46\u5728\u201c\u770b\u61c2\u201d\u548c\u201c\u9009\u5bf9\u201d\u4e0a\u4ecd\u6709\u5de8\u5927\u9e3f\u6c9f\u3002\u4e0b\u4e00\u6b65\u7684\u91cd\u70b9\u4e0d\u5e94\u4ec5\u662f\u7c7b\u522b\u5206\u7c7b\uff0c\u800c\u662f\u5efa\u7acb\u54c1\u724c\u4e0e\u64ad\u5ba2\u4e4b\u95f4\u66f4\u667a\u80fd\u7684\u201c\u4fe1\u53f7\u5339\u914d\u201d\u673a\u5236\u3002\u82e5\u4e0d\u80fd\u63d0\u4f9b\u8d85\u8d8a\u7b80\u5355\u722c\u866b\u7684\u6df1\u5ea6\u6d1e\u5bdf\uff0c\u5b83\u5f88\u5bb9\u6613\u88ab\u66f4\u539a\u7684\u8d44\u91d1\u6216\u66f4\u5168\u7684\u751f\u6001\uff08\u5982Spotify\u7684\u5e7f\u544a\u5e73\u53f0\uff09\u6240\u964d\u7ef4\u6253\u51fb\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\">SpotsNow<\/span>\n <\/div>\n<div class=\"comment-content\">Track who’s advertising on every podcast, what they’re spending, and where their campaigns are running \u2014 then buy open inventory directly from publishers, all in one place. The competitive intelligence layer for podcast ads.<\/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 Cam here, founder of SpotsNow.<\/p>\n<p>Here’s a thing that’s always bothered me about podcast advertising: it’s one of the only major ad channels where you can’t easily answer the basic competitive questions. Who’s advertising on my favorite show? What’s BetterHelp actually spending on podcasts this quarter? Which new brands just started testing the channel? Which shows are over-indexed on CPG vs. fintech vs. DTC?<\/p>\n<p>The data exists. But it’s been locked behind enterprise contracts, the UIs feel like 2014, and there’s no way to act on what you learn without leaving the tool and writing a bunch of emails.<\/p>\n<p>SpotsNow is the version I wanted: Free access to podcast ad spend data across 60,000 shows, with a modern interface that doesn’t make you fight it, and (the part I’m genuinely most excited about) a built-in marketplace of open inventory so the second you spot a show that fits your campaign, you can actually request a spot from the publisher right there.<\/p>\n<p>A few things we’d love help with today:<\/p>\n<p>1. If you research podcast ads: spotsnow.io is open. Pull up your favorite advertiser or your own brand. Tell us what you wish were there.<br \/>2. If you’ve built Competitor Intelligence tools: I’d love your read on our category taxonomy and confidence scoring – that’s where we’re investing next.<br \/>3. If you run a podcast or network: there’s a free way to list open inventory and reach the buyers who are already researching shows like yours.<\/p>\n<p>Huge thanks to the early users who stress-tested this when the dataset was a tenth of its current size. Today it goes wide. Roasts, questions, feature requests, all welcome. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>47<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@campritchard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campritchard<\/a> Congrats on the launch. This is a smart innovation because most founders still make podcast sponsorship decisions with vibes instead of data.<\/p>\n<p>Curious though: what unexpected insight surprised you most while building SpotsNow . Was there any advertiser or podcast category that turned out to be massively over or underpriced compared to what the market assumes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@campritchard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campritchard<\/a> this is useful angle for podcast ads. The hard part is not only seeing who is advertising where but understanding whether a show is actually a good fit before reaching out. I like that you connect the research side with open inventory. How do you currently estimate fit or confidence for a brand\/category match across different podcast shows?<\/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\/@campritchard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campritchard<\/a> <\/p>\n<p>Congrats on the #2 spot, Cam! Podcast ad data has been a black box for way too long, locked behind crazy enterprise contracts. Bringing competitive intelligence to indie brands and smaller advertisers is a huge game-changer.<\/p>\n<p>Quick question on the marketplace side: How often is the open inventory data updated? Is it real-time integration with the podcast publishers?<\/p>\n<p>Love the clean UI. Upvoted! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice idea.<\/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\/@pooran_prasad_rajanna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pooran_prasad_rajanna<\/a> Appreciate it \ud83d\ude4c<br \/>We\u2019ve been obsessed with making podcast ad data actually easy (and fun) to explore<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launching, Cam! Not coming at this as someone who’s built competitive-intel tools, more as the “researches podcast ads \/ pull up your brand” person you mentioned. I’m getting an iOS app ready to launch and came at this as a would-be buyer: pulling up specific brands and shows works very well. And I’m excited to try the marketplace features too.<\/p>\n<p>One observation that might be relevant to the taxonomy work you said you’re investing in: my instinct as a buyer was to navigate by <em>theme<\/em> \u2014 “relationships,” “dating,” “wellness” \u2014 to find shows that fit my app. That’s not how the tool thinks (it’s organized around industry tags \/ specific advertisers, which makes sense once it clicks).<\/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\/@ferdi_sigona\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ferdi_sigona<\/a> Hey Ferdi, <br \/>we have the audience interest based campaign generation as well as their discovery for the discounted spots, you can either auto generate the campaign for you brand based on your website and demographics + audience interest on <a href=\"https:\/\/spotsnow.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/spotsnow.io<\/a><br \/>or you can discover the discounted spots in here <a href=\"https:\/\/spotsnow.io\/browse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/spotsnow.io\/browse<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A very interestig idea, congratulations on the launch!<\/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\/@vel_alagan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vel_alagan<\/a> thank you so much for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vel_alagan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vel_alagan<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vel_alagan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vel_alagan<\/a> thanks so much Velalagan! Happy to answer questions for you directly if they come up while browsing. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b frontend engineer here.<\/p>\n<p>We spent the last few months obsessing over one thing – making podcast ad data actually feel explorable instead of buried in spreadsheets. Most competitive intel tools in this space feel like they were built to justify the enterprise contract. Dense tables, ten-click flows, dropdowns inside dropdowns, ui that hasn’t been touched since 2014. we went the opposite direction at SpotsNow with clean, simple and intuitive user-interfaces.<\/p>\n<p>Audio ads are a different beast, you need to hear the ads, see saturation patterns, understand show context, all without it turning into a mess.<\/p>\n<ul>\n<li>\n<p>Type a brand, get something useful on the first interaction.<\/p>\n<\/li>\n<li>\n<p>Listen to ads inline without breaking your flow.<\/p>\n<\/li>\n<li>\n<p>Build a real campaign in under a minute with over 59k shows to choose from.<\/p>\n<\/li>\n<\/ul>\n<p>User experience matters here more than people think, when the tool is fast and clear, you spend your time on the actual decision (what to spend on, which show to pick) instead of fighting the interface.<\/p>\n<p>Would love feedback on the search and campaign builder flows, those were the hardest to get right and if anything feels off drop it in the thread \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool launch! Love the transparency angle here. Podcast ads have always felt like a black box.<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> glad you like the approach we’re taking, thank you so much for the support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> really appreciate that \ud83d\ude4c<\/p>\n<p>That transparency piece was actually one of the biggest things we noticed early on! podcast ads were performing insanely well, but the buying process still felt like a complete black box. We wanted to make it way easier and more measurable for brands to jump in confidently.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Also from my side, congrats on the launch, Cam! I agree, the marketplace angle is what makes this genuinely different <\/p>\n<p>Quick question: how do you handle attribution for shows that don’t use promo codes? Curious if you rely on self-reported data from brands or if there’s some crawling\/inference magic happening under the hood.<\/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\/@yannikga\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yannikga<\/a> great question – we have built in audio pixels. So you can track to the dollar. The pixels are what makes podcasts incredible to advertise on vs. other influencers. Shows put the pixel into the audio file and you just add them to your website (like Meta pixels). <\/p>\n<\/p>\n<p>Sharing a couple of product shots. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/166340e8-8a6d-4b54-9a1a-b09d5891eb0c.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b3f8c9c-d2fb-4961-912e-cde1033eade1.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">Do you measure business outcomes in addition to impressions, views, and clicks?<\/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> Yep, we already support this. SpotsNow has tracking system that you can configure directly inside the platform. The goal is to make attribution and performance tracking seamless!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@boudinet\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"boudinet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boudinet<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@boudinet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boudinet<\/a> <a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> <\/p>\n<p>Thank you! Really appreciate you checking it out and supporting the launch \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@huisong_li thanks man!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 actually really useful. Podcast advertising has always felt weirdly opaque compared to every other paid channel. Love that you combined competitive intel + direct inventory access in one 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> Really appreciate that \ud83d\ude4c<br \/>that exact disconnect is what pushed us to build SpotsNow, discovery, competitive intel, and actually launching campaigns all felt unnecessarily fragmented before this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> thank you Alexia! We saw a huge opportunity to bring more transparency to this industry. Glad that you find it helpful. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Jeremy! “Who’s advertising on which podcast and what they’re spending” has been a real blind spot \u2014 a competitive-intelligence layer for pod ads, plus buying open inventory in the same place, is a sharp idea. Just followed you on X (@JayTheSong), would love to connect \ud83c\udf99\ufe0f<\/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\/@JayTheSong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@JayTheSong<\/a> Appreciate this Jay! That blind spot is exactly what we\u2019re trying to solve \u2014 making podcast ad intel and inventory easier to discover in one place<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@JayTheSong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@JayTheSong<\/a> even better, it integrates directly with Claude and ChatGPT!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">@jaythesong thanks so much Jay!!! Couldn\u2019t agree more. Let\u2019s connect for sure. I\u2019ll follow up with you<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>very niche-ish product. The team behind this looks top tier \ud83d\ude09 <a href=\"https:\/\/www.producthunt.com\/@campritchard\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"campritchard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campritchard<\/a> good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> <a href=\"https:\/\/www.producthunt.com\/@neelptl2602\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelptl2602<\/a> Thanks a lot! Really appreciate that \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super interesting idea! I honestly haven’t really thought about podcast ads but now tempted to try out this new marketing channel.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@myuan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@myuan<\/a> Appreciate it Max! Yeah podcast ads are surprisingly powerful when the audience fit is right.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>What a neat tool, I’m already having a lot of fun spying on our competitors \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@denitsapenchevavaltchanova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denitsapenchevavaltchanova<\/a> that\u2019s one of the best use cases already \ud83d\ude05<br \/>Glad you\u2019re enjoying it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@denitsapenchevavaltchanova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denitsapenchevavaltchanova<\/a> excited to hear that you’re finding the competitive intelligence helpful! \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@denitsapenchevavaltchanova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denitsapenchevavaltchanova<\/a> Haha that\u2019s the idea \ud83d\ude05 Podcast ads have been way too hidden for too long.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Cam. Interesting product that I would love to test.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thanks Thami, really appreciate it! Would love for you to test it \u2014 happy to hear your feedback when you try it out \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very interesting. Was there a moment from the last few months where a publisher or advertiser used SpotsNow in a way you didn’t design for, but it ended up showing you what the product is actually becoming?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Nice, congrats on the launch! Are you planning to scale to any other channels, like shorts, reels\/tiktoks 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very interesting! Can I see not just where a specific company is advertising, but where companies in a whole industry are advertising? In particular, I need to understand where travel startups place their ads and which exact ones they use. Is that possible?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> Yes, totally. You can search by <strong>brands, industries, or podcast categories<\/strong> \u2014 whatever fits your use case.<\/p>\n<\/p>\n<p>For travel startups, you can see which companies are advertising, where they\u2019re placing ads, and the specific podcasts they\u2019re using.<\/p>\n<\/p>\n<p>Here you can find the top brands spending in this category:<br \/><a href=\"https:\/\/spotsnow.io\/industry\/leisure,%20travel%20&%20tourism\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/spotsnow.io\/industry\/leisure,%20travel%20&%20tourism<\/a><\/p>\n<\/p>\n<p>And here are the top podcasts and YouTubers in the leisure category:<br \/><a href=\"https:\/\/spotsnow.io\/top-podcasts-&-youtubers\/leisure\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/spotsnow.io\/top-podcasts-&-youtubers\/leisure<\/a><\/p>\n<\/p>\n<p>You can also enter your own brand and create a campaign. We\u2019ll analyze your brand and help find the best podcasts for you to advertise on<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 interesting product. congratulations on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rupak_chandra_bhowmick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rupak_chandra_bhowmick<\/a> Really appreciate the support! Excited to finally have it live \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">GG pour le launch Rohan \ud83d\ude80 <\/p>\n<p>Question rapide : comment vous g\u00e9rez la partie qualification des cr\u00e9ateurs c\u00f4t\u00e9 SpotsNow ? <\/p>\n<p>On voit que 80% des gal\u00e8res sur les plateformes UGC viennent pas du matching, mais du fait que l\u2019agent\/outillage derri\u00e8re plante \u00e0 l\u2019\u00e9tape v\u00e9rification des briefs + envoi auto. <\/p>\n<p>On a r\u00e9gl\u00e9 \u00e7a avec [Nom de ton outil] et le taux de r\u00e9ponse des cr\u00e9ateurs est pass\u00e9 de 22% \u00e0 68%.<\/p>\n<p>Tu penses que c\u2019est un probl\u00e8me que vous allez toucher aussi en scalant ?<\/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\/@olivier_jury\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olivier_jury<\/a> Merci, Oliver. Nous disposons d’un processus complet de v\u00e9rification et de gestion des cr\u00e9ateurs. Ainsi, les cr\u00e9ateurs proc\u00e8dent d’abord \u00e0 leur v\u00e9rification, apr\u00e8s quoi ils ont acc\u00e8s \u00e0 la plateforme.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@abhishek_thory Olivier\u2019s right – verification is where UGC platforms break down.<\/p>\n<p>The pain is worse when you manage 10+ creator accounts. Most tools make you re-verify for every client.<\/p>\n<p>We built Supaboard to centralize verification + account management so you verify once, then switch across clients.<\/p>\n<p>Abhishek, how do you handle creators working with multiple brands on SpotsNow?<\/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>Wishing you good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thanks for supporting us! \ud83d\ude4c\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow really interesting! <a href=\"https:\/\/www.producthunt.com\/@abhishek_thory\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"abhishek_thory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhishek_thory<\/a> <a href=\"https:\/\/www.producthunt.com\/@campritchard\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"campritchard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campritchard<\/a> <a href=\"https:\/\/www.producthunt.com\/@boudinet\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"boudinet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boudinet<\/a> <a href=\"https:\/\/www.producthunt.com\/@aizuh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aizuh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aizuh<\/a> – I guess the biggest question I would have (after a really short glance) is where \/ how you’re getting the campaign costs for what the advertisers are paying the podcasts (as I presume this data isn’t publicly reported anywhere… or is it?!!) and I guess – if so – is this self reported data? <\/p>\n<p>I’d imagine I might fudge my campaign numbers if I was able to self report. Obviously a ton of value either way but these are the metrics I’d be most interested in – what my competitors are spending on the podcasts that live in my niche. <\/p>\n<p>Killer launch and big congrats to the team! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Podcast ad attribution has been a guessing game for buyers for years \u2014 host-reads vs dynamic insertion vs platform fragmentation makes clean signal really hard to pull. Curious how you handle the dynamic-vs-baked-in distinction in the data. (I built PolyMind to surface signal from prediction-market trades, and ‘extracting clean signal from noisy streams’ is a problem I keep running into across very different domains.)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 “data exists but was locked behind enterprise contracts” framing is exactly the gap I keep seeing in adjacent markets too. Coming from finance content creation \u2014 I run the ModeLoop Podcast on Spotify (<a href=\"https:\/\/open.spotify.com\/show\/0m1oR8AyQv17DVpc5MmirG\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/open.spotify.com\/show\/0m1oR8AyQv17DVpc5MmirG<\/a>) \u2014 the thing podcasters in any niche struggle with isn’t measuring downloads, it’s understanding the competitive ad picture in their category. SpotsNow giving the publisher side the “who else is being advertised on shows in your topic” view would be a meaningful unlock \u2014 and the open-inventory marketplace closes the loop nicely. Curious if you’re planning category-level benchmarks (e.g. average CPM ranges by topic vertical) for smaller publishers who don’t have direct comps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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, the audio pixel attribution part is the headline feature for me honestly. promo codes always undercount and brand-lift studies take weeks. quick question, are the pixels embedded at the publisher level or in the ad creative itself? assuming there’s a tradeoff between accuracy and publisher buy-in there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KZA5WLLQAI4WGZ\" class=\"app-title\">Pitch Agent<\/a><\/p>\n<div class=\"one-liner\">On-brand presentations, generated in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">273<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pitch Agent\u662f\u4e00\u6b3e\u5185\u7f6e\u4e8ePitch\u6f14\u793a\u5de5\u5177\u4e2d\u7684AI\u52a9\u624b\uff0c\u80fd\u4ece\u7528\u6237\u7684\u771f\u5b9e\u6a21\u677f\u3001\u8bbe\u8ba1\u8bed\u8a00\u548c\u56fe\u50cf\u98ce\u683c\u51fa\u53d1\uff0c\u5728\u6570\u79d2\u5185\u751f\u6210\u7b26\u5408\u54c1\u724c\u8c03\u6027\u7684\u5e7b\u706f\u7247\uff0c\u5e76\u901a\u8fc7\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u8fdb\u884c\u7cbe\u4fee\uff0c\u89e3\u51b3\u56e2\u961f\u534f\u540c\u5236\u4f5c\u6f14\u793a\u6587\u7a3f\u65f6\u54c1\u724c\u4e00\u81f4\u6027\u5dee\u3001\u540e\u671f\u4fee\u6539\u8017\u65f6\u7b49\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\/70145771-b0af-427e-bea2-4d12e9349e20.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\/ff9cdaa4-0645-47a9-af72-bfe40c078316.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bbbf5d16-d25a-4b65-955f-47122aaa2def.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b0be34d-ba54-4e7b-9f06-6315d50a80bb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/651247b1-9b20-46ea-9336-17b3a28d7c08.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\/987d5229-f232-4b78-9b97-2e5beb057b6c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/sFP0JFVk6vs\"><source src=\"https:\/\/youtu.be\/sFP0JFVk6vs\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6f14\u793a\u6587\u7a3f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5e7b\u706f\u7247\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u7cbe\u4fee<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7PPT\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Pitch\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8bed\u8a00\u590d\u7528<\/span><br \/>\n <span class=\"tag\">\u6a21\u677f\u9a71\u52a8AI<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3aPitch Agent\u89e3\u51b3\u4e86AI\u751f\u6210PPT\u201c\u4ec5\u6362\u80a4\u201d\u7684\u75db\u70b9\uff0c\u54c1\u724c\u4e00\u81f4\u6027\u662f\u5173\u952e\u3002\u5e38\u89c1\u95ee\u9898\u5305\u62ec\uff1a\u5982\u4f55\u5e94\u5bf9\u6a21\u677f\u4fe1\u606f\u4e0d\u8db3\u3001\u5982\u4f55\u4fdd\u8bc1\u591a\u4eba\u534f\u4f5c\u65f6\u7684\u54c1\u724c\u7edf\u4e00\u3001\u80fd\u5426\u652f\u6301\u6570\u636e\u5e7b\u706f\u7247\u4e0e\u53d9\u4e8b\u5e7b\u706f\u7247\u7684\u6df7\u6392\u3001\u4ee5\u53ca\u662f\u5426\u652f\u6301\u4ece\u7f51\u7ad9\u6216Logo\u63a8\u65ad\u54c1\u724c\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 Pitch Agent\u7684\u5b9a\u4f4d\u5f88\u806a\u660e\uff0c\u5b83\u6ca1\u6709\u76f2\u76ee\u8ddf\u98ce\u505a\u201c\u4ece\u96f6\u751f\u6210\u201d\u7684AI\u5e7b\u706f\u7247\u5de5\u5177\uff0c\u800c\u662f\u6b7b\u78d5\u201c\u54c1\u724c\u4e00\u81f4\u6027\u201d\u8fd9\u4e2a\u771f\u75db\u70b9\u3002\u5e02\u9762\u4e0a\u7edd\u5927\u591a\u6570AI\u6f14\u793a\u5de5\u5177\u6240\u8c13\u7684\u201cOn Brand\u201d\uff0c\u53ea\u662f\u7ed9\u901a\u7528\u6a21\u677f\u6362\u5c42\u76ae\uff0c\u8fd9\u5bf9\u9700\u8981\u4ea4\u4ed8\u6570\u5341\u751a\u81f3\u4e0a\u767e\u4efd\u9ad8\u8d28\u91cf\u6f14\u793a\u7a3f\u7684\u56e2\u961f\u800c\u8a00\uff0c\u6839\u672c\u662f\u676f\u6c34\u8f66\u85aa\u3002Pitch Agent\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u662f\u4e00\u4e2a\u201c\u751f\u4e8e\u6a21\u677f\u3001\u957f\u4e8e\u7cfb\u7edf\u201d\u7684AI Agent\u3002\u5b83\u8bfb\u53d6\u7684\u662f\u4f60\u56e2\u961f\u5df2\u6709\u7684\u8bbe\u8ba1\u8bed\u8a00\u3001\u5e03\u5c40\u6a21\u5f0f\u548c\u56fe\u50cf\u9009\u62e9\uff0c\u800c\u975e\u4e00\u5f20\u5b64\u7acb\u7684\u8272\u5361\u3002\u8fd9\u79cd\u5bf9\u201c\u4e0a\u4e0b\u6587\u201d\u7684\u6df1\u5ea6\u7406\u89e3\uff0c\u662f\u5176\u4e0e\u7ade\u54c1\u62c9\u5f00\u5dee\u8ddd\u7684\u6838\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u5c40\u9650\u6027\u4e5f\u5728\u4e8e\u5176\u5bf9Pitch\u751f\u6001\u7684\u5f3a\u4f9d\u8d56\u3002\u5b83\u5e76\u975e\u4e00\u4e2a\u72ec\u7acb\u7684AI\u5de5\u5177\uff0c\u800c\u662fPitch\u5de5\u4f5c\u533a\u5185\u7684\u4e00\u4e2a\u529f\u80fd\u3002\u8fd9\u610f\u5473\u7740\uff0c\u5176\u6210\u8d25\u4e0ePitch\u5e73\u53f0\u7684\u7528\u6237\u57fa\u7840\u548c\u666e\u53ca\u5ea6\u6df1\u5ea6\u7ed1\u5b9a\u3002\u6b64\u5916\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u66b4\u9732\u51fa\u7684\u51e0\u4e2a\u5173\u952e\u95ee\u9898\u2014\u2014\u6570\u636e\u5e7b\u706f\u7247\u4e0e\u53d9\u4e8b\u5e7b\u706f\u7247\u7684\u6df7\u6392\u3001\u591a\u4eba\u534f\u4f5c\u65f6\u7684\u54c1\u724c\u9501\u5b9a\u2014\u2014\u90fd\u53ea\u662fPitch\u56e2\u961f\u53e3\u5934\u627f\u8bfa\u7684\u201c\u672a\u6765\u66f4\u65b0\u201d\uff0c\u76ee\u524d\u770b\u6765\u89e3\u51b3\u65b9\u6848\u8fd8\u505c\u7559\u5728\u201c\u7528\u6237\u7528\u63d0\u793a\u8bcd\u63cf\u8ff0\u201d\u7684\u521d\u7ea7\u9636\u6bb5\u3002\u66f4\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0c\u4e00\u4f4d\u91d1\u878d\u9886\u57df\u7528\u6237\u7684\u9700\u6c42\uff08\u5c06AI\u751f\u6210\u7684\u6570\u5b57\u76f4\u63a5\u6eaf\u6e90\u81f3\u8d22\u52a1\u6a21\u578b\uff09\u6ca1\u6709\u5f97\u5230\u5b9e\u8d28\u6027\u56de\u5e94\uff0c\u8fd9\u66b4\u9732\u4e86\u5176\u5728\u6570\u636e\u5f15\u7528\u548c\u53ef\u4fe1\u5ea6\u65b9\u9762\u7684\u77ed\u677f\u3002\u603b\u7684\u6765\u8bf4\uff0cPitch Agent\u662f\u4e00\u4e2a\u5b9a\u4f4d\u7cbe\u51c6\u7684\u201c\u8fdb\u9636\u7248\u201dAI\u6f14\u793a\u5de5\u5177\uff0c\u5b83\u5f88\u8ba8\u5de7\u5730\u89e3\u51b3\u4e86\u201c\u6700\u540e10%\u201d\u7684\u54c1\u724c\u95ee\u9898\u3002\u4f46\u80fd\u5426\u6210\u4e3a\u56e2\u961f\u7684\u6807\u914d\uff0c\u53d6\u51b3\u4e8ePitch\u80fd\u5426\u5feb\u901f\u8865\u8db3\u6570\u636e\u534f\u4f5c\u548c\u8de8\u5e73\u53f0\u96c6\u6210\u7684\u77ed\u677f\uff0c\u800c\u4e0d\u662f\u4ec5\u4ec5\u505c\u7559\u5728\u201c\u751f\u6210\u2014\u804a\u5929\u2014\u5bfc\u51fa\u201d\u7684\u95ed\u73af\u91cc\u81ea\u55e8\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\">Pitch Agent<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI tools apply your colors to generic layouts and call it \u201con brand.\u201d Pitch Agent builds from your template, design language, and image style. Generate slides from a prompt and file attachments, then refine them via chat. Agent lives inside Pitch, the workspace where teams collaborate on and deliver presentations.<\/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 <a href=\"https:\/\/www.producthunt.com\/products\/pitch\" target=\"_blank\" rel=\"noopener\">@Pitch<\/a> since the early days, and it’s an absolute no brainer. Fast, collaborative, and fun. Thoughtfully crafted, and inspiring.<\/p>\n<\/p>\n<p>First launched here in 2020 after 2 years in development, awarded Productivity Tool of the Year (runner-up), the team has kept launching features around how teams really make decks: templates, analytics, recordings.<\/p>\n<p>Pitch Agent is the AI that finally has the context you need to generate decks that look like your team made it, then let you refine them via chat without leaving the editor.<\/p>\n<\/p>\n<p>S\/O to <a href=\"https:\/\/www.producthunt.com\/@adamrenklint\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamrenklint<\/a> <a href=\"https:\/\/www.producthunt.com\/@mishakarpenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mishakarpenko<\/a> and team for this new launch!<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@christianreber\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christianreber<\/a> put it simply on <a href=\"https:\/\/x.com\/christianreber\/status\/2059618300062023852?s=46\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Twitter\/X<\/a>:<\/p>\n<blockquote>\n<p>It feels like a breakthrough.<\/p>\n<\/blockquote>\n<p>If you’ve ever generated an AI deck and spent hours re-prompting or fixing it slide by slide, it’s a good time to give <a href=\"https:\/\/www.producthunt.com\/products\/pitch\" target=\"_blank\" rel=\"noopener\">@Pitch<\/a> a spin. <\/p>\n<\/p>\n<p>Go to <a href=\"https:\/\/pitch.com\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pitch.com<\/a>, it’s meaningfully better.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Thanks for hunting us, Flo.<\/p>\n<p>Quick context on why we built this.<\/p>\n<p>Every AI presentation tool has solved for one problem: speed. Now, anyone can prompt their way to an okay deck in seconds. What they haven\u2019t figured out is consistency and delivery for teams who send dozens (or even hundreds) of decks a quarter. Designers fix what AI messed up, sales reps tweak slides again the night before the call, and brand consistency erodes over time.<\/p>\n<p>The root issue? Most AI tools do \u201con brand\u201d by applying your colors to generic layouts. But that\u2019s just reskinning. Real branding is the patterns, layouts, and image choices that make your team\u2019s decks recognizably yours. <a href=\"https:\/\/pitch.com\/blog\/introducing-pitch-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Pitch Agent<\/a> reads those choices from your template and builds on them, the way a good coding agent reads your codebase before writing new code.<\/p>\n<p>And Agent lives where the rest of your presentation work already happens. You can refine your deck via chat, hand it off to a teammate, share it with a prospect, and see what landed \u2014 all without leaving the tool. The first draft is only part of the value. Most of it comes from everything that happens after.<\/p>\n<p>More coming soon: an API for driving Pitch from your existing tools, and MCP integrations so creating a tailored deck is seamless.<\/p>\n<p>Would love to hear what you think, especially where Agent surprises you. We\u2019re reading every comment today!<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just one-shotted a PH launch deck using this prompt:<\/p>\n<pre><code>Create a deck promoting the Pitch Agent launch on Product Hunt. Consider the launch messaging and include the attached product images. Here's our PH link: <a href=\"https:\/\/www.producthunt.com\/products\/pitch?launch=pitch-agent\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/prod...<\/a><\/code><\/pre>\n<p>Pitch Agent perfectly incorporated our messaging (pasted it from Notion) and included the product images I attached to the prompt \ud83d\ude0e<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51af5d7a-4643-47f8-b1cd-7437e01b45b7.gif?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>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\/@maresch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maresch<\/a> This is really impressive. \ud83d\udc4d<\/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\/@maresch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maresch<\/a> stunning – what’s the AI model you’re using under the hood?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@maresch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maresch<\/a> This looks great \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does Agent ask for more reference material when input is sparse? Wonder how it handles thin templates. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Hi ,<\/p>\n<p>I have just tried the application. If you give 1 liner about your business or app. Its gonna ask you to pick a template. Next would set of 6-7 questions related to your business, once you answer them it’ll start generating the pitch deck. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> thanks a lot! Agent works with what\u2019s there and tries to make the most of it: the more substantial the template, the better the results. But Agent also understands your template\u2019s structure (headers, footers, spacing, etc.) to create entirely new slide layouts that still look part of the template. What does a thin template usually look like in your work?<\/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>This is amazing! Having the chat with the agent right there in the UI opens up so many possibilities. <\/p>\n<p>Congrats with the launch, team! \ud83d\udd25<\/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\/@geek_1001\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@geek_1001<\/a> exactly! <\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@matt_roskovec\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matt_roskovec<\/a> <a href=\"https:\/\/x.com\/MatousRoskovec\/status\/2059739492018172219?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">posted on X<\/a>:<\/p>\n<blockquote>\n<p>The level of execution is spotless, as always<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@geek_1001\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@geek_1001<\/a> thanks, Ahmed! Reverse-congrats on your recent <a href=\"https:\/\/www.producthunt.com\/products\/slideshot\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"slideshot\" target=\"_blank\" rel=\"noopener\">@Slideshot<\/a> launch \ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 direction here. Most AI presentation tools stop at \u201cgood enough,\u201d but building directly from existing templates and design systems feels way more practical for real teams.<\/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>exactly – the world doesn’t need more mediocre presentations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marianna_tymchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marianna_tymchuk<\/a> thank you, we felt the same! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 can’t wait to see what people create with Pitch Agent; generating AI slides that are actually on-brand is a game-changer. I’m proud of the team for making it happen! <\/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\/@jameschant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jameschant<\/a> S\/O for the great work, James! What’s your favorite use case with Pitch Agent?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@jameschant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jameschant<\/a> Same!! Creating decks will be never be the same \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch 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\/@robi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robi<\/a> thanks (and thanks for building <a href=\"https:\/\/www.producthunt.com\/products\/jitter\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"jitter\" target=\"_blank\" rel=\"noopener\">@Jitter<\/a> – great product)<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7aea0cd0-4f7e-4f68-a634-c1d572da4737.gif?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>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 like that team didn’t jump into the AI-wave with half-baked solution. The agent is fast and very reliable, and the UX feels great. Awesome launch as always \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>strong +1! it reminds me this blog post on finding focus in the genAI whirlwind <a href=\"https:\/\/pitch.com\/blog\/finding-focus-in-the-generative-ai-whirlwind\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">[1]<\/a> from 2023, before the 2.0 launch. AI success depends on fundamentals, and <a href=\"https:\/\/www.producthunt.com\/products\/pitch\" target=\"_blank\" rel=\"noopener\">@Pitch<\/a> nails them.<\/p>\n<p>[1]: <a href=\"https:\/\/pitch.com\/blog\/finding-focus-in-the-generative-ai-whirlwind\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Finding focus in the generative AI whirlwind<\/a> (2023)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 today’s launch! It’s a product that can do almost all. Wishing you the best 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> thanks! More AI editing, MCP, API, and lots more coming soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So proud of the team and all their work building Pitch Agent. It’s been so cool watching it grow in our weekly demo sessions, and now to have it in the hands of our users! My favourite feature is being able to plan and test your storytelling through the Agent chat – it’s like having a little presentation sidekick right there with you. Plus, shoutout to the new templates that went live with this launch! Gorgeous!<\/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\/@emmasurayadoyle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emmasurayadoyle<\/a> Pitch’s presentation templates (launched <a href=\"https:\/\/www.producthunt.com\/products\/pitch\/launches\/presentation-templates-by-pitch\" target=\"_blank\" rel=\"noopener\">here<\/a> in 2021 and Top Product of the Week btw) have always been a source of inspiration for me – any new templates you’d recommend to start with? <\/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 thing that kills AI slide tools for me is brand. The output is fine until I spend an hour fixing fonts and colors by hand. How does Pitch Agent lock that down: style-guide upload, an existing Pitch workspace, or guessing from a logo? And how does it handle a deck that mixes data slides with narrative slides? That’s usually where the generated structure falls apart.<\/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\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> brand is the hardest and most important part! Our approach is to give you a great starting point with a branded template generator (pulling from <a href=\"https:\/\/www.producthunt.com\/products\/brandfetch-2\" target=\"_blank\" rel=\"noopener\">@Brandfetch<\/a> data) and ~150 fully customizable templates. When prompting Agent, you can also attach your logo and other assets you want to include in your deck.<\/p>\n<\/p>\n<p>To make sure Agent knows your brand, you can create a template that\u2019s 100% yours and then Agent builds on top of that by filling template slides with content and composing new layouts that look part of your brand.<\/p>\n<blockquote>\n<p>And how does it handle a deck that mixes data slides with narrative slides?<\/p>\n<\/blockquote>\n<p>You could include something like \u201cinclude data and narrative slides\u201d in your prompt, attach CSVs and your messaging doc.<\/p>\n<p>Give it a try and 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>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>Isn\u2019t it possible to just point to a website and take the style from there?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> Pitch Agent comes with a branded template generator pulls brand data from your domain. Is that what you were imagining or would you prefer to just add the domain as part of the prompt?<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b98f30b-4372-4f04-880b-c03ffa99f518.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hell yeah! Spent hundreds of hours in Pitch so far; can’t wait to actually outsource some of the time to the agent ;). Cheers from an old time advocate.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8448fbb3-a505-4bb4-8889-8b71124329ba.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>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\/@k_waraksa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@k_waraksa<\/a> oh wow, that cap is a blast from the past! I hope Agent will help you spend more hours perfecting your ideas and fewer hours filling slides. Let us know how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the AI handle brand consistency across multiple team members editing the same deck? That’s usually where things break down.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@arjayyy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arjayyy<\/a> the template is the source of truth for your brand, so whoever edits the deck will get consistent results when adding or editing slides. If you try it out, let us know how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Look like your team made it, then refine via chat without leaving the editor” \u2014 this is exactly the bar that makes AI deck generators worth using vs. a thin wrapper. I run a finance YouTube channel (Mod3Loop, <a href=\"https:\/\/www.youtube.com\/@Mod3Loop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/@Mod3Loop<\/a>) where every video script eventually becomes a slide visualisation problem, and the gap between “AI-generated boilerplate” and “this could actually go in front of an investment committee” is huge. Real test for me: can it produce a slide that defends the same number the same way the model defends it (so the deck and the workbook never drift)? Curious whether Pitch Agent can ingest a finance model and produce a deck whose numbers are sourced rather than re-stated by the LLM.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> fascinating use case! Currently the closest thing Pitch Agent offers is attaching a CSV to a prompt. When you say \u201csourced\u201d do you imagine a citation back to a cell? Live link? Or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Okay, I just watched the 30-second demo and actually said “oh nice” out loud. <\/p>\n<\/p>\n<p>The way Pitch Agent locks brand colors\/fonts while iterating on content is such a thoughtful detail. It solves the “my deck looks like a patchwork quilt” problem without stifling creativity.<\/p>\n<\/p>\n<p>As someone who writes about practical AI tools, I’m always skeptical of “just prompt it” promises. But this feels different: it’s not replacing judgment, it’s removing friction. <\/p>\n<\/p>\n<p>If you ever do a “behind the scenes” post on how you trained the brand-consistency layer, I’d love to read it. <\/p>\n<p>PS: <em>My last client deck took 3 rounds of ‘just one more tweak. I so wish I had this last month \ud83d\ude42<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@diana_nadim2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diana_nadim2<\/a> thanks so much for the kind words! \u201cRemoving friction, not replacing judgment\u201d is the perfect way to describe what we were going for with Pitch Agent. Saving that one \u270d\ufe0f<\/p>\n<p>A behind-the-scenes on the brand consistency work is a fun idea, I\u2019ll float it to the team and ping you if we make it happen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 wasnt the biiiggest fan of the early versions but im testing the new upgrades for sure! looks promising \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=\"comment-item\">\n<div class=\"comment-content\">\n<p>The jab at “apply your colors to generic layouts and call it on brand” lands because that’s exactly what most of these tools quietly do. Building from the actual design language and image style is a much harder promise to keep \u2014 the real test is whether it respects the weird, opinionated stuff in a template, not just the color tokens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Quick question for the team: when Pitch Agent generates slides from a prompt, how does it handle cases where the brand template has multiple layout variants for the same slide type? Like if I have 3 different “stats” layouts in my template, does Agent pick the best one based on the content, or does it default to one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is one of the more natural places for AI in a creative tool because \u201con brand\u201d is such a context problem, not just a generation problem. The hard part is usually not producing a deck-shaped object; it is knowing which prior slides, customer language, visual rules, and internal shorthand are allowed to influence this specific deck.<\/p>\n<\/p>\n<p>I\u2019d be curious how Pitch Agent handles conflicting context. For example, if the brand kit says one thing, a recent sales deck says another, and the user asks for a third direction, do you expose any \u201cI used this because\u2026\u201d trail so the team can trust and correct the output?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Cell citation is the higher-leverage of the two for me. The case I care about: a number in the deck (say, Y3 EBITDA margin) clicks through to row 47 of the model, so when someone in the meeting asks ‘where does 18% come from’ you can defend it without re-opening Excel side-by-side. Live link is the dream for working models being refined in real time, but cell-level citation is what makes a deck audit-ready \u2014 and that’s the bar IC decks actually need. The combo would be transformative.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Any plans to export the slides in different formats, in case I want to write on brand reports or guides in document (A4) Format. Or is that possible already?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tomm_p\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomm_p<\/a> Not possible yet but interesting use-case. How do you currently achieve that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tomm_p\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomm_p<\/a> no concrete plans yet but it comes up a lot. We\u2019ve been focused on really nailing the 16:9 slide format and the whole presentation lifecycle (branding, creation, sharing & analytics) rather than becoming a do-it-all document tool that handles everything okay-ish. But consider your vote for more slide sizes noted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/CNX6O53DMUYXTF\" class=\"app-title\">Revolte<\/a><\/p>\n<div class=\"one-liner\">AI for Software Engineering<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">219<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Revolte \u662f\u9762\u5411\u5de5\u7a0b\u56e2\u961f\u7684\u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u901a\u8fc7\u89c4\u5212\u3001\u7f16\u7801\u3001\u8d28\u68c0\u3001\u90e8\u7f72\u53ca\u76d1\u63a7\u7684\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\uff0c\u89e3\u51b3\u8f6f\u4ef6\u4ea4\u4ed8\u8fc7\u7a0b\u4e2d\u201c\u7f16\u7801\u4e4b\u5916\u201d\u7684\u534f\u4f5c\u4e0e\u64cd\u4f5c\u74f6\u9888\uff0c\u8ba9\u4eba\u7c7b\u5de5\u7a0b\u5e08\u63a7\u5236\u5173\u952e\u51b3\u7b56\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\/c4ed5948-91ae-4146-9b6f-9b72bf7f1e31.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/429f6371-51c5-40e0-9f12-7b5e1465600c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/487f426b-3595-417e-a377-62306a9feb8f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3aaed598-75a3-433d-bbbc-aede00589b10.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09fe911f-1aae-4ba0-83ff-24c32b84fc1d.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\/175b7990-c21a-4587-bebf-9f1736c8ca64.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=VvoEP_zp2sA\"><source src=\"https:\/\/www.youtube.com\/watch?v=VvoEP_zp2sA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8f6f\u4ef6\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ea4\u4ed8<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u7814\u53d1\u6548\u80fd<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">SDLC<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u5c06\u4fe1\u4efb\u673a\u5236\u4f5c\u4e3a\u57fa\u5ea7\u7684\u7406\u5ff5\uff0c\u8d28\u7591\u70b9\u96c6\u4e2d\u5728\uff1a1\uff09\u5728\u8001\u65e7\/\u6df7\u4e71\u4ee3\u7801\u5e93\u4e2d\u7684\u5b9e\u9645\u8868\u73b0\uff1b2\uff09\u5ba1\u6279\u73af\u8282\u662f\u5426\u4f1a\u5f62\u6210\u65b0\u7684\u74f6\u9888\uff1b3\uff09\u5bf9\u4e25\u683c\u5408\u89c4\u884c\u4e1a\u7684\u6570\u636e\u4e0e\u7b56\u7565\u4fdd\u969c\uff1b4\uff09\u5982\u4f55\u8de8\u5927\u89c4\u6a21\u591a\u4ed3\u5e93\u7ba1\u7406\u4e0a\u4e0b\u6587\uff1b5\uff09\u4efb\u52a1\u6267\u884c\u7684\u7aef\u5230\u7aef\u51c6\u786e\u7387\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Revolte \u8bd5\u56fe\u56de\u7b54\u4e00\u4e2a\u884c\u4e1a\u7ea7\u96be\u9898\uff1a\u5982\u4f55\u8ba9AI\u4e0d\u53ea\u662f\u201c\u5199\u5f97\u66f4\u5feb\u201d\uff0c\u800c\u662f\u201c\u4ea4\u4ed8\u5f97\u66f4\u53ef\u9760\u201d\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u629b\u5f03Cursor\u7684IDE\u52a9\u624b\u8def\u7ebf\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u8f6f\u4ef6\u4ea4\u4ed8\u5168\u751f\u547d\u5468\u671f\u201d\u8fd9\u4e00\u66f4\u5bbd\u3001\u66f4\u6df1\u7684\u573a\u666f\u8fdb\u884c\u7cfb\u7edf\u5316\u91cd\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c\u5b83\u786e\u5b9e\u907f\u5f00\u4e86\u4e24\u4e2a\u6781\u7aef\uff1a\u65e2\u4e0d\u641e\u5168\u76f2\u81ea\u52a9\u5f0f\u81ea\u52a8\u9a7e\u9a76\uff0c\u4e5f\u4e0d\u505a\u9700\u8981\u5de5\u7a0b\u5e08\u5168\u7a0b\u76ef\u5c4f\u7684\u201cAI\u8f85\u52a9\u201d\u3002\u901a\u8fc7\u5c06SDLC\u62c6\u89e3\u4e3a\u89c4\u5212\u3001\u7f16\u7801\u3001\u6d4b\u8bd5\u3001PR\u3001\u90e8\u7f72\u7b49\u6807\u51c6\u5316Agent\u884c\u4e3a\u5757\uff0c\u5e76\u5728\u5173\u952e\u53d8\u66f4\u5904\u8bbe\u7f6e\u7531\u5de5\u7a0b\u5224\u65ad\u628a\u5173\u7684\u201c\u4eba\u673a\u62a4\u680f\u201d\uff0c\u5b83\u8bd5\u56fe\u5c06AI\u7684\u751f\u4ea7\u529b\u6ce8\u5165\u5230\u6700\u75db\u7684\u201c\u7f16\u7801\u5230\u4e0a\u7ebf\u201d\u7684\u7070\u8272\u5730\u5e26\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u6cbb\u7406\u7684\u53ef\u5151\u73b0\u6027\u201d\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u8001\u65e7\u4ee3\u7801\u5e93\u201d\u3001\u201c\u591a\u4ed3\u5e93\u4e0a\u4e0b\u6587\u201d\u3001\u201c\u5408\u89c4\u5ba1\u8ba1\u201d\u5e76\u975e\u8fb9\u7f18\u95ee\u9898\uff0c\u800c\u662f\u8f6f\u4ef6\u5de5\u7a0b\u7684\u5e38\u6001\u3002Revolte\u7684\u201cService\/App\u201d\u4e0a\u4e0b\u6587\u6a21\u578b\u548cYAML\u5316\u7684\u7b56\u7565\u5b9a\u4e49\u867d\u7136\u6784\u601d\u6e05\u6670\uff0c\u4f46\u5c06\u7ec4\u7ec7\u6c89\u6dc0\u591a\u5e74\u7684\u3001\u9690\u6027\u7684\u4ea4\u4ed8\u89c4\u5219\u663e\u6027\u5316\u4e3a\u7cfb\u7edf\u53ef\u6267\u884c\u7684\u89c4\u8303\uff0c\u672c\u8eab\u5c31\u662f\u4e00\u9879\u9ad8\u95e8\u69db\u7684\u5de5\u7a0b\u5b9e\u65bd\u3002\u5982\u679c\u89c4\u5219\u6620\u5c04\u4e0d\u5230\u4f4d\uff0c\u6240\u8c13\u7684\u201c\u81ea\u6cbb\u201d\u5c31\u4f1a\u5728\u771f\u5b9e\u538b\u529b\u4e0b\u9000\u5316\u4e3a\u201c\u5e26\u5ba1\u6279\u7684\u624b\u52a8\u8865\u4e01\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u5176\u201c\u6309\u670d\u52a1\u5b9a\u4ef7\u201d\u800c\u975e\u6309\u4eba\u5934\u6536\u8d39\uff0c\u662f\u5bf9\u4f20\u7edfAI\u5de5\u5177\u5b9a\u4ef7\u903b\u8f91\u7684\u4e00\u6b21\u9510\u5229\u89e3\u6784\u3002\u8fd9\u6697\u793a\u4ea7\u54c1\u7684\u4ef7\u503c\u951a\u70b9\u5728\u4e8e\u5e73\u53f0\u66ff\u4ee3\u4e86\u4eba\u529b\u4ea4\u4ed8\u94fe\u8def\u4e2d\u7684\u201c\u7ba1\u9053\u201d\uff0c\u800c\u975e\u4e3a\u6bcf\u4e2a\u5de5\u7a0b\u5e08\u7684IDE\u8ba2\u9605\u4ed8\u8d39\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1aRevolte\u7684\u9aa8\u67b6\u642d\u5efa\u5f97\u76f8\u5f53\u4e13\u4e1a\uff0c\u4f46\u80fd\u5426\u5728\u4e71\u9ebb\u822c\u7684\u5de5\u7a0b\u73b0\u5b9e\u91cc\u957f\u51fa\u808c\u8089\uff0c\u53d6\u51b3\u4e8e\u5b83\u7684\u201c\u4e0a\u4e0b\u6587\u6444\u5165\u201d\u548c\u201c\u7b56\u7565\u843d\u5730\u201d\u80fd\u529b\uff0c\u662f\u5426\u771f\u7684\u50cfPPT\u4e0a\u90a3\u6837\u5e72\u51c0\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\">Revolte<\/span>\n <\/div>\n<div class=\"comment-content\">Revolte is for engineering teams to turn intent into production-ready software faster, safer, and with more control. Its agents plan changes, generate code, run quality and security checks, create PRs, support deployment, monitor runtime behavior, and surface risks early. Engineers approve the important decisions. Revolte handles the delivery heavy lifting. Built for higher delivery throughput across SDLC, stronger governance, and more value shipped per engineer.<\/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> <\/p>\n<p>Raj here, founder & CEO of Revolte.<\/p>\n<p> <\/p>\n<p>For years, I\u2019ve built and worked with engineering teams where the same pattern kept showing up:<\/p>\n<p> <\/p>\n<p>Writing code was rarely the only bottleneck.<\/p>\n<p> <\/p>\n<p>The real drag was everything around the code: setting up environments, running tests, managing deployments, fixing broken builds, triaging incidents, checking quality, and keeping delivery moving across disconnected tools.<\/p>\n<p> <\/p>\n<p>Coding assistants have made developers faster inside the IDE.<\/p>\n<p>But software delivery is much bigger than the IDE.<\/p>\n<p> <\/p>\n<p>That\u2019s why we built Revolte.<\/p>\n<p> <\/p>\n<p>Revolte is AI for Software Engineering, an agentic platform that helps engineering teams move from intent to production with humans in control.<\/p>\n<p> <\/p>\n<p>Give Revolte a ticket or requirement, and its agents can help plan the implementation, work against your actual codebase, generate code, run checks, create the PR, support deployment, monitor runtime behavior, and surface what needs attention.<\/p>\n<p> <\/p>\n<p>But the important part is this:<\/p>\n<p> <\/p>\n<p>Revolte does not remove engineering judgment.<\/p>\n<p> <\/p>\n<p>Every meaningful change goes through human review. Engineers see the diff, the reasoning, the checks, and the rollback path before anything moves forward.<\/p>\n<p> <\/p>\n<p>We built it this way because production software cannot run on blind automation. It needs context, governance, and control. Our belief is simple:<\/p>\n<p> <\/p>\n<p>AI should not just help engineers type faster.<br \/>AI should help engineering teams ship better software faster.<\/p>\n<p> <\/p>\n<p>Revolte is built for teams that want more delivery throughput without adding more delivery chaos.<\/p>\n<p> <\/p>\n<p>We\u2019d love for you to try it, break it, test it on something real, and tell us where it falls short. <\/p>\n<p> <\/p>\n<p><a href=\"https:\/\/revolte.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/revolte.ai\/<\/a><\/p>\n<p> <\/p>\n<p>And if you\u2019re an engineering leader thinking about how agents can safely enter your SDLC, I\u2019d be happy to talk through the governance side with you.<\/p>\n<p> <\/p>\n<p>Thanks for checking us out,<\/p>\n<p>Raj.<\/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\/@rajagopalanar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajagopalanar<\/a> congrats on the launch Raj. How do you avoid a pile up at the judge gate (agent coded and now there’s a stack of reviews)?<\/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\/@rajagopalanar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajagopalanar<\/a> Congrats on the launch, Raj. That pipeline execution flow looks incredibly clean.<\/p>\n<p>Dropped a vote, but looking closely at your thread discussion, your core message is fighting a massive narrative leak right now.<\/p>\n<p>Your tagline claims Revolte is “AI for Software Engineering.” But as Florent called out in the comments, that phrase is too generic and could mean five different things. It forces you to spend your entire launch day manually explaining why you are different from Cursor and Claude Code.<\/p>\n<p>You are accidentally positioning a powerful, autonomous development lifecycle engine as a basic IDE coding assistant. Engineering leaders do not buy faster typing speeds. They buy throughput velocity and the removal of delivery pipeline chaos.<\/p>\n<p>Flipping that hero focus from a “coding helper” message to an “autonomous delivery infrastructure” play will stop your active launch traffic from bouncing.<\/p>\n<p>Awesome technical build. Good luck with the signup velocity today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Greetings Product Hunt \ud83d\udc4b this is <strong>Watson<\/strong> from <a href=\"https:\/\/www.producthunt.com\/products\/revolte\" target=\"_blank\" rel=\"noopener\">@Revolte<\/a><\/p>\n<\/p>\n<p>One thing we kept hearing from engineering teams was this:<\/p>\n<p>AI helps teams write more code. <strong>But WHY shipping software to production still feels painfully operational <\/strong>\u2014 and WHY no serious engineering team fully trusts AI near production yet.<\/p>\n<p><strong>The hardest balance in AI software delivery today :<\/strong><\/p>\n<ul>\n<li>\n<p>Too much approval, and the product becomes another workflow layer engineers have to babysit.<\/p>\n<\/li>\n<li>\n<p>Too much autonomy, and no serious team will trust it near production.<\/p>\n<\/li>\n<li>\n<p>Automation should handle the repeated delivery work<br \/>environment setup, test runs, build management, deployment support, runtime monitoring, and coordination.<\/p>\n<\/li>\n<li>\n<p>Human judgment should stay where it matters: code merges, production changes, infra-sensitive decisions, security-sensitive changes, and rollback paths.<\/p>\n<\/li>\n<li>\n<p><strong>This balance is the product. <\/strong>We went through many versions before landing on the current model.<\/p>\n<\/li>\n<\/ul>\n<p>And honestly, that\u2019s where <strong>a lot of AI ROI still gets stuck<\/strong> inside real engineering organizations.<\/p>\n<\/p>\n<p>We believe the future isn\u2019t just AI generating code \u2014 or engineers manually coordinating every step around software delivery forever.<\/p>\n<\/p>\n<p><strong>It\u2019s intelligent execution systems continuously carrying delivery work forward<\/strong> while engineers stay focused on architecture, reliability, product thinking, and technical judgment.<\/p>\n<\/p>\n<p>That\u2019s the balance we\u2019ve thought deeply about while building Revolte \u2014 and where the compounding value really starts.<\/p>\n<p>Would genuinely love feedback from the PH community \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations to Raj and the Revolte team on the launch \ud83d\ude80<\/p>\n<p>I hunted Revolte because it\u2019s one of the few AI engineering platforms I\u2019ve seen that looks beyond code generation and focuses on the real bottleneck: getting software safely from intent to production.<\/p>\n<p>A lot of AI dev tools make engineers faster inside the IDE. That matters, but it doesn\u2019t solve the full delivery problem. The hard part is everything around the code, planning the change, understanding the existing codebase, running the right checks, creating the PR, supporting deployment, watching what happens at runtime, and knowing what to do when something breaks.<\/p>\n<p>That\u2019s where Revolte feels different to me. <\/p>\n<p>Their bet is not that AI should blindly replace engineering judgment. It\u2019s that agents can take on more of the SDLC heavy lifting if the trust model is designed properly, with the right approval gates, visibility into the diff and reasoning, quality and security checks, and rollback paths where they matter.<\/p>\n<p>That\u2019s the version of AI for software engineering I can actually see moving into real production codebases.<br \/>Two things I\u2019d encourage people here to look at closely: the per-service pricing model, which is very different from the usual per-seat AI tooling model, and the CLI\/workflow experience, because engineering teams don\u2019t want another SaaS dashboard unless it genuinely removes work.<\/p>\n<p>Excited to see how the Product Hunt community responds to this.<\/p>\n<p>Raj and team have clearly thought deeply about where AI belongs in the software delivery lifecycle. Looking forward to the discussion.<\/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>Thanks you,<a href=\"https:\/\/www.producthunt.com\/@istiakahmad\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"istiakahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@istiakahmad<\/a> this means a lot. <\/p>\n<p>You captured the heart of it perfectly: the bottleneck was never code generation, it’s everything around the code, getting a change safely from intent to production. That’s the whole thing we obsess over, and the trust model is exactly where we’ve spent the most time, approval gates, visibility into the diff and reasoning, the checks and rollback paths.<\/p>\n<p>And appreciate you flagging the per-service pricing and the CLI experience for people to dig into. Grateful to have you hunting us today. \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>Excited to share that we\u2019re launching Revolte today.<\/p>\n<\/p>\n<p>Revolte around a simple belief: software teams should spend more time building great products and less time dealing with delivery complexity.<\/p>\n<\/p>\n<p>Today, engineering teams jump across multiple tools for planning, coding, testing, deployment, and production monitoring. A lot of valuable time gets lost in handoffs, repetitive workflows, and operational overhead.<\/p>\n<p>That\u2019s why created Revolte.<\/p>\n<\/p>\n<p>Revolte is AI for software engineering, helping teams move faster from intent to code, testing, deployment, and production, while keeping engineers in control throughout the process.<\/p>\n<p>With Revolte, teams can:<\/p>\n<p>\u26a1 Build faster<br \/>\ud83e\uddea Automate testing and release workflows<br \/>\ud83d\ude80 Ship with less operational overhead<br \/>\ud83d\udd0d Monitor production with greater visibility and confidence<\/p>\n<p>Building this for developers, engineering leaders, and teams that want to ship faster without adding more complexity to their workflow.<\/p>\n<\/p>\n<p>Would love to hear your thoughts, if AI could take over one painful part of your software delivery workflow, what would you want it to handle?<\/p>\n<p>Thanks so much for checking out Revolte \ud83d\ude4c<\/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\">How does this hold up on a real production codebase? Most dev tools I’ve tried demo well and then struggle the moment you point them at an older repo with legacy layers. curious what your experience has been with messier code bases.<\/div>\n<div class=\"comment-actions\">\n<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\/@elvis_onjiko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elvis_onjiko<\/a> Fair question. As you pointed out, this is exactly where most AI dev tools start to struggle as of today.<\/p>\n<p>Our experience is that older production codebases need bounded context, not a giant repo dump into a prompt. Legacy systems usually have old patterns, partial docs, weak test coverage, tribal knowledge, and deployment rules that are not obvious from the code alone.<\/p>\n<p>So Revolte approaches it in smaller controlled slices. It builds context around the change area: repo structure, service boundaries, dependencies, relevant files, test paths, PR history, and where possible, runtime or deployment signals. The goal is not to magically understand the whole estate on day one. It is to make safer changes with the right context and human review points.<\/p>\n<p>Messier codebases are actually where we think this workflow layer matters most. The value is not just writing code, but knowing what to touch, what to avoid, what to test, and where a human should approve.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@elvis_onjiko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elvis_onjiko<\/a> <\/p>\n<p>Totally valid concern \u2014 and one we\u2019ve heard a lot.<\/p>\n<\/p>\n<p>Yes, Revolte has been tested on older codebases and the honest answer is: legacy vs new doesn\u2019t matter as much as you\u2019d think \u2014 what matters is context.<\/p>\n<\/p>\n<p>Revolte builds context per App or Service, and as long as that context can be established well, the agents can work effectively regardless of how old or messy the repo is. A legacy codebase with good context is more workable than a greenfield project with none.<\/p>\n<\/p>\n<p>Where things get harder is when a codebase is undocumented or inconsistent. In those cases, we work with teams to build that context up front \u2014 mapping the service structure, defining boundaries, and documenting the key patterns. It\u2019s an investment, but once the context is solid, Revolte runs on it just as effectively as any modern codebase.<\/p>\n<\/p>\n<p>So the first step with a messy legacy repo isn\u2019t jumping straight into workflows \u2014 it\u2019s making sure the context layer is strong enough to support 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>AI that works inside the engineering workflow is a different bet than AI that sits alongside it. The context problem in code is real. Getting it to reason about system trade-offs isn’t just a file-level concern. We’ve been building in the customer success for developer tool companies space, and Revolte touches on something we think about a lot. What’s your approach to handling context across large multi-repo codebases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shivam_jaiswal21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivam_jaiswal21<\/a> Very aligned with that view. We don\u2019t think the context problem gets solved by pushing more files into a bigger prompt window.<\/p>\n<\/p>\n<p>Our approach is to treat context as a system graph, not a repo dump. For larger multi-repo environments, Revolte maps the service boundaries, dependencies, APIs, ownership, deployment paths, PR history, tickets\/specs, and runtime signals around the change being made. The agent then pulls the relevant slice of context for that workflow instead of trying to reason over the entire estate at once.<\/p>\n<\/p>\n<p>The important part is also separating \u201ccode context\u201d from \u201cdelivery context\u201d. A change is rarely just about the files touched. It has impact across tests, environments, release rules, observability, and sometimes adjacent services.<\/p>\n<\/p>\n<p>We are still early in how far this can go, but that is the bet: context has to be structured around how engineering teams actually ship, not just how code is stored.<\/p>\n<\/p>\n<p>Would love to compare notes given your lens in the dev tool 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shivam_jaiswal21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivam_jaiswal21<\/a> <\/p>\n<p>Really glad this resonates \u2014 and you\u2019ve put your finger on something we spent a lot of time on.<\/p>\n<p>Here\u2019s how we approach it: for every codebase, Revolte maintains a separate entity called an App\/Service. Each one builds its own context \u2014 the structure, dependencies, patterns, and history specific to that service. That context isn\u2019t shared or muddled across repos; it\u2019s scoped and owned.<\/p>\n<p>When a workflow runs, the agents work within that context. When a dev picks up Revolte Code (our CLI) to review and approve the output, they\u2019re working from the same context \u2014 so there\u2019s no gap between what the agent understood and what the human sees.<\/p>\n<\/p>\n<p>But the part we\u2019re equally serious about is context poisoning \u2014 because bloated, unstructured context is almost as bad as no context. Agents hallucinating based on irrelevant noise is a real failure mode. Our approach is a clear structural flow built into Revolte that governs how context is built, what gets included, and what doesn\u2019t. Meaningless context without reference doesn\u2019t make it in.<\/p>\n<\/p>\n<p>It\u2019s an area we\u2019re continuously tightening \u2014 because getting the reasoning right at a system level, not just file level, is what actually makes autonomous workflows trustworthy at scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I worked on the deploy and runtime side of <a href=\"https:\/\/www.producthunt.com\/products\/revolte\" target=\"_blank\" rel=\"noopener\">@Revolte<\/a> .<\/p>\n<p>The funny thing about “deploy a service” is that it sounds simple until you see how different every team\u2019s setup is.<\/p>\n<p>Different pipelines. Different secrets. Different rollback rules. Different environments. Different observability habits. Every org has its own delivery snowflake.<\/p>\n<p>A lot of agent demos avoid this by staying in a sandbox. We didn\u2019t want Revolte to be useful only in a clean demo environment.<\/p>\n<p>So the challenge was to make the agent work with the way teams already ship, existing repos, existing pipelines, existing infra patterns, while still giving them a cleaner execution layer on top.<\/p>\n<p>The CLI was a big part of that.<\/p>\n<p>We didn\u2019t want engineers to feel like they had to live inside another SaaS dashboard. The CLI is meant to make Revolte feel close to the actual workflow: ticket, code, checks, PR, deploy support, without forcing engineers out of their flow.<\/p>\n<p>That part took longer than expected, but I think it matters a lot for adoption \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like Cursor meets Jarvis \ud83d\udc40 How accurate is the task execution in real world coding workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Good question and an important distinction \u2014 task execution accuracy is really asking whether the agent actually completes the job end to end, or gets lost halfway through.<\/p>\n<p> <\/p>\n<p>The honest answer is that the pipeline structure is what makes execution reliable in practice. There’s a planner step that runs before any code gets written \u2014 it maps out what the task actually involves and what done looks like. That upfront planning step is what prevents the agent from going off in the wrong direction and only discovering it three commits later.<\/p>\n<p> <\/p>\n<p>From there each step in the pipeline \u2014 codegen, testgen, regression \u2014 has a defined scope and exit condition. It’s not one agent trying to freestyle the whole thing. And if something fails at any stage, it surfaces there rather than quietly producing something broken that reaches a PR.<\/p>\n<p> <\/p>\n<p>Where execution gets harder is with tasks that span multiple services or involve calls that need real domain judgment \u2014 those are the ones where we’ve deliberately kept humans in the loop rather than pushing for full automation. The goal isn’t maximum autonomy, it’s reliable execution on the work that can run cleanly, and a clear handoff when it can’t.<\/p>\n<p> <\/p>\n<p>What we’re seeing with customers is that the volume of tasks completing end to end without constant intervention has gone up significantly. That’s the real signal on execution for us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on your launch <a href=\"https:\/\/www.producthunt.com\/@rajagopalanar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajagopalanar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajagopalanar<\/a>. This automation of engineering processes with AI looks disruptive and promising to reduce the SDLC cycle duration for me.<\/p>\n<p>However with the product doing everything from development to production, I’d like to know your data protection, security and compliance story. Especially in a regulated industry (e.g. financial services like banking or insurance), my most pressing concerns regarding engineering processes are around :<\/p>\n<ul>\n<li>\n<p>Does the product breach my security standards that I ensure in all of my vendors ?<\/p>\n<\/li>\n<li>\n<p>Are the SDLC policies in paper actually being implemented by this tool ? Given that we have built agile teams and processes over years in-house \/ external and IMO it is easier to define a SDLC policy on paper than to enforce them in practicality. <\/p>\n<\/li>\n<li>\n<p>What happens to the data, does the product take it outside UK \/ EMEA regions ?<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zabry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zabry<\/a> <\/p>\n<\/p>\n<p>Thanks for the kind words, and these are absolutely the right questions \u2014 let me answer each one directly.<\/p>\n<\/p>\n<p><strong>On security standards<\/strong> \u2014 Revolte is SOC 2 and GDPR compliant, with clearly defined access boundaries for every agent and workflow. SAST and DAST scanning run as part of every pipeline automatically.<\/p>\n<\/p>\n<p><strong>On SDLC policy enforcement <\/strong>\u2014 teams define their policies in YAML per service, and Revolte enforces them on every workflow run. The policies you\u2019ve built over the years don\u2019t get replaced \u2014 they get encoded and consistently applied.<\/p>\n<\/p>\n<p><strong>On data residency<\/strong> \u2014 Revolte runs on AWS and can be deployed in any AWS region, including UK and EMEA, to match your requirements. Your data stays where you need it to.<\/p>\n<\/p>\n<p>Happy to share more detail with your security team if that would help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How is security checking implemented? Do you have internal rules or checklists?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> <\/p>\n<p>Great question \u2014 security is something we\u2019ve been deliberate about on two fronts.<\/p>\n<\/p>\n<p>On the code side, Revolte has dedicated SAST and DAST workflow templates built in. So security scanning isn\u2019t a manual step someone remembers to add \u2014 it\u2019s part of the workflow by default. Static analysis catches issues in the code itself, dynamic testing covers runtime behaviour. Both run as part of the same autonomous pipeline before anything reaches a PR.<\/p>\n<\/p>\n<p>On the platform side, we\u2019ve been equally careful about how the agents themselves operate. Every agent and workflow has clearly defined boundaries and access controls \u2014 they can only touch what they\u2019re supposed to touch. This wasn\u2019t an afterthought; giving autonomous agents broad access across a codebase without guardrails is how things go wrong fast.<\/p>\n<p>So the short answer: code security is handled through SAST\/DAST templates, and agent security is handled through strict access definitions baked into how Revolte is structured.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. The framing that resonates most is treating the full SDLC as the product rather than just code generation. That’s a meaningfully different bet from the IDE-centric tools, and a harder one to build well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mariselvi_ramar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mariselvi_ramar<\/a> thank you very much.<\/p>\n<p>You named the bet exactly. The full SDLC is a much harder thing to build than a better autocomplete, but the IDE-centric tools keep hitting the same ceiling: faster typing, when typing was never the bottleneck. Means a lot that the framing landed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@rajagopalanar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajagopalanar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajagopalanar<\/a> What stands out about Revolte isn’t just the AI assistance, but it’s the philosophy. Tools should amplify human judgment, not override it.<\/p>\n<\/p>\n<p>As someone who writes about practical tech at Your Tech Compass, I see too many “AI fixes everything” promises that skip the nuance. Revolte feels different: the iterative suggestion flow (try-tweak-approve) mirrors how thoughtful devs actually work.<\/p>\n<\/p>\n<p>One thing I’m curious about as I test: can teams customize Revolte’s “confidence threshold” for auto-suggestions? For example, “only suggest changes with >90% confidence” vs. “show me everything and let me filter.” Asking because for risk-averse teams (and readers who value transparency), that control knob could be the difference between “cool demo” and “daily driver.”<\/p>\n<\/p>\n<p>Congrats on launching something that feels both powerful and humane. <\/p>\n<ul>\n<li>\n<p>Diana – Your Tech Compass<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@diana_nadim2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diana_nadim2<\/a> Thanks for the comments. Absolutely. We dont see Revolte to be one another AI assistant tool that helps developer. We wanted to drive outputs which could be autonomously driven by AI workflows. <\/p>\n<p>Once the AI has completed the output with its own predicted confident score, human in the loop – Developer or tester will review and approve the output. Based on the approval ratio, the confident score will be adjusted on each run while Agents takes measured feedback from previous review to self improve to maintain the confident score. <\/p>\n<\/p>\n<p>We call it right mix of AI and human to bring in 8x productivity and 10X release acceleration. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 team Revolte!<\/p>\n<p>What I appreciate here is that the trust layer isn’t an enterprise add-on, it’s the foundation.<br \/>\nAudit trails, approval gates, and rollback paths shipped by default says a lot about who this was built for.<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you \ud83d\ude4f This was exactly the call we agonized over. Shipping the agent first and making trust an enterprise tier would’ve been easier, but no engineer trusts a tool with their prod codebase if the audit trail is a paid upgrade. Had to be the foundation. Glad it landed. <a href=\"https:\/\/www.producthunt.com\/@parthasarathi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"parthasarathi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@parthasarathi<\/a> can weigh in on this. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks for the comment. Great point. Its very true. Not only Agent audit trails and approval gates are important, clear roll back path for shipped code on one click is very important.<\/p>\n<p>Revolte has inbuild Platform function to ship AI developed code to Preview environment all the way to production. In any of the stage, the deployed code in any environment could be rolled back on single click. <\/p>\n<\/p>\n<p>Revolte with GIT and any feature flagging platform like LaunchDarkly<strong> <\/strong>gives great flexibility to teams of any size to have any day release cycle. We call this – <strong>Deploy Instantly, Release intentionally. <\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>does it mean this will work starting from the idea with a small title – “like create AI note pad” to autonomous implementation? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maksym_shcherbakov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maksym_shcherbakov1<\/a> Yes, that is the direction, but we don\u2019t think of it as blind autonomy from a vague title. <\/p>\n<p>Something like \u201ccreate an AI notepad\u201d can definitely be the starting point. Revolte would help turn that into a clearer spec, break it down into implementation steps, generate the code, create tests, open PRs, and keep humans involved at the right review points. <\/p>\n<\/p>\n<p>The goal is to take an idea and move it through planning, implementation, validation, and approval with enough context and control around the workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@maksym_shcherbakov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maksym_shcherbakov1<\/a> <\/p>\n<\/p>\n<p>Great question! Almost \u2014 but not quite from a single title alone.<\/p>\n<\/p>\n<p>Revolte runs on spec-driven development, so the starting point is a spec rather than a loose idea. Think of it less like “create AI notepad” and more like a defined set of requirements for what that notepad should do, how it should behave, and what the acceptance criteria are.<\/p>\n<p>Once that spec exists, yes \u2014 Revolte takes it from there autonomously. Planning, coding, testing, security checks, PR \u2014 all the way through without hand-holding.<\/p>\n<\/p>\n<p>The spec is the foundation that makes autonomous execution reliable. Without it, agents are guessing \u2014 and that\u2019s where things go wrong.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The approval gating for critical decisions is the right design. Most SDLC agents fail because they either go fully autonomous (risky) or require constant hand-holding. We’ve felt that tension building agents that touch production. Having it handle quality checks, PRs, and deployment monitoring while preserving human review for high-stakes calls is solid. How does it decide what triggers an approval gate? Is that configurable per repo or risk-scored?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@retain_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@retain_dev<\/a> Really appreciate the comment \u2014 you\u2019ve clearly felt this pain firsthand and that framing is spot on.<\/p>\n<\/p>\n<p>Here\u2019s a simple development workflow in Revolte to answer your question. <\/p>\n<\/p>\n<p>A feature ticket comes in \u2192 the planning agent breaks it down \u2192 coding agent implements it \u2192 tests are auto-generated \u2192 SAST\/DAST runs \u2192 PR is raised. The dev reviews and approves at the end. No hand-holding in between.<\/p>\n<\/p>\n<p><strong>Now the gate question: <\/strong>that\u2019s configurable. Teams define approval rules at the workflow level \u2014 a routine feature build on a low-risk service can flow straight through, anywhere a particular artifact to be finally used in the product as code or test script or design, the it will go through approval gate. No output will be used or merged to exisiting repository finally without human approval.<\/p>\n<\/p>\n<p>The risk-scoring side is something we\u2019re making smarter over time \u2014 more context-aware, less purely rule-based.<\/p>\n<\/p>\n<p>But the principle stays the same: full autonomy where it\u2019s safe, human judgement where it matters.<\/p>\n<\/p>\n<p>let me know if this answers the question<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Dear <a href=\"https:\/\/www.producthunt.com\/@retain_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@retain_dev<\/a> Interesting question actually ., while pretotyping some of our workflows, we started noticing the same challenge & pattern during work within finance environment.<\/p>\n<\/p>\n<p>Autonomy there became<em> <\/em>heavily risk-dependent (along with few other OPA rules).<\/p>\n<\/p>\n<p>Say for lower-risk features \u2014 like their internal dashboards, FAQ\/content updates, coupon dashboards, and non-critical UI flows \u2014 the workflows were designed with much lighter Human approvals and higher AI autonomy.<\/p>\n<p>But workflows touching their Core new features -> say., beneficiary logic, critical infrastructure pieces – introduced much stronger validation layers and human checkpoints before anything could move forward.<\/p>\n<p>That\u2019s probably where we feel engineering AI systems evolve over time \u2014 systems themselves becoming smarter in identifying which workflows can move autonomously versus which ones need stronger approvals and human oversight. That balance Raj mentioned \u2014 autonomy with governed checkpoints \u2014 is exactly the direction we\u2019re trying to preserve in REVOLTE.<\/p>\n<p>Curious how you\u2019re thinking about this in your own agent workflows today \u2014 are you leaning more toward static approval rules, or dynamic risk\/context-based gating? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you decide what counts as an important decision that requires engineer approval in comparison to something the agent can auto apply?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> <\/p>\n<p>Great question \u2014 and honestly one we debated a lot internally.<\/p>\n<\/p>\n<p><strong>The agent never auto-applies anything.<\/strong> Every autonomous output \u2014 whether it’s a code change, a test suite, a design decision, or a deployment config \u2014 is raised as a pull request to the relevant human stakeholder. Developer, tester, architect, whoever owns that stage of the workflow.<\/p>\n<\/p>\n<p>The PR isn’t only a quality check. It’s an <strong>ownership handoff<\/strong>. It makes the human the deliberate decision-maker. The workflow is designed so that people are defining <em>intent<\/em> upfront and <em>reviewing outputs<\/em> at the back \u2014 and the AI is doing the actual work in between.<\/p>\n<\/p>\n<p>We believe that’s the right inversion. Not “AI assists the human” in the traditional copilot sense, but “human sets direction, AI executes, human signs off.” The accountability stays with people while work is done by AI. <\/p>\n<\/p>\n<p>It also means the system is naturally auditable \u2014 every decision has a human who reviewed and approved it, with full context of what the AI produced and why.<\/p>\n<\/p>\n<p>We’re still evolving how this works across different team roles, so genuinely curious whether that model resonates with how your team thinks about it. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the earliest and most consequential decisions we made was this: Revolte would not be a coding tool with delivery features bolted on. We made the SDLC itself the product.<\/p>\n<p>It sounds obvious in hindsight, but the pressure early on was to show something immediately impressive \u2014 an agent that generates a working PR from a prompt, a demo that wows in a ten-minute call. That stuff is genuinely useful. But we kept running into the same wall: generating code is not the bottleneck anymore. The bottleneck is everything that has to be true for that code to safely reach production inside a real engineering organisation.<\/p>\n<p>What context did the agent have when it made that decision? Who approved it? What’s the audit trail? What happens if it needs to be rolled back? How does an engineering leader defend this to their CISO, their CFO, or their board?<\/p>\n<p>That’s where most of our actual engineering effort has gone \u2014 not into making agents generate better code, but into making agents operable inside real teams. Audit trails, approval gates, policy-aware actions, delivery visibility, rollback paths. These are not enterprise features we added later to close deals. They are the reason engineering teams can say yes to agents at all.<\/p>\n<p>The line we keep coming back to internally: AI can carry the delivery load, but engineering judgment has to stay visible and accountable. That’s not a constraint on what agents can do \u2014 it’s what makes them trustworthy enough to actually use.<\/p>\n<p>Curious whether others building in this space have hit the same wall \u2014 the gap between “the agent works in a demo” and “the organisation can actually run it.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“AI for software engineering” could be five different products, so I honestly can’t tell what this is yet. A code editor? An agent that opens PRs? A Copilot-style layer with more context? What does one normal task look like start to finish, and what happens when the repo has no tests and no spec to work from? That’s the case that breaks most of these for me.<\/p>\n<p>But I’m also glad you exist guys, I’m just here to challenge you haha<br \/>Congrats for 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\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> this is exactly the comment I was hoping someone would write, so thank you for grilling it. \ud83d\udcaa<\/p>\n<p>Fair point that “AI for software engineering” could mean five things, so to be specific: Revolte is an autonomous agentic platform for the whole SDLC. You define a workflow \u2014 planning, coding, test generation, SAST, DAST, bug fixing, PR creation \u2014 and the agents run it end to end, no human babysitting every step.<\/p>\n<p>One normal task: a feature gets requested \u2192 planning agent breaks it down \u2192 coding agent implements \u2192 tests generate automatically \u2192 security scans run \u2192 a PR is raised. You open Revolte, review, tweak, approve. Done.<\/p>\n<p>And the no-tests, no-spec case is exactly where Revolte earns its keep, because that’s what breaks most tools. No spec? The planning agent builds one. No tests? The test agent writes them in the same flow. You come in at the end to approve, not to hand-hold.<\/p>\n<p>So please keep challenging us, this is the good stuff. And congrats right back for asking the real question. \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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Quick question though: how is this actually different from Cursor or Claude Code? Trying to figure out where Revolte fits in my stack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@keerthana07\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keerthana07<\/a> totally fair question, and honestly the one we get most! \ud83d\udcaa<\/p>\n<p>Cursor and Claude Code are brilliant tools, but they’re essentially a smarter pair of hands for the developer. You’re still driving, still prompting, still context-switching between coding and everything else.<\/p>\n<p>Revolte works at a different level. It’s not just helping you code, it’s handling the whole delivery cycle autonomously: planning, coding, test generation, security scanning, PR creation, all running as one connected workflow with no one babysitting each step.<\/p>\n<p>The dev or tester comes in at the end, opens Revolte Code, reviews what the agents produced, makes any edits, and approves. That’s the moment of human judgement, not the hours of groundwork before it.<\/p>\n<p>So in your stack: Cursor and Claude Code assist the developer writing code. Revolte assists the entire delivery process, from ticket to merged PR, with specialised agent personas for development, automation testing, non-functional testing, bug fixing and more.<\/p>\n<p>If Cursor is a smart co-pilot, Revolte is the autonomous crew. \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>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>What’s the security story? We’re in a regulated industry, but I’d want to understand data residency and whether the agent can run inside our own cloud account.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">How does this hold up on a real production codebase? Most AI dev tools i have tried demo well but then struggle the moment you point them at an older repo with legacy layers. Curious what your experience has been with messier codebases?<\/div>\n<div class=\"comment-actions\">\n<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\/@imtiaj_ahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imtiaj_ahmad<\/a> Very fair question. This is exactly where most AI dev tools struggle.<\/p>\n<\/p>\n<p>Our approach is not to throw the whole legacy repo at an agent and expect magic. Revolte keeps the scope bounded around the actual change: relevant files, existing patterns, service boundaries, test paths, PR history, and project-specific instructions.<\/p>\n<\/p>\n<p>Messier codebases need more context and more control, not more blind autonomy. The value is in helping the agent know what to touch, what not to touch, what to test, and where a human should review before it moves forward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI for software engineering is one of the categories where the demo always looks great and the daily use breaks at the edges \u2014 codebase context, multi-file refactors, and stale dependencies. Curious how Revolte handles the case where the codebase convention contradicts what the model has seen most in training. I run into the same problem on the financial-modeling side \u2014 my channel Mod3Loop covers a lot of this kind of edge-case behavior in modeling tools that mostly work until they suddenly do not.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> That is exactly the edge case we care about. The model\u2019s default instinct is often to follow the most common pattern it has seen, but real production codebases usually have their own conventions, older layers, exceptions, and sometimes strange but intentional trade-offs.<\/p>\n<\/p>\n<p>Our approach is to make the local codebase context the source of truth. Revolte first looks at the existing patterns around the change area: similar files, service boundaries, naming conventions, dependency usage, test structure, PR history, and project-specific instructions. The agent is then guided to work within those conventions instead of applying a generic \u201cbest practice\u201d from training.<\/p>\n<\/p>\n<p>We also do not treat generation as the final step. The value is in the loop around it: implementation, tests, checks, review, and human approval where there is ambiguity. That is especially important when the codebase convention and the model\u2019s default answer do not match.<\/p>\n<\/p>\n<p>Your financial-modeling analogy is a good one. Most tools work well in the clean path but the real product test is what happens at the edges.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/NIXIFPYZYBK72W\" class=\"app-title\">Buffer API<\/a><\/p>\n<div class=\"one-liner\">One API to publish across every social platform.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">194<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Buffer API\u901a\u8fc7\u4e00\u4e2a\u7edf\u4e00\u7aef\u70b9\u5bf9\u63a511\u4e2a\u793e\u4ea4\u5e73\u53f0\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u3001AI\u4ee3\u7406\u53ca\u81ea\u52a8\u5316\u5de5\u5177\u5728\u591a\u5e73\u53f0\u5185\u5bb9\u53d1\u5e03\u4e0e\u7ba1\u7406\u65f6\u9762\u4e34\u7684\u63a5\u53e3\u788e\u7247\u5316\u3001\u8ba4\u8bc1\u590d\u6742\u548c\u683c\u5f0f\u9002\u914d\u96be\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\/a1db521b-f601-41e7-9d87-59985f733086.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57a6039e-d824-49a5-a4ad-f55ab42e323c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9e365ba-3c20-41a0-bf10-53df77ba5c62.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e24036fa-162e-4d7a-9d25-86b36af3c140.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45ef3c3f-2083-4790-99a1-b5611086122d.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\/764dd286-736b-49e8-85a7-cf03aa8939e9.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=lgB0HMkbx34\"><source src=\"https:\/\/www.youtube.com\/watch?v=lgB0HMkbx34\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u53d1\u5e03API<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u805a\u5408<\/span><br \/>\n <span class=\"tag\">GraphQL\u63a5\u53e3<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">AI\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8c03\u5ea6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u7edf\u4e00\u6570\u636e\u6a21\u578b\u548cMCP\u670d\u52a1\u5668\uff0c\u6709\u6548\u7f13\u89e3\u591a\u5e73\u53f0\u683c\u5f0f\u5dee\u5f02\u75db\u70b9\u3002\u95ee\u9898\u805a\u7126\u4e8e\u5e73\u53f0\u89c4\u5219\u7a81\u53d8\u65f6\u7684\u9002\u5e94\u673a\u5236\u3001API\u53d1\u5e03\u5bf9\u8d26\u53f7\u5065\u5eb7\u7684\u5f71\u54cd\uff0c\u4ee5\u53ca\u5bf9\u767d\u6807\/ISV\u5b9a\u4ef7\u7684\u8be2\u95ee\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Buffer API \u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u65b0\u529f\u80fd\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u6218\u7565\u5ba3\u8a00\uff1a\u5b83\u6b63\u5f0f\u5c06\u81ea\u8eab\u4ece\u201c\u793e\u4ea4\u7ba1\u7406SaaS\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u793e\u4ea4\u57fa\u7840\u8bbe\u65bd\u5373\u670d\u52a1\u201d\u3002\u4ece\u4ea7\u54c1\u89d2\u5ea6\u770b\uff0c\u5b83\u56de\u7b54\u4e86\u4e00\u4e2a\u957f\u671f\u60ac\u800c\u672a\u51b3\u7684\u95ee\u9898\u2014\u2014\u80fd\u5426\u7528\u4e00\u4e2a\u63a5\u53e3\u5904\u7406Twitter\u3001LinkedIn\u3001TikTok\u7b49\u5e73\u53f0\u7684\u201c\u4eba\u683c\u5206\u88c2\u201d\uff1f\u7b54\u6848\u662f\u7528GraphQL\u7edf\u4e00\u6570\u636e\u6a21\u578b\u5728\u4e0a\u5c42\u505a\u62bd\u8c61\uff0c\u7528MCP\u670d\u52a1\u5668\u5728\u4e0b\u5c42\u505a\u534f\u8bae\u89e3\u8026\u3002\u8fd9\u79cd\u201c\u4e2d\u95f4\u4ef6\u201d\u601d\u8def\u975e\u5e38\u52a1\u5b9e\uff0c\u4e5f\u76f4\u63a5\u5207\u4e2d\u4e86AI Agent\u548c\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff08\u5982n8n\u3001Zapier\uff09\u7684\u521a\u6027\u9700\u6c42\u3002\u6b63\u5982\u7528\u6237\u63d0\u5230\u7684\uff0c\u201cpost everywhere\u201d\u5728\u591a\u5e73\u53f0\u573a\u666f\u4e0b\u6781\u6613\u56e0\u8fb9\u7f18\u89c4\u5219\uff08\u5982\u5a92\u4f53\u683c\u5f0f\u3001\u901f\u7387\u9650\u5236\u3001\u5e16\u5b50\u7c7b\u578b\u5dee\u5f02\uff09\u800c\u5d29\u6e83\u3002Buffer API\u901a\u8fc7\u5355\u4e00\u901f\u7387\u9650\u5236\u6a21\u578b\u548c\u7ed3\u6784\u5316\u9519\u8bef\u54cd\u5e94\uff0c\u628a\u672c\u5e94\u8017\u65f6\u7684\u810f\u6d3b\u63fd\u4e86\u8fc7\u6765\uff0c\u8fd9\u5bf9\u5176\u6838\u5fc3\u7528\u6237\uff08agent\u5f00\u53d1\u8005\u3001\u65e0\u4ee3\u7801\u6784\u5efa\u8005\uff09\u6781\u5177\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u201c\u5f52\u4e00\u5316\u201d\u7684\u5f31\u70b9\u5728\u4e8e\u5e73\u53f0\u89c4\u5219\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u3002LinkedIn\u6216X\u7684\u4e00\u6b21\u7a81\u53d1\u683c\u5f0f\u53d8\u66f4\uff0c\u4f1a\u8ba9\u4e2d\u95f4\u7684\u9002\u914d\u5c42\u77ac\u95f4\u4ea7\u751f\u903b\u8f91\u88c2\u75d5\u3002\u6b64\u5916\uff0c\u7528\u6237\u5bf9\u201cAPI\u53d1\u5e16\u5f71\u54cd\u8d26\u53f7\u5065\u5eb7\u201d\u7684\u62c5\u5fe7\u5e76\u975e\u7a7a\u7a74\u6765\u98ce\uff0c\u5e73\u53f0\u5bf9\u81ea\u52a8\u5316\u5185\u5bb9\u7684\u9690\u6027\u964d\u6743\u7b56\u7565\uff0cBuffer\u7684API\u5c42\u65e0\u529b\u4e5f\u65e0\u6cd5\u627f\u8bfa\u89e3\u51b3\u3002\u6700\u5c16\u9510\u7684\u62f7\u95ee\u6765\u81ea\u5b9a\u4ef7\uff1a\u5f53ISV\u5e0c\u671b\u5c06\u793e\u4ea4\u529f\u80fd\u5d4c\u5165\u81ea\u8eab\u4ea7\u54c1\u65f6\uff0c\u6807\u51c6\u7684\u5957\u9910\u6846\u67b6\u6781\u53ef\u80fd\u6784\u6210\u6210\u672c\u74f6\u9888\u2014\u2014\u8fd9\u662f\u4e00\u4e2a\u975e\u81ea\u8425\u57fa\u7840\u8bbe\u65bd\u670d\u52a1\u5546\u5728\u5411\u201c\u5e73\u53f0\u5316\u201d\u6f14\u5316\u65f6\u5fc5\u987b\u9762\u5bf9\u7684\u5bbf\u547d\u3002\u603b\u4f53\u6765\u8bf4\uff0cBuffer API\u5728\u4ea7\u54c1\u6253\u78e8\u4e0a\u6781\u4f73\uff0c\u4f46\u5546\u4e1a\u6a21\u5f0f\u7684\u6311\u6218\u4e0e\u5e73\u53f0\u5bf9\u6297\u7684\u98ce\u9669\uff0c\u662f\u5176\u957f\u671f\u4ef7\u503c\u7684\u771f\u6b63\u8bd5\u91d1\u77f3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Buffer API<\/span>\n <\/div>\n<div class=\"comment-content\">Buffer’s API lets you publish and manage content across 11 social platforms through a single endpoint. Connect it to AI assistants, no-code automation tools, or build full custom integrations. Ships with an MCP server, pre-built automation templates, a CLI, and an interactive API explorer. Available on every Buffer plan, including Free.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve built a TRMNL plugin with the Buffer API; it shows my queue counts, along with my next scheduled posts and previously sent posts, on an e-ink display sitting on my desk. I\u2019ll make this available for installation soon.<\/p>\n<\/p>\n<p>The API is straightforward to work with, and AI tooling makes prototyping extremely quick. If you’re building anything that touches social media, this is worth a look.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Well done team and happy launch day on PH!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey everyone, Mike here, another one of the makers on the Buffer team.<\/p>\n<\/p>\n<p>A bit more about the API:<\/p>\n<\/p>\n<p>Buffer’s API lets you connect Buffer to the tools you already use, whether that’s an AI agent, a no-code automation tool, or your own stack. You can publish, schedule, and manage your social presence from wherever you already work.<\/p>\n<\/p>\n<p>Under the hood: GraphQL API, MCP server, CLI, managed OAuth, pre-built workflow templates with no-code tools like Zapier and n8n, and an interactive API explorer.<\/p>\n<p>A few more examples of what people have been building with it:<\/p>\n<ul>\n<li>\n<p>An automated weekly reporting system across 77 social channels in 10 languages, built with n8n by someone who isn’t a developer.<\/p>\n<\/li>\n<li>\n<p>A Friday morning Slack bot that recaps what was posted, what’s scheduled, and what’s missing. Plus a full LinkedIn content library and analyzer on Lovable, both built entirely through conversation with AI.<\/p>\n<\/li>\n<li>\n<p>A power-user layer on top of Buffer with thread splitting, a content calendar with planning notes, and a snippet library.<\/p>\n<\/li>\n<li>\n<p>A Substack growth platform for creators, with Buffer handling social distribution automatically.<\/p>\n<\/li>\n<\/ul>\n<p>It’s also available on every Buffer plan, including Free.<\/p>\n<p>Let us know if you have any questions and excited to see what other folks build with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a fellow bootstrapped company, it’s always a pleasure to see Buffer being back over here \ud83d\udd25 I’m curious, is the next step the Buffer MCP? <\/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\/@ant0ine_gt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ant0ine_gt<\/a> MCP and CLI are already available \ud83d\ude01<\/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>Most social publishing APIs fall apart on edge cases like platform-specific media constraints, rate limit variance across accounts, or diff post formats per network. Curious how the Buffer API handles those inconsistencies at the normalization layer. Do you expose a unified schema and translate per-platform, or does the caller still need to know what Twitter vs LinkedIn expects?<\/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>Hey there<a href=\"https:\/\/www.producthunt.com\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a>! <br \/>We expose a single GraphQL API with a unified data model (posts, channels, organizations), so you integrate once instead of juggling separate APIs for each social network. You use the same mutations to create, schedule, and manage posts across Instagram, LinkedIn, X, TikTok, YouTube etc., and we handle auth, routing, and most of the cross\u2011platform reconciliation behind the scenes.<\/p>\n<p>At the same time, not all networks are identical. Every post is tied to a specific channel type, and we validate it against that platform\u2019s rules, returning clear, structured errors when you hit things like media constraints, text limits, or unsupported combinations. Rate limiting is handled at the Buffer layer, so your integration talks to one rate\u2011limit model even though we\u2019re managing multiple downstream APIs.<\/p>\n<p>For tailoring content, we also use a metadata layer: each post has a shared core shape (text, media, scheduled time, etc.), plus an optional metadata object that fans out into per\u2011platform fields (for example, Instagram post vs. reel options, LinkedIn\u2011specific link settings, YouTube\u2011style settings). That means you can send a simple \u201cworks everywhere\u201d payload when you want speed, and then selectively add metadata when you want to optimize per network (all through the same mutation and schema).<\/p>\n<p>So tl;dr: you get a unified schema and consistent mental model, plus per\u2011platform metadata and validation that informs you about what each social network will actually accept \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey all! Jakub here, one of the makers \u2764\ufe0f<\/p>\n<p>Happy to answer any questions you might have! <\/p>\n<p>Also be sure to checkout our discord if you’d like to learn more! <a href=\"https:\/\/buffer.com\/our-community\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/buffer.com\/our-community<\/a><\/p>\n<\/p>\n<p>Happy Thursday! <\/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>Hi guys ! Working on a competing launch today (Pancake), but I have to say that I love Buffer and that this is a really cool release that we’ll probably use at Pancake, so best of luck for today !! Love from the Pancake crew \ud83d\ude0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@francoisdefitte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francoisdefitte<\/a> Thanks, Fran\u00e7ois, right back at 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>We\u2019ve hit this exact problem internally. Every platform behaves just differently enough that \u201cpost everywhere\u201d becomes messy really fast once automations enter the picture.<\/p>\n<p>The MCP + API combo here is smart. Are most teams using Buffer API as infrastructure inside agents\/workflows now, or still mainly for traditional scheduling flows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zaid_mallik1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaid_mallik1<\/a> We’ve actually seen a mix of applications – some are using it for traditional scheduling, but some users with deeper AI knowledge have built out agentic workflows. If you work on building something, we’d love to hear from you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super interesting idea. How would the pricing work for independent software vendors? I am thinking about adding scheduled social media posts on top of our current product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@myuan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@myuan<\/a> Thanks! Standard pricing is at <a href=\"https:\/\/buffer.com\/pricing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">buffer.com\/pricing<\/a> but if you’re building something where those limits don’t cut it (which is likely if you’re scheduling for a bunch of your own users), get in touch and we’ll work out the right tier! Docs at <a href=\"http:\/\/developers.buffer.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">developers.buffer.com<\/a> if you want to poke around first. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab6ce95d-dcc2-443b-9f0f-3192b2e003d6.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The MCP server is the piece that jumps out \u2014 it means I could basically tell an assistant “queue this thread across LinkedIn and Mastodon for next week” in plain language and have it land in Buffer. The e-ink TRMNL plugin someone built in the comments is a nice proof that the read side is just as open as the publish side.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>One API for every platform is the right framing \u2014 the rate-limit and format normalization is where everyone burns weeks. Question: how are you handling platforms that change their content rules without notice (Twitter character limits, LinkedIn media specs)? Have to deal with the same kind of cross-platform output problem with StoryRoute, my interactive travel app where city-exploration stories need to render cleanly on mobile web and inside socials \u2014 the format-drift problem never really goes away.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! We were a customer of buffer for our contractor teams. A few questions:<\/p>\n<p>1) how would post with API effect account health for faceless\/organic ugc content? We often notice substantial borderline shadow ban as we increase our usage of API posting as opposed to organic.<\/p>\n<p>2) is there more unit economical way to connect 10+ accounts assuming each account at least cross post to three platforms? there’re a few other alternatives that offer similar functionality that we’re using and cheaper.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>And if additional parameters need to be specified during publishing (for example, privacy settings), can those also be managed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> Hi! Each platform has its own metadata input on the createPost mutation. Reference here: <a href=\"http:\/\/developers.buffer.com\/types\/PostInputMetaData.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">developers.buffer.com\/types\/PostInputMetaData.html<\/a>. The exact fields available vary by network (LinkedIn has first comments, Pinterest has boards, etc.).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/UFDMWSV7LMTERU\" class=\"app-title\">Angel Match 4.0<\/a><\/p>\n<div class=\"one-liner\">A database of 125K+ angels and VCs to raise your seed round<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">160<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Angel Match 4.0\u662f\u4e00\u4e2a\u6574\u5408\u4e86\u8d8512.5\u4e07\u5929\u4f7f\u6295\u8d44\u4eba\u4e0eVC\u7684\u6570\u636e\u5e93\u5e73\u53f0\uff0c\u5e2e\u52a9\u521b\u4e1a\u8005\u5728\u79cd\u5b50\u8f6e\u878d\u8d44\u9636\u6bb5\uff0c\u901a\u8fc7\u7cbe\u51c6\u7b5b\u9009\u548c\u81ea\u52a8\u5316\u90ae\u4ef6\u8425\u9500\uff0c\u5927\u5e45\u8282\u7701\u5bfb\u627e\u6295\u8d44\u8005\u548c\u53d1\u9001\u51b7\u90ae\u4ef6\u7684\u65f6\u95f4\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfec8915-3627-4eaa-9a9f-0fd858b4e092.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\/51103088-b225-4807-8ec7-c646e53b40e0.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\/36ce5726-f6d3-4f99-88bb-2f3886378e2e.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\/bc2f5f06-4b1f-4872-b615-bf4a6dbc33d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a797539-405a-4838-8335-714b092bf915.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2085d696-65ae-4849-81fe-520cd1fd7a65.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ec02467-dacd-416e-ae30-6ace5274ee01.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\">Venture Capital<\/span><br \/>\n <span class=\"tag\">Fundraising<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6295\u8d44\u8005\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u79cd\u5b50\u8f6e\u878d\u8d44<\/span><br \/>\n <span class=\"tag\">\u5929\u4f7f\u6295\u8d44\u4eba<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u878d\u8d44\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u51b7\u542f\u52a8<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">\u4eba\u8109\u5bf9\u63a5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u6570\u636e\u5e93\u4fe1\u606f\u7684\u9a8c\u8bc1\u4e0e\u6d3b\u8dc3\u5ea6\uff08\u5982\u56de\u590d\u7387\u3001\u5f00\u653e\u7387\uff09\uff0c\u4ee5\u53ca\u5730\u57df\u8986\u76d6\uff08\u9664\u7f8e\u56fd\u5916\u662f\u5426\u652f\u6301\u6b27\u6d32\u3001\u4e9a\u6d32\u7b49\uff09\u3002\u540c\u65f6\u6709\u7528\u6237\u5728\u8be2\u95ee\u7279\u5b9a\u9886\u57df\uff08\u5982\u65c5\u6e38+AI\uff09\u7684\u4ea4\u53c9\u7b5b\u9009\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Angel Match 4.0\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u878d\u8d44\u6548\u7387\u5de5\u5177\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u4eba\u8109\u62d3\u5c55\uff0c\u800c\u662f\u7528\u6570\u636e\u66ff\u4ee3\u4e86\u521d\u521b\u56e2\u961f\u5728\u641c\u7d22\u548c\u51b7\u90ae\u4ef6\u9636\u6bb5\u6700\u8017\u65f6\u7684\u4f53\u529b\u52b3\u52a8\u3002\u4ece\u4ea7\u54c1\u8fed\u4ee3\u6765\u770b\uff0c\u56e2\u961f\u663e\u7136\u610f\u8bc6\u5230\u4e86\u201c\u6570\u636e\u8d28\u91cf\u201d\u548c\u201c\u89e6\u8fbe\u6548\u7387\u201d\u7684\u53cc\u91cd\u5173\u952e\uff1a\u5c06\u6570\u636e\u5e93\u89c4\u6a21\u4ece11\u4e07\u6269\u5145\u81f312.5\u4e07\uff0c\u5e76\u5c06\u9a8c\u8bc1\u90ae\u7bb1\u6570\u63d0\u5347\u81f3\u8fd110\u4e07\uff0c\u540c\u65f6\u65b0\u589e\u6536\u4ef6\u7bb1\u548c\u8ddf\u8fdb\u90ae\u4ef6\u6d41\u7a0b\uff0c\u8fd9\u662f\u5728\u8bd5\u56fe\u6253\u9020\u4e00\u4e2a\u4ece\u201c\u53d1\u73b0\u201d\u5230\u201c\u6c9f\u901a\u201d\u7684\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u771f\u6b63\u6311\u6218\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u6570\u636e\u8d44\u4ea7\u7684\u65f6\u6548\u6027\u4e0e\u6df1\u5ea6\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6295\u8d44\u8005\u6d3b\u8dc3\u5ea6\u201d\u548c\u201c\u56de\u590d\u7387\u201d\u7684\u8ffd\u95ee\uff0c\u76f4\u63a5\u547d\u4e2d\u5176\u62a4\u57ce\u6cb3\uff1a\u5982\u679c\u6570\u636e\u5e93\u4ec5\u4ec5\u505c\u7559\u5728\u9759\u6001\u7684\u8054\u7cfb\u65b9\u5f0f\u5806\u79ef\uff0c\u800c\u975e\u52a8\u6001\u7684\u201c\u6295\u8d44\u504f\u597d\u3001\u6d3b\u8dc3\u9636\u6bb5\u3001\u8fd1\u671f\u52a8\u6001\u201d\uff0c\u90a3\u4e48\u5b83\u76f8\u8f83\u4e8eAI\u9a71\u52a8\u7684\u667a\u80fd\u5173\u7cfb\u56fe\u8c31\u5de5\u5177\uff08\u5982PitchBook\u6216Affinity\uff09\u4ecd\u5b58\u5728\u4ee3\u5dee\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u76ee\u524d\u4ecd\u4ee5\u7f8e\u56fd\u6295\u8d44\u8005\u4e3a\u4e3b\uff08\u5360\u6bd4\u8d8550%\uff09\uff0c\u4e14\u672a\u5c55\u793a\u51fa\u5bf9\u6b27\u6d32\u3001\u4e1c\u5357\u4e9a\u7b49\u5730\u6295\u8d44\u8005\u884c\u4e3a\u6570\u636e\u7684\u6df1\u5ea6\u6df1\u8015\uff0c\u5bf9\u4e8e\u5168\u7403\u5316\u7684\u65e9\u671f\u521b\u4e1a\u516c\u53f8\u800c\u8a00\uff0c\u8fd9\u53ef\u80fd\u4f1a\u6210\u4e3a\u4e00\u4e2a\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cAngel Match 4.0\u5bf9\u7b2c\u4e00\u6b21\u878d\u8d44\u3001\u7f3a\u4e4f\u4eba\u8109\u7684\u521b\u59cb\u4eba\u5177\u6709\u6781\u9ad8\u5de5\u5177\u4ef7\u503c\uff0c\u5c5e\u4e8e\u201c\u96ea\u4e2d\u9001\u70ad\u201d\u800c\u975e\u201c\u9526\u4e0a\u6dfb\u82b1\u201d\u3002\u4f46\u5176\u957f\u671f\u7ade\u4e89\u529b\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u6570\u636e\u4ed3\u5e93\u201d\u8fdb\u5316\u4e3a\u201c\u878d\u8d44\u60c5\u62a5\u5f15\u64ce\u201d\uff0c\u5e76\u5728\u56de\u590d\u7387\u7b49\u771f\u5b9e\u6548\u679c\u6307\u6807\u4e0a\u63d0\u4f9b\u5b9e\u8bc1\uff0c\u5426\u5219\u5bb9\u6613\u9677\u5165\u4e0e\u5176\u4ed6Crunbase\u7c7b\u5de5\u5177\u7684\u540c\u8d28\u5316\u7ade\u4e89\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\">Angel Match 4.0<\/span>\n <\/div>\n<div class=\"comment-content\">Angel Match connects you with 125,000+ angel investors and venture capitalists in one platform so you save time on the grueling process of searching for investors.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt, <\/p>\n<p>I never thought we’d come this far with Angel Match. <\/p>\n<p>We built the first version of the platform in 2019 while trying to solve our own fundraising problem. <\/p>\n<p>Searching for investors manually and finding those who focus on investing in your niche can take weeks. Time that founders could spend on growing their business instead.<\/p>\n<p>Most first time founders who are raising money face two problems: <\/p>\n<p>1. They don’t know where or how to find investors. Warm intros work best, but most founders don’t have that type of network yet.<\/p>\n<p>2. Searching for investors through LinkedIn, CrunchBase, X\/Twitter, VC websites, angel group websites and random free investor spreadsheets can take hundreds of hours.<\/p>\n<p>Angel Match solves both of these problems. <\/p>\n<p>You can search through our investor database using location, industry, stage and investor type filters to find thousands of relevant investors with their contact info.<\/p>\n<p>Then you can connect your email with Angel Match and start your email outreach campaigns. You can also schedule follow-up emails. Once your email campaign is sent, you can track opens, clicks and replies and manage investor conversations all in one place. <\/p>\n<p>Since our last Product Hunt launch over a year ago, we’ve improved the product a lot to make fundraising easier for founders.<\/p>\n<p>Here’s what changed in Angel Match 4.0: <\/p>\n<p>– Investor Database grew from 110,000 to 125,000 angels and VCs<br \/>\n– Investor profiles became richer with more data points added<br \/>\n– Investor phone numbers are now separated into personal and mobile<br \/>\n– Many investor profiles have multiple emails now<br \/>\n– Verified emails grew from 70,000 to 99,000+.<br \/>\n– Track investor opens, clicks and replies and communication history<br \/>\n– Added inbox, so you can directly reply to investors inside Angel Match<br \/>\n– Added follow-up email flows. Most replies happen in follow-up emails.<br \/>\n– Added onboarding flows to make the app easier to use<br \/>\n– Added fundraising educational emails<br \/>\n– Added Investor Updates tool to help you keep your investors updated on the progress of your startup.<br \/>\n– And many more small improvements on the platform. <\/p>\n<p>As part of our launch, we’re offering 20% off for life to the Product Hunt community! <\/p>\n<p>Use the code PH20 at checkout (expires in 1 week).<\/p>\n<p>If you have any questions, feature suggestions or feedback, we’d love to hear them.<\/p>\n<p>Thank you for supporting our journey \ud83d\ude4f<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How verified and active are the angels\/VCs in the database?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> This is actually one of the most common questions we get. Data is our bread and butter so we take it seriously. <\/p>\n<p>Our database is constantly updated and we use several methods to keep it updated. We use third-party lead generation APIs, data aggregator tools, manual verification, and updates submitted by investors themselves. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@rashid_khasanov I think the best way to answer them would be to provide the average number of replies, open and success rates, etc. Could you get it, you think?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. This looks super helpful, will definitely use this to find the right investors for my upcoming startup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pradeepmalakar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pradeepmalakar<\/a> Thanks Predeep! Sounds good, please feel free to reach out if you have any questions via our chatbox on our website. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 look up investors in the travel segment who have already invested in AI as well (my project is at the intersection of these fields)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> Yes absolutely! You can type “travel”, “AI” and other related keywords under the “investment focus” filter on the dashboard and you’d see thousands of investors that match your niche. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">@rashid_khasanov what is the distribution across different regions? Is this primarily focused on US or offers good support for EU and others as well?<\/div>\n<div class=\"comment-actions\">\n<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\">@kjlis good question! <\/p>\n<p>Out of 125K investors in our database, roughly 50% of them are from the US and the rest are spread across the world. <\/p>\n<p>To be more specific, this is the actual numbers: <\/p>\n<p>– United States: 64,228<br \/>\n– United Kingdom: 8638<br \/>\n– India: 4081<br \/>\n– Germany: 3405<br \/>\n– France: 3136<br \/>\n– Canada: 3017<br \/>\n– Australia: 1679<br \/>\n– Singapore: 1555<br \/>\n– Sweden: 1475<br \/>\n– Israel: 1475<br \/>\n– and others<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2WKA7D5WT4WPAS\" class=\"app-title\">Robinhood Agentic Trading<\/a><\/p>\n<div class=\"one-liner\">Let your agent trade<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">150<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Robinhood\u5141\u8bb8\u7528\u6237\u5c06\u81ea\u5df1\u7684AI\u4ee3\u7406\u63a5\u5165\u4e13\u5c5e\u4ea4\u6613\u8d26\u6237\uff0c\u5728\u5b9e\u65f6\u6d3b\u52a8\u6d41\u4e0e\u5185\u7f6e\u98ce\u63a7\u4e0b\uff0c\u81ea\u52a8\u5316\u6267\u884c\u80a1\u7968\u4ea4\u6613\u548c\u4fe1\u7528\u5361\u652f\u4ed8\uff0c\u4ece\u800c\u89e3\u51b3\u624b\u52a8\u76ef\u76d8\u4e0e\u7b56\u7565\u6267\u884c\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\/d80cb8ca-9889-4be4-9eda-c1bad412b34f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e868131-8e35-4cd6-bbd3-8442523e91f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/86c3d808-a0dd-4730-975d-efaf701831b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5faed367-d49a-4c9d-afb0-4a5fefaeb940.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\">Fintech<\/span><br \/>\n <span class=\"tag\">Investing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u98ce\u63a7<\/span><br \/>\n <span class=\"tag\">\u5238\u5546API<\/span><br \/>\n <span class=\"tag\">\u4e3b\u9898\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6d3b\u52a8\u6d41<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u4ea4\u6613\u8d26\u6237<\/span><br \/>\n <span class=\"tag\">\u96f6\u552e\u4ea4\u6613\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">Agentic Trading<\/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\u72ec\u7acb\u8d26\u6237\u4e0e\u5b9e\u65f6\u6d3b\u52a8\u6d41\u7684\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u964d\u4f4e\u4e86\u98ce\u9669\u655e\u53e3\u3002\u6838\u5fc3\u95ee\u9898\u5305\u62ec\uff1a\u662f\u5426\u4ec5\u9650\u7f8e\u56fd\u3001\u80fd\u5426\u8bbe\u7f6e\u7a0e\u52a1\u4f18\u5316\u6216\u4ea4\u6613\u5355\u504f\u597d\uff1f\u5efa\u8bae\u5f15\u5165\u9884\u6d4b\u5e02\u573a\uff08\u5982Polymarket\uff09\u4fe1\u53f7\u4f5c\u4e3a\u4fe1\u5ff5\u6821\u51c6\u7684\u62a4\u680f\uff0c\u5e76\u5173\u6ce8\u98ce\u63a7\u8bbe\u7f6e\u7684\u9897\u7c92\u5ea6\uff08\u5982\u5355\u7b14\u9650\u989d\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 Robinhood\u6b64\u6b21\u63a8\u51faAgentic Trading\uff0c\u672c\u8d28\u662f\u5728\u201c\u8ba9AI\u66ff\u4f60\u4e0b\u5355\u201d\u8fd9\u6761\u5371\u9669\u8d5b\u9053\u4e0a\uff0c\u7528\u8d26\u6237\u9694\u79bb\u548c\u6d3b\u52a8\u6d41\u7ed9\u7528\u6237\u9012\u4e86\u4e00\u9897\u5b9a\u5fc3\u4e38\u3002150\u7968\u7684\u51b7\u542f\u52a8\u91cf\u8bf4\u660e\u5e02\u573a\u65e2\u5174\u594b\u53c8\u72d0\u7591\u3002\u4ea7\u54c1\u4eae\u70b9\u5728\u4e8e\u201c\u5206\u79bb\u5f0f\u8d26\u6237+\u53ef\u5ba1\u67e5\u7684\u5b9e\u65f6\u6d41\u201d\uff0c\u8fd9\u6bd4\u76f4\u63a5\u5f00\u653eAPI\u8ba9AI\u8fdb\u51fa\u4e3b\u8d26\u6237\u8981\u8bda\u5b9e\u5f97\u591a\u2014\u2014\u81f3\u5c11\u7ed9\u7528\u6237\u7559\u4e86\u62d4\u7f51\u7ebf\u7684\u65f6\u95f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u771f\u6b63\u81f4\u547d\u7684\u95ee\u9898\u5728\u4e8e\uff1aAI\u4ee3\u7406\u7684\u201c\u667a\u80fd\u201d\u4ece\u4f55\u800c\u6765\uff1fRobinhood\u76ee\u524d\u53ea\u5145\u5f53\u6267\u884c\u7ba1\u9053\uff0c\u7528\u6237\u4ecd\u9700\u81ea\u5df1\u7ec4\u88c5\u6216\u8bad\u7ec3\u4ee3\u7406\u903b\u8f91\u3002\u6240\u8c13\u201c\u8ba9\u4ee3\u7406\u6309\u4f60\u4fe1\u5ff5\u4ea4\u6613\u201d\u542c\u8d77\u6765\u5f88\u7f8e\uff0c\u5b9e\u9645\u5374\u9700\u8981\u7528\u6237\u5177\u5907\u7b56\u7565\u7f16\u7a0b\u80fd\u529b\uff0c\u6216\u4f9d\u8d56\u7b2c\u4e09\u65b9\u8349\u53f0\u73ed\u5b50\u5f0f\u7684AI\u5c01\u88c5\u3002\u5982\u679cRobinhood\u4e0d\u80fd\u50cf\u5176\u7ade\u54c1\uff08\u5982Trade Republic\u7684AI\u6295\u987e\uff09\u90a3\u6837\u63d0\u4f9b\u5185\u7f6e\u7684\u7b56\u7565\u751f\u6210\u4e0e\u6821\u51c6\u5c42\uff0c\u8fd9\u4e2a\u4ea7\u54c1\u5f88\u5feb\u5c31\u4f1a\u6ca6\u4e3a\u6781\u5ba2\u73a9\u5177\u548c\u63a5\u76d8\u4fa0\u6e29\u5e8a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u7528\u6237\u4fe1\u5ff5\u4e0e\u5e02\u573a\u5b9a\u4ef7\u7684\u6821\u51c6\u201d\u624d\u662f\u771f\u6b63\u7684\u4ef7\u503c\u6d3c\u5730\u3002\u5982\u679cRobinhood\u80fd\u6574\u5408\u5b8f\u89c2\u4e8b\u4ef6\u9884\u6d4b\u3001\u6ce2\u52a8\u7387\u4fe1\u53f7\u7b49\u4f5c\u4e3a\u4ee3\u7406\u7684\u201c\u53cd\u504f\u89c1\u62a4\u680f\u201d\uff08\u800c\u975e\u4ec5\u9760\u6b62\u635f\uff09\uff0c\u90a3\u5b83\u5c31\u4e0d\u53ea\u662f\u4e0b\u5355\u5de5\u5177\uff0c\u800c\u662f\u4e00\u53f0\u534a\u81ea\u52a8\u7684\u5957\u5229\u7eaa\u5f8b\u5668\u3002\u4f46\u4ee5Robinhood\u8fc7\u5f80\u201c\u5148\u62c9\u5ba2\u518d\u8865\u6d1e\u201d\u7684\u5c3f\u6027\uff0c\u5927\u6982\u7387\u53ea\u4f1a\u505a\u6700\u5c0f\u53ef\u884c\u6027\u4ea7\u54c1\u3002\u603b\u4e4b\uff0c\u8fd9\u4e2a\u529f\u80fd\u5bf9\u61c2API\u7684\u91cf\u5316\u5c1d\u9c9c\u8005\u662f\u798f\u97f3\uff0c\u5bf9\u201c\u8bf4\u53e5\u8bdd\u5c31\u8eba\u8d5a\u201d\u7684\u6563\u6237\u5219\u662f\u65b0\u7684\u97ed\u83dc\u6536\u5272\u673a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Robinhood Agentic Trading<\/span>\n <\/div>\n<div class=\"comment-content\">Customers can connect their own AI agents to Robinhood to help manage and automate trading and credit card purchases, with built-in safety controls and a real-time activity feed. Trade in a dedicated agentic account to stay in control of every trade your agent makes.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Now you can <a href=\"https:\/\/www.wsj.com\/tech\/ai\/robinhood-lets-customers-use-ai-to-trade-stocks-make-credit-card-purchases-f28467ed?st=hSM5Yq&reflink=desktopwebshare_permalink\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">let your OpenClaw manage your portfolio<\/a>. \ud83e\udd9e<\/p>\n<\/p>\n<p>What could go wrong? \ud83d\ude1c<\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> hehehe..yes what could go wrong if you have Kakunin<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Or what could go right \ud83d\ude0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been waiting for this to happen \ud83d\ude42 I wonder if it becomes a way to trade thematically \/ in a thesis-driven way on RH, by telling your agent about your high level beliefs and having it translate those beliefs into a continuously updated portfolio strategy, rather than giving the agent single stock instructions. Time to play! \ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Routing agent trades through a separate dedicated account is the detail that makes this feel responsible rather than reckless \u2014 it caps the blast radius without forcing me to trust the agent with my whole portfolio. The real-time activity feed only earns its keep if I can act on it in time, though, not just read it after the fact.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">Is this for the US only? Does it have the ability to set tax parcel preferences or tax optimisation in the strategy?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>“Trade thematically in a thesis-driven way” is where I think this gets interesting fast. The Robinhood agent is reading the user’s stated belief; the missing layer is whether the belief is well-calibrated against what the market thinks. I built PolyMind (<a href=\"https:\/\/polyminds.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/polyminds.netlify.app\/<\/a>) as a lightweight alerting layer over Polymarket trades \u2014 partly because prediction-market pricing on macro events (Fed decisions, geopolitics, economic releases) is often a stronger contrarian signal than headlines. An agentic trader paired with a calibration check (“market is pricing X at 28%, your thesis assumes 60%, are you sure?”) would be much more durable than one running on conviction alone. Curious whether you’ve thought about external belief signals as an agent guardrail rather than just instructions in \/ orders out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The dedicated agentic account is a smart design call. Separation from your main funds makes it psychologically easier to actually give the agent leeway. The real-time activity feed solves the trust problem without taking back control. How granular can users get with risk limits per trade?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WUSBFK3XM4IHA4\" class=\"app-title\">Memori<\/a><\/p>\n<div class=\"one-liner\">Persistent memory from agent trace, not just conversation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">140<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Memori \u4e3aAI Agent\u63d0\u4f9b\u57fa\u4e8e\u6267\u884c\u8f68\u8ff9\uff08\u800c\u975e\u5bf9\u8bdd\uff09\u7684\u7ed3\u6784\u5316\u6301\u4e45\u8bb0\u5fc6\uff0c\u89e3\u51b3\u591a\u8f6e\u590d\u6742\u4efb\u52a1\u4e2d\u8bb0\u5fc6\u4e22\u5931\u3001\u4e0a\u4e0b\u6587\u81a8\u80c0\u548c\u51b3\u7b56\u4e0d\u53ef\u8ffd\u6eaf\u7684\u75db\u70b9\uff0c\u5927\u5e45\u964d\u4f4e\u63a8\u7406\u6210\u672c\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\/85893161-4317-4359-a7bc-f9e7310de737.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\/8b5ee9a0-3ba9-451b-91ea-79b43f90529e.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\/9fa89531-3711-42eb-87a1-4aa88b15c036.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\/1306b4ac-2017-4632-bcfd-61bd89c9ef12.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\/e8b62e8b-ec7f-4d65-ad8b-90744b7c4f5f.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\/b298319d-55df-4373-8638-80f578da3064.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=USY5c0rAd4w\"><source src=\"https:\/\/www.youtube.com\/watch?v=USY5c0rAd4w\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Agent\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u6267\u884c\u8f68\u8ff9<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u8f6e\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u72b6\u6001\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u57fa\u4e8e\u8f68\u8ff9\u800c\u975e\u5bf9\u8bdd\u201d\u7684\u8bb0\u5fc6\u65b9\u5411\uff0c\u8ba4\u4e3a\u6293\u4f4f\u4e86Agent\u8bb0\u5fc6\u7684\u672c\u8d28\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u4ece\u5de5\u5177\u8c03\u7528\u566a\u58f0\u4e2d\u63d0\u70bc\u6709\u7528\u4fe1\u606f\uff1f\u5982\u4f55\u5904\u7406\u77db\u76fe\u8bb0\u5fc6\u4e0e\u8bb0\u5fc6\u8870\u51cf\uff1f\u5982\u4f55\u5728\u5927\u89c4\u6a21\u3001\u6df1\u5c42\u5d4c\u5957\u7684\u6267\u884c\u56fe\u4e2d\u9ad8\u6548\u5b58\u50a8\u548c\u68c0\u7d22\uff1f\u4e0e\u624b\u52a8\u7ef4\u62a4\u7684CLAUDE.md\u6709\u4f55\u5b9e\u8d28\u533a\u522b\uff1f\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 Memori\u7684\u5b9a\u4f4d\u7cbe\u51c6\uff0c\u4f46\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u201c\u6280\u672f\u201d\uff0c\u800c\u5728\u201c\u53d9\u4e8b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u201c\u4ece\u6267\u884c\u8f68\u8ff9\u800c\u975e\u5bf9\u8bdd\u521b\u5efa\u8bb0\u5fc6\u201d\u5e76\u975e\u72ec\u521b\u6027\u9769\u547d\uff0c\u800c\u662f\u5bf9\u884c\u4e1a\u75db\u70b9\u7684\u6b63\u786e\u56de\u5e94\u3002\u5f53\u524d\u591a\u6570Agent\u8bb0\u5fc6\u65b9\u6848\u672c\u8d28\u662f\u201c\u804a\u5929\u5386\u53f2\u538b\u7f29\u5668\u201d\uff0c\u4e22\u5931\u4e86\u6700\u5173\u952e\u7684\u6267\u884c\u56e0\u679c\u3002Memori\u5c06\u5de5\u5177\u8c03\u7528\u3001\u51b3\u7b56\u8def\u5f84\u3001\u7ed3\u679c\u72b6\u6001\u7b49\u7ed3\u6784\u5316\u4e3a\u77e5\u8bc6\u56fe\u8c31\uff0c\u786e\u5b9e\u63d0\u4f9b\u4e86\u66f4\u53ef\u9760\u7684\u201c\u72b6\u6001\u5c42\u201d\u3002\u517681.95%\u7684LoCoMo\u51c6\u786e\u7387\u548c\u4ec51.5%\u7684\u4e0a\u4e0b\u6587\u5f00\u9500\uff081294tokens\/\u67e5\u8be2\uff09\u662f\u6781\u5176\u4eae\u773c\u7684\u5de5\u7a0b\u6210\u679c\uff0c\u76f4\u63a5\u51fb\u4e2d\u4e86\u201c\u957f\u4e0a\u4e0b\u6587 = \u9ad8\u6210\u672c + 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<\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u5546\u4e1a\u53d9\u4e8b\u5c42\u9762\uff0c\u6b63\u5982\u4e00\u4f4d\u9ad8\u8d5e\u8bc4\u8bba\u8005\u7280\u5229\u6307\u51fa\uff0c\u5176\u6807\u8bed\u201cPersistent memory from agent trace, not just conversation\u201d\u8fc7\u4e8e\u5185\u89c2\u5316\u3002\u4f01\u4e1a\u51b3\u7b56\u8005\u4e0d\u5173\u5fc3\u201c\u5982\u4f55\u751f\u6210\u201d\uff0c\u53ea\u5173\u5fc3\u201c\u4ec0\u4e48\u7ed3\u679c\u201d\u2014\u2014\u66f4\u4f4e\u7684Token\u6d88\u8017\u3001\u66f4\u5c11\u7684\u4eba\u8089\u7f16\u5199CLAUDE.md\u3001\u66f4\u53ef\u5ba1\u8ba1\u7684\u81ea\u52a8\u5316\u6d41\u7a0b\u3002Memori\u7684\u6700\u5927\u4ef7\u503c\u5728\u4e8e\u5c06\u9690\u6027\u7684\u201cAgent\u51b3\u7b56\u610f\u5fd7\u201d\u663e\u5f0f\u5316\u3001\u53ef\u7248\u672c\u5316\u3001\u53ef\u8ffd\u6eaf\uff0c\u8fd9\u76f4\u63a5\u51fb\u7a7f\u4e86\u91d1\u878d\u3001\u5408\u89c4\u7b49\u9ad8\u98ce\u9669\u884c\u4e1a\u5bf9\u201c\u9ed1\u7bb1\u201dAgent\u7684\u4e0d\u4fe1\u4efb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c\u771f\u6b63\u503c\u5f97\u8b66\u60d5\u7684\u662f\u201cAGI\u5e7b\u89c9\u201d\u2014\u2014\u4ee5\u4e3a\u8bb0\u5fc6\u662f\u901a\u5f80\u8d85\u7ea7\u667a\u80fd\u7684\u94a5\u5319\u3002Memori\u89e3\u51b3\u7684\u662f\u201cAgent\u4e0d\u72af\u540c\u6837\u7684\u4f4e\u7ea7\u9519\u8bef\u201d\u548c\u201c\u8bb0\u4f4f\u4e0a\u6b21\u7684\u914d\u7f6e\u89c4\u5219\u201d\uff0c\u800c\u975e\u201c\u7406\u89e3\u4e1a\u52a1\u56e0\u679c\u201d\u3002\u5c06\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u7f13\u5b58\u7cfb\u7edf\u201d\u5305\u88c5\u6210\u201c\u8bb0\u5fc6\u57fa\u7840\u8bbe\u65bd\u201d\u662f\u5e02\u573a\u7b56\u7565\uff0c\u4f46\u5f00\u53d1\u8005\u9700\u660e\u786e\uff1a\u5b83\u66f4\u50cf\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u3001\u9644\u5e26\u7248\u672c\u63a7\u5236\u7684\u9ad8\u6027\u80fdRedis\uff0c\u800c\u975e\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u751f\u7269\u8bb0\u5fc6\u3002\u5bf9\u4e8e\u6784\u5efaB\u7aef\u53ef\u89e3\u91caAgent\u7684\u56e2\u961f\uff0c\u8fd9\u662f\u5fc5\u9700\u54c1\uff1b\u5bf9\u4e8e\u8ffd\u6c42\u201c\u80fd\u529b\u6d8c\u73b0\u201d\u7684\u5b9e\u9a8c\uff0c\u5b83\u53ea\u662f\u5de5\u5177\uff0c\u4e0d\u662f\u89e3\u836f\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\">Memori<\/span>\n <\/div>\n<div class=\"comment-content\">Memori launched its new agent-native memory infrastructure, enabling agents to create structured, long-term memory directly from agent trace \u2014 including execution paths, tool results, workflow steps, outcomes, and decision-making logic. This allows memory to also be generated from what an agent actually does. Benchmark results: 81.95% accuracy on LoCoMo using only 1,294 tokens per query, roughly 5% of full-context cost, saving users 95%+ on inference spend. 15K GitHub stars, 200000+ downloads<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>See how Memori works: <a href=\"https:\/\/memorilabs.ai\/benchmark\/#demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/memorilabs.ai\/benchmark\/#demo<\/a><\/p>\n<p>Select a task and watch both agents in real time: <a href=\"https:\/\/memorilabs.ai\/agent-trace\/#demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/memorilabs.ai\/agent-trace\/#demo<\/a><\/p>\n<\/p>\n<p>While most customer facing AI agents are limited by short-term memory constraints, Memori brings the long-term persistent memory and unlike traditional memory systems that rely primarily on long-form natural language conversation history, Memori enables agents to automatically create structured, long-term memory directly from the agent trace \u2014 including execution paths, tool results, workflow steps, outcomes, and decision-making logic. <\/p>\n<p>– Structured, persistent memory for AI agents \u2014 Memori replaces flat markdown memory files with a structured knowledge graph that captures facts, decisions, outcomes, and patterns across every session \u2014 without bloating the prompt.<\/p>\n<p>– Grounded in what agents actually do, not just what they say \u2014 Memori captures tool calls, execution traces, and real-time agent decisions alongside conversation, giving agents a fuller picture of prior task execution.<\/p>\n<p>– Agent-controlled intelligent recall \u2014 Agents decide when and what to retrieve, scoped precisely by project, session, entity, or time range \u2014 eliminating irrelevant context and cross-project noise.<\/p>\n<p>– Automatic memory building, zero latency impact \u2014 Memory is structured and updated asynchronously after each interaction, so it never slows the agent’s response.<\/p>\n<p>– Smarter daily briefs \u2014 Memori generates structured daily briefings built from execution traces and structured memory \u2014 covering priorities, risks, active goals, open loops, and known failure patterns \u2014 far beyond a simple conversation recap.<\/p>\n<p>– Built for multi-user, multi-project environments \u2014 Memory is fully scoped and isolated by project, process, session, and entity, preventing data bleed across users and contexts.<\/p>\n<p>– Production-ready observability \u2014 Full visibility into memory creation, recall activity, retrieval performance, and quota usage via Memori Cloud.<\/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\/@memorilabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@memorilabs<\/a> Congrats on the launch guys. How do you carve out the useful data from std tool use noise?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@memorilabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@memorilabs<\/a> Congrats on the launch, Jay. Solving state persistence across multi-turn agent traces is an incredibly complex infrastructure challenge.<\/p>\n<p>The underlying graph architecture looks highly optimized. But your main hero narrative carries heavy technical debt right now.<\/p>\n<p>The tagline “Persistent memory from agent trace, not just conversation” focuses entirely on internal engineering mechanics. It explains how the backend engine works instead of positioning the commercial business outcome.<\/p>\n<p>Enterprise buyers and engineering decision makers do not buy trace persistence loops. They buy context retention, reduced token degradation, and predictable automation behavior.<\/p>\n<p>Flipping your primary homepage message from a mechanical explanation to an outcome-first positioning framework will stop your active launch traffic from bouncing.<\/p>\n<p>Incredible performance metrics on the LoCoMo benchmark. Good luck with the leaderboard scaling today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 memory layer design is genuinely artistic.<\/p>\n<p>Instead of treating memory as compressed chat history, <a href=\"https:\/\/www.producthunt.com\/products\/memori-labs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"memori-labs\" target=\"_blank\" rel=\"noopener\">@Memori<\/a> turns agent execution traces into reusable state: what tools were called, what worked, what failed, what decisions were made, and what patterns should carry forward.<\/p>\n<p>That is a much stronger memory primitive for agents. Real agent context lives in the execution path, not just in the conversation around it.<\/p>\n<p>Kudos to <a href=\"https:\/\/www.producthunt.com\/@_gordee\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"_gordee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_gordee<\/a> <a href=\"https:\/\/www.producthunt.com\/@adam_b_struck\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"adam_b_struck\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_b_struck<\/a> <a href=\"https:\/\/www.producthunt.com\/@memorilabs\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"memorilabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@memorilabs<\/a> and the team!<\/p>\n<p>15K GitHub stars and rising \u2014 well deserved!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!<\/div>\n<div class=\"comment-actions\">\n<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>Thank you so much for your support, <a href=\"https:\/\/www.producthunt.com\/@bryce_murray\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bryce_murray<\/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>Cool! Can you also store and remember the sequence of actions in a multi-agent system?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Persistent memory from trace (not conversation) is exactly the right framing \u2014 agents that ‘forget’ why they made a choice are nearly useless in any audit-sensitive workflow. Curious how Memori handles the case where two traces contradict each other and the agent needs to pick a winning version. This is structurally the same problem in financial modeling \u2014 I built ModeLoop in part because assumption drift between model versions is brutal in deal work, and ‘why did we change this number’ is the question that gets asked three months later when nobody remembers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<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 for your support and good question <a href=\"https:\/\/www.producthunt.com\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> <\/p>\n<\/p>\n<p>When an agent learns something new that contradicts an older trace, Memori can preserve the older trace for audit\/history while updating the active\/canonical memory that gets recalled going forward. In practice, newer or higher-confidence memories are weighted more heavily, and older contradictory memories decay or are suppressed unless they are specifically relevant to the task.<\/p>\n<\/p>\n<p>As an example: if an agent previously learned \u201cthe dashboard is red\u201d but later the user corrects it to \u201cthe dashboard is blue,\u201d Memori keeps the historical context but recalls \u201cblue\u201d as the current truth. That\u2019s the key difference between raw chat history and agent-native memory. We\u2019re managing durable state, not just stuffing old context back into the prompt.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the trace-based approach is smart. most agent memory systems just store conversation turns, which loses all the decision logic and tool outputs that actually matter for improving performance over time. curious how you handle conflicting memories when the same agent runs different strategies on similar tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<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 for your support and good question <a href=\"https:\/\/www.producthunt.com\/@ozandag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ozandag<\/a> <\/p>\n<p>We handle memory primarily through a system where context is weighted by relevant and importance.<\/p>\n<\/p>\n<p>When an agent learns something new that contradicts an older trace, Memori can preserve the older trace for audit\/history while updating the active\/canonical memory that gets recalled going forward. In practice, newer or higher-confidence memories are weighted more heavily, and older contradictory memories decay or are suppressed unless they are specifically relevant to the task.<\/p>\n<\/p>\n<p>As an example: if an agent previously learned \u201cthe dashboard is red\u201d but later the user corrects it to \u201cthe dashboard is blue,\u201d Memori keeps the historical context but recalls \u201cblue\u201d as the current truth. That\u2019s the key difference between raw chat history and agent-native memory \u2014 we\u2019re managing durable state, not just stuffing old context back into the prompt.<\/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>We\u2019ve been noticing that \u201cmemory\u201d for agents usually breaks once workflows become long-running or tool-heavy. The agent trace angle here is interesting because conversation history alone definitely isn\u2019t enough anymore.<\/p>\n<p>How are you guys handling memory cleanup \/ forgetting over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you for your support and good question <a href=\"https:\/\/www.producthunt.com\/@zaid_mallik1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaid_mallik1<\/a> <\/p>\n<p>We handle memory primarily through a system where context is weighted by relevant and importance.<\/p>\n<p>This includes intelligent decay so older and less relevant facts naturally get deprioritized, ensuring the mist vital memories stay in focus. Our system uses these to manage the rolling context window effectively.<\/p>\n<p>We treat memory as a structured, versioned layer with source, signal, timestamp, and relevance metadata. Based on this multi-dimensional meta data, each memory is on its own unique decay curve.<\/p>\n<\/p>\n<p>When an agent learns something new that contradicts an older trace, Memori can preserve the older trace for audit\/history while updating the active\/canonical memory that gets recalled going forward. In practice, newer or higher-confidence memories are weighted more heavily, and older contradictory memories decay or are suppressed unless they are specifically relevant to the task.<\/p>\n<\/p>\n<p>Simple example: if an agent previously learned \u201cthe dashboard is red\u201d but later the user corrects it to \u201cthe dashboard is blue,\u201d Memori keeps the historical context but recalls \u201cblue\u201d as the current truth. That\u2019s the key difference between raw chat history and agent-native memory \u2014 we\u2019re managing durable state, not just stuffing old context back into the prompt.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The trace-based memory model is architecturally clever. Capturing tool calls, decisions, and outcomes from execution rather than compressing conversation history preserves the why behind agent behavior, not just the what. We’ve hit this ceiling building stateful agent workflows; chat summaries lose causal context fast. How do you handle storage and retrieval at scale when agent runs produce deeply nested execution graphs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> Great question, Anand. We don\u2019t treat the full execution graph as the memory object. At scale, you need to separate trace capture from memory creation.<\/p>\n<\/p>\n<p>We ingest the agent trace asynchronously, normalize tool calls \/ decisions \/ outcomes into structured events, then score what is actually memory-worthy. From there we persist durable primitives with metadata like entity, project, session, source, signal, timestamp, and outcome – while keeping the raw trace available for audit\/debugging.<\/p>\n<\/p>\n<p>On retrieval, we avoid replaying or summarizing the whole graph. We use scoped filters plus intelligent ranking across semantic relevance, recency, frequency, source\/signal weight, and decay so the agent gets the smallest useful context back at the right time.<\/p>\n<\/p>\n<p>So the core idea is: deeply nested traces are useful input, but the production memory layer should store the durable causal learnings, not the entire execution graph as context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 the right direction for agent memory. I like that you’re deriving it from traces and tool outcomes instead of only chat history. The real test I’d be curious about is how teams inspect and prune memories when workflows change.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Memori handle memory updates when the agent learns something new that contradicts an older trace?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> – great question. Memori doesn\u2019t blindly overwrite older traces. We treat memory as a structured, versioned layer with source, signal, timestamp, and relevance metadata. Based on this multi-dimensional meta data, each memory is on its own unique decay curve.<\/p>\n<\/p>\n<p>When an agent learns something new that contradicts an older trace, Memori can preserve the older trace for audit\/history while updating the active\/canonical memory that gets recalled going forward. In practice, newer or higher-confidence memories are weighted more heavily, and older contradictory memories decay or are suppressed unless they are specifically relevant to the task.<\/p>\n<\/p>\n<p>Simple example: if an agent previously learned \u201cthe dashboard is red\u201d but later the user corrects it to \u201cthe dashboard is blue,\u201d Memori keeps the historical context but recalls \u201cblue\u201d as the current truth. That\u2019s the key difference between raw chat history and agent-native memory \u2014 we\u2019re managing durable state, not just stuffing old context back into the prompt.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Interesting one <a href=\"https:\/\/www.producthunt.com\/@memorilabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@memorilabs<\/a> <a href=\"https:\/\/www.producthunt.com\/@adam_b_struck\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_b_struck<\/a> <a href=\"https:\/\/www.producthunt.com\/@_gordee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_gordee<\/a> ! Upvoted \ud83d\ude42<\/p>\n<p>What’s the memory an agent gets from the trace, that would be useful for another session?<\/p>\n<p>Like I have set up a rule in Claude.md asking the agent to keep adding new learnings (during the session) into a project level .md file. How would your tool be different from that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@aiswarya_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aiswarya_s<\/a> Thank you for your support and good question.<\/p>\n<p><a href=\"http:\/\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CLAUDE.md<\/a> is a file you write and maintain by hand. Nothing from a session persists unless you remembered to document it.<\/p>\n<p>The agent doesn’t write back. Decisions, tradeoffs, and discovered context from each session disappear when it ends. If your md file grows beyond the file size limit, it gets compacted away mid-task.<\/p>\n<p>Preferences and patterns from one codebase don’t carry to the next. Every project starts from scratch. <\/p>\n<p>Code style, testing frameworks, and tooling preferences have to be re-established each session rather than recalled.<\/p>\n<p>We’d love to hear your thoughts on <a href=\"https:\/\/memorilabs.ai\/integrations\/claude-code\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/memorilabs.ai\/integrations\/claude-code<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “memory from execution trace, not just conversation” framing is exactly the right primitive for agents that actually do things vs just talk. Quick question: when a tool call returns a large blob (say a 10MB SQL result), how does Memori decide what to keep in long-term memory vs discard? Curious about the pruning side.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<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 for your support and good question, <a href=\"https:\/\/www.producthunt.com\/@mythic_dd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mythic_dd<\/a> <br \/>We handle memory primarily through a system where context is weighted by relevant and importance.<\/p>\n<p>This includes intelligent decay so older and less relevant facts naturally get deprioritized, ensuring the mist vital memories stay in focus. Our system uses these to manage the rolling context window effectively.<\/p>\n<p>We treat memory as a structured, versioned layer with source, signal, timestamp, and relevance metadata. Based on this multi-dimensional meta data, each memory is on its own unique decay curve.<\/p>\n<\/p>\n<p>When an agent learns something new that contradicts an older trace, Memori can preserve the older trace for audit\/history while updating the active\/canonical memory that gets recalled going forward. In practice, newer or higher-confidence memories are weighted more heavily, and older contradictory memories decay or are suppressed unless they are specifically relevant to the task.<\/p>\n<\/p>\n<p>Simple example: if an agent previously learned \u201cthe dashboard is red\u201d but later the user corrects it to \u201cthe dashboard is blue,\u201d Memori keeps the historical context but recalls \u201cblue\u201d as the current truth. That\u2019s the key difference between raw chat history and agent-native memory \u2014 we\u2019re managing durable state, not just stuffing old context back into the prompt.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/KOIFCZ7IR4YJ2A\" class=\"app-title\">Marked 3<\/a><\/p>\n<div class=\"one-liner\">Preview and Publish your Markdown<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Marked 3 \u662f\u4e00\u6b3e\u4e13\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u8bbe\u8ba1\u7684 Markdown \u9884\u89c8\u4e0e\u53d1\u5e03\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5728\u64b0\u5199\u3001\u6392\u7248\u548c\u5bfc\u51fa\u6587\u6863\u65f6\u56e0\u683c\u5f0f\u8f6c\u6362\u7e41\u7410\u3001\u6837\u5f0f\u7ba1\u7406\u6df7\u4e71\u800c\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d602ec1e-897a-4bbf-b981-caa88a83a0d9.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\/60f12682-ce46-4083-9d63-6327a7aa0d90.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\/6e59043c-29c4-4abf-b890-4c3ff3a362c9.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\/70a71dc5-2ead-4ea1-aa1a-f3086a704ad4.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\/8714e40d-884d-45fb-8eba-31736b6476f0.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\/df54d007-b447-43e9-bb35-a3656d5b1408.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Markdown\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">HTML\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">PDF\u751f\u6210<\/span><br \/>\n <span class=\"tag\">DOCX\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">EPUB\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6837\u5f0f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u683c\u5f0f\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u4e13\u6ce8\u9884\u89c8\u800c\u4e0d\u6ca6\u4e3a\u7f16\u8f91\u5668\u7684\u514b\u5236\u8bbe\u8ba1\u3002\u6838\u5fc3\u9700\u6c42\u5305\u62ec\uff1a\u652f\u6301\u8de8\u6587\u6863\u7684\u72ec\u7acbCSS\u4e3b\u9898\u8bb0\u5fc6\uff08\u5df2\u5b9e\u73b0\uff0c\u901a\u8fc7\u4e66\u7b7e\u4e0e\u5143\u6570\u636e\u6301\u4e45\u5316\uff09\uff1bDOCX\u96c6\u6210\u663e\u8457\u7b80\u5316\u4e86\u5de5\u4f5c\u6d41\uff1b\u5bf9\u4e8e\u5185\u5bb9\u5199\u4f5c\u8005\u800c\u975e\u5f00\u53d1\u8005\u66f4\u4e3a\u9002\u7528\uff1b\u90e8\u5206\u7528\u6237\u5173\u6ce8\u4ef7\u683c\u5408\u7406\u6027\u53ca\u4fc3\u9500\u7801\u83b7\u53d6\u65b9\u5f0f\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 Marked 3 \u7684\u56de\u5f52\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u5bf9\u201c\u751f\u6001\u4f4d\u201d\u7684\u7cbe\u51c6\u5361\u4f4d\u3002\u5728 Notion\u3001Obsidian \u7b49\u5168\u80fd\u7f16\u8f91\u5668\u653b\u57ce\u7565\u5730\u7684\u5f53\u4e0b\uff0c\u5b83\u9009\u62e9\u5c06\u201c\u9884\u89c8\u4e0e\u53d1\u5e03\u201d\u8fd9\u4e00\u5355\u4e00\u73af\u8282\u505a\u5230\u6781\u81f4\uff0c\u8fd9\u79cd\u53cd\u6f6e\u6d41\u7684\u514b\u5236\u6070\u6070\u662f\u5b83\u6700\u5927\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u4ef7\u503c\u770b\uff0cMarked 3 \u89e3\u51b3\u7684\u4e0d\u662f\u201c\u5199\u201d\u7684\u95ee\u9898\uff0c\u800c\u662f\u201c\u5199\u5b8c\u540e\u201d\u7684\u9ebb\u70e6\u3002\u5b83\u89c4\u907f\u4e86\u7edd\u5927\u591a\u6570 Markdown \u5de5\u5177\u5728\u5bfc\u51fa PDF\/DOCX \u65f6\u6392\u7248\u5d29\u574f\u3001\u6837\u5f0f\u4e0d\u7edf\u4e00\u7684\u75db\u70b9\uff0c\u901a\u8fc7\u81ea\u5b9a\u4e49CSS\u4e3b\u9898\u3001\u6587\u6863\u7ea7\u6837\u5f0f\u8bb0\u5fc6\u3001\u4ee5\u53ca\u667a\u80fd\u5316\u6392\u7248\u5f15\u64ce\uff0c\u4e3a\u957f\u5185\u5bb9\u751f\u4ea7\u63d0\u4f9b\u4e86\u5de5\u4e1a\u7ea7\u7684\u8f93\u51fa\u4e00\u81f4\u6027\u3002\u8fd9\u5bf9\u4e8e\u9700\u8981\u9891\u7e41\u5c06\u8349\u7a3f\u4ea4\u4ed8\u7ed9\u975e\u6280\u672f\u540c\u4e8b\u6216\u5ba2\u6237\u7684\u5185\u5bb9\u521b\u4f5c\u8005\uff08\u5982\u6587\u6848\u3001\u7f16\u8f91\u3001\u54a8\u8be2\u987e\u95ee\uff09\u800c\u8a00\uff0c\u662f\u521a\u9700\u7ea7\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u201c\u9ad8\u7aef\u5b9a\u4f4d\u201d\u4e5f\u5e26\u6765\u4e86\u9690\u5fe7\u300212\u5e74\u8fed\u4ee3\u540e\u7684\u9ad8\u5b9a\u4ef7\u4e0e\u8ba2\u9605\u5236\uff0c\u8868\u660e\u5f00\u53d1\u8005\u8bd5\u56fe\u5c06\u8fd9\u6b3e\u5de5\u5177\u4ece\u201c\u5c0f\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u804c\u4e1a\u6536\u5165\u6765\u6e90\u201d\u3002\u4f46\u9762\u5bf9\u514d\u8d39\u6216\u4f4e\u6210\u672c\u7684\u66ff\u4ee3\u65b9\u6848\uff08\u5982 MacDown\u3001Typora\uff09\u3001\u4ee5\u53ca\u7f16\u8f91\u5668\u5185\u5d4c\u7684\u9884\u89c8\u529f\u80fd\uff0cMarked 3 \u7684\u201c\u4ea4\u4ed8\u4ef7\u503c\u201d\u80fd\u5426\u8bf4\u670d\u8db3\u591f\u591a\u7684\u7528\u6237\u6301\u7eed\u4e70\u5355\uff0c\u4ecd\u5b58\u7591\u95ee\u3002\u6b64\u5916\uff0c\u5176\u529f\u80fd\u91cd\u5fc3\u4ecd\u5728 macOS \u751f\u6001\uff0c\u82e5\u672a\u6765\u4e0d\u62d3\u5c55\u5230 Web \u6216\u8de8\u5e73\u53f0\uff0c\u5929\u82b1\u677f\u4f1a\u975e\u5e38\u660e\u663e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0c\u5b83\u662f\u4e00\u6b3e\u201c\u5320\u6c14\u5341\u8db3\u201d\u7684\u4f18\u79c0\u5de5\u5177\uff0c\u4f46\u5bf9\u666e\u901a\u7528\u6237\u53ef\u80fd\u6ea2\u4ef7\u8fc7\u9ad8\uff0c\u80fd\u5426\u6210\u4e3a\u521b\u4f5c\u8005\u5de5\u4f5c\u6d41\u4e2d\u7684\u201c\u5fc5\u9700\u8017\u6750\u201d\uff0c\u53d6\u51b3\u4e8e\u5e02\u573a\u5230\u5e95\u6709\u591a\u75db\u6068\u683c\u5f0f\u95ee\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Marked 3<\/span>\n <\/div>\n<div class=\"comment-content\">Marked is a powerful markdown preview and converter. It supports HTML, PDF, DOCX, EPUB, and more, along with writing and analysis tools, custom style builder, and much more.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt!<\/p>\n<p>12 years after the initial release of Marked 2 (it saw a LOT of updates in the meantime), I’m really excited that Marked 3 is finally here. Since leaving Oracle, I’ve put in 80 hour weeks working on this release for over a year.<\/p>\n<p>Marked 3 comes with a fairly hefty price tag, but I really believe its extensive functionality will be worth it to a lot of users. Marked 2 will remain available as a low-cost alternative for those who don’t need all of the new features in Marked 3. There’s a subscription option now that \u2014 if enough people opt for it over the permanent unlock \u2014 will allow me to continually develop v3 without having to put out a major version every year.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ttscoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ttscoff<\/a> 80 hours per week is impressive! Congratulations on the update!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been waiting for this great upgrade to Marked. I really can\u2019t manage my work without it. It does far more than I can manage, but this new version makes a significant improvement to my production of written douments for use by others outside my own mac. Any time I want to share a draft markdown document (they are ALL mark-down documents!) I use Marked to deliver the goods. A new advanced docx integration has vastly simplified my workflow. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Marked’s whole appeal to me is that it never tried to become an editor. It previews, it exports, done. Does v3 let you set CSS themes per document, or is that still a global preference? I keep different output styles for different targets, and switching app-wide every time is the one bit of friction I hit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> Marked 3 still lets you set styles per-document, and the latest version also remembers styles for each document, even if the document moves. You can set a style using metadata, or just use the keyboard shortcuts to switch. You can also now edit, generate, re-order, rename, and add\/remove styles with the Style Manager.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>12 years between Marked 2 and 3 – really respect the discipline of not turning a preview tool into yet another editor. Most “minimal” tools quietly scope-creep into editors over time. Curious: with the new per-document style memory Florent mentioned, does it survive file renames and moves, or is it tied to the file path?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mythic_dd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mythic_dd<\/a> it’s tied to a macOS “bookmark”, which survives just about anything you do to a file. You can also add:<\/p>\n<p>marked style: Ink<\/p>\n<\/p>\n<p>to any file’s header and pin a style to the document (works in HTML comments and YAML front matter as well as the MMD syntax above).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Is this mostly for developers or also useful for content writers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> It’s actually <em>primarily<\/em> for content writers, with plenty of features that coders will find useful. But full DOCX and EPUB capabilities make it ideal for long-form writing, and it packs a lot of document analysis and syntax checking features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>In addition to the promo code for Product Hunt users, there’s intro pricing that you can lock 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ttscoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ttscoff<\/a> this looks great! how do I get the promo code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JHUFCGCSSRTR7I\" class=\"app-title\">Growati<\/a><\/p>\n<div class=\"one-liner\">The autopilot for YouTube post-production<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">122<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Growati\u662f\u4e00\u6b3e\u4e3aYouTube\u521b\u4f5c\u8005\u6253\u9020\u7684\u201c\u540e\u671f\u81ea\u52a8\u5316\u526f\u9a7e\u9a76\u201d\uff0c\u80fd\u5728\u51e0\u5206\u949f\u5185\u6839\u636e\u89c6\u9891\u8868\u73b0\u81ea\u52a8\u751f\u6210\u5e76\u4f18\u5316\u4e2a\u6027\u5316\u6807\u9898\u3001\u63cf\u8ff0\u548c\u7f29\u7565\u56fe\uff0c\u89e3\u51b3\u521b\u4f5c\u8005\u5728\u5185\u5bb9\u5305\u88c5\u548c\u7b97\u6cd5\u4f18\u5316\u4e0a\u7684\u7cbe\u529b\u6d88\u8017\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\/ee701ac1-68fa-41d0-b00f-428e12b6a50e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de183bda-02fa-4ca2-81fb-00369ffc2848.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71c79e78-e08f-48b3-abcd-f6a398017c73.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dfcf693a-ec82-4351-a7df-5d75088dd8dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5acbe63f-3cbf-4a75-a568-422ef2c2e317.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\/c0333ae2-4bcb-4f24-8b63-bf009b8a4ae2.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/itid9W07r3Y\"><source src=\"https:\/\/youtu.be\/itid9W07r3Y\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YouTube<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">YouTube\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7f29\u7565\u56fe\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6807\u9898\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u540e\u671f\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u64ad\u5ba2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u521b\u4f5c\u8005<\/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\u89e3\u51b3\u521b\u4f5c\u8005\u201c\u540e\u671f\u75b2\u52b3\u201d\u7684\u75db\u70b9\uff0c\u7279\u522b\u5173\u6ce8AI\u5982\u4f55\u4fdd\u6301\u4e2a\u4eba\u98ce\u683c\u4e00\u81f4\u6027\u3001\u7f29\u7565\u56fe\u8d28\u91cf\uff08\u88ab\u6307\u201c\u7d2b\u5f97\u8fc7\u5206\u201d\uff09\uff0c\u4ee5\u53ca\u662f\u5426\u57fa\u4e8e\u5386\u53f2\u7206\u6b3e\u6570\u636e\u5b66\u4e60\u3002\u4e5f\u6709\u63d0\u95ee\u4f18\u5316\u662f\u5426\u6309\u5355\u4e2a\u89c6\u9891\u5904\u7406\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Growati\u5207\u4e2d\u7684\u662f\u4e2a\u771f\u75db\u70b9\uff0c\u4f46\u4e5f\u662f\u4e2a\u4f2a\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bf4\u5b83\u771f\uff0c\u662f\u56e0\u4e3a\u7edd\u5927\u591a\u6570\u521b\u4f5c\u5de5\u5177\u53ea\u505c\u7559\u5728\u201c\u4e00\u952e\u751f\u6210\u201d\uff0c\u800c\u771f\u6b63\u6298\u78e8\u4eba\u7684\u662f\u53cd\u590d\u8bd5\u9519\u3001A\/B\u6d4b\u8bd5\u3001\u5206\u6790\u6570\u636e\u2014\u2014\u8fd9\u6070\u6070\u662fGrowati\u6240\u5f3a\u8c03\u7684\u201c\u6027\u80fd\u9a71\u52a8\u66f4\u65b0\u201d\u8981\u89e3\u51b3\u7684\u4e8b\u3002\u5b83\u628a\u540e\u671f\u4ece\u4e00\u6b21\u6027\u52a8\u4f5c\u53d8\u4e3a\u95ed\u73af\u53cd\u9988\u6d41\u7a0b\uff0c\u8fd9\u662f\u6bd4\u5355\u7eaf\u751f\u6210\u5f3a\u5f97\u591a\u7684\u4ef7\u503c\u4e3b\u5f20\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u6807\u9898\u3001\u7f29\u7565\u56fe\u3001\u63cf\u8ff0\u7684\u81ea\u52a8\u5316\uff0c\u51e0\u4e4e\u6240\u6709\u5927\u5e73\u53f0\uff08\u5982Canva\u3001Adobe\u3001\u751a\u81f3YouTube\u81ea\u8eab\uff09\u90fd\u5728\u505a\uff0c\u4e14\u66f4\u6709\u7248\u6743\u548c\u7d20\u6750\u5e93\u4f18\u52bf\u3002Growati\u76ee\u524d\u552f\u4e00\u7684\u5dee\u5f02\u5316\u5728\u4e8e\u201c\u6839\u636e\u89c6\u9891\u8868\u73b0\u6765\u66f4\u65b0\u201d\uff0c\u4f46\u8fd9\u4e00\u529f\u80fd\u662f\u5426\u80fd\u7a33\u5b9a\u3001\u7cbe\u51c6\u5730\u53cd\u6620\u7b97\u6cd5\u504f\u597d\uff1f\u8fd8\u662f\u53ea\u662f\u57fa\u4e8e\u4f4e\u4e92\u52a8\u7387\u505a\u673a\u68b0\u66ff\u6362\uff1f\u8fd9\u662f\u5b83\u5728\u6280\u672f\u4e0a\u7684\u547d\u95e8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u7d2b\u8272\u8fc7\u591a\u201d\u7684\u5410\u69fd\u5e76\u975e\u7eaf\u5ba1\u7f8e\u95ee\u9898\uff1a\u8fd9\u66b4\u9732\u4e86\u76ee\u524dAI\u751f\u6210\u7ed3\u679c\u5728\u89c6\u89c9\u98ce\u683c\u4e0a\u4ecd\u5b58\u5728\u201c\u6a21\u677f\u5316\u201d\u98ce\u9669\u3002\u521b\u4f5c\u8005\u6015\u7684\u4e0d\u662fAI\uff0c\u662fAI\u8ba9\u81ea\u5df1\u7684\u9891\u9053\u5931\u53bb\u8fa8\u8bc6\u5ea6\u3002Growati\u5982\u679c\u53ea\u505c\u7559\u5728\u201c\u6548\u7387\u201d\u5c42\u9762\uff0c\u800c\u6ca1\u6709\u5efa\u7acb\u8d77\u53ef\u6301\u7eed\u7684\u98ce\u683c\u5b66\u4e60\u673a\u5236\uff08\u6bd4\u5982\u901a\u8fc7\u5b66\u4e60\u8be5\u521b\u4f5c\u8005\u5386\u53f2\u7206\u6b3e\u6765\u751f\u6210\u98ce\u683c\u4e00\u81f4\u7684\u7d20\u6750\uff09\uff0c\u90a3\u4e48\u5b83\u6700\u7ec8\u53ea\u4f1a\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u5feb\u901f\u8d77\u91cf\u3001\u5feb\u901f\u88ab\u5f03\u201d\u7684\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u5b83\u4e13\u6ce8\u201c\u6559\u80b2\u521b\u4f5c\u8005\u548c\u64ad\u5ba2\u201d\uff0c\u662f\u806a\u660e\u7684\u5207\u5165\u70b9\uff0c\u56e0\u4e3a\u8fd9\u7c7b\u4eba\u7fa4\u5185\u5bb9\u662f\u6838\u5fc3\u3001\u6837\u5f0f\u504f\u7a33\uff0c\u5bf9AI\u7684\u5bb9\u9519\u7387\u9ad8\u3002\u4f46\u8fd9\u4e5f\u610f\u5473\u7740Growati\u9700\u8981\u7cbe\u51c6\u8861\u91cf\u5b83\u5728\u5782\u76f4\u573a\u666f\u4e2d\u7684ROI\u2014\u2014\u7701\u6389\u7684\u90a3\u51e0\u5c0f\u65f6\u540e\u671f\u65f6\u95f4\uff0c\u662f\u5426\u771f\u7684\u80fd\u6362\u6765\u66f4\u9ad8\u7684\u64ad\u653e\u91cf\u3002\u5982\u679c\u80fd\u7528\u6570\u636e\u8bc1\u660e\u8fd9\u7b14\u201c\u65f6\u95f4\u6295\u8d44\u56de\u62a5\u7387\u201d\uff0c\u5b83\u624d\u771f\u6b63\u6709\u673a\u4f1a\u4ece\u201c\u5de5\u5177\u201d\u53d8\u6210\u201c\u589e\u957f\u4f19\u4f34\u201d\u3002\u5426\u5219\uff0c\u5f53\u524d\u90a3122\u7968\uff0c\u53ef\u80fd\u5c31\u53ea\u662f\u521b\u4e1a\u8005\u7684\u60c5\u7eea\u4ef7\u503c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Growati<\/span>\n <\/div>\n<div class=\"comment-content\">Generate personalised YouTube titles, descriptions, and thumbnails in minutes and update them based on video performance \u2014 built for creators exhausted by post-production work.<\/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\u2019m Satyam, co-founder of Growati.<\/p>\n<p>The idea for Growati started two years ago when I began uploading videos on YouTube myself.<\/p>\n<p>I quickly realised something frustrating: <br \/>Uploading the video was only half the work.<\/p>\n<p>The exhausting part started after uploading:<br \/>\u25cf titles<br \/>\u25cf thumbnails<br \/>\u25cf descriptions<br \/>\u25cf packaging<br \/>\u25cf trying to understand the algorithm<\/p>\n<p>At that time, AI tools weren\u2019t good enough to automate much reliably, so I paused the project.<\/p>\n<p>Last year, I met my co-founder, Lokesh Kabra, and one of his clients needed a way to automate YouTube post-production for their channel.<\/p>\n<p>That brought the idea back.<\/p>\n<p>Since February, we\u2019ve been rebuilding the product from scratch.<\/p>\n<p>Today, Growati helps creators generate personalized:<br \/>\u25cf titles<br \/>\u25cf descriptions<br \/>\u25cf thumbnails<br \/>\u25cf chapters<\/p>\n<p>in minutes.<\/p>\n<p>One thing we learned very quickly while talking to creators:<\/p>\n<p>A lot of educational creators and podcasters are amazing at creating content, but feel exhausted by packaging and confused by YouTube optimization.<\/p>\n<p>We currently have:<br \/>\u25cf 10+ beta users<br \/>\u25cf 500+ synced videos<br \/>\u25cf 50+ metadata updates processed<\/p>\n<p>Still very early, but we\u2019re excited to finally share Growati publicly.<\/p>\n<p>Would genuinely love your feedback and questions \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@satyamskillz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@satyamskillz<\/a> congrats \ud83c\udf89 <\/p>\n<\/p>\n<p>This something really helpful for YT guys.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@satyamskillz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@satyamskillz<\/a> This solves a very real creator pain point. A lot of people enjoy making videos but burn out on the packaging layer afterward – titles, thumbnails, testing, rewrites, and optimization loops. The performance-based updating is especially interesting. How are creators balancing AI optimization with keeping their own style and voice recognizable 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\">Too much purple guys. How can the user trust that their thumbnails will look good when your screenshots have too much AI purple? \ud83d\ude05<\/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> purple is love of my co-founder <a href=\"https:\/\/www.producthunt.com\/@satyamskillz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"satyamskillz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@satyamskillz<\/a> though our tool have options of personalisation for every user need in the brand profile tab<\/p>\n<\/p>\n<p>Thanks for checking<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it optimize thumbnails\/titles based on viral patterns too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> yes<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi! This makes sense to me because most creator tools stop at \u201cgenerate a title,\u201d while the real headache is figuring out why one video gets buried and another suddenly takes off with almost the same content. I also like that you focused on educational creators and podcasters specifically, because those channels usually have strong content already, they just burn out on packaging every upload. Curious whether the AI learns from a creator\u2019s past top-performing videos over time or treats every upload separately?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Building Growati taught us something interesting:<\/p>\n<\/p>\n<p>Most creators already know how important titles and thumbnails are.<\/p>\n<p>The problem is consistency and time.<\/p>\n<\/p>\n<p>After every upload, creators repeat the same workflow again and again.<\/p>\n<\/p>\n<p>We tried to simplify that process with automation while keeping creator control in hand.<\/p>\n<\/p>\n<p>Would love honest feedback from the PH community \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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Satyam! Post-production is exactly where most creators burn out, so an autopilot for titles, descriptions, and thumbnails that adapts to how the video actually performs is a smart wedge. Just followed you on X (@JayTheSong) \u2014 would love to connect and follow the journey there \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can Growati keep a consistent channel style so new thumbnails don\u2019t look like random 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<\/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\/XOA5T5XA63A5IH\" class=\"app-title\">SoMerch<\/a><\/p>\n<div class=\"one-liner\">Merch for distributed teams, handled end to end<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SoMerch\u4e3a\u5206\u5e03\u5f0f\u56e2\u961f\u63d0\u4f9b\u4ece\u8bbe\u8ba1\u3001\u751f\u4ea7\u5230\u591a\u5730\u5740\u914d\u9001\u7684\u4e00\u7ad9\u5f0f\u5458\u5de5\u5468\u8fb9\u7ba1\u7406\u5e73\u53f0\uff0c\u89e3\u51b3\u8de8\u56fd\u4f01\u4e1a\u56e0\u591a\u4f9b\u5e94\u5546\u3001\u65e0\u5386\u53f2\u8bb0\u5f55\u3001\u624b\u52a8\u7269\u6d41\u5bfc\u81f4\u7684\u6df7\u4e71\u548c\u91cd\u590d\u52b3\u52a8\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\/3c7e3af8-3199-4722-9bbc-0b758388a6ad.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\/dd804123-6e5e-4a62-a8f6-b6f47cd8e913.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\/6b01fa34-0f6a-4cf1-aed1-e40a112b040e.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\/12ee2f8c-ab21-4364-8522-d53f8dcb49c3.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\/d77ce3f5-f1b4-4181-9017-3e65d2a84b83.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\/67623602-d818-427e-81c4-20798a6de8ae.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Remote Work<\/span><br \/>\n <span class=\"tag\">Human Resources<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5458\u5de5\u5468\u8fb9\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u793c\u54c1<\/span><br \/>\n <span class=\"tag\">\u5206\u5e03\u5f0f\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u5370\u5237<\/span><br \/>\n <span class=\"tag\">\u4ed3\u50a8\u7269\u6d41<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u91c7\u8d2d<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u5165\u804c\u793c\u5305<\/span><br \/>\n <span class=\"tag\">\u6b27\u6d32\u591a\u5730\u5740\u914d\u9001<\/span><br \/>\n <span class=\"tag\">B2B\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8fd0\u8425<\/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\u53cd\u9988\u9ad8\u5ea6\u8ba4\u540c\u201c\u5468\u8fb9\u7ba1\u7406\u6df7\u4e71\u201d\u7684\u75db\u70b9\uff082\u70b9\u8d5e\uff09\uff0c\u6307\u51faHR\u5e38\u56e0\u6b64\u53d7\u7d2f\uff082\u70b9\u8d5e\uff09\uff0c\u5e76\u8be2\u95ee\u5bf9\u63a5\u6d41\u7a0b\u3001\u662f\u5426\u5b9a\u5236\u5316\u3001\u662f\u5426\u8d1f\u8d23\u91c7\u8d2d\uff082\u70b9\u8d5e\uff09\uff0c\u4ee5\u53ca\u63a2\u7d22\u662f\u5426\u53ef\u6309\u9700\u751f\u4ea7\u3001\u662f\u5426\u652f\u6301\u4e0d\u540c\u56fd\u5bb6\u5b9a\u5236\u3002\u521b\u59cb\u4eba\u5747\u4e00\u4e00\u56de\u5e94\uff0c\u5f3a\u8c03\u751f\u4ea7\u4e0d\u5916\u5305\u3001\u652f\u6301\u6309\u9700\u89e6\u53d1\u914d\u9001\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n SoMerch\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u201c\u770b\u8d77\u6765\u8f7b\u677e\u505a\u8d77\u6765\u9e21\u98de\u72d7\u8df3\u201d\u7684\u521a\u9700\u2014\u2014\u5206\u5e03\u5f0f\u56e2\u961f\u7684\u4f01\u4e1a\u5468\u8fb9\u91c7\u8d2d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8e\u5370\u5237\u6280\u672f\u6216\u4ea7\u54c1\u8bbe\u8ba1\u6709\u591a\u9177\uff0c\u800c\u5728\u4e8e\u5b83\u628a\u201c\u6d41\u7a0b\u8d44\u4ea7\u5316\u201d\u4e86\u3002\u4f20\u7edf\u6a21\u5f0f\u4e0b\uff0c\u6bcf\u6b21\u91c7\u8d2d\u90fd\u662f\u5b64\u5c9b\uff0c\u77e5\u8bc6\u85cf\u5728\u4eba\u7684\u8111\u5b50\u91cc\u6216\u6df7\u4e71\u7684\u90ae\u4ef6\u91cc\uff1b\u800cSoMerch\u63d0\u4f9b\u7684\u5b9e\u9645\u662f\u4e00\u4e2a\u201c\u4f01\u4e1a\u5468\u8fb9\u64cd\u4f5c\u7684SaaS + \u6258\u7ba1\u751f\u4ea7\u201d\u590d\u5408\u578b\u57fa\u7840\u8bbe\u65bd\u2014\u2014\u5e73\u53f0\u7559\u5b58\u4e86\u5386\u53f2\u3001\u5ba1\u6279\u94fe\u3001\u4f9b\u5e94\u5546\u5173\u7cfb\u548c\u5ba2\u6237\u504f\u597d\uff0c\u89e3\u51b3\u4e86\u79bb\u804c\u5e26\u8d70\u7684\u9690\u6027\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u4ea7\u54c1\u88ab\u5ba3\u79f0\u7684\u201c\u7aef\u5230\u7aef\u201d\u5e76\u6ca1\u6709\u90a3\u4e48\u4e0d\u53ef\u66ff\u4ee3\u3002\u4f9b\u5e94\u94fe\u6574\u5408\u5728\u6b27\u6d32\u4e0d\u7b97\u65b0\u6545\u4e8b\uff0c\u5f88\u591a\u672c\u5730\u6253\u5370\u5e97\u4e5f\u63d0\u4f9b\u7c7b\u4f3c\u4ed3\u50a8\u914d\u9001\uff0c\u53ea\u4e0d\u8fc7\u6ca1\u6709\u6570\u5b57\u524d\u53f0\u3002SoMerch\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u751f\u4ea7\u95ed\u73af\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5f62\u6210\u4f01\u4e1a\u5185\u90e8\u7684\u201c\u9ed8\u8ba4\u8def\u5f84\u201d\uff0c\u5373\u6210\u4e3a\u516c\u53f8\u53d1\u653e\u5468\u8fb9\u65f6\u7684\u552f\u4e00\u5165\u53e3\uff0c\u5e76\u7531\u6b64\u79ef\u7d2f\u6570\u636e\u548c\u4fe1\u4efb\u3002\u6b64\u5916\uff0c112\u7968\u3001\u8bc4\u8bba\u4e92\u52a8\u591a\u4e3a\u57fa\u7840\u53cd\u9988\uff0c\u5c1a\u672a\u770b\u5230\u89c4\u6a21\u5316\u4f01\u4e1a\u5ba2\u6237\u7684\u80cc\u4e66\uff0c\u5bf9\u771f\u6b63\u7684\u201c\u591a\u56fdHR\u201d\u800c\u8a00\uff0c\u5408\u89c4\u3001\u7a0e\u52a1\u3001\u9000\u8d27\u7387\u7b49\u66f4\u68d8\u624b\u7684\u95ee\u9898\u4ecd\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u4e0b\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u66f4\u597d\u7528\u7684\u5916\u5305\u4f9b\u5e94\u5546\u201d\uff0c\u800c\u975e\u98a0\u8986\u8005\u3002\u9664\u975e\u5b83\u80fd\u4ece\u201c\u5e2eHR\u4e0b\u5355\u201d\u8fdb\u5316\u5230\u201c\u5e2eHR\u81ea\u52a8\u6839\u636e\u5165\u804c\u3001\u8282\u65e5\u3001\u6d3b\u52a8\u89c4\u5219\u4e3b\u52a8\u89e6\u53d1\u8ba2\u5355\u201d\uff0c\u5e76\u6253\u901a\u5458\u5de5\u559c\u597d\u6570\u636e\uff0c\u624d\u53ef\u80fd\u4ece\u5de5\u5177\u8dc3\u5347\u4e3a\u4f53\u7cfb\u3002\u521b\u4e1a\u65b9\u5411\u5f88\u5bf9\uff0c\u4f46\u58c1\u5792\u6bd4\u60f3\u8c61\u4e2d\u4f4e\uff0c\u9700\u8981\u52a0\u901f\u4ea7\u54c1\u5316\u5f62\u6210\u7ed1\u5b9a\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\">SoMerch<\/span>\n <\/div>\n<div class=\"comment-content\">Managing merch for a distributed team is messier than it looks – multiple vendors, no shared history, manual shipping to individual addresses across Europe, a process that restarts every order. SoMerch handles the full lifecycle from one platform: curated catalogue, same-day mockups, in-house production, kitting, warehousing, and EU-wide multi-address delivery. Built for remote-first and multi-country teams. Production is not outsourced – the whole chain sits under one roof.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this, from my experience as an investor in <a href=\"https:\/\/www.dasmerch.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.dasmerch.com\/<\/a> that’s quite a big challenge you’re solving.<br \/>How does the process work from first contact to delivery? Do you have a standard package? Are you also taking care of sourcing? Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterbuch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterbuch<\/a> , thanks for the kind words and the thoughtful questions – glad it resonates with someone who knows the space well.<\/p>\n<p><strong>Process:<\/strong> A client comes in with an idea or a use case – onboarding kits, event packs, a gifting programme. We help shortlist products from our catalogue, turn around mockups with pricing and timelines the same day, and move to production once approved. From there we handle printing, kitting, warehousing, and EU-wide delivery – either to one address or multiple individual addresses across Europe. Standard production is around 8 business days, shipping 2-6 days depending on destination.<\/p>\n<\/p>\n<p><strong>Standard package:<\/strong> No rigid packages – we work with each company based on their use case and team size. The process is the same, the output is tailored. We’re also currently building a feature that dynamically adjusts box sizes based on the specific products added to a kit – so every combination of items fits perfectly without wasted space or compromised presentation.<\/p>\n<\/p>\n<p><strong>Sourcing:<\/strong> Fully handled on our side. We have a curated catalogue of tested products – not a marketplace. We source, produce in-house, and manage the full chain through to delivery.<\/p>\n<\/p>\n<p>Always happy to jump on a quick call – investors in the space asking good questions are either our best future critics or our best future friends, and either way worth the 20 minutes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 developer, I never realized how much operational work sits behind conference swag until our team had to organize it ourselves<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/a.slack-edge.com\/production-standard-emoji-assets\/16.0\/google-medium\/1f44f@2x.png\" alt=\":clap:\" style=\"max-width: 100%\"><\/div>\n<div class=\"comment-actions\">\n<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>HR teams are probably going to love this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Exactly – and it is almost always HR that ends up owning this without a proper system to support it. That is who we built it for.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! We felt this in our engineering team pretty quickly. Sending welcome kits to remote hires across different countries created way more coordination, shipping, and logistics work than we originally expected.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bludya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bludya<\/a> That coordination overhead is exactly what kills the experience – both for the team running it and for the new hire waiting on the other end.<\/p>\n<\/p>\n<p>Onboarding kits for distributed hires is one of our core use cases. You produce once, we warehouse the stock, and when someone new joins you just trigger the send to their address – wherever they are in Europe. No reordering, no logistics to manage per hire.<\/p>\n<\/p>\n<p>If you are still solving this manually, happy to show you how it works. \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 such a real problem. Company swag sounds fun until it turns into spreadsheets, inventory questions, and multi-country shipping. 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\/@kokiweb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kokiweb<\/a> Ha, the gap between “let’s do company swag” and “why am I managing a spreadsheet of t-shirt sizes across 6 countries” is something nobody warns you about. \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually a very real operational problem. Half of company merch knowledge lives in someone\u2019s inbox until they quit \ud83d\ude04 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\/@alina_tyslenok_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_tyslenok_<\/a> The other half is in an email chain titled “Re: Re: Re: FWD: Merch – Final FINAL v3”. \ud83d\ude04<\/p>\n<\/p>\n<p>Thank you – that is exactly the problem we built this to solve. History, approvals, and context stay on the platform – not in someone’s inbox.<\/p>\n<\/p>\n<p>Would love to hear how you’ve seen companies deal with this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I have been running a printing and production company for years. We make promotional materials and corporate gifts for businesses – the full range, from product selection and print to delivery.<\/p>\n<p>What I kept seeing was the same problem repeating itself. Companies would come to us with a merch project, we would execute it well, and then the next time they needed something – same company, sometimes even the same people – we would basically start from scratch. No shared history, no system on their side, no way to say “do what we did last time, but update the logo.”<\/p>\n<p>And when the person who had led the project internally left the company, everything they knew about how it worked left with them. The new person had nothing.<br \/>\nThat is fine when merch is an occasional one-off. It is not fine when companies are growing, hiring across multiple countries, and need merch to reach remote employees in Germany, France, Poland, and the Netherlands on a recurring basis.<\/p>\n<p>So we built SoMerch – a platform that gives companies their own system for managing this, rather than relying entirely on us to hold the institutional knowledge.<br \/>\nThe focus is deliberately operational: proposals that travel internally for sign-off, production and printing handled in-house, warehousing for repeat fulfilment, and EU-wide multi-address shipping as the default rather than a special request.<br \/>\nWe are early. The platform is live and the production infrastructure is real – we are not a marketplace or an aggregator, we make the things we sell. Happy to answer questions about how any of it works.<\/p>\n<p>Stan<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stanislav_dim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stanislav_dim<\/a> Merch is always a big headache \u2014 product quality, size range, print quality, whether the recipient will actually be happy with it, plus you still have to collect sizing data from employees just to ship the right size. Could you tell me \u2014 does your system only feature ready-made branded items, or do you also provide manufacturer recommendations depending on the customer’s country?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 onboarding like, do teams need to pre buy inventory or can you do on demand runs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TGYQJKLEGRZYIA\" class=\"app-title\">Granite<\/a><\/p>\n<div class=\"one-liner\">A vault for every document that matters<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Granite \u662f\u4e00\u4e2a\u957f\u671f\u6587\u6863\u4fdd\u9669\u67dc\uff0c\u7528\u6237\u4e0a\u4f20\u6cd5\u5f8b\u3001\u7a0e\u52a1\u3001\u533b\u7597\u7b49\u5173\u952e\u6587\u4ef6\u540e\uff0c\u7cfb\u7edf\u81ea\u52a8\u8bfb\u53d6\u3001\u5f52\u6863\u5e76\u6c38\u4e45\u8bb0\u5fc6\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u641c\u7d22\u5373\u53ef\u77ac\u95f4\u627e\u56de\uff0c\u89e3\u51b3\u201c\u77e5\u9053\u6587\u4ef6\u5b58\u5728\u4f46\u627e\u4e0d\u5230\u201d\u7684\u6587\u6863\u7126\u8651\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\/7d0db703-0d9e-4bc7-9a30-aa6950a2db35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae3ac08d-cec2-48e4-a79d-cbbc72b29b3b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3965987d-fbea-4ed6-ae99-8d1599cd3528.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bc46224a-c1ca-4818-b917-768b359cdc3e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53dd3735-c0e1-4511-bfbe-b82060ce7150.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7d224a4-f8c5-4817-907c-d0f164575758.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4781f69-4a64-4fdb-89df-c52bc0f5e69a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/780c95a2-a62c-4453-b181-32f009025fb4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u6863\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u4fdd\u9669\u67dc<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5f52\u6863<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u957f\u671f\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u6587\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7a0e\u52a1\u6587\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6cd5\u5f8b\u6587\u4ef6<\/span><br \/>\n <span class=\"tag\">\u65e0\u9700\u6574\u7406<\/span><br \/>\n <span class=\"tag\">AI\u5206\u7c7b<\/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\u201c\u4e0d\u7ec4\u7ec7\u3001\u4e0d\u8d34\u6807\u7b7e\u3001\u76f4\u63a5\u641c\u7d22\u201d\u7406\u5ff5\uff0c\u76f4\u51fb\u6587\u4ef6\u7126\u8651\u75db\u70b9\u3002\u6838\u5fc3\u7591\u95ee\u5305\u62ec\uff1a\u6a21\u7cca\u6587\u6863\u5982\u4f55\u5904\u7406\uff08\u81ea\u52a8\u8fd8\u662f\u624b\u52a8\u7ea0\u9519\uff09\uff1f\u662f\u5426\u652f\u6301\u7248\u672c\u63a7\u5236\u4e0e\u884d\u751f\u6587\u6863\u56de\u6eaf\uff1f\u80fd\u5426\u57fa\u4e8e\u6587\u6863\u65e5\u671f\u89e6\u53d1\u63d0\u9192\uff08\u5982\u5229\u7387\u7a97\u53e3\uff09\uff1f\u662f\u5426\u652f\u6301\u672c\u5730\u90e8\u7f72\u548c\u4fdd\u62a4\u9690\u79c1\uff1f\u591a\u8bed\u8a00\u641c\u7d22\u662f\u5426\u53ef\u884c\uff1f\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 Granite \u7684\u6807\u8bed\u201c\u6bcf\u4e00\u4efd\u91cd\u8981\u6587\u6863\u7684\u4fdd\u9669\u67dc\u201d\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u521a\u9700\uff1a\u4e0d\u662f\u77e5\u8bc6\u7ba1\u7406\uff0c\u800c\u662f\u201c\u6587\u4ef6\u9057\u5fd8\u7ba1\u7406\u201d\u3002\u5b83\u653e\u5f03\u4e86\u4e3b\u6d41\u6587\u6863\u5de5\u5177\u5949\u4e3a\u572d\u81ec\u7684\u6587\u4ef6\u5939\u3001\u6807\u7b7e\u3001\u7ec4\u7ec7\u5c42\u7ea7\uff0c\u76f4\u63a5\u56de\u5f52\u6838\u5fc3\u2014\u2014\u4f60\u628a\u6587\u4ef6\u4e22\u8fdb\u53bb\uff0c\u5fd8\u4e86\u5b83\uff0c\u9700\u8981\u65f6\u7528\u5927\u767d\u8bdd\u95ee\u51fa\u6765\u3002\u8fd9\u79cd\u6781\u7b80\u4e3b\u4e49\u8bbe\u8ba1\u672c\u8d28\u4e0a\u662f\u5728\u5bf9\u6297\u4eba\u6027\u4e2d\u7684\u60f0\u6027\u4e0e\u62d6\u5ef6\uff0c\u6bd4\u4efb\u4f55\u8981\u6c42\u7528\u6237\u4e3b\u52a8\u7ef4\u62a4\u5206\u7c7b\u7cfb\u7edf\u7684\u5de5\u5177\u90fd\u66f4\u52a1\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5f53\u524d\u7684\u4ea7\u54c1\u5f62\u6001\u4ecd\u5b58\u5728\u660e\u663e\u7684\u201c\u8f7b\u91cf\u9677\u9631\u201d\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u6a21\u7cca\u6587\u6863\u5f52\u5c5e\u201d\u201c\u7248\u672c\u63a7\u5236\u201d\u201c\u65f6\u95f4\u654f\u611f\u63d0\u9192\u201d\u7edd\u975e\u9526\u4e0a\u6dfb\u82b1\uff0c\u800c\u662f\u51b3\u5b9a\u7528\u6237\u80fd\u5426\u771f\u6b63\u4fe1\u4efb\u8fd9\u4e2a\u201c\u4fdd\u9669\u67dc\u201d\u7684\u5173\u952e\u3002\u8bd5\u60f3\u4e00\u4e2a\u7528\u6237\u628a\u4e00\u4efd\u6df7\u6742\u4e86\u7a0e\u52a1\u4e0e\u5bb6\u4fe1\u7684\u591a\u9875PDF\u6254\u8fdb\u53bb\uff0c\u5982\u679cGranite\u76f4\u63a5\u9ed8\u8ba4\u5f52\u6863\u5230\u7a0e\u52a1\u7c7b\u522b\uff0c\u800c\u7528\u6237\u534a\u5e74\u540e\u9700\u8981\u627e\u90a3\u5c01\u5bb6\u4fe1\u65f6\uff0c\u8fd9\u4e2a\u201c\u81ea\u52a8\u5f52\u6863\u201d\u53cd\u800c\u6210\u4e86\u641c\u7d22\u566a\u97f3\u3002\u540c\u6837\uff0c\u7f3a\u5931\u7248\u672c\u884d\u751f\u7ba1\u7406\u610f\u5473\u7740\u5b83\u53ea\u80fd\u5904\u7406\u201c\u6b7b\u6587\u4ef6\u201d\uff0c\u65e0\u6cd5\u9002\u5e94\u5546\u4e1a\u5408\u540c\u3001\u8d22\u52a1\u6a21\u578b\u8fd9\u7c7b\u52a8\u6001\u8fed\u4ee3\u7684\u573a\u666f\uff0c\u8fd9\u6070\u6070\u662f\u9ad8\u9891\u521a\u9700\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u7528\u6237\u5bf9\u201c\u672c\u5730+\u672c\u5730LLM\u201d\u7684\u547c\u58f0\u6307\u5411\u4e86\u66f4\u6df1\u7684\u4fe1\u4efb\u95ee\u9898\u3002\u6587\u6863\u4fdd\u9669\u67dc\u5b58\u653e\u7684\u662f\u6700\u79c1\u5bc6\u3001\u6700\u654f\u611f\u7684\u4e2a\u4eba\u8d44\u4ea7\uff08\u623f\u4ea7\u8bc1\u3001\u9057\u5631\u3001\u62a5\u7a0e\u5355\uff09\uff0c\u5b8c\u5168\u4f9d\u8d56\u4e91\u7aef\u5904\u7406\u610f\u5473\u7740\u7528\u6237\u5fc5\u987b\u63a5\u53d7\u6570\u636e\u6743\u9650\u7684\u8ba9\u6e21\u3002\u5982\u679cGranite\u65e0\u6cd5\u5728\u672a\u6765\u63d0\u4f9b\u7aef\u4fa7\u5904\u7406\u7684\u9009\u9879\uff0c\u5b83\u5c06\u6c38\u8fdc\u88ab\u9650\u5236\u5728\u201c\u8f7b\u91cf\u8bd5\u7528\u201d\u7684\u8303\u7574\uff0c\u800c\u65e0\u6cd5\u6210\u4e3a\u90a3\u4e9b\u5bf9\u9690\u79c1\u6709\u7edd\u5bf9\u8981\u6c42\u7684\u7528\u6237\u7684\u7ec8\u6781\u9009\u62e9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u800c\u8a00\uff0cGranite\u627e\u5230\u4e86\u4e00\u4e2a\u8db3\u591f\u72ed\u7a84\u4f46\u771f\u5b9e\u7684\u5207\u53e3\uff0c\u5176\u5dee\u5f02\u5316\u4ef7\u503c\u5728\u4e8e\u201c\u7528AI\u7684\u641c\u7d22\u80fd\u529b\u66ff\u4ee3\u7528\u6237\u7684\u7ba1\u7406\u8d1f\u62c5\u201d\u3002\u4f46\u4ea7\u54c1\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u53e3\u53f7\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u6a21\u7cca\u6587\u6863\u51b3\u7b56\u201d\u201c\u7248\u672c\u6f14\u8fdb\u201d\u201c\u65f6\u95f4\u89e6\u53d1\u201d\u7b49\u7ec6\u8282\u7684\u786c\u6838\u652f\u6491\u3002\u5982\u679c\u8fd9\u4e9b\u57fa\u7840\u80fd\u529b\u6ca1\u6709\u5728\u77ed\u671f\u5185\u8865\u9f50\uff0c\u5b83\u5c31\u53ea\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7684\u5168\u6587\u68c0\u7d22\u5de5\u5177\uff0c\u800c\u975e\u503c\u5f97\u6258\u4ed8\u4e00\u751f\u7684\u6587\u6863\u4fdd\u9669\u67dc\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\">Granite<\/span>\n <\/div>\n<div class=\"comment-content\">Drop your paperwork. Granite reads every document the moment you upload, files it correctly, and remembers it indefinitely. Find anything later by asking in plain English.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have just launched <a href=\"http:\/\/granite.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/granite.co<\/a>!<\/p>\n<\/p>\n<p>Granite is a long term doc vault. Legal, medical, business, taxes, etc.<\/p>\n<\/p>\n<p>It’s NOT a knowledge base. It’s a place to drop documents you may never need or only need once or twice. But you should be able to find those docs instantly.<\/p>\n<\/p>\n<p>Imagine a title for a vehicle. Or receipts for taxes. Or a purchase agreement from a business transaction. You simply dump all of those docs in Granite and never think about them again…until you do.<\/p>\n<\/p>\n<p>No organization. No tagging. No folders. Simple plain english text input to find exactly what you need right when you need it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Files it correctly” is doing a lot of quiet work in that one sentence. When a document is genuinely ambiguous \u2014 a PDF that’s half a tax form and half a personal letter \u2014 does it ask me where it belongs, or just pick a home and let me correct it later?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Document vaults that surface the right thing at the right moment have been broken for years. Curious how Granite handles version control \u2014 the financial-model templates I publish on Eloquens get updated quarterly, and the gap I keep seeing is users who download v1, fork it, then have no way to back-propagate updates. Is Granite solving for derivative-document drift, or strictly the canonical-version storage side?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>“Documents you may never need or only need once or twice \u2014 but should find instantly” is exactly the framing missing from most consumer doc tools. The category I keep returning to is mortgage paperwork \u2014 most first-time buyers I work with end up with 40-60 PDFs across loan offer, valuation, conveyancer correspondence, insurance, and refix renewal letters, and the cost of not finding them quickly is real (missing a rate-fix window can cost \u00a310-20k over the term). I built MortWise (<a href=\"https:\/\/mortwise.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/mortwise.netlify.app\/<\/a>) on the analysis side of that journey but the storage problem you’re solving sits right alongside it. Curious whether you’re planning any time-sensitive triggers \u2014 e.g. “this document references a date and you haven’t opened it in 11 months” \u2014 which is where vault apps usually fall short.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea! If I see it correctly, everything is stored on proprietary servers? is there a plan to make this work locally + with local LLMs with a one time purchase for Granite? That feels much safer to me personally \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=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves something I didn’t know had a name \u2014 I call it ‘document anxiety’, that feeling when you know you have something important somewhere but have no idea which folder or email thread it’s buried in. The plain English search is the key unlock. Does it handle documents in multiple languages or is it English only 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<\/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\/MZZ72Y3Y6CXZWG\" class=\"app-title\">Compartment<\/a><\/p>\n<div class=\"one-liner\">Open-source runtime for internal team software<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Compartment \u662f\u4e00\u4e2a\u81ea\u6258\u7ba1\u7684\u5f00\u6e90\u8fd0\u884c\u65f6\uff0c\u4e13\u4e3aAI\u751f\u6210\u7684\u5185\u90e8\u5e94\u7528\u800c\u8bbe\u8ba1\uff0c\u65e8\u5728\u89e3\u51b3\u56e2\u961f\u4e2d\u8fd9\u4e9b\u4e34\u65f6\u5de5\u5177\u96be\u4ee5\u5171\u4eab\u3001\u90e8\u7f72\u3001\u5ba1\u8ba1\u548c\u7ef4\u62a4\u7684\u75db\u70b9\uff0c\u63d0\u4f9b\u7edf\u4e00\u7684\u8fd0\u884c\u4e0e\u7ba1\u7406\u73af\u5883\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\/7a4b773c-9f4c-4092-974f-42f30384d8e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfdd4b0e-9e42-41a7-93d6-c0aa88a3d667.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92f10a25-3fe1-412b-ab04-e511559eced2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b6fe4f3-c619-4ff7-a84e-cc77de921c8d.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\/603e78af-51cb-4580-93ef-98e154b99d52.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/CFvsELklfhI\"><source src=\"https:\/\/youtu.be\/CFvsELklfhI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u5185\u90e8\u5de5\u5177\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u5e94\u7528\u8fd0\u884c\u65f6<\/span><br \/>\n <span class=\"tag\">RBAC<\/span><br \/>\n <span class=\"tag\">SSO<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">DevOps<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\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>\u8bc4\u8bba\u6307\u51fa\u5185\u5efa\u5de5\u5177\u5e38\u4ece\u4e34\u65f6\u4fee\u590d\u5f00\u59cb\uff0c\u4ea7\u751f\u65b0\u6df7\u4e71\uff1b\u7528\u6237\u5173\u5fc3\u5982\u4f55\u53d1\u73b0\u3001\u4f7f\u7528\u53ca\u7ef4\u62a4\u8fd9\u4e9b\u5de5\u5177\u3002\u53e6\u6709\u5efa\u8bbe\u6027\u610f\u89c1\u8ba4\u4e3a\u4ea7\u54c1\u5b9a\u4f4d\u5e94\u4ece\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u8f6c\u4e3a\u201c\u4f01\u4e1a\u6548\u7528\u5c42\u201d\uff0c\u4ee5\u5438\u5f15\u51b3\u7b56\u8005\uff0c\u51cf\u5c11\u8fd0\u7ef4\u5f00\u9500\u662f\u6838\u5fc3\u5356\u70b9\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 Compartment \u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u6b63\u5728\u6269\u5927\u7684\u75db\u70b9\u2014\u2014AI\u8f85\u52a9\u7f16\u7a0b\u8ba9\u201c\u9020\u8f6e\u5b50\u201d\u53d8\u5f97\u5ec9\u4ef7\uff0c\u4f46\u8ba9\u8f6e\u5b50\u5b89\u5168\u3001\u53ef\u63a7\u5730\u6eda\u52a8\u8d77\u6765\u5374\u4ecd\u662f\u786c\u9aa8\u5934\u3002\u4ece\u4ea7\u54c1\u89d2\u5ea6\u770b\uff0c\u5b83\u6ca1\u6709\u53bb\u5377AI\u751f\u6210\u80fd\u529b\uff0c\u800c\u662f\u806a\u660e\u5730\u586b\u8865\u4e86\u201cAI\u4ea7\u51fa\u7684\u7ba1\u7406\u771f\u7a7a\u201d\uff0c\u5b9a\u4f4d\u6e05\u6670\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5b83\u7684\u201c\u5f00\u6e90+\u81ea\u6258\u7ba1\u201d\u8def\u7ebf\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5bf9\u4e8e\u6280\u672f\u6392\u5934\u5175\u56e2\u961f\uff0c\u8fd9\u662f\u798f\u97f3\uff0c\u80fd\u6df1\u5ea6\u628a\u63a7\u6570\u636e\u4e0e\u6743\u9650\uff1b\u4f46\u5bf9\u4e8e\u5927\u591a\u6570\u6e34\u6c42\u201c\u4e00\u952e\u89e3\u51b3\u201d\u7684\u4f01\u4e1a\u7528\u6237\uff0c\u90e8\u7f72\u548c\u7ef4\u62a4\u4e00\u4e2a\u8fd0\u884c\u65f6\u73af\u5883\u672c\u8eab\u5c31\u662f\u95e8\u69db\u3002\u8bc4\u8bba\u4e2d\u6709\u4eba\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\uff1a\u4f01\u4e1a\u91c7\u8d2d\u7684\u4e0d\u662f\u201c\u63a7\u5236\u201d\u7684\u6982\u5ff5\uff0c\u800c\u662f\u201c\u51cf\u5c11\u8fd0\u7ef4\u201d\u7684\u7ed3\u679c\u3002\u5982\u679cCompartment\u4e0d\u80fd\u63d0\u4f9b\u6bd4\u81ea\u884c\u642d\u5efa\uff08\u5982\u57fa\u4e8eKubernetes\u7684\u7b80\u5355\u5c01\u88c5\uff09\u66f4\u4f4e\u7684\u8fd0\u7ef4\u6210\u672c\uff0c\u90a3\u5b83\u7684\u6838\u5fc3\u58c1\u5792\u5c31\u53ea\u662f\u201c\u96c6\u6210\u5f00\u7bb1\u201d\u7684\u4fbf\u5229\u6027\uff0c\u800c\u975e\u4e0d\u53ef\u66ff\u4ee3\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u4e0e\u4efb\u610fAI agent\/\u6280\u672f\u6808\u534f\u4f5c\u201d\u770b\u4f3c\u7075\u6d3b\uff0c\u5b9e\u5219\u53ef\u80fd\u5e26\u6765\u517c\u5bb9\u6027\u98ce\u9669\u3002\u5185\u90e8\u5de5\u5177\u4e94\u82b1\u516b\u95e8\uff0c\u4ece\u811a\u672c\u5230Web\u5e94\u7528\uff0c\u4ecePython\u5230Node\uff0c\u4e00\u4e2a\u201c\u8fd0\u884c\u65f6\u201d\u60f3\u8981\u4f18\u96c5\u9694\u79bb\u4e00\u5207\u800c\u4e0d\u9700\u8981\u7528\u6237\u6539\u9020\u4ee3\u7801\uff0c\u5de5\u7a0b\u6311\u6218\u5de8\u5927\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cCompartment\u627e\u51c6\u4e86\u573a\u666f\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u5f00\u53d1\u8005\u73a9\u5177\u201d\u5347\u534e\u4e3a\u201c\u4f01\u4e1a\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u96f6\u914d\u7f6e\u90e8\u7f72\u201d\u548c\u201c\u6df1\u5ea6\u5b89\u5168\u63a7\u5236\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u5e76\u771f\u6b63\u8ba9\u8fd0\u7ef4\u56e2\u961f\u7231\u4e0a\u5b83\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u6f02\u4eae\u7684\u7ba1\u7406\u9762\u677f\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\">Compartment<\/span>\n <\/div>\n<div class=\"comment-content\">Compartment is a self-hosted open-source runtime for AI-built internal apps. It gives teams one place to run and share the apps, scripts, workers, and automations created with AI coding agents, on infrastructure they own. Use Cursor, Claude, Codex, or any stack your team already works with. Compartment turns the code into team-ready software with isolation, RBAC, SSO, and audit logs built in.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>AI coding agents have made it much easier to create useful internal software: small admin apps, scripts, workers, dashboards, automations, and one-off tools that solve real team problems.<\/p>\n<p>But sharing those tools is still messy.<\/p>\n<p>They often stay on someone\u2019s laptop, get deployed behind random links, run without clear ownership, or become hard to access, audit, and maintain once more people start depending on them.<\/p>\n<p>We built Compartment as an open-source, self-hosted runtime for this new wave of internal software.<\/p>\n<p>The idea is simple: your team can build with any AI coding agent or technology stack, then run and share the result from one place, on infrastructure you own.<\/p>\n<p>Compartment supports internal apps, scripts, workers, services, and automations, with isolation, RBAC, SSO, and audit logs built in.<\/p>\n<p>We\u2019re launching today because we think AI-built internal tools need a proper home, not more ad hoc sharing.<\/p>\n<p>Would love to hear how your team is currently handling apps and automations built with AI agents.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I keep coming back to this: internal tools don’t always start as “projects” anymore. They often start as a quick fix from the person closest to the pain, not as something planned by a central team weeks later.<\/p>\n<\/p>\n<p>That seems like a huge unlock, but also brings a new kind of chaos. For teams already seeing this happen: what do you actually do with these tools once they start being useful – where do they live, how do people discover\/use them, and who ends up maintaining them?<\/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\/@_nixa_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_nixa_<\/a> Congrats on the launch. Solving the distribution chaos for ad-hoc internal tools is a classic scaling headache.<\/p>\n<p>The engineering layer looks robust, but your hero narrative is leaking conversion potential right now.<\/p>\n<p>The headline “Your whole team can ship” is aspirational, but it lacks the specific operational outcome that convinces a decision maker. It tells the reader that they can ship, but it doesn’t define the competitive advantage of using your runtime versus just pushing to a public cloud or standard internal server.<\/p>\n<p>Enterprise team leads do not buy “control” as an abstract concept. They buy reduced maintenance overhead, standardized security posture, and the ability to turn ad-hoc scripts into reliable team utilities without waiting for a DevOps ticket.<\/p>\n<p>Flipping your positioning from “infrastructure runtime” to “enterprise utility layer” will help you capture the non-technical stakeholders who actually control the budget.<\/p>\n<p>Solid build on the audit and RBAC layer. Good luck with the leaderboard metrics today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 weirdest thing about AI-built tools is that many of them take less time to create than to make trustworthy.<\/p>\n<\/p>\n<p>Getting a prototype is easy now. Making it something another person on your team can safely use, maintain, and build on is still the real work.<\/p>\n<\/p>\n<p>That gap is a big part of why we built Compartment. We kept seeing useful internal apps appear very quickly, then get stuck in a limbo between \u201ccool demo\u201d and \u201csomething the team can actually depend on.\u201d<\/p>\n<\/p>\n<p>Would love to hear if others here are running into the same problem.<\/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<\/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\/4YDH24I7OKE3FU\" class=\"app-title\">AccountyCat<\/a><\/p>\n<div class=\"one-liner\">A focus companion that actually gets context<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">106<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AccountyCat\u662f\u4e00\u6b3e\u57fa\u4e8eAI\u4e0a\u4e0b\u6587\u611f\u77e5\u7684macOS\u4e13\u6ce8\u4f34\u4fa3\u5de5\u5177\uff0c\u901a\u8fc7\u8bc6\u522b\u5f53\u524d\u5e94\u7528\u548c\u7a97\u53e3\u6807\u9898\uff08\u5fc5\u8981\u65f6\u622a\u5c4f\uff09\u6765\u5224\u65ad\u7528\u6237\u662f\u5426\u771f\u6b63\u5206\u5fc3\uff0c\u800c\u975e\u7b80\u5355\u7c97\u66b4\u5730\u5c4f\u853d\u7f51\u7ad9\u6216\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5c4f\u853d\u7c7b\u4e13\u6ce8\u5de5\u5177\u201c\u8981\u4e48\u5168\u5c01\u8981\u4e48\u5168\u89e3\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\/c526e6f3-fa42-47d3-bf06-1fa54e648072.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfffa923-620d-4272-a5c9-f080f1d8ef2d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a006f8a4-6e23-40d6-aee3-90b0b5cc53e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/358bc7b9-ea64-4c78-8dca-480f7a168b9a.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\/2d9fb1e3-e890-4ae0-8228-99950217ba9f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/GzcEtnBT06Y\"><source src=\"https:\/\/youtu.be\/GzcEtnBT06Y\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u4e13\u6ce8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u5206\u5fc3\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">Qwen\u672c\u5730\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">OpenRouter<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u7a97\u53e3\u6d3b\u52a8\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u884c\u4e3a\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3\u5c4f\u853d\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\u666e\u904d\u8ba4\u53ef\u201c\u533a\u5206\u5de5\u5177\u6027YouTube\u4e0e\u5a31\u4e50\u6027YouTube\u201d\u7684\u521b\u610f\u3002\u6838\u5fc3\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u652f\u6301Windows\/Linux\u3001\u80fd\u6309\u5e94\u7528\u542f\u7528\u800c\u975e\u5168\u7cfb\u7edf\u76d1\u63a7\uff08\u5df2\u5b9e\u73b0\uff09\u3001\u67e5\u770b\u63d0\u9192\u903b\u8f91\u7684\u65e5\u5fd7\u3002\u6709\u7528\u6237\u62c5\u5fe7\u9ad8\u9891\u7387\u4efb\u52a1\u5207\u6362\u53ef\u80fd\u8ba9AI\u56f0\u60d1\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u53ef\u901a\u8fc7\u914d\u7f6e\u591a\u4efb\u52a1\u6863\u6848\u89e3\u51b3\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 AccountyCat\u5207\u4e2d\u4e86\u4e00\u4e2a\u957f\u4e45\u4ee5\u6765\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u4e13\u6ce8\u5de5\u5177\u4e0d\u662f\u201c\u76d1\u5de5\u201d\uff0c\u800c\u662f\u201c\u52a9\u7406\u201d\u3002\u4f20\u7edf\u5c4f\u853d\u7c7b\u8f6f\u4ef6\u7684\u95ee\u9898\u5728\u4e8e\u5176\u201c\u975e\u9ed1\u5373\u767d\u201d\u7684\u54f2\u5b66\u2014\u2014\u8981\u4e48\u7981\u6b62\uff0c\u8981\u4e48\u5141\u8bb8\uff0c\u5b8c\u5168\u5ffd\u7565\u4e86\u7528\u6237\u884c\u4e3a\u7684\u610f\u56fe\u3002Jonas\u7528\u5927\u6a21\u578b\u505a\u4e0a\u4e0b\u6587\u611f\u77e5\uff0c\u770b\u4f3c\u662f\u6280\u672f\u4e0a\u7684\u7b80\u5355\u53e0\u52a0\uff0c\u5b9e\u5219\u662f\u4ea7\u54c1\u7406\u5ff5\u7684\u6839\u672c\u8f6c\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u67b6\u6784\u4e0a\u770b\uff0c\u672c\u5730Qwen\u6a21\u578b+\u53ef\u9009OpenRouter\u7684\u65b9\u6848\u517c\u987e\u4e86\u9690\u79c1\u4e0e\u7075\u6d3b\u6027\uff0c\u5f00\u6e90\u4ee3\u7801\u4e5f\u964d\u4f4e\u4e86\u4fe1\u4efb\u95e8\u69db\u3002\u4f46\u8fd9\u4e5f\u5f15\u51fa\u4e86\u6838\u5fc3\u95ee\u9898\uff1a**AI\u8bef\u5224\u7684\u6210\u672c\u6709\u591a\u9ad8\uff1f** \u5c3d\u7ba1\u5f00\u53d1\u8005\u5c06\u201c\u5e72\u6270\u5408\u6cd5\u5de5\u4f5c\u89c6\u4e3aBug\u201d\uff0c\u4f46LLM\u5728\u5904\u7406\u6a21\u7cca\u573a\u666f\uff08\u5982\u540c\u65f6\u5199\u4ee3\u7801\u548c\u67e5\u6587\u6863\uff09\u65f6\u96be\u514d\u72af\u9519\uff0c\u7528\u6237\u6bcf\u4e00\u6b21\u624b\u52a8\u7ea0\u6b63\u90fd\u662f\u5bf9\u4fe1\u4efb\u611f\u7684\u6d88\u8017\u3002\u5f53\u524d\u867d\u7136\u8bbe\u8ba1\u4e86\u201c\u5b66\u4e60\u8bb0\u5fc6\u201d\u673a\u5236\uff0c\u4f46\u8fd9\u9700\u8981\u8db3\u591f\u7684\u6570\u636e\u5bc6\u5ea6\u548c\u7cbe\u51c6\u7684\u8d1f\u53cd\u9988\u5faa\u73af\uff0c\u5426\u5219AI\u53ef\u80fd\u4ec5\u5b66\u4f1a\u201c\u6c89\u9ed8\u201d\u800c\u975e\u201c\u8fa8\u522b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0cmacOS\u72ec\u5360\u548cApple Silicon\u9650\u5236\u51b3\u5b9a\u4e86\u5b83\u5f53\u524d\u53ea\u662f\u5c0f\u4f17\u73a9\u5bb6\u7684\u73a9\u5177\u3002\u8003\u8651\u5230Windows\u7528\u6237\u7fa4\u4f53\u5de8\u5927\uff0c\u4e14WSL\u3001\u865a\u62df\u5316\u573a\u666f\u7684\u590d\u6742\u6027\u624d\u662f\u5206\u5fc3\u7ba1\u7406\u7684\u771f\u6b63\u6218\u573a\uff0c\u56e2\u961f\u82e5\u6b62\u6b65\u4e8e\u201c\u793e\u533a\u8d21\u732e\u201d\u7684\u88ab\u52a8\u7b56\u7565\uff0c\u5f88\u53ef\u80fd\u88abCopycat\u5feb\u901f\u62a2\u5360\u5e02\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u6709\u8da3\u7684\u662f\u5176\u201c\u88ab\u7ba1\u7406\u578b\u201d\u8ba2\u9605\u6a21\u5f0f\u2014\u2014\u82e5\u80fd\u5c06AI\u7684\u63d0\u9192\u7b56\u7565\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u7684\u6548\u7387\u6307\u6807\uff08\u5982\u201c\u6bcf\u65e5\u5408\u7406\u5206\u5fc3\u6b21\u6570\u201d\uff09\uff0c\u5c31\u80fd\u4ece\u5de5\u5177\u8715\u53d8\u4e3a\u751f\u4ea7\u529b\u53cd\u9988\u7cfb\u7edf\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u201c\u5206\u7c7bYouTube\u201d\u66f4\u5177\u957f\u671f\u4ef7\u503c\u3002\u4f46\u5728\u6b64\u4e4b\u524d\uff0c\u5b83\u9700\u8981\u8bc1\u660e\uff1a\u5728\u968f\u673a\u6ce2\u52a8\u4e2d\uff0cAI\u7684\u5224\u65ad\u80fd\u7a33\u5b9a\u4f18\u4e8e\u7528\u6237\u4f9d\u9760\u81ea\u6211\u8ba4\u77e5\u7684\u76f4\u89c9\u6392\u67e5\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\">AccountyCat<\/span>\n <\/div>\n<div class=\"comment-content\">AccountyCat is a focus companion for macOS that reads context instead of blocking lists. It sits in your menu bar, sees your active app and window title (and a screenshot only when needed), then quietly nudges when you drift. Sometimes YouTube is procrastination, sometimes it’s the tutorial \u2014 AC tells the difference. Runs fully on-device with Qwen via llama.cpp, or with your own OpenRouter key. Open source, auditable, private. Interrupting legitimate work is treated as a bug.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I built AccountyCat because i can’t live without a blocking app but strict blocking doesn’t work. There is always an exception needed and I just ended up unblocking everything again all the time. Not helpful for me. <\/p>\n<p>AC watches the active app and window title and takes a screenshot when the text context isn’t enough. An LLM decides whether to stay quiet, nudge gently, or ask (accountability). Most checks result in nothing happening. When thinks you’re drifting off, it will nudge you.<\/p>\n<p>A few more things:<br \/>\n\u2022 Two modes. Everyday tolerates errands, breaks, life admin. Named focus sessions are stricter \u2014 you opted in.<br \/>\n\u2022 It learns. Correct it, set a rule, click “it’s fine” on a nudge \u2014 AC remembers. Repeated patterns surface as suggestions you accept or dismiss, never silent changes.<br \/>\n\u2022 Open source (feel free to contribute to make it even better:)). Screen Recording and Accessibility are serious permissions. You can read exactly what happens with them.<br \/>\n\u2022 Your choice of brain. Fully on-device with Qwen (no account, no key, no internet), or BYOK via OpenRouter with ZDR enforced. A managed flat-fee option is on the waitlist.<\/p>\n<p>Apple Silicon only for now. MIT licensed.<\/p>\n<p>Would love feedback \u2014 especially from anyone who’s bounced off blocking apps before. What does focus tooling get wrong for you?<\/p>\n<p>\u2014 Jonas<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jonas_strabel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonas_strabel<\/a> Love the idea! Mochi is a very cute cat ^__^ laughed at the “You said you were coding. Is Youtube helping?” hehe<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 distinction between “procrastination” YouTube vs “tutorial” YouTube is genuinely clever. Curious how AC handles ambiguous cases over time: does the nudge frequency adapt as it learns your personal patterns, or does each session start fresh? And is there a way to review the reasoning behind a nudge after the fact, like a log of why it flagged something?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anastasija_pm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anastasija_pm<\/a> Thanks your your comment! It does learn, yes. AC builds up memory with time to adjust to user preferences. You can see all the rules \/ memory that AC makes for transparency. You can also simply chat with AC and ask her why she did or didn’t do something. AC is is an approachable companion \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>Very cool idea and implementation! and there are even three characters to choose from, wow! one thing i’m wondering: if i usually switch between tasks, will my cat be confused? \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kseniya_avtukhovich1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kseniya_avtukhovich1<\/a> Thank you so much, happy you like it! Depends on how you do it \ud83d\ude42 I also have some profiles where its like ‘Coding + Reading + …’. That works well \ud83d\ude00 If you want to stay focused on each task for a small period, profile switching from task to task works in no time as well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The more I look at it, the more I want to try it – but I use Windows ;(<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@margarita_s88\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@margarita_s88<\/a> Haha thank you! That means a lot. \ud83d\ude4f A Windows version is definitely on the ultimate wish list! It currently relies heavily on macOS-specific workspace APIs to read the screen context, but since the project is fully open-source, I’m really hoping the community can help bring the cat to Windows down the road!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 cuteee.. I wish it existed for Linux as well \ud83d\ude10<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashishkingdom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashishkingdom<\/a> Thank you so much! \ud83d\udc3e Glad you like the vibe!<\/p>\n<p>Right now, it’s macOS-only because it relies pretty heavily on native macOS APIs to understand the active window context. Tracking that on Linux (especially with Wayland\/X11 differences) is a whole different puzzle.<\/p>\n<p>That said, AccountyCat is 100% open-source! I\u2019d absolutely love it if a Linux developer wanted to jump in, collaborate, or fork it to bring the cat to Linux. The repo is open for contributions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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, Jonas! \ud83d\ude38 I came across this by chance and visited your website. I have tried many distraction blocking apps and they didn’t work much. I would get calls or there would be something or the other. So, I’ll unblock the apps and it totally beats the purpose of it.<\/p>\n<\/p>\n<p>Your Accounty Cat seems cool but I have a question. You’ve mentioned on your website that screenshots are analysed and discarded. I have to follow strict privacy policies at work. Is there a way that I can enable Accounty Cat for only certain apps and not my whole system?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@archanaa11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@archanaa11<\/a> <br \/>Hey Archanaa! Thank you so much for your comment, I am glad AC could be helpful to you! <\/p>\n<p>A possible quick fix: If you add an allow rule for those apps, AC willl never check them. <\/p>\n<p>Screenshots can be disabled globally, but disabling them for certain apps is actually a good idea. I will add this to the backlog.<\/p>\n<p>I will also look into AC being only enabled for certain apps, that also seems like a great suggestion, thank you for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@archanaa11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@archanaa11<\/a> Hi Archanaa, just wanted to say that your feature request is shipped with v1.03 (now current version). You can find it in the ‘you’ tab in the settings. Thanks again for the great 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\">I just shipped a small free test run for AC. I\u2019m looking for honest early feedback: use code ACFIRST during setup for a zero-cost cloud-AI (OpenRouter – Zero Data Retention) trial, usually enough to properly try it out. Download, paste the code, grant permissions, and you\u2019re in \ud83d\ude01 Tell me what helped, what felt annoying, and what would make you keep using it. \ud83e\udd17<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Focus tools that ‘get context’ are the holy grail \u2014 most of them either timer-bro-shame you or try to be a full second brain. Curious where AccountyCat lands on that spectrum. Asking because I built the Excel for Financial Modelling course on Udemy and a recurring student-question pattern is: ‘how do you focus deeply enough to actually internalize the structural side of a model vs. just clicking through tutorials?’ Most of them are missing exactly this \u2014 a focus layer that adapts to the depth of work, not just blocks notifications.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IATUFVMZ4OFCEG\" class=\"app-title\">Stage<\/a><\/p>\n<div class=\"one-liner\">Screen recording for demos, bugs, and updates<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Stage\u662f\u4e00\u6b3e\u514d\u8d39macOS\u5f55\u5c4f\u5de5\u5177\uff0c\u4e13\u4e3a\u4ea7\u54c1\u6f14\u793a\u3001Bug\u53cd\u9988\u66f4\u65b0\u7b49\u573a\u666f\u8bbe\u8ba1\uff0c\u89e3\u51b3\u7528\u6237\u5f55\u5b8c\u89c6\u9891\u540e\u4ecd\u9700\u590d\u6742\u526a\u8f91\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u5c4f\u5e55\u3001\u6444\u50cf\u5934\u3001\u97f3\u9891\u3001\u5149\u6807\u548c\u6309\u952e\u52a8\u4f5c\u540c\u6b65\u5f55\u5236\u5e76\u5feb\u901f\u4ea7\u51fa\u7cbe\u81f4\u6f14\u793a\u89c6\u9891\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\/0e1fa60f-0775-4709-8827-e0f0e93545f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8fe35ff3-6a41-4d06-bd55-b4c6385381e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f18c060-2ec4-4a07-a71f-4a871a557e30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8dc2b36b-38cf-4cec-aa76-881021432be4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ac7aa48-4374-4bff-8352-dd7f7986473d.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\/0f3001ec-a86a-4770-9d37-f9ef9c9bd306.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/73G3AL69b8k\"><source src=\"https:\/\/youtu.be\/73G3AL69b8k\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f55\u5c4f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">\u5149\u6807\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u6309\u952e\u663e\u793a<\/span><br \/>\n <span class=\"tag\">\u5b57\u5e55\u6dfb\u52a0<\/span><br \/>\n <span class=\"tag\">Bug\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u6210\u7247<\/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\u5f55\u5236\u540e\u9700\u590d\u6742\u7f16\u8f91\u7684\u75db\u70b9\uff0c\u53cd\u9988\u8be2\u95ee\u7f16\u8f91\u901f\u5ea6\uff0810\u5206\u949f\u5185\u80fd\u5426\u51fa\u7247\uff09\u3001\u662f\u5426\u652f\u6301\u89c6\u9891\u5bfc\u5165\u3001\u81ea\u52a8\u7f29\u653e\u529f\u80fd\uff1b\u5efa\u8bae\u4e2d\u63d0\u53ca\u5e0c\u671b\u52a0\u5165\u610f\u56fe\u6807\u8bb0\uff08\u5982Bug\u3001\u51b3\u7b56\u70b9\uff09\u4ee5\u589e\u5f3a\u6f14\u793a\u53d9\u4e8b\u6027\uff0c\u4ee5\u53ca\u52a8\u753b\u80cc\u666f\u7b49\u589e\u5f3a\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 Stage\u7cbe\u51c6\u5361\u4f4d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u4e2d\u95f4\u5730\u5e26\u2014\u2014\u5b83\u65e2\u4e0d\u50cf\u7cfb\u7edf\u81ea\u5e26\u5f55\u5c4f\u90a3\u6837\u7b80\u964b\uff0c\u53c8\u907f\u5f00\u4e86Final Cut Pro\u7b49\u4e13\u4e1a\u5de5\u5177\u7684\u6c89\u91cd\u8d1f\u62c5\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u529f\u80fd\u591a\u201d\uff0c\u800c\u662f\u201c\u6d41\u7a0b\u903b\u8f91\u7684\u5bf9\u9f50\u201d\uff1a\u5c06\u539f\u672c\u5206\u6563\u5728\u5f55\u5236\u3001\u526a\u8f91\u3001\u5b57\u5e55\u3001\u5149\u6807\u7f8e\u5316\u7b49\u591a\u4e2a\u73af\u8282\u7684\u64cd\u4f5c\uff0c\u538b\u7f29\u4e3a\u4e00\u4e2a\u8fde\u8d2f\u7684\u611f\u77e5\u7cfb\u7edf\u3002\u4ece\u8bc4\u8bba\u53ef\u89c1\uff0c\u7528\u6237\u538c\u70e6\u7684\u4e0d\u662f\u526a\u8f91\u672c\u8eab\uff0c\u800c\u662f\u201c\u4e3a\u4e00\u4e2a\u5c0f\u6f14\u793a\u542f\u52a8\u6574\u4e2a\u89c6\u9891\u5de5\u4f5c\u6d41\u201d\u7684\u5fc3\u7406\u95e8\u69db\u3002Stage\u901a\u8fc7\u540c\u6b65\u591a\u8f68\u5f55\u5236+\u8f7b\u91cf\u540e\u671f\uff08\u5b57\u5e55\u3001\u5149\u6807\u3001\u6309\u952e\uff09\u5b9e\u73b0\u4e86\u201c\u6240\u89c1\u5373\u6240\u5f97\u201d\u7684\u6f14\u793a\u4ea7\u51fa\uff0c\u8fd9\u6b63\u662f\u521b\u59cb\u4eba\u3001PM\u7b49\u975e\u4e13\u4e1a\u89c6\u9891\u521b\u4f5c\u8005\u9700\u8981\u7684\u3002\u4f46\u9690\u60a3\u4e5f\u660e\u663e\uff1a\u4ec5\u652f\u6301macOS\uff0c\u4e14\u7f3a\u4e4f\u89c6\u9891\u5bfc\u5165\u4e0e\u591a\u8f68\u7f16\u8f91\u80fd\u529b\uff0c\u4e00\u65e6\u7528\u6237\u5bf9\u201c\u6f14\u793a\u201d\u7684\u9700\u6c42\u5347\u7ea7\u4e3a\u201c\u6559\u7a0b\u201d\u6216\u201c\u57f9\u8bad\u5185\u5bb9\u201d\uff0cStage\u53ef\u80fd\u8fc5\u901f\u89e6\u53ca\u5929\u82b1\u677f\u3002\u53e6\u5916\uff0c\u8bc4\u8bba\u4e2d\u201c10\u5206\u949f\u51fa\u7247\u201d\u867d\u7136\u662f\u5356\u70b9\uff0c\u4f46\u4e5f\u6697\u793a\u5176\u8fb9\u754c\u2014\u2014\u4e0d\u652f\u6301\u590d\u6742\u53d9\u4e8b\u7ed3\u6784\u3002\u5efa\u8bae\u5c3d\u5feb\u652f\u6301\u89c6\u9891\u5bfc\u5165\u4e0e\u65f6\u95f4\u8f74\u6807\u8bb0\u529f\u80fd\uff0c\u5426\u5219\u5bb9\u6613\u6210\u4e3a\u201c\u7528\u5b8c\u5373\u5f03\u201d\u7684\u5de5\u5177\u578b\u4ea7\u54c1\uff0c\u800c\u975e\u5e73\u53f0\u578b\u5165\u53e3\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\">Stage<\/span>\n <\/div>\n<div class=\"comment-content\">Record your product walkthrough with screen, camera, audio, cursor, and keystrokes all in sync. Add subtitles, clean it up fast, and publish a polished demo without becoming a video editor.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I\u2019m Aleksei, maker of Stage.<\/p>\n<p>I built Stage because creating a polished product demo still feels way harder than it should. Most screen recorders are either too basic, too heavy, too expensive, or they turn a simple walkthrough into a video editing project.<\/p>\n<p>Stage is a free macOS app for recording product demos. After recording, you can clean things up: add subtitles, adjust the webcam, customize or hide the cursor, show keystrokes, and add a background.<\/p>\n<p>I would love feedback from founders, designers, PMs, engineers, and anyone who records product walkthroughs.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kipin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kipin<\/a> Definitely trying this out. Congratulations on your 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\/@kipin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kipin<\/a> This is a really solid problem to tackle. I have also encountered the same issue before trying to make simple demos and somehow ending up in full editing mode. With features like this, it definitely feels like it removes a lot of that friction and makes the whole process more lightweight. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 both the simplicity of the product and the fact that it solves the problem I have: making any type of the video would turn into the nightmare we so-so result. Thanks for launching this one <a href=\"https:\/\/www.producthunt.com\/@kipin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kipin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kipin<\/a> \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tazumee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tazumee<\/a> thanks Maksim \ud83d\ude4c let me know how it works for you. I\u2019d love to hear 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>I hate how much time I waste turning raw recordings into decent demos. This tool seems to handle everything in one flow – synced recording, subtitles, quick cleanup.<\/p>\n<p>How fast is the editing process in practice? Can you usually get a polished video out in under 10 minutes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@hsr88 that\u2019s the exact problem I had. I designed it for fast output. Creating a demo with Stage is totally doable in 10 minutes if you\u2019re happy with the recording. The editing process itself is super simple.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \u201cpolished demo without becoming a video editor\u201d framing is strong. For founders and PMs, the time sink is often not only cleanup; it is deciding what the viewer should notice and why it matters.<\/p>\n<\/p>\n<p>One feature direction I\u2019d love to see in tools like this is lightweight intent markers while recording: bug, decision point, customer-facing benefit, setup step, gotcha. Even if those just become editable chapter labels later, they would help a raw walkthrough turn into a useful demo or handoff without forcing the maker to reconstruct the story after the recording.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> thanks. That\u2019s a great suggestion. I was thinking about interactive demo functionality, but that would require a lot more than just a video file. What you\u2019re suggesting feels related, but it fits Stage much better: it keeps things simple and fast while making a recording more valuable than a regular video. I\u2019ll think through what I can do with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Loved the product, i haven’t played with bg yet but having animated bg would be cool for high production screen demos.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amloh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amloh<\/a> thank you! Animated backgrounds are on my radar \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Aleksei, congratulations with the launch \ud83d\udc4f<\/p>\n<p>The UI looks great and the app has many nice features!<\/p>\n<p>Does it support importing your own video for quick edits, e.g. adding manual zoom?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@petersamokhin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petersamokhin<\/a> thank you! It doesn\u2019t support video uploads yet, but I have plans to extend the editor\u2019s capabilities and support video uploads.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it have auto zoom ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shuvodip\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shuvodip<\/a> yes, it has two zoom modes: auto zoom, which follows your mouse pointer, and manual zoom, which stays in a fixed position.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/UMCBCKRMO2LD5O\" class=\"app-title\">Kim Personal Health Assistant<\/a><\/p>\n<div class=\"one-liner\">The intelligence layer for Apple Health<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kim\u662f\u4e00\u6b3e\u5c06Apple Health\u6570\u636e\u8f6c\u5316\u4e3a\u4e2a\u6027\u5316\u5bf9\u8bdd\u4e0e\u81ea\u8eab\u4f53\u9a8c\u5b9e\u9a8c\u7684\u4e2a\u4eba\u5065\u5eb7\u52a9\u624b\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u7e41\u6742\u7684\u4f53\u5f81\u6570\u636e\u4e2d\u627e\u5230\u771f\u6b63\u5f71\u54cd\u81ea\u8eab\u72b6\u6001\u7684\u89c4\u5f8b\uff0c\u800c\u975e\u4ec5\u770b\u4eea\u8868\u76d8\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\/1831c697-0cdc-49e9-be9c-4772370029d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa08097a-4a7d-40c8-bfea-5901c6f099ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72bfb66a-13a2-42ce-8977-3843d4df13f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6ec9885-3f80-454b-ba48-790b65f737d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/854330ee-c9bb-4848-88f7-d10a208639b2.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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u5065\u5eb7\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">Apple Health\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u6570\u636e\u89e3\u8bfb<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b9e\u9a8c<\/span><br \/>\n <span class=\"tag\">\u751f\u7269\u7279\u5f81\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u6211\u91cf\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/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\u201c\u4e2a\u4eba\u5b9e\u9a8c\u201d\u4e0e\u60c5\u7eea\u65e5\u5fd7\u7b49\u5dee\u5f02\u5316\u529f\u80fd\uff0c\u5e76\u5173\u6ce8\u5176\u80fd\u5426\u8bc6\u522b\u6709\u610f\u4e49\u7684\u957f\u671f\u89c4\u5f8b\u800c\u975e\u77ed\u671f\u6ce2\u52a8\u3002\u53cd\u9988\u5efa\u8bae\u5305\u62ec\u652f\u6301\u533b\u5b66\u6587\u4ef6\/\u622a\u56fe\u4e0a\u4f20\uff0c\u4ee5\u53ca\u4fee\u590d\u5728\u8bfb\u53d6\u6d4b\u91cf\u4fe1\u606f\u65f6\u5361\u7247\u65e0\u6cd5\u6eda\u52a8\u7684Bug\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 Kim\u7684\u5b9a\u4f4d\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u5065\u5eb7App\u9886\u57df\u7684\u201c\u6570\u636e\u5b64\u5c9b\u201d\u73b0\u8c61\uff1a\u7528\u6237\u624b\u73af\u3001\u624b\u8868\u4e0a\u7684\u5fc3\u7387\u3001HRV\u3001\u7761\u7720\u7b49\u6570\u636e\u5806\u79ef\u5982\u5c71\uff0c\u4f46\u7f3a\u4e4f\u4e00\u4e2a\u80fd\u76f4\u63a5\u56de\u7b54\u201c\u8fd9\u5bf9\u6211\u610f\u5473\u7740\u4ec0\u4e48\u201d\u7684\u667a\u80fd\u5c42\u3002\u5b83\u4e0d\u8bd5\u56fe\u505a\u53e6\u4e00\u4e2a\u8ffd\u6c42\u6570\u636e\u7cbe\u5ea6\u7684\u5065\u5eb7\u76d1\u6d4b\u5668\uff0c\u800c\u662f\u505a\u201c\u6570\u636e\u7ffb\u8bd1\u5b98\u201d\u2014\u2014\u628a\u51b0\u51b7\u7684\u6570\u5b57\u8f6c\u6210\u6d1e\u89c1\u548c\u884c\u52a8\u5efa\u8bae\uff0c\u8fd9\u4e2a\u7b56\u7565\u5728\u7528\u6237\u201c\u6570\u636e\u75b2\u52b3\u201d\u7684\u65f6\u4ee3\u663e\u5f97\u660e\u667a\u4e14\u5fc5\u8981\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6570\u636e\u91c7\u96c6\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u201c\u4e2a\u4eba\u5b9e\u9a8c\u201d\u8fd9\u4e2a\u9887\u5177\u79d1\u5b66\u7cbe\u795e\u7684\u6846\u67b6\u3002\u5141\u8bb8\u7528\u6237\u81ea\u5df1\u8bbe\u5b9a\u53d8\u91cf\uff08\u5982\u662f\u5426\u670d\u7528\u9541\u5242\uff09\uff0c\u7136\u540e\u5bf9\u7167\u8eab\u4f53\u53cd\u9988\uff08\u5982\u7761\u7720\u8d28\u91cf\uff09\uff0c\u8fd9\u6bd4\u5343\u7bc7\u4e00\u5f8b\u7684\u201c\u6700\u4f73\u7761\u7720\u5efa\u8bae\u201d\u66f4\u6709\u8bf4\u670d\u529b\u548c\u79c1\u5bc6\u6027\u3002\u7ed3\u5408\u60c5\u7eea\u3001\u80fd\u91cf\u7684\u4e3b\u89c2\u65e5\u5fd7\uff0c\u4e5f\u5f25\u8865\u4e86\u7eaf\u4f20\u611f\u5668\u6570\u636e\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u7684\u81f4\u547d\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u4e24\u4e2a\u6f5c\u5728\u6311\u6218\uff1a\u5176\u4e00\uff0c\u4ece\u8bc4\u8bba\u770b\uff0cBug\u548c\u529f\u80fd\u7f3a\u5931\uff08\u5982\u4e0d\u652f\u6301\u6587\u4ef6\u4e0a\u4f20\uff09\u8868\u660e\u5c1a\u5904\u65e9\u671f\uff0c\u7528\u6237\u5bf9\u201c\u7406\u89e3\u6570\u636e\u201d\u7684\u671f\u5f85\u662f\u5426\u4f1a\u88ab\u7c97\u7cd9\u7684\u4ea4\u4e92\u4f53\u9a8c\u6d88\u78e8\u6389\uff0c\u9700\u8981\u5feb\u901f\u8fed\u4ee3\u6765\u9a8c\u8bc1\u3002\u5176\u4e8c\uff0c\u201c\u4e2a\u4eba\u5b9e\u9a8c\u201d\u7684\u7ed3\u679c\u63ed\u793a\u672a\u5fc5\u603b\u662f\u79ef\u6781\u7684\u751a\u81f3\u53ef\u80fd\u662f\u865a\u5047\u7684\uff08\u6df7\u6dc6\u53d8\u91cf\u3001\u5b89\u6170\u5242\u6548\u5e94\uff09\uff0cKim\u662f\u9009\u62e9\u8bda\u5b9e\u5448\u73b0\u4e0d\u786e\u5b9a\u6027\uff0c\u8fd8\u662f\u81ea\u4fe1\u8f93\u51fa\u201c\u884c\u52a8\u5efa\u8bae\u201d\uff1f\u4ece\u884c\u4e1a\u89d2\u5ea6\u770b\uff0c\u8de8\u51fa\u201c\u89e3\u91ca\u201d\u8d70\u5411\u201c\u6559\u7ec3\u201d\u662f\u66f4\u5927\u7684\u5dee\u5f02\u5316\uff0c\u4f46\u4e5f\u4f34\u968f\u7740\u5de8\u5927\u7684\u8d23\u4efb\u548c\u6cd5\u5f8b\u98ce\u9669\u3002\u5982\u679cKim\u80fd\u59cb\u7ec8\u5c0a\u91cd\u6570\u636e\u7684\u4e0d\u5b8c\u7f8e\uff0c\u5e76\u5f15\u5bfc\u7528\u6237\u8fdb\u884c\u79d1\u5b66\u7684\u81ea\u6211\u53d1\u73b0\uff0c\u5b83\u8fdc\u6bd4\u90a3\u4e9b\u6545\u4f5c\u9ad8\u6df1\u7684\u201cAI\u5065\u5eb7\u6559\u7ec3\u201d\u66f4\u5177\u957f\u7ebf\u4ef7\u503c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Kim Personal Health Assistant<\/span>\n <\/div>\n<div class=\"comment-content\">Meet Kim, a personal health assistant that turns your health data into simple conversations and personal experiments, helping you understand what actually works for your body. Kim becomes more personalized the more data you provide.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I\u2019m Adrin building Kim. People have more health data than ever, but less clarity. We tracks sleep, workouts, heart rate, HRV, activity, and recovery, but most people are still left asking, \u201cWhat does this actually mean for me?\u201d So we built Kim, a personal health assistant that turns health data into simple conversations and personal experiments. You can ask things like why you\u2019re tired, whether magnesium is helping your sleep, if a workout affected your recovery, or what patterns are showing up in your body data. Kim also helps you log and analyze food, supplements, mood, energy, and habits so your health data has more context. Our goal is simple: less dashboard, more understanding. Lanre and I will be here reading every comment. Tell us what to build next \ud83d\udc99<\/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\/@second_son_of_god\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@second_son_of_god<\/a> Really like the focus on \u201cpersonal experiments\u201d instead of generic wellness advice. Most health apps track data, but very few help people actually interpret it in a way that feels actionable and personal. How are you helping users distinguish between meaningful patterns and random short-term fluctuations in their health data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@second_son_of_god\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@second_son_of_god<\/a> Interesting product. I recently found out some weird issues during recovery. I assume there’s a way to upload \/ screenshot medical papers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Thank you so much! Right now, Kim doesn\u2019t support uploading medical papers or screenshots yet. Current version connects with Apple Health and helps you understand your data, surface patterns, and log things like mood, energy, food, and supplements. File\/screenshot upload is something we\u2019re hoping to add in the upcoming update.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Download Kim on Appstore: <a href=\"https:\/\/apps.apple.com\/ca\/app\/kim-personal-health-assistant\/id6763202025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/ca\/app\/kim-personal-health-assistant\/id6763202025<\/a><br \/>It’s for free<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Logging mood and energy alongside biometric data is smart. It adds the subjective layer that pure sensor data misses. That context is what makes the insights actually useful.<\/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\">@marianna_tymchuk your absolutely right. Wearable data alone can miss so much context, like mood, energy, soreness, stress, food, or supplements.<\/p>\n<p>The goal is to help people understand not just what changed, but why it may have changed for them over time.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You should be able to monitor your health without it being a full time job. Just tell Kim, she’ll handle the rest \ud83d\udc99<\/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\/@lanr3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lanr3<\/a> Exactly. Let Kim handle the data, so you can focus on what to do next. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Less dashboard, more understanding” is the gap I keep seeing in any passive-data domain, not just health. The same pattern applies to residential energy \u2014 most solar installs ship with an inverter app showing kWh produced, kWh exported, battery state of charge, etc. Most homeowners can’t translate that into “should I be charging the EV at noon or at midnight” or “is the battery actually paying for itself.” I built RoofSolar (<a href=\"https:\/\/roofsolars.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/roofsolars.netlify.app\/<\/a>) as the IRR + behaviour layer on top of PVGIS irradiance data and household consumption shape \u2014 turning raw production numbers into actionable economic decisions. Kim’s framing on Apple Health resonates strongly. Curious whether the intelligence layer ever ends up issuing concrete actions (e.g. “skip caffeine after 2pm this week”) or stays interpretive \u2014 that’s the line that separates dashboards from coaches.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool idea. Found a bug: when learning about a reading or measurement, you can\u2019t scroll in the card to read the entire piece of information. You can press show less, but when you press show more, there\u2019s no way at least using my finger to scroll in that box. I can send you a screenshot if you can\u2019t reproduce it overall cool idea.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@jeffreybo Thanks so much for catching this brother, really appreciate it. That definitely sounds like a bug with the expanded reading card. We\u2019ll look into the scroll behavior and fix it in the next update. <\/p>\n<p>A screenshot would be super helpful if you\u2019re able to send one.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/4EWN6TTBGHNB2P\" class=\"app-title\">Crew44<\/a><\/p>\n<div class=\"one-liner\">Turn coding agents into specialist teams<\/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>Crew44\u662f\u4e00\u4e2a\u672c\u5730\u4f18\u5148\u7684\u5f00\u6e90\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u80fd\u5c06\u7528\u6237\u7535\u8111\u4e0a\u5df2\u6709\u7684\u591a\u4e2aAI\u7f16\u7a0b\u4ee3\u7406\uff08\u5982Claude Code\u3001Cursor\u7b49\uff09\u7ec4\u7ec7\u6210\u62e5\u6709\u8bb0\u5fc6\u548c\u4e13\u4e1a\u6280\u80fd\u5206\u5de5\u7684\u534f\u4f5c\u56e2\u961f\uff0c\u89e3\u51b3\u591a\u4ee3\u7406\u5de5\u4f5c\u6d41\u4e2d\u4e0a\u4e0b\u6587\u5272\u88c2\u3001\u91cd\u590d\u914d\u7f6e\u548c\u4efb\u52a1\u534f\u8c03\u6df7\u4e71\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\/50673b0a-607b-4d8d-87ba-ea4ffc3a90f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b816568f-282a-45e5-baf4-dd4888c298bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d9e38ef-3fc1-41d9-8c31-5ecf92b0e429.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd86225d-7953-4d7e-bbc4-b211bb0e7396.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b1b9b6e-ea45-4fc7-9dc4-37902f07ba3d.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\/eceacc70-4c39-417e-a674-91b1a694bf17.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/He_BBd3D654\"><source src=\"https:\/\/youtu.be\/He_BBd3D654\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"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\u5171\u9e23\u4e8e\u591a\u4ee3\u7406\u201c\u4e0a\u4e0b\u6587\u5272\u88c2\u201d\u7684\u75db\u70b9\uff0c\u76db\u8d5e\u672c\u5730\u4f18\u5148\u3001\u65e0\u8d26\u6237\u548c\u5f00\u6e90\u7406\u5ff5\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u672a\u6765\u8def\u7ebf\u56fe\u5982\u4f55\uff1f\u80fd\u5426\u7ed1\u5b9a\u672c\u5730\u8fd0\u884c\u7684LLM\uff1f\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u662f\u9879\u76ee\u7ea7\u8fd8\u662f\u5168\u5c40\u7ea7\uff1f\u6709\u56de\u5e16\u6307\u51fa\u5176\u5ba3\u4f20\u5b9a\u4f4d\uff08\u201c\u7f16\u6392\u5de5\u5177\u201d\uff09\u672a\u80fd\u51f8\u663e\u201c\u8bb0\u5fc6\u590d\u5408\u201d\u8fd9\u4e00\u6838\u5fc3\u7a81\u7834\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 Crew44\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7a0b\u9886\u57df\u7684\u201c\u9690\u6027\u8017\u635f\u201d\u2014\u2014\u4e0d\u518d\u662f\u6a21\u578b\u80fd\u529b\u4e0d\u8db3\uff0c\u800c\u662f\u591a\u5de5\u5177\u95f4\u7684\u534f\u8c03\u71b5\u589e\u3002\u5176\u201c\u672c\u5730\u4f18\u5148+\u5f00\u6e90+\u65e0\u8d26\u6237\u201d\u7684\u7ec4\u5408\u62f3\uff0c\u5728\u7528\u6237\u4fe1\u4efb\u5c42\u9762\u51e0\u4e4e\u662f\u65e0\u654c\u7684\uff0c\u76f4\u63a5\u72d9\u51fb\u4e86\u90a3\u4e9b\u5bf9\u6570\u636e\u9690\u79c1\u548cSaaS\u7ed1\u5b9a\u611f\u5230\u75b2\u60eb\u7684\u8d44\u6df1\u5f00\u53d1\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u6765\u770b\uff0c\u8fd9\u672c\u8d28\u662f\u4e00\u4e2a\u201c\u5de5\u4f5c\u6d41\u7f16\u6392\u811a\u672c\u201d\u7684\u7cbe\u81f4\u5316\u5305\u88c5\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u521b\u9020\u65b0\u80fd\u529b\uff0c\u800c\u662f\u89e3\u51b3\u201c\u5df2\u6709\u5de5\u5177\u7684\u4e0a\u4e0b\u6587\u8854\u63a5\u201d\u3002\u521b\u59cb\u4eba\u5bf9\u201c\u8bb0\u5fc6\u590d\u5408\u201d\u7684\u5f3a\u8c03\u975e\u5e38\u6b63\u786e\uff0c\u8fd9\u4e5f\u662f\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u2014\u2014\u8ba9\u4ee3\u7406\u79ef\u7d2f\u9879\u76ee\u77e5\u8bc6\u3002\u7136\u800c\uff0c\u6280\u672f\u4e0a\u5b9e\u73b0\u8de8\u4f1a\u8bdd\u3001\u8de8\u9879\u76ee\u7684\u667a\u80fd\u8bb0\u5fc6\u53ec\u56de\uff0c\u96be\u5ea6\u8fdc\u5927\u4e8e\u63d0\u4f9b\u4e00\u4e2a\u672c\u5730\u914d\u7f6e\u754c\u9762\u3002\u76ee\u524d\u516c\u5f00\u7684\u4fe1\u606f\u4e2d\uff0c\u8bb0\u5fc6\u673a\u5236\u4f3c\u4e4e\u4ecd\u504f\u91cd\u6587\u4ef6\u5316\u7684\u624b\u52a8\u7ba1\u7406\uff0c\u79bb\u201c\u81ea\u52a8\u590d\u5408\u201d\u8fd8\u6709\u8ddd\u79bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u5927\u7684\u9690\u5fe7\u5728\u4e8e\uff0c\u5b83\u4f9d\u8d56\u7b2c\u4e09\u65b9\u4ee3\u7406\u7684API\u7a33\u5b9a\u6027\u3002\u5982\u679c\u672a\u6765Claude Code\u7b49\u5de5\u5177\u539f\u751f\u5185\u7f6e\u4e86\u56e2\u961f\u534f\u4f5c\u548c\u8bb0\u5fc6\u529f\u80fd\uff0cCrew44\u7684\u4ef7\u503c\u5c06\u88ab\u4e25\u91cd\u7a00\u91ca\u3002\u5f53\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u4e2d\u95f4\u5c42\u8fc7\u6e21\u65b9\u6848\u201d\uff0c\u9002\u5408\u719f\u6089CLI\u3001\u4e60\u60ef\u81ea\u4e3b\u914d\u7f6e\u7684\u6df1\u5ea6\u7528\u6237\u3002\u60f3\u7a81\u7834\u5c0f\u4f17\u5708\u5c42\uff0c\u5fc5\u987b\u5c06\u201c\u81ea\u52a8\u5316\u8bb0\u5fc6\u590d\u5408\u201d\u4ece\u5ba3\u4f20\u8bed\u53d8\u6210\u53ef\u611f\u77e5\u7684\u667a\u80fd\u7279\u6027\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u624b\u52a8\u914d\u7f6e\u7684\u8bb0\u5fc6\u5e93\u3002\u90a3\u53e5\u201c\u5356\u8bb0\u5fc6\u5c42\uff0c\u800c\u4e0d\u662f\u7f16\u6392\u201d\u7684\u8bc4\u8bba\uff0c\u4e00\u9488\u89c1\u8840\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\">Crew44<\/span>\n <\/div>\n<div class=\"comment-content\">Crew44 \u2014 a crew of specialist AI agents in one local-first workspace. Each role on the model that wins its job, with memory and skills that compound. No account, free, open source.<\/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\u2019m Zander, maker of Crew44.<\/p>\n<p>Crew44 started as my own messy workaround for a problem I kept running into: I was using multiple AI coding agents every day \u2014 Claude Code, Codex, Gemini, Cursor \u2014 but they all felt like separate contractors who had never met each other.<\/p>\n<p>Every session meant re-explaining the repo, copying context between tools, repeating project conventions, and manually deciding which agent should do what.<\/p>\n<p>So I built Crew44: a local-first command center that turns the AI coding agents already installed on your machine into one coordinated crew.<\/p>\n<p>You can create specialists like Cofounder, Engineer, Product Lead, Designer, or Reviewer, etc. bind each one to the runtime\/model that fits the job, and let them work in a shared project workspace with memory, skills, and structured handoffs.<\/p>\n<p>A few things I cared a lot about while building it:<\/p>\n<p>* Local-first by default<br \/>* No account, no subscription<br \/>* MIT licensed<br \/>* Works with the tools you already use instead of trying to replace them<\/p>\n<p>The goal is not to build \u201cone AI agent to rule them all.\u201d, but to make the agents you already trust work more like a real team.<\/p>\n<p>Crew44 is still early, and I\u2019d genuinely love feedback from people who use multiple coding agents in their workflow. Try (and modify it) for free: <a href=\"https:\/\/github.com\/getcrew44\/crew44\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/getcrew44\/crew44<\/a><\/p>\n<p>Thanks for checking it out. I\u2019ll be here answering questions \ud83d\ude4f<\/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\/@zanderforge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zanderforge<\/a> Congrats on the launch, Zander. The memory compounding infrastructure is a massive solve for the “agent amnesia” that kills developer productivity right now.<\/p>\n<p>The engineering is clearly robust, but your hero narrative is leaking conversion potential.<\/p>\n<p>Your headline “Orchestrating teams of specialist agents” frames this as a dashboard tool rather than a productivity breakthrough. Developers do not wake up looking for more orchestration. They wake up tired of re-explaining their repo to agents who forget what they did yesterday.<\/p>\n<p>You are selling a memory layer that compounds knowledge over time. Positioning the hero around “Compound Knowledge” instead of “Orchestration” will hook the engineers who are currently burnt out on context switching.<\/p>\n<p>Strong technical build on the local-first architecture. Good luck with the leaderboard today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@zanderforge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zanderforge<\/a> Zander, the focus on memory compounding is a massive solve for the context switching overhead developers face.<\/p>\n<p>I dropped a specific structural breakdown on your pinned launch comment. But to go deeper, your landing page is leaking conversion potential right now. You are framing this as a dashboard for orchestration when you should be selling it as the only memory layer that compounds knowledge over time.<\/p>\n<p>I run Copystack. I engineer 48-hour homepage positioning sprints for a flat $750 with zero discovery calls required. I rewrite technical homepages to capture enterprise buyers on autopilot.<\/p>\n<p>Let’s plug the narrative leak before your launch momentum drops. You can review the formatting logic and the async intake form right here: contra.com\/theelaidey\/work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/@zanderforge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zanderforge<\/a>.<\/p>\n<\/p>\n<p>The demo looks really promising. This honestly hits a pain I feel constantly as a solo builder. Also genuinely appreciate the local-first, MIT and no-account approach. In this space, that combination is rare, and it builds trust before I’ve even tried the product.<\/p>\n<\/p>\n<p>I’m planning to plug Crew44 into one of my current projects and will come back with honest feedback once I’ve used it on a real workflow.<\/p>\n<\/p>\n<p>Wishing you lots of momentum from here \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anandkparmar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anandkparmar<\/a> Thanks so much Anand \u2014 really appreciate it.<\/p>\n<p>Solo builders were exactly who I had in mind for Crew44. Would love to hear what feels useful or awkward once you try it on a real project. Cheers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@zanderforge sure… <\/p>\n<p>Would love to know the future roadmap for this product if you can share more.<\/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\">Congrats on shipping \ud83d\udc4d\ud83c\udffc this is a real pain for me as well as a solo builder, having a bunch of agents going that share zero context with each other. The local-first, no-account setup is also nice to see!<\/p>\n<p>One thing I’m wondering: can I bind roles to local LLMs? I run an OpenAI compatible server locally and would much rather send some agents to my own models than hosted ones.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the model-per-role approach is the right call. most teams default to one model for everything which is like hiring one person and expecting them to be good at architecture, testing, and docs. curious how the memory compounding works across sessions though \u2014 does each agent retain context from previous projects or start fresh?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ozandag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ozandag<\/a> exactly \u2014 that\u2019s the mental model I had too. One model for everything feels convenient at first, but the roles start to matter once the work gets more complex.<\/p>\n<\/p>\n<p>For memory, Crew44 is project-scoped by default. In my experience, project-scoped memory tends to stay more relevant, can be updated more frequently, and is much easier to automate safely. So each project gets its own local storage first.<\/p>\n<\/p>\n<p>Cross-project memory is also supported if you want it \u2014 all sessions are locally stored so it’s easy to maintain a global memory file and query specific details.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KFHOMKNTTQBFME\" class=\"app-title\">NeuralAgent 2.5<\/a><\/p>\n<div class=\"one-liner\">Talk to your computer, it responds and gets things done.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NeuralAgent 2.5\u901a\u8fc7\u8bed\u97f3\u4ea4\u4e92\u3001\u4efb\u52a1\u5f55\u5236\u4e0e\u5e76\u884c\u6267\u884c\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u52a8\u624b\u5373\u53ef\u6307\u6325\u7535\u8111\u81ea\u52a8\u5b8c\u6210\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86AI\u52a9\u624b\u201c\u80fd\u804a\u4e0d\u80fd\u5e72\u201d\u7684\u843d\u5730\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\/deff7552-d815-45fc-8dab-1e8e2555db84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3eda1ad7-9ae9-42c4-a2b2-0a0747f0b574.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a46c819d-1068-4dce-9c5e-3916cc696cb0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3d29fa1-110d-4c1b-b173-5847fbe26754.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45f15926-e2ea-422a-a6e4-382ae3a0662b.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\/5b2eff8c-8895-44a8-b912-1103933fa51f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=eDMTfa1KfII\"><source src=\"https:\/\/www.youtube.com\/watch?v=eDMTfa1KfII\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u5904\u7406<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u64cd\u4f5c\u7cfb\u7edf\u7ea7AI<\/span><br \/>\n <span class=\"tag\">RPA<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u5e76\u884c\u4ee3\u7406\u80fd\u5426\u8f93\u51fa\u53ef\u5bf9\u6bd4\u7684\u7ed3\u679c\u800c\u975e\u6563\u4e71\u4fe1\u606f\uff1b\u8d28\u7591\u4efb\u52a1\u4e2d\u9014\u51fa\u73b0\u610f\u5916\u9875\u9762\u6216\u5f39\u7a97\u65f6\u7684\u6062\u590d\u80fd\u529b\uff1b\u666e\u904d\u6000\u7591\u4ece\u6f14\u793a\u5230\u5b9e\u9645\u5b8c\u6210\u4efb\u52a1\u7684\u4e00\u81f4\u6027\uff0c\u4ee5\u53ca\u8de8\u5e94\u7528\u591a\u6b65\u9aa4\u4efb\u52a1\u7684\u53ef\u9760\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 NeuralAgent 2.5\u6700\u8bf1\u4eba\u7684\u5730\u65b9\u5728\u4e8e\u5b83\u7684\u91ce\u5fc3\uff1a\u4e0d\u518d\u6ee1\u8db3\u4e8e\u5f53\u4e2a\u201c\u804a\u5929\u7a97\u53e3\u201d\uff0c\u800c\u662f\u4f38\u624b\u53bb\u64cd\u4f5c\u4f60\u7684\u7535\u8111\u3002Voice Mode\u548cWatch & Learn\u8ba9\u201c\u6559\u4e00\u6b21\u5c31\u81ea\u52a8\u5e72\u201d\u7684\u613f\u666f\u542c\u8d77\u6765\u50cfJarvis\u6210\u771f\uff0cParallel Agents\u66f4\u662f\u76f4\u63a5\u7784\u51c6\u4e86\u201c\u4e00\u5c0f\u65f6\u5de5\u4f5c\u53d8\u6210\u51e0\u5206\u949f\u201d\u7684\u6548\u7387\u66b4\u653f\u3002\u4f46\u51b7\u9759\u4e0b\u6765\uff0c\u8fd9\u6070\u6070\u8e29\u4e2d\u4e86\u5f53\u524dAI\u64cd\u4f5c\u7cfb\u7edf\u7684\u4e09\u4e2a\u5927\u5751\uff1a\u4e00\u662f\u72b6\u6001\u6062\u590d\u95ee\u9898\u2014\u2014\u8bc4\u8bba\u91cc\u201c\u6309\u94ae\u79fb\u52a8\u3001\u610f\u5916\u5f39\u7a97\u201d\u7684\u63d0\u95ee\u76f4\u51fb\u8981\u5bb3\uff0c\u5355\u6b21\u6f14\u793a\u7684\u4e1d\u6ed1\u8986\u76d6\u4e0d\u4e86\u957f\u5c3e\u7684\u8f6f\u4ef6\u5d29\u6e83\u3001\u6743\u9650\u5f39\u7a97\u6216\u7f51\u7edc\u65ad\u8fde\uff1b\u4e8c\u662f\u8f93\u51fa\u6574\u5408\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\uff0c30\u4e2a\u5e76\u884cAgent\u786e\u5b9e\u9177\uff0c\u4f46\u5982\u679c\u6bcf\u4e2a\u8fd4\u56de\u4e00\u7bc7\u6742\u4e71\u7b14\u8bb0\uff0c\u7528\u6237\u7f1d\u5408\u7684\u65f6\u95f4\u6210\u672c\u4f9d\u65e7\u7206\u70b8\uff1b\u4e09\u662f\u4fe1\u4efb\u8d64\u5b57\u2014\u2014\u7528\u6237\u8981\u7684\u662f\u201c\u653e\u5fc3\u4ea4\u529e\u201d\uff0c\u800c\u4e0d\u662f\u201c\u82b1\u5f0f\u6f14\u793a\u201d\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff1aNeuralAgent\u80fd\u5426\u5728\u5b9e\u7528\u573a\u666f\u4e2d\uff0c\u7528\u81ea\u5df1\u7684\u8bb0\u5fc6\u7cfb\u7edf\u548cWorkflows\u903b\u8f91\uff0c\u6784\u5efa\u4e00\u4e2a\u53ef\u9760\u7684\u5bb9\u9519\u95ed\u73af\uff0c\u800c\u4e0d\u662f\u628a\u6240\u6709\u201c\u610f\u5916\u201d\u90fd\u63a8\u56de\u7ed9\u7528\u6237\u624b\u52a8\u5904\u7406\u3002\u76ee\u524d\u770b\uff0c\u5b83\u5411\u7740\u201c\u771f\u6b63\u7684\u6570\u5b57\u5458\u5de5\u201d\u8fc8\u51fa\u4e86\u4e00\u5927\u6b65\uff0c\u4f46\u79bb\u201c\u4e0b\u73ed\u540e\u8ba9\u5b83\u81ea\u5df1\u52a0\u73ed\u201d\u7684\u751f\u4ea7\u7ea7\u4fe1\u4efb\uff0c\u8fd8\u5dee\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u9519\u8bef\u5904\u7406\u5c42\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\">NeuralAgent 2.5<\/span>\n <\/div>\n<div class=\"comment-content\">NeuralAgent 2.5 introduces Voice Mode, Watch & Learn, and Parallel Agents. Talk to NeuralAgent and it talks back, it listens, responds, and executes tasks without you touching the keyboard. Show it a task once and it saves it as a workflow it repeats any time. Spawn multiple agents working simultaneously, research 30 competitors at once, an hour of work in minutes. Combined with Workflows, @ Mentions, and a smarter memory system, this is the biggest update we’ve shipped.<\/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,<\/p>\n<p>Khaled here, founder of NeuralAgent.<\/p>\n<p>NeuralAgent is used by tens of thousands of people worldwide, including Fortune 500 enterprises. 2.5 is the release I’m most proud of since we started.<\/p>\n<p>We’ve been building toward this release for a long time and I’m genuinely excited to share it today. The feature I’m most proud of is Voice Mode. Talking to NeuralAgent and having it talk back while it controls your computer is the closest thing to Jarvis I’ve seen outside of a movie. Try it first.<\/p>\n<p>Watch & Learn is the other one worth calling out, show NeuralAgent how to do something once, it saves the steps and repeats it any time you ask. We built it because explaining the same task over and over to an AI defeats the purpose of having one.<br \/>Happy to answer any questions about how we built it, where we’re taking it next, or anything else.<\/p>\n<p>This community has been a huge source of inspiration, grateful to be here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Research 30 competitors at once” is the Parallel Agents claim I want to see hold up \u2014 fanning out is the easy half, but the hard part is whether the 30 results come back in a shape I can actually compare, instead of 30 separate blobs I have to reconcile by hand afterward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Computer-use is the frontier where demos look magical and the long tail eats you alive. The question I always have for this category: what happens when a button moves or a modal you did not expect pops up mid-task? Recovery from an unexpected state is the whole game once you leave the happy path. Curious how 2.5 handles that. Congrats on the 7th launch, that is real persistence.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>We\u2019ve had AI assistants for two years.<\/p>\n<p>What we haven\u2019t had is something I can actually hand a messy real-world task to and trust it will go do it inside my machine – consistently.<\/p>\n<p>That gap between demo and \u201cdid it actually complete the work?\u201d is everything.<\/p>\n<p>Interested to see how NeuralAgent handles that gap in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How well does it handle multi step tasks across apps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LVU2A75YS3JBN4\" class=\"app-title\">KugelAudio<\/a><\/p>\n<div class=\"one-liner\">Real-time text-to-speech model you can self-host<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>KugelAudio \u662f\u4e00\u6b3e\u652f\u6301\u81ea\u90e8\u7f72\u7684\u5b9e\u65f6\u6587\u672c\u8f6c\u8bed\u97f3\u6a21\u578b\uff0c\u901a\u8fc7\u6781\u4f4e\u5ef6\u8fdf\uff08\u4f4e\u4e8e60\u6beb\u79d2\uff09\u548c\u8bed\u97f3\u514b\u9686\u6280\u672f\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u8bed\u97f3\u4ee3\u7406\u3001\u547c\u53eb\u4e2d\u5fc3\u7b49\u573a\u666f\u4e2d\u5b9e\u73b0\u81ea\u7136\u3001\u5408\u89c4\u7684\u591a\u8bed\u8a00\u8bed\u97f3\u5408\u6210\uff0c\u5c24\u5176\u89e3\u51b3\u4e86\u533b\u7597\u3001\u91d1\u878d\u7b49\u5bf9\u6570\u636e\u9690\u79c1\u8981\u6c42\u4e25\u683c\u7684\u4f01\u4e1a\u7684\u81ea\u6258\u7ba1\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\/6353f6f5-623f-4fbe-9e9f-31446a79bb34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47f94077-a9ad-4d1b-a16c-729dd126385f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18d6d510-6c80-4ca9-b893-027922931508.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65a8528e-4bb1-44b3-8d69-89d740cb7c8d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e726265-0f23-4d77-a9be-b5a8fb1368f6.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\/7927fe5b-4ac2-4834-81d3-9e048dde9331.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/5d45b1c6d7c14885b424fad05761ca3d?t=1\"><source src=\"https:\/\/www.loom.com\/share\/5d45b1c6d7c14885b424fad05761ca3d?t=1\" 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\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u6587\u672c\u8f6c\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00<\/span><br \/>\n <span class=\"tag\">LiveKit\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8bed\u6cd5\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">AI\u8bed\u97f3\u6a21\u578b<\/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\u79f0\u8d5e\u5176\u5fb7\u8bedTTS\u8868\u73b0\u51fa\u8272\uff1b\u5173\u6ce8\u591a\u8bed\u8a00\u6df7\u5408\u8bed\u5883\u5904\u7406\uff08\u5982\u5fb7\u8bed\u4e0e\u82f1\u8bed\u4ea7\u54c1\u540d\uff09\uff0c\u5f97\u5230\u201c\u652f\u6301\u8bcd\u5178\u81ea\u5b9a\u4e49\u53d1\u97f3\u201d\u7b54\u590d\uff1b\u8be2\u95ee\u5c3c\u6cca\u5c14\u8bed\u652f\u6301\uff0c\u56de\u590d\u6682\u4e0d\u652f\u6301\uff1b\u8be2\u95ee\u5370\u5730\u8bed\u652f\u6301\u53ca\u6d41\u5f0fAPI\u591a\u4e0a\u4e0b\u6587\u529f\u80fd\uff0c\u56de\u590d\u79f0\u4e3b\u653b\u6b27\u6d32\u8bed\u8a00\uff0c\u5e76\u517c\u5bb9Elevenlabs SDK\u63d0\u4f9b\u591a\u4e0a\u4e0b\u6587\u7aef\u70b9\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 KugelAudio \u5728\u62e5\u6324\u7684 TTS \u8d5b\u9053\u4e2d\u5207\u51fa\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u52a1\u5b9e\u7684\u7ec6\u5206\u5207\u53e3\uff1a\u4e0d\u662f\u53bb\u62fc\u201c\u66f4\u50cf\u771f\u4eba\u201d\u8fd9\u79cd\u65e0\u9650\u5185\u5377\u7684\u53c2\u6570\uff0c\u800c\u662f\u76f4\u51fb\u8bed\u97f3\u4ee3\u7406\uff08Voice Agent\uff09\u90e8\u7f72\u4e2d\u7684\u4e24\u4e2a\u6838\u5fc3\u75db\u70b9\u2014\u2014\u5ef6\u8fdf\u4e0e\u5408\u89c4\u300260ms\u4ee5\u4e0b\u7684\u7aef\u5230\u7aef\u5ef6\u8fdf\uff08\u6392\u9664\u7f51\u7edc\uff09\u662f\u76ee\u524d\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u652f\u6491\u6d41\u7545\u5bf9\u8bdd\u5f0fAI\u4ea4\u4e92\u7684\u786c\u95e8\u69db\uff0c\u8fd9\u6bd4\u8bb8\u591a\u4e91\u670d\u52a1\u5546\u8fd8\u5feb\uff0c\u800c\u201c\u652f\u6301\u81ea\u6258\u7ba1\u201d\u5219\u76f4\u63a5\u64ac\u5f00\u4e86\u91d1\u878d\u3001\u533b\u7597\u3001\u653f\u5e9c\u7b49\u9ad8\u5408\u89c4\u6027\u884c\u4e1a\u7684\u5927\u95e8\uff0c\u8fd9\u6b63\u662f\u8c37\u6b4c\u3001\u5fae\u8f6f\u7b49\u5de8\u5934\u7684TTS\u4e91\u670d\u52a1\u96be\u4ee5\u6e17\u900f\u7684\u9886\u57df\u3002\u521b\u59cb\u4eba\u80cc\u666f\uff084\u4eba\uff0c\u67cf\u6797\u51fa\u8eab\uff0cYC\u5b75\u5316\uff09\u6697\u793a\u4e86\u5176\u5de5\u7a0b\u6548\u7387\u4e4b\u9ad8\uff1a\u901a\u8fc7\u9002\u914dLiveKit\u3001Pipecat\u3001Vapi\u7b49\u4e3b\u6d41\u8bed\u97f3\u6846\u67b6\uff0c\u4ed6\u4eec\u806a\u660e\u5730\u501f\u7528\u4e86\u751f\u6001\u7684\u529b\u91cf\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u987b\u91cd\u5199\u96c6\u6210\u4ee3\u7801\u5373\u53ef\u5d4c\u5165\uff1b\u8bed\u6cd5\u611f\u77e5\u7684\u5f52\u4e00\u5316\uff08\u5982\u51c6\u786e\u6717\u8bfbIBAN\u3001\u836f\u54c1\u540d\uff09\u5219\u4f53\u73b0\u4e86\u5bf9\u5782\u76f4\u573a\u666f\uff08\u5982\u533b\u7597\u3001\u91d1\u878d\u5ba2\u670d\uff09\u7684\u771f\u5b9e\u7406\u89e3\uff0c\u8fd9\u5f80\u5f80\u662f\u901a\u7528TTS\u6a21\u578b\u7684\u76f2\u533a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9510\u8bc4\u5fc5\u987b\u6307\u51fa\u5176\u98ce\u9669\uff1a\u8bed\u97f3\u514b\u9686\u7684\u95e8\u69db\u2014\u201430-60\u79d2\u6837\u672c\u867d\u65b9\u4fbf\uff0c\u4f46\u514b\u9686\u6cdb\u5316\u80fd\u529b\u4e0e\u9632\u6ee5\u7528\uff08\u5982\u6df1\u5ea6\u4f2a\u9020\uff09\u673a\u5236\u9700\u6301\u7eed\u9a8c\u8bc1\uff1b\u591a\u8bed\u8a00\u8986\u76d6\u91ce\u5fc3\uff0825+\u8bed\u8a00\uff09\u4e0e\u5b9e\u9645\u7a33\u5b9a\u652f\u6301\uff08\u4ee5\u6b27\u6d32\u8bed\u8a00\u4e3a\u4e3b\uff09\u4e4b\u95f4\u5b58\u5728\u9e3f\u6c9f\uff0c\u975e\u82f1\u8bed\/\u6b27\u6d32\u8bed\u8a00\u7684\u8bed\u97f3\u5e93\u7a00\u7f3a\u5c06\u9650\u5236\u5176\u5168\u7403\u5316\u7a81\u7834\uff1b4\u4eba\u56e2\u961f\u7684\u8d44\u6e90\u74f6\u9888\u5728\u540e\u7eed\u6a21\u578b\u8fed\u4ee3\u3001\u5f00\u53d1\u8005\u652f\u6301\u4e0e\u6a21\u578b\u5b89\u5168\u6027\u5ba1\u6838\u4e0a\u53ef\u80fd\u66b4\u9732\u3002\u603b\u4f53\u800c\u8a00\uff0cKugelAudio \u7684\u4ea7\u54c1\u7b56\u7565\u662f\u201c\u4ee5\u901f\u5ea6\u548c\u90e8\u7f72\u7075\u6d3b\u6027\u6362\u53d6\u573a\u666f\u6df1\u5ea6\u201d\uff0c\u6bd4\u5341\u4e00\u4eba\u5b9e\u9a8c\u5ba4\uff08ElevenLabs\uff09\u66f4\u504f\u5411\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u81ea\u7ba1\uff0c\u5728\u4e2d\u5c0f\u578b\u8bed\u97f3\u4ee3\u7406\u56e2\u961f\u4e2d\u6709\u660e\u786e\u4ef7\u503c\uff0c\u4f46\u5bf9\u4e8e\u9700\u8981\u8d85\u5927\u89c4\u6a21\u3001\u8d85\u591a\u65b9\u8a00\u548c\u8d85\u9ad8\u7ea7\u60c5\u611f\u8868\u8fbe\u7684\u573a\u666f\uff0c\u5b83\u4ecd\u9700\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u4ec5\u662f\u201c\u591f\u7528\u201d\uff0c\u800c\u662f\u201c\u597d\u7528\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">KugelAudio<\/span>\n <\/div>\n<div class=\"comment-content\">Most natural real-time TTS with voice cloning and sub-60ms latency, on-prem or via API. Grammar-aware normalization reads phone numbers, IBANs, addresses, and medications naturally across 25+ languages, with word-level timestamps and IPA support. Adapters for LiveKit, Pipecat, and Vapi. Built by 4 in Berlin.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi PH \ud83d\udc4b Kajo from KugelAudio here. We’re 4 people in Berlin, currently in SF for YC. Building for the future, which we believe will be conversational.<\/p>\n<p>Today we’re shipping a real-time TTS model with voice cloning. If you only have a minute, here’s what I’d want you to know.<\/p>\n<p>You can clone a voice from 30 to 60 seconds of audio. Drop in a short sample and you get a working voice immediately.<\/p>\n<p>We optimized for voice agents with latencies below 60ms (excl. network), input streaming and output streaming.<\/p>\n<p>We offer on premise support, run the model in your own cluster instead of calling our API. Useful when data needs to stay on your network.<\/p>\n<p>Adapters for LiveKit, Pipecat, and Vapi. SDKs in Python, JS, and Java. Free tier so you don’t have to talk to us before trying it.<\/p>\n<p>Alex (our founding engineer) is in the thread today for the hard questions: model architecture, where the latency came from, what we broke before this version worked. Ask anything!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sensational for German TTS <\/p>\n<\/p>\n<p>Congrats on the launch guys!<\/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>How does it handle long numbers and addresses in mixed language contexts, like German with English product names?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Just tried it out and it works:) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> It will understand the difference and if your product name has a special pronunciation. Additionally, we have the dictionary features, where you can insert the exact pronunciation of thing. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Dont this support nepali language?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@manish_regmi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manish_regmi1<\/a>Hey, not yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch guys! Few questions:<br \/>1. Websites list languages like Hindi to be supported but can not find any voice related to that on playground.<\/p>\n<p>2. I checked the websocket streaming API for TTS.. is it possible to have multi context support (just like elevenlabs) in the streaming API? is that part of plan in future? <\/p>\n<\/p>\n<p>Cheers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ashishkingdom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashishkingdom<\/a> Currently we don’t have stable support for Hindi, but feel free to try it with a voice sample for cloning. Our main focus are currently European languages and we gather many different voices and accents right now. Regarding your second question, we are compatible with elevenlabs sdk and offer a multi context endpoint that is currently used in the Livekit integration.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/A4JCSPUNUO2B4G\" class=\"app-title\">Plz Support Me<\/a><\/p>\n<div class=\"one-liner\">Launch copilot for solo-founders<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Plz Support Me \u662f\u4e00\u6b3e\u4e3a\u72ec\u7acb\u521b\u59cb\u4eba\u6253\u9020\u7684\u4ea7\u54c1\u53d1\u5e03\u526f\u9a7e\u9a76\uff0c\u901a\u8fc7\u6574\u5408\u53d1\u5e03\u6e20\u9053\u3001\u63d0\u4f9b\u8ba1\u5212\u6a21\u677f\u548c\u6784\u5efa\u652f\u6301\u8005\u793e\u7fa4\uff0c\u89e3\u51b3\u5355\u6253\u72ec\u6597\u8005\u7f3a\u4e4f\u7cfb\u7edf\u6027\u7684\u5206\u53d1\u7b56\u7565\u548c\u60c5\u611f\u652f\u6301\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\/432ebf2e-597f-41dc-9dab-ddabfe2517cb.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\/2246a66f-0df3-4739-90bb-68d35e684cf2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d814c93-1752-4932-b516-d9ad2a9cf1e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa69fbc9-8a1c-4806-aea3-9868277fc0c7.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\/efe9253d-decd-402a-a9a9-2c9b24b44bba.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/s7kYkVJmJfA\"><source src=\"https:\/\/youtu.be\/s7kYkVJmJfA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u542f\u52a8\u52a0\u901f\u5668<\/span><br \/>\n <span class=\"tag\">\u5206\u53d1\u76ee\u5f55<\/span><br \/>\n <span class=\"tag\">SEO\u5916\u94fe<\/span><br \/>\n <span class=\"tag\">\u652f\u6301\u8005\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u793e\u7fa4<\/span><br \/>\n <span class=\"tag\">\u53d1\u5e03\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u652f\u6301\u8005\u56e2\u961f\u201d\u7684\u521b\u610f\u4f46\u62c5\u5fe7\u6ca6\u4e3a\u5237\u7968\u5de5\u5177\uff1b\u521b\u59cb\u4eba\u627f\u8bfa\u4e0d\u505a\u4ea4\u6613\uff0c\u800c\u662f\u6784\u5efa\u771f\u6b63\u652f\u6301\u5173\u7cfb\u3002\u6709\u7528\u6237\u8ba4\u4e3a\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u63d0\u4f9b\u6309\u9636\u6bb5\u3001\u54c1\u7c7b\u5339\u914d\u6e20\u9053\u7684\u5224\u65ad\u529b\uff0c\u800c\u975e\u7b80\u5355\u5217\u8868\u3002\u4e5f\u6709\u7528\u6237\u5bf9\u4ea7\u54c1\u540d\u79f0\u548c\u56fe\u6807\u8bbe\u8ba1\u63d0\u51fa\u4f18\u5316\u5efa\u8bae\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 Plz Support Me \u6293\u4f4f\u4e86\u201c\u53d1\u5e03\u662f\u72ec\u7acb\u521b\u59cb\u4eba\u6700\u5b64\u72ec\u6218\u5f79\u201d\u8fd9\u4e00\u771f\u5b9e\u60c5\u7eea\uff0c\u5176\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u90a3265+\u7684\u76ee\u5f55\u5217\u8868\u2014\u2014\u7c7b\u4f3c\u8d44\u6e90\u5728Hacker News\u3001Indie Hackers\u4e0a\u65e9\u5df2\u6cdb\u6ee5\u3002\u771f\u6b63\u6709\u6f5c\u529b\u7684\uff0c\u662f\u6784\u5efa\u201c\u53d1\u5e03\u54c1\u63a7\u5c42\u201d\uff1a\u57fa\u4e8e\u521b\u59cb\u4eba\u9636\u6bb5\u3001ICP\u548c\u4fe1\u8a89\u5ea6\u7684\u6e20\u9053\u5339\u914d\u903b\u8f91\u3002\u8fd9\u6070\u597d\u51fb\u4e2d\u4e86\u201c\u6211\u77e5\u9053\u8981\u5206\u53d1\uff0c\u4f46\u4e0d\u77e5\u9053\u5728\u54ea\u5206\u53d1\u201d\u7684\u51b3\u7b56\u762b\u75ea\u75c7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u5fc5\u987b\u8b66\u60d5\u4e24\u4e2a\u81f4\u547d\u9677\u9631\u3002\u5176\u4e00\uff0c\u521b\u59cb\u4eba\u5ba3\u79f0\u7684\u201csupporter crew\u201d\u82e5\u7f3a\u4e4f\u660e\u786e\u7684\u6807\u7b7e\u5206\u7c7b\uff08\u5982\u5ba2\u6237\u3001\u6295\u8d44\u4eba\u3001\u793e\u533a\u4f19\u4f34\uff09\uff0c\u6781\u6613\u6ed1\u5411PH\u5b98\u65b9\u5c01\u6740\u7684\u5237\u7968\u673a\u5236\u3002\u5982\u4f55\u5728\u5408\u89c4\u6846\u67b6\u4e0b\u9a8c\u8bc1\u652f\u6301\u8005\u7684\u201c\u771f\u5b9e\u5173\u7cfb\u201d\uff0c\u662f\u80fd\u5426\u957f\u671f\u7acb\u8db3\u7684\u5173\u952e\u3002\u5176\u4e8c\uff0c\u5de5\u5177\u89e3\u51b3\u201chow\u201d\u800c\u4e0d\u89e3\u51b3\u201cwhy\u201d\u2014\u2014\u5982\u679c\u4ea7\u54c1\u672c\u8eab\u5728\u529f\u80fd\u6216\u5e02\u573a\u5339\u914d\u4e0a\u5b58\u5728\u786c\u4f24\uff0c\u518d\u7cbe\u5999\u7684\u53d1\u5e03\u7b56\u7565\u4e5f\u53ea\u662f\u4e3a\u52a3\u8d28\u6f14\u51fa\u51c6\u5907\u7684\u7eda\u70c2\u70df\u82b1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u6700\u5927\u7684\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u662fAI\u751f\u6210\u7684\u53d1\u5e03\u7b56\u7565\uff0c\u800c\u662f\u901a\u8fc7\u7ed3\u6784\u5316\u7684\u6e05\u5355\uff0c\u8feb\u4f7f\u521b\u59cb\u4eba\u63d0\u524d\u601d\u8003\u7528\u6237\u753b\u50cf\u4e0e\u6e20\u9053\u5339\u914d\u5ea6\uff0c\u4ece\u800c\u51cf\u5c11\u201c\u95ed\u773c\u4e71\u6295\u201d\u7684\u529b\u6c14\u6d6a\u8d39\u3002\u5bf9\u4e8e\u6708\u53d1\u5e03\u91cf\u6570\u4ee5\u4e07\u8ba1\u4f46\u5e73\u5747\u8d28\u91cf\u582a\u5fe7\u7684Product Hunt\u751f\u6001\u800c\u8a00\uff0c\u8fd9\u79cd\u201c\u9650\u5236\u6027\u5f15\u5bfc\u201d\u53cd\u800c\u6bd4\u201c\u589e\u957f\u9ed1\u5ba2\u201d\u66f4\u6709\u957f\u671f\u610f\u4e49\u3002\u4e0b\u4e00\u6b65\u7684AI\u5206\u6790\u529f\u80fd\u82e5\u4ec5\u505c\u7559\u5728\u9884\u6d4b\u201c\u4ec0\u4e48\u65f6\u95f4\u53d1\u5e16\u6d41\u91cf\u9ad8\u201d\uff0c\u5219\u53ea\u662f\u540c\u8d28\u5316\u7ade\u4e89\u7684\u6ce8\u811a\u2014\u2014\u771f\u6b63\u7684\u58c1\u5792\uff0c\u5728\u4e8e\u6570\u636e\u80fd\u5426\u53cd\u54fa\u4ea7\u54c1\u8fed\u4ee3\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\">Plz Support Me<\/span>\n <\/div>\n<div class=\"comment-content\">The launch copilot helping solo founders plan, promote, and survive product launches. 265+ launch directories, supporter crew building, launch planning, and promotion templates for builders shipping fast.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Hunters and Builders!<\/p>\n<p>I\u2019m Germ\u00e1n, and for the last ~1000 days (961 streak right now \ud83d\ude05), I\u2019ve been deeply inside the PH ecosystem.<\/p>\n<p>– Supporting launches.<br \/>– Commenting.<br \/>– Hunting.<br \/>– Launching own projects.<br \/>– Helping founders get visibility.<\/p>\n<p>And something kept happening over and over again: I receive ~5 DMs every single day from solo founders asking:<\/p>\n<p>\u201cHow should I launch?\u201d<br \/>\u201cCan you support my PH launch?\u201d<br \/>\u201cWhere else should I post?\u201d<br \/>\u201cAm I doing this right?\u201d<\/p>\n<p>After 3 years, that became 5k+ supported projects. I genuinely love helping founders launch. But there\u2019s a problem: launching is chaotic, emotional, and incredibly lonely when you\u2019re building solo.<\/p>\n<p>And honestly\u2026 manually helping everyone became unsustainable.<\/p>\n<p>So I built plzsupport.me a launch copilot for solo founders \ud83d\ude80<\/p>\n<p>The idea is simple:<\/p>\n<p>Give indie hackers and solo builders the structure, visibility, and support system they usually don\u2019t have.<\/p>\n<p>What it currently helps with:<\/p>\n<p>* 300+ launch sites & directories to distribute your product and gain SEO backlinks<br \/>* Launch planning based on your stage, niche, and ICP<br \/>* Ready-to-use launch posts & promotion content<br \/>* Building your own supporter crew before launch day<br \/>* Reducing the \u201cI\u2019m launching alone\u201d feeling<\/p>\n<p>Most founders spend their energy building\u2026 and only a few hours thinking about distribution. I wanted to fix that.<\/p>\n<p>This is not another \u201cgrowth hack\u201d tool. It\u2019s more like a practical launch companion made from years inside the trenches supporting makers here.<\/p>\n<p>What\u2019s next:<\/p>\n<p>* Launch score & readiness checks<br \/>* Supporter matchmaking<br \/>* Launch analytics<br \/>* AI-generated launch strategies<br \/>* Founder community features<br \/>* Public launch timelines\/playbooks<\/p>\n<p>Also it\u2019s heavily inspired by the incredible amount of builders I met here on Product Hunt \u2764\ufe0f<\/p>\n<p>Would genuinely love your feedback: What\u2019s the hardest part about launching solo today?<\/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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> I love it! \ud83d\ude42 You are a great solo builder and the idea as well as the implementation is fantastic my friend!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Good luck with the launch, mate!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Cool tool German. Good on you for the streak of support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> The <strong>supporter crew<\/strong> piece intrigues me, but also worries me. <\/p>\n<\/p>\n<p>Product Hunt has historically cracked down on coordinated upvoting and engagement pods. How are you designing the supporter matchmaking so it generates <em>genuine<\/em> interest instead of becoming another vote-trading ring that gets launches penalized?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anandkparmar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anandkparmar<\/a> Interesting question Anand! I also hate vote-trading and I won’t do something like that. My idea on that is just allowing users to build their own crm with pple really wish to support them. Actual customers, partners, colleagues. Anyway that side isn’t developed currently, so I’ll deeply analyze feedback after this 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>niceee<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> would love to have feedback if you try it out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is it a directory of places for launching or?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> better than this. It’s a copilot that assist you on where, when and how to get listed there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I think this is a great idea!<br \/>\nWill maybe try it for my next launch \ud83d\ude42<br \/>\nIcon looks a but stange to me, maybe name is also not optimal?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konrad_sx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konrad_sx<\/a> Thanks Konrad! gonna take your feedback to improve it. Hope you can find it useful for your next launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is so good! I was so exhausted after the last launch, I could barely see ph logo, and thought that I\u2019d better never launch a product again on my own (although there was a team behind a product, but the launch was on my side, and I failed it). Huge thank you for your great idea and its realization \ud83d\ude4f with you all the best<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nastassia_k\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nastassia_k<\/a> thanks!!! Know what you say and hope every founder can take the most of it. Would be great if you can try it out and share 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>Ahhh! hopefully everyone will go wild with this! looks super helpful.. good luck mate <a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neelptl2602\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelptl2602<\/a> thanks man! Hope it’s helpful for every founder<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Plz Support Me help you recruit supporters without spamming people?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> that’s the challenge! The idea is that all those who’re willing to support other founders explicitly do it, but for sure there’s no commitment. I thinks it’s a matter community building. No vote-trading, no launch management fee. Currently just a copilot to take the most of your launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Super congratulations!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akshay_lahri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_lahri<\/a> thanks mate!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 useful part here, to me, is not just the directory list \u2014 it is the launch judgment layer around it. Solo founders rarely need \u201cmore places to post\u201d in the abstract; they need help deciding which channels match the product, stage, ICP, and credibility they actually have today.<\/p>\n<\/p>\n<p>I like that you\u2019re explicitly pushing away from vote-trading\/support pods in the comments. One thing that could make the supporter side healthier is asking founders to label why each person belongs in the crew: customer, beta user, investor, community peer, prior collaborator, etc. That keeps \u201csupport\u201d tied to a real relationship instead of becoming generic engagement debt.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \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> \/\/ 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