{"id":165,"date":"2026-03-19T11:28:44","date_gmt":"2026-03-19T03:28:44","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/19\/2026-03-18\/"},"modified":"2026-03-19T11:28:44","modified_gmt":"2026-03-19T03:28:44","slug":"2026-03-18","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/19\/2026-03-18\/","title":{"rendered":"PH\u70ed\u699c | 2026-03-18"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-18<\/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 | 2026-03-18<\/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\/TMUX57AWSXO26K\" class=\"app-title\">Claude Dispatch<\/a><\/p>\n<div class=\"one-liner\">Text Claude from your phone using \u201cDispatch\u201d<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">491<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u624b\u673a\u5411\u8fd0\u884c\u5728\u4e2a\u4eba\u7535\u8111\u4e0a\u7684Claude AI\u53d1\u9001\u6307\u4ee4\u5e76\u6267\u884c\u672c\u5730\u6587\u4ef6\u8bbf\u95ee\u3001\u6d4f\u89c8\u5668\u64cd\u4f5c\u7b49\u4efb\u52a1\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u79bb\u5f00\u529e\u516c\u684c\u540e\u65e0\u6cd5\u8fdc\u7a0b\u64cd\u63a7\u684c\u9762AI\u5b8c\u6210\u5de5\u4f5c\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/bfa2f664-8820-4237-b04a-ffb1e4e4be07.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=fVIV-L49eBs\"><source src=\"https:\/\/www.youtube.com\/watch?v=fVIV-L49eBs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5916acbe-1a2d-4ac2-95c2-eb0c237ae3ef.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\/9541c5fa-1f4b-4530-b1b4-e5da519c2a50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66c5806b-f2ed-49fb-b26b-ec7f5a9dff8e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b56e9cc4-c977-4cf4-ab58-1f0fa0df069f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8824118e-438e-4158-8f97-68119336208e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/699c7aad-c7d8-419e-9626-52c8e490d089.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8fdc\u7a0b\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6c99\u76d2\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">Claude\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u589e\u5f3a<\/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\u79fb\u52a8\u89e6\u53d1\u3001\u684c\u9762\u6267\u884c\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8d5e\u8d4f\u6c99\u76d2\u5b89\u5168\u4e0e\u624b\u52a8\u6279\u51c6\u673a\u5236\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u4e0eClaude Code\u8fdc\u7a0b\u63a7\u5236\u529f\u80fd\u7684\u5f02\u540c\u3001\u8de8\u5e73\u53f0\u652f\u6301\uff08\u5982Linux\uff09\u3001\u4efb\u52a1\u6267\u884c\u524d\u7684\u9884\u89c8\u80fd\u529b\u4ee5\u53ca\u5177\u4f53\u9ad8\u9891\u4f7f\u7528\u573a\u666f\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 Claude Dispatch\u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u89e3\u51b3\u201c\u79bb\u5e2d\u4e2d\u65ad\u201d\u95ee\u9898\u7684\u79fb\u52a8\u9065\u63a7\u5668\uff0c\u4f46\u5176\u6df1\u5c42\u4ef7\u503c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u4e86\u4eba\u673a\u534f\u4f5c\u7684\u65f6\u7a7a\u8fb9\u754c\u3002\u5b83\u5c06\u4e2a\u4eba\u684c\u9762\u4ece\u4e00\u4e2a\u56fa\u5b9a\u4f4d\u7f6e\u7684\u7b97\u529b\u7ec8\u7aef\uff0c\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u53ef\u7531\u79fb\u52a8\u8bbe\u5907\u968f\u65f6\u8c03\u5ea6\u7684\u201c\u9759\u9ed8\u6267\u884c\u5f15\u64ce\u201d\u3002\u8fd9\u79cd\u201c\u5f02\u6b65\u89e6\u53d1-\u7ed3\u679c\u9a8c\u6536\u201d\u6a21\u5f0f\uff0c\u5e76\u975e\u7b80\u5355\u5730\u5c06AI\u5bf9\u8bdd\u79fb\u690d\u5230\u624b\u673a\uff0c\u800c\u662f\u5207\u4e2d\u4e86\u4e13\u4e1a\u5de5\u4f5c\u6d41\u4e2d\u4e00\u4e2a\u5173\u952e\u7f1d\u9699\uff1a\u90a3\u4e9b\u9700\u8981\u684c\u9762\u7aef\u5168\u6743\u9650\u8bbf\u95ee\uff08\u672c\u5730\u6587\u4ef6\u3001\u6d4f\u89c8\u5668\u3001\u4e13\u4e1a\u5de5\u5177\uff09\u4f46\u7075\u611f\u6216\u6307\u4ee4\u53c8\u5e38\u5728\u79fb\u52a8\u4e2d\u8ff8\u53d1\u7684\u4efb\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u7280\u5229\u7684\u8bbe\u8ba1\u5728\u4e8e\u201c\u6c99\u76d2\u5316\u201d\u4e0e\u201c\u624b\u52a8\u6279\u51c6\u201d\u673a\u5236\u3002\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u5f53\u524dAI\u4ee3\u7406\u5de5\u5177\u666e\u904d\u5b58\u5728\u7684\u4fe1\u4efb\u8d64\u5b57\u2014\u2014\u7528\u6237\u5e76\u975e\u4e0d\u613f\u653e\u624b\uff0c\u800c\u662f\u9700\u8981\u53ef\u9760\u7684\u5236\u52a8\u7cfb\u7edf\u3002\u8fd9\u79cd\u201c\u9ed8\u8ba4\u5b89\u5168\u201d\u7684\u54f2\u5b66\uff0c\u662f\u5176\u533a\u522b\u4e8e\u76f2\u76ee\u8ffd\u6c42\u5168\u81ea\u52a8\u5316\u7684Agent\u5de5\u5177\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u4e5f\u9690\u542b\u5c40\u9650\uff1a\u91cd\u5ea6\u4f9d\u8d56\u684c\u9762\u7aef\u6301\u7eed\u5728\u7ebf\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u79c1\u6709\u5316\u90e8\u7f72\u7684\u201c\u4e2a\u4eba\u4e91\u201d\uff0c\u5728\u8de8\u8bbe\u5907\u3001\u591a\u7528\u6237\u534f\u4f5c\u573a\u666f\u4e0b\u53ef\u80fd\u4e4f\u529b\u3002\u8bc4\u8bba\u4e2d\u5c06\u5176\u7c7b\u6bd4\u4e3aSlack\u7b49\u534f\u4f5c\u5de5\u5177\u7684\u6f5c\u5728\u529f\u80fd\uff0c\u6070\u6070\u70b9\u660e\u4e86\u5176\u5f53\u524d\u5f62\u6001\u7684\u8fc7\u6e21\u6027\u3002\u957f\u8fdc\u770b\uff0c\u5b83\u7684\u771f\u6b63\u5bf9\u624b\u53ef\u80fd\u4e0d\u662f\u5176\u4ed6AI\u52a9\u624b\uff0c\u800c\u662f\u6df1\u5ea6\u96c6\u6210\u5230\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u7684\u5de5\u4f5c\u6d41\u8c03\u5ea6\u7cfb\u7edf\u3002Dispatch\u7684\u4ef7\u503c\u7a97\u53e3\uff0c\u5728\u4e8e\u5229\u7528\u5f53\u524d\u684c\u9762AI\u751f\u6001\u7684\u5272\u88c2\u671f\uff0c\u4ee5\u5b89\u5168\u53ef\u63a7\u7684\u8fdc\u7a0b\u6267\u884c\u4f5c\u4e3a\u6954\u5b50\uff0c\u62a2\u5360\u7528\u6237\u201c\u6df7\u5408\u4f4d\u7f6e\u529e\u516c\u201d\u7684\u5fc3\u667a\u3002\u4f46\u82e5\u65e0\u6cd5\u4ece\u201c\u529f\u80fd\u201d\u6f14\u8fdb\u4e3a\u201c\u5e73\u53f0\u201d\uff0c\u5176\u5929\u82b1\u677f\u5c06\u6e05\u6670\u53ef\u89c1\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\">Claude Dispatch<\/span>\n <\/div>\n<div class=\"comment-content\">Message Claude from your phone. It runs on your desktop, touches your files, browses, builds reports, executes tasks. Sandboxed. Local. You approve before it acts. One persistent conversation.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI tools stop working when you leave your desk. Dispatch doesn’t.<\/p>\n<\/p>\n<p>It’s a feature inside Claude Cowork. Assign tasks from your phone. Claude executes on your desktop. Come back to finished work.<\/p>\n<\/p>\n<p><strong>What it does:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83d\udcf1 Message Claude from your phone<\/p>\n<\/li>\n<li>\n<p>\ud83d\udda5 Claude accesses your files, browser, local tools<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd12 Sandboxed. Local. You approve before it acts<\/p>\n<\/li>\n<li>\n<p>\ud83d\udccb Returns reports, tasks, actual output<\/p>\n<\/li>\n<\/ul>\n<p><strong>Use cases:<\/strong><\/p>\n<ul>\n<li>\n<p>Reports from internal dashboards<\/p>\n<\/li>\n<li>\n<p>Finding better flights<\/p>\n<\/li>\n<li>\n<p>Anything Claude can do on your desktop, from anywhere<\/p>\n<\/li>\n<\/ul>\n<p><strong>Good to know:<\/strong><\/p>\n<\/p>\n<p>Desktop must be on. Max subscribers now. Pro in days. Research preview, more coming soon.<\/p>\n<\/p>\n<p>Try it. What’s the first task you’d dispatch? <\/p>\n<p><strong>I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified \u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>22<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Finally! I was waiting for it!<br \/>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Great launch! The sandboxed approach is smart. Knowing nothing happens without approval gives real peace of mind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Smart move making approval the default. That’s the part most agent tools skip. Do you see a preview of what Claude is about to do before you approve, or just the result after?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a much-needed development. I appreciate OpenClaw’s impact on the industry, particularly its most impressive feature: remote control. Now, features like Claude Code’s remote control and Claude Dispatch are bringing this same remote capability to autonomous systems.<\/p>\n<p>I believe the logical next step will be integrating these tools into messaging applications like Slack, Microsoft Teams, and WhatsApp. We can already see this potential today, as collaborating with Devin on coding tasks directly within Slack is extremely convenient and time-saving.<\/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>Love the \u2018desktop as an engine\u2019 approach. There\u2019s always that 10-minute gap between leaving the office and getting home where a random task pops into my head \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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just love anything anthropic\/claude related. Claude itself has done so much more then chatgpt ever could.<\/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>Is this similar to the \/remote-control feature inside claude code?<\/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\/@tteer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tteer<\/a> it does not work always <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@tteer hopefully it works better<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@tteer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tteer<\/a>  yes, basically Dispatch = Cowork’s mobile interface for what started as Claude Code remote control. Been using remote CLI for a while now, being able to kick off tasks from phone and come back to results is a real workflow change. Cowork added browser automation on top which is nice for non-code tasks too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is a cool idea honestly. being able to kick off something from your phone and have it run on your desktop makes a lot of sense, specially for those random moments when you\u2019re away but still wanna get something done.<\/p>\n<p>curious, what are people using it for first mostly, quick research tasks or proper work stuff like reports?<\/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\/@akshay_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a> Best use case in my opinion would be similar to the video – when you need an urgent summary of a file on your laptop\/email which you can’t\/don’t want to navigate through on your phone.<br \/>Quick research tasks is interesting – would be surprised if that’s any different from Claude normally!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Texting Claude a task while you’re out and coming back to finished work is exactly how AI should fit into out days. Does it maintain context across multiple dispatches or does each message start fresh? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This has been something I’ve been waiting for! For those quick tasks you want to schedule on the go..<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love it. congrats guys.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is like remote controller for AI <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing ! A Claude Cowork for Linux coming soon ? <\/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<\/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\/5XYMLXOKBCUN76\" class=\"app-title\">Lightfield<\/a><\/p>\n<div class=\"one-liner\">AI-native CRM that builds itself and does work for you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">433<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lightfield\u662f\u4e00\u6b3eAI\u539f\u751fCRM\uff0c\u901a\u8fc7\u81ea\u52a8\u8bfb\u53d6\u90ae\u4ef6\u3001\u4f1a\u8bae\u548c\u901a\u8bdd\u8bb0\u5f55\u6765\u6784\u5efa\u5e76\u81ea\u6211\u66f4\u65b0\u5ba2\u6237\u5173\u7cfb\u7ba1\u7406\u7cfb\u7edf\uff0c\u89e3\u51b3\u4e86\u9500\u552e\u56e2\u961f\u56e0\u624b\u52a8\u5f55\u5165\u6570\u636e\u7e41\u7410\u4e14\u96be\u4ee5\u575a\u6301\u800c\u5bfc\u81f4\u7684CRM\u6570\u636e\u9648\u65e7\u5931\u51c6\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9d706f9-f6b6-4fbf-8d70-15f36b0dc0ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d26836e3-d20c-47e8-b172-c9af4b72aedf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72df3794-8bcc-49ea-81c1-4add4c3ef7e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/359189fc-a12f-4c9b-8999-ebb6c3f03c8d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8fcd4e3-16d5-409b-ab4e-15469272386a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8c836e6-21a2-4730-9558-bed3215be871.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\/c9c9f927-5573-46f4-817d-10e96d69ad44.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=tU3GnxiDfdU\"><source src=\"https:\/\/www.youtube.com\/watch?v=tU3GnxiDfdU\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">CRM<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u539f\u751fCRM<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u6570\u636e\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">\u65e0\u624b\u52a8\u5f55\u5165<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6d1e\u5bdf\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8fc1\u79fb<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u53ef\u5b9a\u5236\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8a89\u5176\u201c\u96f6\u624b\u52a8\u5f55\u5165\u201d\u5f7b\u5e95\u89e3\u51b3\u4e86CRM\u6570\u636e\u7ef4\u62a4\u96be\u9898\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u5904\u7406\u8de8\u6e20\u9053\uff08\u5982Slack\u3001WhatsApp\uff09\u7684\u5bf9\u8bdd\u4ee5\u6d88\u9664\u6570\u636e\u7f3a\u53e3\uff1bAI\u5982\u4f55\u51c6\u786e\u89e3\u6790\u8de8\u6708\u5f02\u6b65\u788e\u7247\u5316\u6c9f\u901a\uff1b\u6570\u636e\u654f\u611f\u6027\u4e0e\u9690\u79c1\u63a7\u5236\uff1b\u4ee5\u53ca\u4ece\u4f20\u7edfCRM\uff08\u5982HubSpot\uff09\u8fc1\u79fb\u7684\u4f53\u9a8c\u5dee\u5f02\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 Lightfield\u5e76\u975e\u7b80\u5355\u7684CRM\u754c\u9762\u4f18\u5316\uff0c\u800c\u662f\u4e00\u6b21\u5bf9CRM\u5b58\u5728\u903b\u8f91\u7684\u6839\u672c\u6027\u98a0\u8986\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u4f20\u7edfCRM\u201c\u6b7b\u4e8e\u6570\u636e\u5f55\u5165\u201d\u8fd9\u4e00\u75fc\u75be\uff0c\u5c06\u4ea7\u54c1\u91cd\u5fc3\u4ece\u201c\u5982\u4f55\u8ba9\u4eba\u66f4\u597d\u5730\u586b\u6570\u636e\u201d\u8f6c\u5411\u201c\u5982\u4f55\u8ba9\u7cfb\u7edf\u81ea\u52a8\u83b7\u53d6\u6570\u636e\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8fde\u7eed\u4e0a\u4e0b\u6587\u201d\u5b58\u50a8\u4e0e\u5728\u6b64\u57fa\u7840\u4e0a\u7684\u4ee3\u7801\u6267\u884c\u80fd\u529b\uff0c\u662f\u533a\u522b\u4e8e\u4ec5\u505a\u4fe1\u606f\u63d0\u53d6\u7684AI\u5de5\u5177\u7684\u6f5c\u5728\u5206\u6c34\u5cad\u2014\u2014\u8fd9\u610f\u5473\u7740\u5b83\u53ef\u80fd\u4ece\u201c\u8bb0\u5f55\u7cfb\u7edf\u201d\u8fdb\u5316\u4e3a\u4e00\u4e2a\u53ef\u4e3b\u52a8\u8c03\u7528\u77e5\u8bc6\u3001\u6267\u884c\u590d\u6742\u4efb\u52a1\u7684\u201c\u5de5\u4f5c\u7cfb\u7edf\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u9c9c\u613f\u666f\u4e0b\u6697\u85cf\u6311\u6218\u3002\u9996\u5148\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u6570\u636e\u6355\u83b7\u7684\u5e7f\u5ea6\u4e0e\u6df1\u5ea6\u3002\u76ee\u524d\u4ee5\u90ae\u7bb1\u548c\u65e5\u5386\u4e3a\u4e3b\u7684\u6570\u636e\u6e90\uff0c\u5728\u6c9f\u901a\u6e20\u9053\u788e\u7247\u5316\u7684\u4eca\u5929\u663e\u5f97\u5355\u8584\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8de8\u5e73\u53f0\u6570\u636e\u7f3a\u53e3\u7684\u62c5\u5fe7\u76f4\u6307\u5176\u547d\u95e8\u3002\u5176\u6b21\uff0c\u5c06\u975e\u7ed3\u6784\u5316\u5bf9\u8bdd\u8f6c\u5316\u4e3a\u53ef\u9760\u5546\u4e1a\u6570\u636e\u7684\u51c6\u786e\u6027\uff0c\u5c24\u5176\u5728\u590d\u6742\u3001\u6a21\u7cca\u7684\u9500\u552e\u60c5\u5883\u4e2d\uff0c\u4ecd\u9700\u5927\u89c4\u6a21\u5b9e\u8df5\u9a8c\u8bc1\u3002\u9690\u79c1\u4e0e\u6570\u636e\u63a7\u5236\u95ee\u9898\uff0c\u662f\u53e6\u4e00\u4e2a\u6f5c\u5728\u7528\u6237\uff08\u5c24\u5176\u662f\u5927\u4f01\u4e1a\uff09\u51b3\u7b56\u7684\u5173\u952e\u969c\u788d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d\u7cbe\u51c6\u5207\u5165\u201c\u521b\u59cb\u4eba\/\u5c0f\u56e2\u961f\u9500\u552e\u201d\u573a\u666f\uff0c\u662f\u660e\u667a\u7684\u6954\u5b50\u3002\u4f46\u82e5\u60f3\u6210\u4e3a\u4e3b\u6d41\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u80fd\u201c\u8bfb\u61c2\u201d\u5bf9\u8bdd\uff0c\u66f4\u80fd\u201c\u7406\u89e3\u201d\u590d\u6742\u7684\u5546\u4e1a\u5173\u7cfb\u4e0e\u610f\u56fe\uff0c\u5e76\u5728\u56e2\u961f\u89c4\u6a21\u5316\u65f6\uff0c\u5c06\u5176\u79ef\u7d2f\u7684\u201c\u8fde\u7eed\u4e0a\u4e0b\u6587\u201d\u8f6c\u5316\u4e3a\u53ef\u5b89\u5168\u3001\u9ad8\u6548\u5171\u4eab\u7684\u7ec4\u7ec7\u667a\u6167\uff0c\u800c\u975e\u65b0\u7684\u6570\u636e\u5b64\u5c9b\u3002\u8fd9\u662f\u4e00\u6761\u6781\u5177\u60f3\u8c61\u529b\u7684\u9053\u8def\uff0c\u4f46\u6bcf\u4e00\u6b65\u90fd\u9700\u5728\u6280\u672f\u53ef\u9760\u6027\u4e0e\u7528\u6237\u4fe1\u4efb\u4e0a\u505a\u5230\u65e0\u61c8\u53ef\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\">Lightfield<\/span>\n <\/div>\n<div class=\"comment-content\">Lightfield reads your emails, meetings, and calls to build your CRM automatically. No manual data entry \u2014 ever. Connect your inbox, upload a spreadsheet or CSV from your old CRM, and everything is recreated in less than five minutes. Ask it anything in plain English: who needs follow-up, what objections keep coming up, how has our ICP shifted \u2014 answered from your actual conversations. Then put it to work to draft follow-ups, create board decks, build proposals, and more.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \u2014 I’m Keith, co-founder of Lightfield. Before this, I led Instagram Direct from zero to 500M users and helped build Stories and camera AR. I then co-founded Tome, which launched as #1 on Product Hunt and grew to 20M users.<\/p>\n<p>Of all the products I’ve worked on, Lightfield has the deepest engagement I’ve ever seen. It\u2019s an <strong>AI-native CRM that builds and updates itself from your real conversations<\/strong> \u2014 emails, calls, and meetings. No fields to define. No manual data entry, ever. <\/p>\n<\/p>\n<p>Connect your inbox, upload data from a spreadsheet or your old CRM, and you’re <strong>up and running in five minutes.<\/strong><\/p>\n<p>One of our early users connected her inbox, typed one prompt \u2014 “go through my emails and fill in my opportunities” \u2014 and came back to a fully populated pipeline. Stages, contacts, deal context. All built from conversations she’d already had.<\/p>\n<p>Most AI CRMs stop there. Lightfield goes further \u2014 <strong>it stores every interaction as continuous context, not disconnected records, so the AI sees the full story of every relationship.<\/strong> Then it writes and runs code against that complete memory.<\/p>\n<p><strong>Ask it anything:<\/strong><\/p>\n<ul>\n<li>\n<p><em>“What objections keep coming up across all my calls?”<\/em> \u2014 pattern-matched across every conversation you’ve ever had<\/p>\n<\/li>\n<li>\n<p><em>“How has our ICP shifted in the last 3 months?”<\/em> \u2014 answered from real deal data, not gut feel<\/p>\n<\/li>\n<\/ul>\n<p><strong>Then put it to work:<\/strong><\/p>\n<ul>\n<li>\n<p><em>“Draft a re-engagement email for each of my cold prospects”<\/em> \u2014 written with full knowledge of your history together<\/p>\n<\/li>\n<li>\n<p><em>“Build a board-ready pipeline report” <\/em>\u2014 from what’s actually happening inside deal<\/p>\n<\/li>\n<\/ul>\n<p>We built this for founders doing their own sales, from our own experience. That’s where every company’s customer knowledge begins \u2014 with the founding team and their first conversations. Lightfield makes sure none of it gets lost. Not when you hire your first rep. Not when you build out a team. Every conversation compounds.<\/p>\n<p>As a thank-you to the Product Hunt community \u2014 we’re offering <strong>3 months free<\/strong> for anyone who signs up with code <strong>PH3<\/strong>. We ask for credit card up front at sign-up to keep bot traffic out, so don\u2019t forget to use the code to get free access.<\/p>\n<p>Try it at <a href=\"https:\/\/lightfield.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/lightfield.app<\/a><\/p>\n<p>Our entire team is on standby to help you get set up. Drop a comment with your first question for the agent \u2014 I’ll reply to every one.<\/p>\n<p>Huge thanks to <strong>@chrismessina<\/strong> for hunting us. We’re honored to have the #1 Product Hunter behind our launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>33<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@keith_peiris\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keith_peiris<\/a> I have been absolutely blown away by Lightfield, and it is now one of my core tools. Keep it up! <\/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\/@keith_peiris\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keith_peiris<\/a> This hits a real nerve. The CRM decay problem is universal. Curious, as more sales workflows involve AI agents talking to each other, do you see Lightfield evolving to capture agent-to-agent interactions too, not just human ones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@keith_peiris\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keith_peiris<\/a> Hey! If the CRM builds itself from emails and calls, how do you handle sensitive conversations that were never meant to become structured business data and can users define what stays out of the model entirely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This looks like a really useful product. Does it replace tools like HubSpot or Klaviyo? And can it integrate with support tools to help build a CRM list?<\/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\/@bartvandekooij\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bartvandekooij<\/a> Great questions! <\/p>\n<\/p>\n<p>Lightfield is a direct replacement for HubSpot as a CRM – we’ve already had many customers migrate from HubSpot to us. A few things that make us different: there’s zero manual data entry since we auto-capture from emails, meetings, calendar, and more, so your CRM stays up to date without anyone having to maintain it. Beyond that, our AI agent can answer deep questions about your deals and relationships, draft personalized emails in batches, and generate pipeline analysis and dashboards on demand.<\/p>\n<\/p>\n<p>On email marketing and automation, we can help with personalized outreach today, but we’re not yet a full replacement for dedicated tools like Klaviyo or HubSpot’s marketing automation. That said, it’s on our roadmap.<\/p>\n<\/p>\n<p>As for support tools, we don’t have a native integration yet, but many of our users pull support tickets into Lightfield via webhook or API.<\/p>\n<\/p>\n<p>Curious what support tool you\u2019re using? Helpful for us to prioritize integrations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@matt_serna using gorgias. E-commerce support tool<\/div>\n<div class=\"comment-actions\">\n<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>Every CRM I’ve tried has the same failure mode: it’s only as good as what people remember to put into it, and nobody does consistently.<\/p>\n<p>The auto-capture from emails and calendar is the piece that actually solves the behaviour problem rather than just the interface problem. Most CRM redesigns just make it easier to enter data manually. This skips the entry step entirely, which is a different category of solution.<\/p>\n<p>Running a SaaS and managing a mix of inbound leads and partnership conversations, so this is directly relevant. The question I’d have is around signal quality: when the AI is reconstructing deal context from email threads, how does it handle relationships that are mostly async and fragmented across months? That’s usually where CRM data gets thin and unreliable, regardless of the tool. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> – great question. We have customers representing logitudinal records across years in Lightfield. When you connect your inbox you can sync up to two years of email data, and anything else you upload from your old CRM data can be added to that to create a single longitudinal record that you can query. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice one. a crm that actually stays updated on its own sounds way more realistic than asking sales teams to log everything properly forever. the part about asking questions from actual conversations is pretty interesting too.<\/p>\n<p>curious, what kind of teams are adopting it fastest right now, smaller sales teams or bigger ones with messy existing crm data?<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Honestly, both but for different reasons.<\/p>\n<\/p>\n<p>Smaller teams adopt fastest because the setup cost is near zero. There’s no admin, no onboarding project – you connect email and calendar and you have a working CRM in minutes. For a founder doing sales themselves, that’s a completely different category of tool.<\/p>\n<\/p>\n<p>Bigger teams with messy legacy data are a strong fit too. We’ve had large customers come over with 10+ years of HubSpot history and our AI handles the data migration in hours. The part that surprises them is they’re already getting value from live email and meeting capture before the migration is even done.<\/p>\n<\/p>\n<p>The common thread isn’t company size. It’s teams where the CRM has been quietly decaying because nobody wants to maintain 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is a pretty strong pitch honestly. the zero manual data entry part is what stands out most, because keeping crm data updated is where a lot of teams quietly lose consistency. also like that it is not just storing info but actually helping teams do something with it after.<\/p>\n<p>curious, when people switch from hubspot, what\u2019s the first thing that usually makes them feel the difference most?<\/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\/@akshay_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a> The “it already knows everything” moment is usually what lands first.<\/p>\n<\/p>\n<p>Connect your email and calendar, and within minutes Lightfield gives you a working CRM – accounts, contacts, and deal history pulled from your real conversations. That’s before you’ve even migrated a single record from HubSpot.<\/p>\n<\/p>\n<p>When you’re ready, our AI can handle the full HubSpot data migration in hours instead of days. From there, you’re just talking to your CRM: asking questions, pulling insights, getting work done.<\/p>\n<\/p>\n<p>After years of manually maintaining HubSpot, that difference is obvious within the first few minutes.<\/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>When I heard Lightfield’s founders shut down a product with 20M users to build this, I knew it had to be pretty special. And, after a couple months of early access I totally understand why they did it. I’ve never been good at updating my CRM. But having it updated is actually super valuable… it’s just the kind of tedious work I either feel too busy to do or just forget. Lightfield is the first CRM I’ve used where I feel like I’m getting that value without having to do the work myself. It’s definitely the first CRM I’ve actually loved using.<\/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\/@michael_houck1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_houck1<\/a> – Really appreciate the kind words! We made Lightfield for founders like you. Grateful for your support. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the design and approach; proven team. <\/p>\n<\/p>\n<p>I appreciate Lightfield’s proactivity as well \u2014 once I connected my contacts and calendar, it started offering value on Day 1 with meeting pre-caps and client dossiers.<\/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> thanks for hunting us, using us, and supporting us the whole way!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 one of the very first people to sell Contact Managers and then Sales Force Automation products to salespeople in the late 80s. The salespeople hated it because of all the input it required… among other things.<\/p>\n<p>CRM has come a long way since then. You’ve got a good start. Once you add Customer Service and Marketing you’ll truly have an integrated AI-based CRM solution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jberkowitz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jberkowitz<\/a> – appreciate the kind words. I can relate, started my career as a salesperson and hated every minute I spent updating fields in SFDC. No more! Would love to hear what you think of the product if you get a chance to try it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The biggest CRM problem I have seen is not the setup \u2014 it is that people stop updating it after a few weeks. Zero manual entry sounds like it solves that. But what happens when part of the conversation happens on channels you are not connected to \u2014 do you end up with gaps that make the data unreliable?<\/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\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Totally fair question. Email and calendar are just the starting point. We’re actively expanding to capture more context, including LinkedIn, Slack, WhatsApp, and more. Teams can also push data in directly via webhook or API to cover anything outside those channels.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>that looks amazing \ud83d\ude42 I always struggled to force sales people to keep up and fill out CRM data properly. More often than not, the end solution was to set up a lot of guardrails, firing out warning messages every time somebody forgot to follow the expected flows.<br \/>I’m wondering though, how customizable is this? because different customers will likely have different pipelines!<\/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\/@matteo_avalle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matteo_avalle<\/a> Thanks!<\/p>\n<p>You can change any field in the data model and pipeline stages in Settings.<\/p>\n<p>We have multiple pipelines landing in the next month along with custom objects.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@matteo_avalle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matteo_avalle<\/a> – it’s highly customizable! You can configure distinct pipeline stages and opportunity fields to map to how your business works. Happy to hop on a call and show you how if you’re interested in learning more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>This is exactly the right wedge.<\/strong><br \/>Most CRM tools still depend on humans being disciplined data entry machines which almost never scales in real life.<br \/>Auto-capturing context from email + calendar is a much stronger behavior-layer solution, not just a UI improvement. Smart product. Congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@mikita_aliaksandrovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikita_aliaksandrovich<\/a> – glad you understand the nuance. To be clear I think we have an awesome UI, but a lot of the people who love Lightfield want to spend as little time as possible in their CRM so they can spend more time in front of customers. <\/p>\n<\/p>\n<p>Thanks for your 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>Excited for this launch! Congrats team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kian_kolahdouzan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kian_kolahdouzan<\/a> Thanks for the note, appreciate your support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lightfield is one of the best products we\u2019ve used\u2014especially valuable for transitioning from founder-led sales to scalable growth. Congratulations to the team for the PH launch. If anyone is thinking to migrate from Hubspot or other CRM, please go for it. Lightfield will make sure that you will not miss those CRMs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@deep_barot3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deep_barot3<\/a> – thank you for the ringing endorsement! Appreciate the early vote of confidence you gave us and supporting us from 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>Got a chance to speak with their founder, Keith, at a founder mastermind and was pretty blown away with the vision and capabilities of the platform. Huge congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@tyler_denk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tyler_denk<\/a> Thanks Tyler! Loved joining your retreat and admire Beehiiv. Appreciate you trying the platform 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>Congrats on the launch team! <\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@keith_peiris\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"keith_peiris\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keith_peiris<\/a> mentioned that Lightfield stores interactions as continuous context and the AI writes and runs code against it. That sounds super interesting! Curious how that actually works in practice. When the AI drafts a re-engagement email, is it pulling from a different slice of that context than when it answers ‘what objections keep coming up across deals’? <\/p>\n<p>And as the team grows from founder-doing-sales to first few reps, does that accumulated context become a shared asset everyone can query, or is there a way to scope what’s visible?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@devanandb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devanandb<\/a> this is a great question. The AI pulls across the entire context for any task. It develops an understanding of what it needs to pull from in order to do any task, whether it’s interaction history, patterns across other deals \/ interactions, information on the web, or your own workspace knowledge.<\/p>\n<\/p>\n<p>The context becomes shared. That’s actually one of the most powerful things about the platform. I’m working with a lot of fast growing teams going from 1-2 sellers to 20+ AEs this year and it’s one of the main reasons they’re choosing Lightfield. It’s actually how I got up to speed here – on day 1 I asked Lightfield how <a href=\"https:\/\/www.producthunt.com\/@keith_peiris\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"keith_peiris\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keith_peiris<\/a> was demoing our platform and used that as a starting point for my own pitch. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a great take on CRM.<\/p>\n<p>The biggest problem was never the tools it was getting people to actually update them.<\/p>\n<p>If the system builds itself from real activity, that\u2019s a huge shift.<\/p>\n<p>Curious how you handle accuracy and edge cases.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___2902025abb5753b18b341a5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___2902025abb5753b18b341a5<\/a> Thanks!<\/p>\n<p>It’s pretty accurate because it’s using Claude and our Knowledge System. We ask humans to approve any consequential field updates so you have auditability. We just suggest the field updates to the human.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@new_user___2902025abb5753b18b341a5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___2902025abb5753b18b341a5<\/a> – one of the things we do to help with accuracy is use code execution to run prompts on deterministic sets of data – makes a huge difference when you run queries across thousands of records. <\/p>\n<\/p>\n<p>As for ‘edge case’, well I guess it depends on the edge case. If there’s something specific you have in mind I’d be happy to help add more color.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Trying this out now. Very interesting. <\/p>\n<p>Can you collaborate with other members of the team?<\/p>\n<p>Dont think you can add deal value associated with each?<\/p>\n<p>Will be super cool if there\u2019s sequence \/ workflow ready too.<\/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\/@harryzhangs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harryzhangs<\/a> yes, collaboration and privacy is built into the model. We have teams with >100 commercial employees in a single Lightfield instance.<\/p>\n<p>You can build custom workflows from Settings > Workflows.<\/p>\n<p>You can definitely add deal value associated with any object. You just need to edit the data model in settings.<\/p>\n<p>Sequences are coming soon along with a lot more power.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@harryzhangs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harryzhangs<\/a> – collaboration is one of the best parts of the product. You get shared context from everybody’s customer interactions. We have companies with up to 150 employees on Lightfield and right now it’s a great fit for anybody with a sales team under 200 people.<\/p>\n<\/p>\n<p>Workflows are in the product too. Happy to hop on a call to walk through how to build what you’re looking for if helpful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 pitch CRM that builds itself\u201d is instantly compelling. Could it even harder by leading with the key outcome: \u201cStop manual data entry and get actionable insights for your real conversations in minutes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hester__henry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hester__henry<\/a> – thanks for your feedback (I wrote that tagline and will take it to heart). Excited to hear what you think of the product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats ! It\u2019s a great great product. Features in my top 3 products!<\/p>\n<p>I could not believe first time when I saw the all data<\/p>\n<p>auto populated back to 12 months !the context it pulls from Emails \/ calls and intelligence on accounts and people is exceptional! Our entire team is on it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tamanna_dhamija1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tamanna_dhamija1<\/a> – thank you for the kind words! It truly is a magical experience, I remember feeling the same when I saw an early version of the product before I joined. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 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>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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> – appreciate it Chilarai, thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Keith! Rooting for y’all!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gb_cov_cat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gb_cov_cat<\/a> thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love Lightfield and what they are building. Strong upvote from me! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Obsessed with this!! Can’t wait to try it out, was literally wondering how hard it would be to train my own agent to do this. Glad I don’t have to. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!<br \/>\nCan you collaborate with team members on it?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amraniyasser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amraniyasser<\/a> – yes! We work with small teams doing founder-led sales with a couple of folks supporting, as well as larger companies with sales teams of 30+ people. Everyone can work with shared context in the CRM. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This seems super handy! Is it meant to replace tools like HubSpot or Klaviyo, or does it work alongside them? Also, can it connect with support tools to help build a CRM list?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elijah_vincent1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elijah_vincent1<\/a> it’s meant to replace HubSpot CRM. We have a nice migration tool available!<\/p>\n<p>We’ll eventually build some interoperability so that you can two way sync with HubSpot and Salesforce but we haven’t got to it yet.<\/p>\n<\/p>\n<p>And yes, we connect to anything that can use a webhook or REST API.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The \u201cno manual data entry ever\u201d promise is bold, and honestly what every CRM should have figured out years ago lol\u2026<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ovidiu_chintovan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ovidiu_chintovan<\/a> thanks for the comment! We’ve configured it so you can ask for approval if you’re worried… but yes, time bookkeeping should go to zero.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Way to go! Lightfield is so well crafted. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dbg1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbg1<\/a> appreciate the kind words, 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\/@dbg1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbg1<\/a> Thanks Zaki! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/products\/lightfield\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"lightfield\" target=\"_blank\" rel=\"noopener\">@Lightfield<\/a> is legit. I talk to my CRM every day now. Would’ve sounded insane a year ago. <\/p>\n<p>We’ve been through probably 5 CRMs over the past few years…none of them stuck. Too much manual input, too many unnecessary features.<\/p>\n<p>Lightfield captures details from every call, email, deal, and actually makes the context insightful without much input. We’re a lean team that moves fast. Lightfield is a big reason prospects don’t slip through the cracks anymore.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>WOW, sounds to be the next generation of CRM. Are there a way I can import the data from my previous CRM ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gilles_raymond\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gilles_raymond<\/a> – yes! Download a CSV of your contacts, accounts, and opportunities, upload them to the chat window in Lightfield, and it will take between 10 minutes and a couple of hours depending on how much data you have. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 <strong>#2 <\/strong>Lightfield team, way to go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lovestaco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lovestaco<\/a> Thank you! Let’s go for #1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@lovestaco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lovestaco<\/a> #2 so far. We passed Open AI earlier this morning and are pushing to pass Claude later today. Appreciate your support of the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/R4XRSTSGW67YUH\" class=\"app-title\">Genie by Databox<\/a><\/p>\n<div class=\"one-liner\">Your AI analyst for business performance<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">297<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Genie\u662f\u4e00\u6b3e\u5185\u5d4c\u4e8eDatabox\u5e73\u53f0\u7684AI\u4e1a\u52a1\u5206\u6790\u5e08\uff0c\u5141\u8bb8\u7528\u6237\u4ee5\u81ea\u7136\u8bed\u8a00\u8be2\u95ee\u4e1a\u52a1\u7ee9\u6548\u95ee\u9898\uff0c\u5373\u65f6\u4ece\u5df2\u8fde\u63a5\u7684\u6570\u636e\u4e2d\u83b7\u53d6\u6d1e\u5bdf\u3001\u8d8b\u52bf\u548c\u53ef\u89c6\u5316\u56fe\u8868\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u5728\u591a\u4e2a\u4eea\u8868\u677f\u95f4\u624b\u52a8\u6316\u6398\u3001\u6bd4\u5bf9\u6570\u636e\u4ee5\u56de\u7b54\u7b80\u5355\u4e1a\u52a1\u95ee\u9898\u7684\u6548\u7387\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\/35639717-4044-459a-9bab-bec2cc2ade64.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7301492-e095-4661-b2af-572d8a88b6c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1eade8b8-0616-417c-908a-d9761053ae60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a09099c-9e61-4c6e-9b7d-30586f73ac80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88da62e0-e76a-4c64-a948-c505c53605a7.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\/66b2dbae-819c-4952-ad2a-73173149a1bd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/NffayG9XrS4\"><source src=\"https:\/\/youtu.be\/NffayG9XrS4\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u4eea\u8868\u677f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7ee9\u6548\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/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\u80fd\u5feb\u901f\u89e3\u7b54\u65e5\u5e38\u4e1a\u52a1\u95ee\u9898\u3001\u8282\u7701\u65f6\u95f4\u3002\u4eae\u70b9\u5305\u62ec\u6570\u636e\u4e25\u683c\u6309\u5ba2\u6237\u7a7a\u95f4\u9694\u79bb\u3001\u80fd\u6784\u5efa\u4eea\u8868\u677f\u3001\u4e0e\u73b0\u6709\u5de5\u4f5c\u6d41\u6574\u5408\u597d\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u89e3\u91ca\u6df1\u5ea6\uff08\u662f\u5c55\u793a\u5173\u8054\u6307\u6807\u8fd8\u662f\u63a8\u65ad\u539f\u56e0\uff09\u3001Slack\u96c6\u6210\u8fdb\u5ea6\u3001\u6570\u636e\u5b89\u5168\u7ec6\u8282\u3001\u4ee5\u53ca\u5b9a\u5236\u5316\u5206\u6790\u6a21\u677f\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 Genie\u5e76\u975e\u9769\u547d\u6027\u7684\u6982\u5ff5\uff0c\u4f46\u5176\u201c\u5185\u5d4c\u201d\u7b56\u7565\u548c\u201c\u6570\u636e\u7a7a\u95f4\u9694\u79bb\u201d\u8bbe\u8ba1\uff0c\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524dAI\u5206\u6790\u5de5\u5177\u7684\u4e24\u4e2a\u6838\u5fc3\u8f6f\u808b\uff1a\u6570\u636e\u51c6\u5907\u6469\u64e6\u4e0e\u4e0a\u4e0b\u6587\u5e7b\u89c9\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u57fa\u4e8e\u73b0\u6709BI\u6570\u636e\u6a21\u578b\u7684\u3001\u589e\u5f3a\u578b\u7684\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u4e0e\u53ef\u89c6\u5316\u751f\u6210\u5c42\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u6280\u672f\u672c\u8eab\u6709\u591a\u524d\u6cbf\uff0c\u800c\u5728\u4e8e\u5b83\u9009\u62e9\u5728Databox\u5df2\u6784\u5efa\u7684\u3001\u5305\u542b\u767e\u4f59\u79cd\u6570\u636e\u6e90\u8fde\u63a5\u548c\u7edf\u4e00\u6307\u6807\u5b9a\u4e49\u7684\u201c\u6570\u636e\u5730\u57fa\u201d\u4e0a\u52a8\u5de5\uff0c\u8fd9\u4f7f\u5f97\u5176\u5b9e\u7528\u6027\u548c\u7b54\u6848\u53ef\u9760\u6027\u8fdc\u8d85\u4ece\u96f6\u5f00\u59cb\u7684\u72ec\u7acbAI\u5206\u6790\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u5173\u952e\u4fe1\u53f7\u503c\u5f97\u73a9\u5473\uff1a\u7528\u6237\u76db\u8d5e\u5176\u201c\u6d88\u9664\u566a\u97f3\u548c\u5e7b\u89c9\u201d\uff0c\u8fd9\u6070\u6070\u53cd\u886c\u51fa\u5e02\u573a\u5bf9\u73b0\u6709AI\u5206\u6790\u5de5\u5177\u201c\u4fe1\u53e3\u5f00\u6cb3\u201d\u7684\u6df1\u5ea6\u4e0d\u4fe1\u4efb\u3002Genie\u901a\u8fc7\u4e25\u683c\u7684\u6570\u636e\u6743\u9650\u548c\u8303\u56f4\u754c\u5b9a\uff0c\u63d0\u4f9b\u4e86\u5f53\u524d\u9636\u6bb5\u4f01\u4e1a\u66f4\u9700\u8981\u7684\u201c\u786e\u5b9a\u6027AI\u201d\u2014\u2014\u80fd\u529b\u6216\u8bb8\u6709\u8fb9\u754c\uff0c\u4f46\u7b54\u6848\u5fc5\u987b\u53ef\u8ffd\u6eaf\u3001\u53ef\u4fe1\u4efb\u3002\u6b64\u5916\uff0c\u4ece\u201c\u5feb\u901f\u68c0\u67e5\u201d\u5230\u201c\u6df1\u5ea6\u5206\u6790\u201d\u7684\u7528\u6237\u884c\u4e3a\u6f14\u8fdb\u8def\u5f84\u8868\u660e\uff0c\u964d\u4f4e\u4ea4\u4e92\u95e8\u69db\u786e\u5b9e\u80fd\u6fc0\u53d1\u66f4\u6df1\u5c42\u7684\u5206\u6790\u9700\u6c42\uff0c\u8fd9\u9a8c\u8bc1\u4e86\u201c\u666e\u60e0\u5206\u6790\u201d\u7684\u53ef\u884c\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u4f5c\u4e3a\u5e73\u53f0\u529f\u80fd\u7684\u5ef6\u4f38\uff0c\u5b83\u96be\u4ee5\u6446\u8131Databox\u751f\u6001\u7684\u8fb9\u754c\u3002\u5bf9\u4e8e\u89e3\u91ca\u6027\u5206\u6790\uff0c\u5b83\u76ee\u524d\u66f4\u504f\u5411\u4e8e\u5173\u8054\u5448\u73b0\u800c\u975e\u56e0\u679c\u63a8\u65ad\uff0c\u8fd9\u79bb\u201c\u5206\u6790\u5e08\u201d\u7684\u7ec8\u6781\u671f\u5f85\u5c1a\u6709\u8ddd\u79bb\u3002\u672a\u6765\uff0c\u5b83\u9700\u8981\u5728\u201c\u81ea\u52a8\u5316\u6d1e\u5bdf\u6df1\u5ea6\u201d\u4e0e\u201c\u4eba\u673a\u534f\u540c\u53ef\u63a7\u6027\u201d\u4e4b\u95f4\u6301\u7eed\u5e73\u8861\u3002Genie\u7684\u6210\u529f\uff0c\u6807\u5fd7\u7740AI\u5728\u5546\u4e1a\u5206\u6790\u9886\u57df\u7684\u7ade\u4e89\uff0c\u5df2\u4ece\u201c\u6a21\u578b\u80fd\u529b\u79c0\u573a\u201d\u8fdb\u5165\u201c\u573a\u666f\u878d\u5408\u4e0e\u4fe1\u4efb\u6784\u5efa\u201d\u7684\u6df1\u6c34\u533a\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\">Genie by Databox<\/span>\n <\/div>\n<div class=\"comment-content\">Genie is an AI analyst built into Databox. Ask questions about your business performance and get instant insights from your data, so your team can quickly understand what\u2019s driving results and take action.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Davorin from the Databox team, and today we\u2019re excited to share something we\u2019ve been working on for a while: <strong>Genie, your AI analyst.<\/strong><\/p>\n<p>Most teams today have dashboards and reports that track everything from revenue to marketing performance. But when someone asks a simple question about what\u2019s actually happening, like <em>why revenue dropped<\/em> or <em>what\u2019s driving the growth<\/em>, getting clear answers is still harder than it should be.<\/p>\n<p>You have to dig through multiple dashboards, compare metrics, identify trends, or even loop your data team. And by the time you finally have a clear explanation, you\u2019ve already burned hours you didn\u2019t really have.<\/p>\n<p>We kept seeing the same pattern: even though teams had plenty of data, they were still struggling to get answers fast enough to make decisions.<\/p>\n<p>So we built <strong>Genie<\/strong>. <\/p>\n<p>Genie is an AI analyst built directly into Databox. Ask questions about your business performance in plain language and get answers instantly, with trends, visualizations, and context drawn directly from your metrics.<\/p>\n<p>Here are a few things you can do with Genie today:<\/p>\n<p> \ud83d\udd0e <strong>Ask questions about your data: <\/strong>Understand why metrics changed, uncover insights faster, or dig deeper into what\u2019s actually driving performance. <\/p>\n<p> \ud83d\udcca <strong>Create metrics and dashboards: <\/strong>Describe what you want to build, and Genie can generate the metric or dashboard for you.<\/p>\n<p> \ud83d\udcac <strong>Share analyses instantly: <\/strong>Send Genie conversations to anyone so they can see the analysis and context behind the answer.<\/p>\n<p> \ud83e\ude84 <strong>Chat with Genie from your AI tools using MCP: <\/strong>Explore performance and uncover insights directly in tools like Claude or ChatGPT. <\/p>\n<p>Genie is designed to help anyone on your team explore and understand performance data, so decisions don\u2019t have to wait. <\/p>\n<p>—–<\/p>\n<p>We\u2019d love your honest feedback: <strong>what\u2019s the #1 question about your business data you wish you could answer instantly?<\/strong><\/p>\n<p>Drop it in the comments – we\u2019re building Genie with teams like yours in mind, and your feedback will directly shape what we work on next.<\/p>\n<p>Thanks for checking out Genie. Every comment, idea, and upvote means a lot to our small team. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Many congratulations <a href=\"https:\/\/www.producthunt.com\/@davorin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davorin<\/a> <a href=\"https:\/\/www.producthunt.com\/@zigapotocnik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zigapotocnik<\/a> and team! \ud83d\ude42<\/p>\n<\/p>\n<p>I am excited to hunt Genie by Databox today! <\/p>\n<p>From the first conversation with the Genie team, it was clear they weren\u2019t just building another \u201cAI analytics\u201d tool, but rethinking how teams actually interact with their data.<\/p>\n<\/p>\n<p>I\u2019ve seen a lot of AI analysts that rely on static uploads or disconnected data. Genie felt different right away.<\/p>\n<p><strong>What stood out to me: <\/strong><\/p>\n<ul>\n<li>\n<p>It already understands your metrics and context <\/p>\n<\/li>\n<li>\n<p>It works on live data across 100+ integrations, not stale CSVs<\/p>\n<\/li>\n<li>\n<p>It doesn\u2019t just answer questions, it actually builds dashboards and metrics for you<\/p>\n<\/li>\n<li>\n<p>And most importantly, it helps you understand why numbers move, not just what changed<\/p>\n<\/li>\n<\/ul>\n<p>That combination is rare.<\/p>\n<p>If you\u2019ve ever spent hours jumping between dashboards just to answer one simple question, you\u2019ll get why this matters. This is a thoughtful, execution-heavy product and I look forward to future updates.<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davorin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davorin<\/a> Congratulations on the launch – excited to see how teams use this in real decision – making.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@davorin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davorin<\/a> This is solid. That problem is way too familiar.<\/p>\n<p>Dashboards are nice until someone asks a simple question and suddenly you\u2019re digging through five tabs trying to piece things together. It gets old fast.<\/p>\n<p>I like the angle here. Feels less like \u201canother analytics tool\u201d and more like something that actually helps you understand what\u2019s going on without the back and forth.<\/p>\n<p>Quick one though. If I ask why something dropped, does it just show related metrics or does it actually try to explain what likely caused it?<\/p>\n<p>Either way, this is clean. I can see teams using this a lot.<br \/>Well done <a href=\"https:\/\/www.producthunt.com\/@davorin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davorin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davorin<\/a> and team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome and a very clear peek into where business analytics is moving in the short term. Congrats team!<\/p>\n<p>One question: is there already a Slack integration or potentially coming soon? <a href=\"https:\/\/www.producthunt.com\/@davorin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davorin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davorin<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you <a href=\"https:\/\/www.producthunt.com\/@jmarovt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jmarovt<\/a>, I really appreciate your support. Yes, a Slack app is coming shortly.<\/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>As a Dutch online marketing agency (Unison), we used Databox for client reporting for years and recently tested alternatives like GoMarble, AdSuperpowers and Claude MCPs. Having had the opportunity to beta test Genie, we can confidently say it easily beats them all. In a short time it has transformed how we work.<\/p>\n<p>The standout feature for us is how data is strictly scoped to a specific ‘client space.’ When we query data, there is absolutely no risk of it mixing with other clients’ data sources. This eliminates noise and hallucinations completely, which is a massive advantage over competitors.<\/p>\n<p>Because the platform is so intuitive and accessible, the adoption within our team has been incredibly fast and widespread. Genie instantly became a core part of our daily workflows. In fact, whenever ‘account maintenance’ is on our schedule, using Genie is now a standard step in that process. It makes combining data sources and analyzing large datasets effortless. Drawing in-depth conclusions is so much easier now, mainly because you can literally just ask the platform the exact question you have in mind.<\/p>\n<p>At Unison, we strongly believe in a balanced collaboration with AI, where a Human-in-the-Loop (HITL) remains a crucial part of the process. Genie perfectly facilitates this philosophy. It does the heavy lifting with the data, but keeps our specialists in control to validate and act on the insights. Highly recommended for any agency looking to level up their data analysis.<\/p>\n<p>Congrats on the launch, Databox team!<\/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\/@bennyunison\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bennyunison<\/a> , thank you so much for this – genuinely one of the most thoughtful reviews we’ve received today!<\/p>\n<p>The client space scoping you highlighted is something we’re really proud of. For agencies managing multiple clients, data isolation isn’t just a nice-to-have – it’s a hard requirement, and we built Genie with that in mind from the start.<\/p>\n<p>The HITL philosophy you described is exactly the use case we’re designing for. Genie isn’t meant to replace your analysts – it’s meant to take the heavy lifting off their plate so they can focus on what actually matters: interpreting, validating, and acting on insights.<\/p>\n<p>Really glad to hear adoption was fast across your team too. That’s always the true test.<\/p>\n<p>Thanks for being part of the beta and for the kind words on launch day – means a lot to the whole team! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is pretty cool tbh. a lot of teams want insights from their data, but the setup and learning curve usually slow everything down. having an ai analyst inside databox feels like a smart way to make analytics more approachable.<\/p>\n<p>curious, are people using genie more for quick checks or deeper business analysis?<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> , great question – and honestly, we’re seeing both!<\/p>\n<p>A big chunk of users start with quick checks: “how did my campaign perform last week?”, “is churn up this month?” – the kind of questions that used to require digging through dashboards or pulling a report. Genie makes those instant.<\/p>\n<p>But what’s been really interesting is watching those same users go deeper over time. Once the friction is gone, the questions get more ambitious. Teams start doing analysis they simply wouldn’t have bothered with before.<\/p>\n<p>The setup and learning curve point you raised is exactly what we tackled head-on. Since Genie lives inside Databox where the data already is, there’s no new integration, no separate tool to learn – you just ask.<\/p>\n<p>Thanks for the kind words and for checking us out today! \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks interesting, especially for teams that want answers quickly without having to build everything from scratch first. The idea of having an AI analyst built right into the BI workflow makes a lot of sense if it can actually help people get to insights faster.<\/p>\n<p>Curious, what kinds of questions are users asking Genie the most right now?<\/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\/@akshay_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a> , great question – and we actually have a pretty good picture of this from beta!<\/p>\n<p>The most common questions fall into a few buckets:<\/p>\n<ul>\n<li>\n<p><strong>Performance checks<\/strong> – “how did my ads perform last month vs the month before?”<\/p>\n<\/li>\n<li>\n<p><strong>Anomaly investigation<\/strong> – “why did sessions drop last Tuesday?”<\/p>\n<\/li>\n<li>\n<p><strong>Cross-channel comparisons<\/strong> – “which channel is driving the most conversions right now?”<\/p>\n<\/li>\n<\/ul>\n<p>What’s interesting is that most of these aren’t complex queries technically – but they used to require knowing where to look, which dashboard, which metric, which filter. Genie just removes all that friction.<\/p>\n<p>The “built into the BI workflow” point you made is exactly the bet we made. An AI analyst is only as useful as the data it can access – and since Genie sits on top of all your connected sources in Databox, the answers are grounded and reliable.<\/p>\n<p>Thanks for checking it out today! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What excites me about Genie is how quickly it changes your relationship with data.<\/p>\n<\/p>\n<p>As a Director of Engineering at Databox, a big part of my job is turning metrics into context. Reports, updates, explaining what\u2019s actually going on behind the numbers. Genie shifts that from \u201clooking at dashboards\u201d to actually talking to the data.<\/p>\n<\/p>\n<p>And from an engineering perspective, that \u201cjust works\u201d feeling is anything but simple. You\u2019re dealing with cross-data-source querying, interpreting intent, and matching that to the right data in real time. When it feels effortless, it usually means a lot of hard problems were solved behind the scenes.<\/p>\n<\/p>\n<p>The practical impact is immediate. Less time navigating charts, more time understanding what\u2019s happening and communicating it clearly. I get that time back to focus on actual impact.<\/p>\n<\/p>\n<p>It\u2019s one of those shifts that feels <em>obvious<\/em> once you use it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I saw a post on linkedin that you were coming out with a new chatbot so decided to give it a shot. <br \/>To be honest it is one of the cleanest and well chatbots I’ve seen in a long time. It especially surprised me with the diagrams it made and just how well it worked for just coming out! Good job!<\/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\/@mai_marincic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mai_marincic<\/a> , thank you – this genuinely made our day! \ud83d\ude4f<\/p>\n<p>Really glad LinkedIn brought you here, and even more glad the product delivered. Charts are something we put a lot of thought into – when you’re asking about your data, a clean chart that actually answers the question is worth a thousand words.<\/p>\n<p>Hope you stick around – it only gets better from here! \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>Super proud to be part of the team behind this.<br \/>As a sales consultant, I\u2019m always careful about what I recommend vs. what I actually use. Genie is both.<br \/>Use it every week, not just in demos \ud83d\ude04<br \/>Huge congrats to everyone who made this happen.<\/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>I couldn\u2019t find this on the landing page, so asking here… how do you ensure that data we upload or connect remains fully private? What security standards are you following?<\/p>\n<p>Congrats on the launch. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> , great question – and a fair point that it’s not prominently surfaced on the landing page – <a href=\"https:\/\/databox.com\/privacy-policy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/databox.com\/privacy-policy<\/a>.<\/p>\n<p>Here’s what I can share:<\/p>\n<ul>\n<li>\n<p>Your data is securely stored in our database on our own servers or cloud-hosted environments, protected using encryption, firewalls, and 256-bit SSL<\/p>\n<\/li>\n<li>\n<p>Your user content is kept private within your account – Databox does not monitor it, and database access is granted to technicians only on a case-by-case basis to troubleshoot specific technical issues, or as required by law<\/p>\n<\/li>\n<li>\n<p>Databox does not rent or sell your personal data to others<\/p>\n<\/li>\n<li>\n<p>We are GDPR compliant and have a full Security Policy at <a href=\"http:\/\/databox.com\/security-policy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">databox.com\/security-policy<\/a> with the complete breakdown of our implemented measures.<\/p>\n<\/li>\n<\/ul>\n<p>Thanks for digging in – it’s exactly the right question to ask before trusting any tool with your business data. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats to the Databox team on launching this! \ud83d\udcc8<\/p>\n<p>I\u2019ve been playing around with the beta for a week leading up to today, and the value it provides is immediate. It\u2019s seriously useful for cutting through the data noise. I really love how it drafts short, contextualized reports and quick visualizations. I even prompted it to turn those insights into complete dashboards that I can send directly to stakeholders on Slack or via email! It perfectly bridges the gap between staring at metrics and actually understanding the insights. Fantastic addition to the platform!<\/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\/@alexprime\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexprime<\/a> , this is exactly the kind of feedback that makes launch day worth it – thank you for taking the time to share it!<\/p>\n<p>The flow you described – from question, to contextualized insight, to a dashboard you can send straight to stakeholders on Slack or email – is the full loop we designed for. The goal was never just to answer a question, but to make that answer actually usable without five more manual steps in between.<\/p>\n<p>Really glad the beta week paid off and that you got to see it come together. Hope it keeps delivering for you – and would love to hear what you explore next! \ud83d\ude4f\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a data analyst, I was genuinely curious how Genie would handle nuanced questions. I tested things like month-over-month retention by segment and root-cause questions about churn spikes. The answers were accurate, and the reasoning was sound. It will not replace deep analysis – but for the 80% of everyday data questions, it delivers consistently.<\/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\/@tadej_kelc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tadej_kelc<\/a> , a data analyst putting Genie through its paces with retention by segment and churn root-cause questions – and coming away satisfied – is honestly one of the best reviews we could get today. Thank you for sharing it!<\/p>\n<p>And that “80% of everyday questions” framing is exactly right. Genie isn’t trying to replace the deep analytical work that requires a skilled analyst – it’s trying to eliminate the routine, repetitive questions that eat up that analyst’s time and slow everyone else down.<\/p>\n<p>When the 80% is handled, analysts like you can focus on the 20% that actually requires your expertise. That’s the right division of labor.<\/p>\n<p>Really appreciate you testing it seriously and giving an honest take. \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>Databox’s AI tools (even during the beta period) have drastically changed how I manage the business. I’m able to get insight into performance into anything at any time. I can do a deep dive analysis once per week that helps me know where to focus and what questions to ask the team. It’s truly like having a full-time analyst available to me, one that can answer questions instantly and never gets overwhelmed with requests. <\/p>\n<\/p>\n<p>Excited to hear how others are using this and how it’ll help them. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been close to this product for a long time. What still gets me is watching someone use it for the first time – they come in skeptical, type one question, and within 30 seconds they are already asking a follow-up. That moment where skepticism turns into genuine curiosity is the best signal a product can give you. Really proud of what the team shipped.<\/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\/@tijana_milasevic1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tijana_milasevic1<\/a> You are right. The “follow up” question is what hooks people. <\/p>\n<p>I think they realize that to ask that follow up question in the past, they had to go to another dashboard, create a new metric or worse: go ask someone else how to look at the data that way. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Big day for the team! Really proud of what we shipped. If you are in sales and rely on numbers to hit your targets, give Genie a try – you will not go back to the old way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stefan_guslov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stefan_guslov1<\/a> , means a lot seeing this from you – you’ve been a big part of what we shipped today, thank you! \ud83d\ude4f<\/p>\n<p>And that sales use case is real. When your quota depends on the numbers, you can’t afford to wait two days for a report or dig through three dashboards to find one answer. Genie puts it right at your fingertips.<\/p>\n<p>Big day indeed – let’s go! \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>Can we be trained on a specific template? For example, let’s say the CMO needs the analysis done in a specific style, and templates, can we have them pre-saved? <\/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\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> This is something we’re actively working on right now. It’s part of our upcoming <strong>Train Genie<\/strong> feature, which will let you configure tone, style, formatting preferences, and more, so analyses can match exactly what your CMO (or any stakeholder) expects. Coming soon!”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats to the whole team on this launch. It has been a long road and seeing it out in the world is genuinely satisfying.<br \/>If you are a PM tired of waiting on the data team for every small metric, this one is for 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uros_soukup\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uros_soukup<\/a> , this one hits different coming from someone who’s been on the journey with us – thank you! \ud83d\ude4f<\/p>\n<p>And that last line is exactly the use case we kept coming back to during building. The PM who needs to know if a metric moved, why it moved, and what to do about it – but doesn’t have a data team on speed dial. That back-and-forth is such a productivity killer, and it compounds across every team in the company.<\/p>\n<p>Genie is very much for that person. Ask the question, get the answer, move on.<\/p>\n<p>Really glad to see it out in the world too. Long road indeed – worth it! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is huge for my weekly and monthly marketing reporting. Dashboards are great, but Genie is faster and easier to get performance answers on the spot. I’ve already been using it for several weeks while in beta, and I now have a standard prompt I use to get weekly insights on our marketing leads, pipeline, and sources in less than 2 mins. Saves a tone of time AND helps me answer ad hoc leadership questions re: marketing performance much faster. Huge win!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Feels solid but a bit generic AI-powered analytics + answers fast could describe 50 tools on PH. I\u2019d make it sharper with a specific use case or user to stand out instantly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniel__joseph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel__joseph<\/a> , fair point – and honestly useful feedback on the positioning.<\/p>\n<p>You’re right that “AI-powered analytics + fast answers” is a crowded description. The sharper version is probably this: Genie is an AI analyst built on top of 10+ years of structured, validated business data from 130+ integrations – so the answers are grounded in your actual metrics, not approximated from raw data you paste into a chat window.<\/p>\n<p>The specific user: a marketing lead, ops manager, or CEO who lives in Databox already and needs answers without filing a request to their data team. Not a data engineer. Not someone who wants to write queries or build pipelines.<\/p>\n<p>The specific moment: you’re in a meeting, someone asks why revenue dipped last month, and instead of saying “I’ll get back to you” – you just ask Genie and have the answer in 30 seconds.<\/p>\n<p>Appreciate this kind of feedback; it makes the product and the story better. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel__joseph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel__joseph<\/a> Valid point. Waaay too many LLM wrappers launching each day. However, Genie is built on strong pillars, architected over the years:<\/p>\n<ul>\n<li>\n<p>Strong integrations and data pipelines foundation<\/p>\n<\/li>\n<li>\n<p>Analytics Query Engine, which is responsible for the correctness and completeness of the data<\/p>\n<\/li>\n<li>\n<p>Semantic layer alongside the typical BI & Analytics features<\/p>\n<\/li>\n<\/ul>\n<p>All that we learned and gradually built, while serving hundreds of thousands of customers over 10+ years.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Top! As someone on the sales floor every day, having instant access to performance data without needing a BI tool or writing SQL is huge. I asked Genie which deals are most at risk this month and got a prioritized list right away. No report to build, no analyst to ping. Highly recommend for sales teams. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ales_kotnik1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ales_kotnik1<\/a> , the “which deals are most at risk this month” example is perfect – keep sharing those! \ud83d\ude4c<\/p>\n<p>That’s exactly the kind of question that used to require a BI request, a wait, and a spreadsheet nobody fully trusted. Now it’s just… an answer. Instantly. And the sales rep can act on it the same day.<\/p>\n<p>The fact that you’re using it on the sales floor every day and finding that kind of value is the best real-world proof point we could ask for on launch day. Thank you for sharing it here! \ud83d\ude4f\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks pretty slick! Does it handle role-based access control across teams and dashboards? Congrats!!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> , great question – and yes, Databox has solid access control built in!<\/p>\n<p>Here’s how it works:<\/p>\n<ul>\n<li>\n<p><strong>User roles<\/strong> – select between Admin, Editor, User or Viewer role<\/p>\n<\/li>\n<li>\n<p><strong>User permissions<\/strong> – you can add and manage permissions for your team, so you can define which data sources and dashboards they have access to<\/p>\n<\/li>\n<\/ul>\n<p>So whether you’re a team that needs to keep marketing away from finance data, or an agency managing multiple clients, the access model has you covered.<\/p>\n<\/p>\n<p>Thanks for checking it out! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!! Is there a page I can see the integrations possible? Thanks. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> , thank you! Yes – full list is at <a href=\"http:\/\/databox.com\/integrations\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">databox.com\/integrations<\/a>. We support 130+ integrations covering analytics, ads, CRM, ecommerce, email marketing, databases, warehouses, and more. <\/p>\n<p>Hope you find what you need! \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>Hi <a href=\"https:\/\/www.producthunt.com\/@davorin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davorin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davorin<\/a>, congrats on the launch. You have 20,000+ customers and a wall of awards from G2, Capterra, Gartner. That’s serious social proof. But it’s all the way at the bottom. A founder landing on your page has to scroll past features, integrations, and use cases before they see why they should trust you.<\/p>\n<p>That proof could do a lot more work for you if it hit people sooner.<\/p>\n<p>Also noticed the “Unlimited users on every plan” line is buried in the “Before Databox \/ After Databox” section. That’s a massive differentiator. Most BI tools charge per seat. That alone could be a hero line.<\/p>\n<p>Just a thought. Excited to see where Genie goes. Good luck with the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> thank you, really appreciate this thoughtful feedback.<\/p>\n<p>You are absolutely right that trust signals like customer count, awards, and proof points should work harder and show up earlier. The same goes for unlimited users. That is a meaningful differentiator and probably deserves much more prominence than it has today. I\u2019ll make sure to pass this feedback along to our marketing team.<\/p>\n<p>This is exactly the kind of outside perspective that is incredibly valuable, so thank you for taking the time to share it. And thanks again for the kind words about Genie.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Databox team and Davorin. Looks great, super intuitive and can see exactly how I would use it to get immediate value. What integrations will you be supporting?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kirolus_ghattas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kirolus_ghattas<\/a> , thank you – really glad it clicked for you!<\/p>\n<p>On integrations – Genie works with everything already connected in Databox, which is a lot. We support 130+ integrations, covering pretty much every major category:<\/p>\n<ul>\n<li>\n<p><strong>Analytics<\/strong> – Google Analytics 4, Adobe Analytics, Mixpanel, Amplitude, Matomo<\/p>\n<\/li>\n<li>\n<p><strong>Paid ads<\/strong> – Google Ads, Facebook Ads, LinkedIn Ads, TikTok Ads, Microsoft Advertising, Snapchat Ads<\/p>\n<\/li>\n<li>\n<p><strong>CRM & sales<\/strong> – HubSpot CRM, Salesforce, Pipedrive, Zoho CRM, Copper<\/p>\n<\/li>\n<li>\n<p><strong>SEO<\/strong> – Google Search Console, SEMrush, Ahrefs, Moz<\/p>\n<\/li>\n<li>\n<p><strong>Ecommerce<\/strong> – Shopify, WooCommerce, BigCommerce, Stripe, PayPal<\/p>\n<\/li>\n<li>\n<p><strong>Email marketing<\/strong> – Mailchimp, Klaviyo, ActiveCampaign, MailerLite<\/p>\n<\/li>\n<li>\n<p><strong>Finance & accounting<\/strong> – QuickBooks, Xero, FreshBooks<\/p>\n<\/li>\n<li>\n<p><strong>Databases & warehouses<\/strong> – MySQL, PostgreSQL, BigQuery, Snowflake, Redshift, and more<\/p>\n<\/li>\n<li>\n<p><strong>Spreadsheets<\/strong> – Google Sheets, Excel<\/p>\n<\/li>\n<\/ul>\n<p>And if you have something custom, you can push data via our REST API too. <br \/>Full list at <a href=\"http:\/\/databox.com\/integrations\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">databox.com\/integrations<\/a>. <\/p>\n<p>Is there a specific tool you’re looking to connect and then use Genie to analyze?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Can\u2019t wait to check it out Peter!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Such a cool 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\/@tommyismyname\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tommyismyname<\/a> , thank you! I’d be happy to give you a product tour if you like<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I always like being able to track back where the data source is being referenced from when AI completes their analysis. How easy is it to do that using Genie? Does it automatically always include an audit trail so that I can see where it pulled data or when it combined\/manipulated data to get to a conclusion? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Transparency and traceability are core to how Genie works. Genie always shows you which metrics it used and from which data source they came. When it’s running an analysis on a dataset, it tells you exactly which columns it used and how it arrived at its answer. One improvement we’re currently preparing is the ability to inspect each SQL query Genie writes, giving you a full audit trail from raw data to final conclusion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! Having an AI analyst that can just tell you why a metric has dropped without having to dig through a bunch of dashboards is such a huge time saver for any startup team. Can Genie pull from multiple data sources or is it limited to what’s already in Databox?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@simonk123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simonk123<\/a> , thank you – and great question!<\/p>\n<p>Genie works with everything already connected in Databox – so the scope is actually really broad. That includes 130+ native integrations (Google Analytics, HubSpot, Salesforce, Stripe, Facebook Ads, and many more), databases and cloud warehouses like BigQuery, Snowflake, and PostgreSQL, spreadsheets via Google Sheets or Excel, and any custom data pushed in via our API.<\/p>\n<p>So in practice, Genie can pull from multiple sources at once – as long as they’re connected in Databox. You could ask “why did revenue drop last month?” and Genie can look across your Stripe data, your HubSpot pipeline, and your ad spend from Facebook Ads simultaneously to give you a complete answer.<\/p>\n<p>The more sources you connect, the more context Genie has – and the better the answers get.<\/p>\n<p>Hope that helps – and glad the “why did this metric drop” use case resonated, that’s one of our favorites too! \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>The Genie AI Analyst is a smart move \u2013 asking questions in plain language instead of building custom dashboards lowers the barrier massively, especially for non-technical team members who usually depend on analysts for every ad-hoc question.<\/p>\n<p>Curious about one thing: with 130+ integrations, how do you handle data consistency when different sources define the same metric differently (e.g. “revenue” in Stripe vs. QuickBooks vs. HubSpot)? Is that something Genie can flag, or is it on the user to standardize via Datasets first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aaron0403\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaron0403<\/a> , this is one of the sharpest questions we’ve gotten today – thank you for asking it!<\/p>\n<p>You’re right that this is a real challenge. “Revenue” in Stripe, QuickBooks, and HubSpot can mean three different things depending on how each tool defines it, and blindly mixing them leads to exactly the kind of confusion that makes people distrust their data.<\/p>\n<p>Here’s how we handle it:<\/p>\n<p>Genie works on top of the metrics and data that already live in Databox – so the standardization happens at the data layer, before Genie ever sees it. You define what “revenue” means for your business once – whether that’s through a custom metric, a Dataset, or by choosing which source is the source of truth – and Genie queries that standardized definition consistently from then on.<\/p>\n<p>So to directly answer your question: it’s a combination of both. Datasets and custom metrics are where you do the standardization work upfront, and Genie then operates on top of that clean, trusted foundation. It won’t mix Stripe MRR with HubSpot deal value and call it “revenue” unless you’ve explicitly told it to.<\/p>\n<p>It’s one of the things that makes Genie different from just pointing a general LLM at raw data – the data is validated and structured before it ever reaches the AI layer.<\/p>\n<p>Great question – hope that clears it up! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this will be a homerun application. Could use this on a small scale business to i supose?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sonny_van_wiele\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sonny_van_wiele<\/a> , absolutely – small businesses are actually one of the best fits for Genie!<\/p>\n<p>You typically don’t have a dedicated data analyst, so every time you need an answer about your performance, it either takes forever or just doesn’t happen. Genie fills that gap – you just ask the question and get the answer, no technical skills needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Grats on launching. How does the tool prevent hallucinations when generating insights from live data? And for live data does the dashboards update in real time? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> <\/p>\n<\/p>\n<p>Re: preventing hallucinations, it’s because of how our system converts raw data into KPIs.<\/p>\n<\/p>\n<p>For years, we’ve been building robust integrations with popular tools and systems that let users define their metrics from raw data. <\/p>\n<p>By having that step in between the data and an LLM, you can be confident that the math is being done correctly.<\/p>\n<\/p>\n<p>Try it out in a trial. You’ll see how it methodically steps through three things before doing any analysis: identifying the data source, identifying the dataset, identifying the metric. <\/p>\n<p><a href=\"https:\/\/databox.com\/signup\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/databox.com\/signup<\/a><\/p>\n<p>And re: data in real-time: we pull data every hour. However, if you need 15 minute syncs, they are available. In reality, we’re often pulling data right when you’re looking at the dashboard as we monitor usage and adjust sync schedules based on it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Exactly as <a href=\"https:\/\/www.producthunt.com\/@pc4media\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pc4media\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pc4media<\/a> already pointed out. Genie, the AI Analyst, is built on top of strong pillars architected throughout the years:<\/p>\n<ul>\n<li>\n<p>Strong integrations and data pipelines foundation<\/p>\n<\/li>\n<li>\n<p>Analytics Query Engine, which is responsible for the correctness and completeness of the data<\/p>\n<\/li>\n<li>\n<p>Semantic layer alongside the typical BI & Analytics features<\/p>\n<\/li>\n<\/ul>\n<p>The data is automatically refreshed on a regular frequency 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<\/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\/CKXMQ7IWZI72H6\" class=\"app-title\">GPT\u20115.4 mini and nano<\/a><\/p>\n<div class=\"one-liner\">Fast and efficient models optimized for coding and subagents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">251<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GPT-5.4 mini\u4e0enano\u662fOpenAI\u63a8\u51fa\u7684\u9ad8\u6548\u63a8\u7406\u6a21\u578b\uff0c\u901a\u8fc7\u63d0\u4f9b\u901f\u5ea6\u66f4\u5feb\u3001\u6210\u672c\u66f4\u4f4e\u7684\u8f7b\u91cf\u5316\u6a21\u578b\u9009\u9879\uff0c\u89e3\u51b3\u4e86AI\u751f\u4ea7\u90e8\u7f72\u4e2d\u7684\u5ef6\u8fdf\u4e0e\u6210\u672c\u9ad8\u6602\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u9002\u7528\u4e8e\u7f16\u7a0b\u3001\u591a\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u53ca\u81ea\u52a8\u5316\u4efb\u52a1\u7b49\u573a\u666f\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\/6291c2fc-6bdf-428d-b67d-8a62906d0696.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\/c597b71d-9ba6-443f-9d94-84add73ec239.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33c723ae-bdf2-49ee-b763-5779a7fed709.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\/2a2812f1-9d0a-4448-8808-46883d6df5cc.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1630142f-3e2d-477a-9936-9bc754270b90.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eec171ca-a927-4885-9b88-3bd6e1b8597f.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ad8240b-cdaf-4bb8-830f-579da1f9289f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f685cc3e-a554-4140-bfc5-a513a7c3da0c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2154412d-e4bb-40e3-858a-e70b9899a757.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/42a7a545-30b2-4f30-bcdc-b644c7cc9ff0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WupjhApoWNY\"><source src=\"https:\/\/youtu.be\/WupjhApoWNY\" 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\">\u4eba\u5de5\u667a\u80fd\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5316\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">API\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\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\u80af\u5b9a\u201c\u5c0f\u800c\u7cbe\u201d\u7684\u65b9\u5411\uff0c\u8ba4\u4e3a\u66f4\u5b9e\u7528\u3002\u6709\u8bc4\u8bba\u6307\u51fa\u5176\u5728\u7f16\u7a0b\u573a\u666f\u4e2d\u5df2\u66ff\u4ee3\u65e7\u6a21\u578b\uff0c\u89e3\u91ca\u6027\u66f4\u597d\u3002\u6838\u5fc3\u53cd\u9988\u662f\u65b0\u4ea7\u54c1\u6709\u6548\u89e3\u51b3\u4e86\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u5ef6\u8fdf\u4e0e\u6210\u672c\u95ee\u9898\uff0c\u901a\u8fc7\u4e3b\u6a21\u578b\u89c4\u5212\u3001\u8f7b\u91cf\u5b50\u6a21\u578b\u6267\u884c\u7684\u67b6\u6784\uff0c\u5b9e\u73b0\u4e86\u9ad8\u6027\u80fd\u4e0e\u9ad8\u6548\u7387\u7684\u5e73\u8861\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GPT-5.4 mini\u4e0enano\u7684\u53d1\u5e03\uff0c\u8fdc\u975e\u4e00\u6b21\u7b80\u5355\u7684\u6a21\u578b\u8fed\u4ee3\uff0c\u800c\u662fOpenAI\u5bf9\u5176\u4ea7\u54c1\u6218\u7565\u4e0e\u5e02\u573a\u73b0\u5b9e\u7684\u4e00\u6b21\u7cbe\u51c6\u56de\u5e94\u3002\u5b83\u6807\u5fd7\u7740AI\u7ade\u8d5b\u7684\u91cd\u5fc3\u6b63\u4ece\u4e00\u5473\u8ffd\u6c42\u201c\u66f4\u5927\u53c2\u6570\u201d\u7684\u519b\u5907\u7ade\u8d5b\uff0c\u6084\u7136\u8f6c\u5411\u201c\u66f4\u4f18\u6027\u4ef7\u6bd4\u201d\u7684\u5b9e\u7528\u4e3b\u4e49\u9636\u6bb5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5176\u5ba3\u79f0\u7684\u201c\u524d\u6cbf\u6a21\u578b\u201d\u5149\u73af\uff0c\u800c\u5728\u4e8e\u5176\u6e05\u6670\u7684\u5c42\u7ea7\u5316\u8bbe\u8ba1\uff1a\u7528\u65d7\u8230\u6a21\u578b\uff08GPT-5.4\uff09\u62c5\u5f53\u201c\u5927\u8111\u201d\u8fdb\u884c\u590d\u6742\u89c4\u5212\u4e0e\u63a8\u7406\uff0c\u800c\u8ba9mini\u548cnano\u8fd9\u7c7b\u8f7b\u91cf\u5316\u6a21\u578b\u4f5c\u4e3a\u9ad8\u6548\u7684\u201c\u56db\u80a2\u201d\u53bb\u6267\u884c\u5177\u4f53\u4efb\u52a1\u3002\u8fd9\u79cd\u67b6\u6784\u76f4\u6307\u5f53\u524d\u4f01\u4e1a\u7ea7AI\u5e94\u7528\u7684\u6838\u5fc3\u77db\u76fe\u2014\u2014\u5927\u6a21\u578b\u5353\u8d8a\u7684\u80fd\u529b\u4e0e\u4ee4\u4eba\u548b\u820c\u7684\u63a8\u7406\u6210\u672c\u3001\u54cd\u5e94\u5ef6\u8fdf\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002\u5b83\u63d0\u4f9b\u7684\u4e0d\u662f\u4e07\u80fd\u89e3\u836f\uff0c\u800c\u662f\u4e00\u5957\u7ecf\u6d4e\u9ad8\u6548\u7684\u201c\u7ec4\u5408\u62f3\u201d\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u591f\u6839\u636e\u4efb\u52a1\u590d\u6742\u5ea6\u52a8\u6001\u8c03\u914d\u8d44\u6e90\uff0c\u8fd9\u5728\u8ffd\u6c42\u89c4\u6a21\u5316\u843d\u5730\u7684\u4eca\u5929\uff0c\u6bd4\u4e00\u4e2a\u5355\u7eaf\u7684\u201c\u66f4\u5f3a\u201d\u6a21\u578b\u66f4\u5177\u5438\u5f15\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u63d0\u53ca\u5728Cursor\u7b49\u5de5\u5177\u4e2d\u8f6c\u54115.4\u7cfb\u5217\uff0c\u5e76\u80af\u5b9a\u5176\u63a8\u7406\u89e3\u91ca\u6027\uff0c\u8fd9\u6697\u793a\u4e86\u4e00\u4e2a\u6f5c\u5728\u8d8b\u52bf\uff1a\u5f53\u6a21\u578b\u6027\u80fd\u8fbe\u5230\u4e00\u5b9a\u9608\u503c\u540e\uff0c\u5f00\u53d1\u8005\u5fe0\u8bda\u5ea6\u53ef\u80fd\u66f4\u53d6\u51b3\u4e8eAPI\u7684\u7a33\u5b9a\u6027\u3001\u6210\u672c\u4ee5\u53ca\u662f\u5426\u6613\u4e8e\u96c6\u6210\u5230\u73b0\u6709\u5de5\u4f5c\u6d41\u4e2d\u3002OpenAI\u6b64\u4e3e\uff0c\u6b63\u662f\u4ee5\u201c\u5bb6\u65cf\u5316\u201d\u4ea7\u54c1\u77e9\u9635\u7ed1\u5b9a\u5f00\u53d1\u8005\u751f\u6001\uff0c\u6784\u7b51\u66f4\u6df1\u62a4\u57ce\u6cb3\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u5e26\u6765\u9690\u5fe7\uff1a\u6a21\u578b\u7248\u672c\u7684\u5feb\u901f\u66f4\u8fed\u53ef\u80fd\u52a0\u5267\u788e\u7247\u5316\uff0c\u4e14\u201c\u8f7b\u91cf\u5316\u201d\u662f\u5426\u4ee5\u5728\u672a\u516c\u5f00\u7684\u7279\u5b9a\u80fd\u529b\u4e0a\u59a5\u534f\u4e3a\u4ee3\u4ef7\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u4ece\u6280\u672f\u70ab\u6280\u5230\u5546\u4e1a\u670d\u52a1\u7684\u52a1\u5b9e\u8f6c\u8eab\uff0c\u4f46\u80fd\u5426\u6301\u7eed\u5f15\u9886\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u6548\u7387\u3001\u80fd\u529b\u4e0e\u5f00\u653e\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\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\">GPT\u20115.4 mini and nano<\/span>\n <\/div>\n<div class=\"comment-content\">GPT-5.4 brings powerful reasoning, coding, and agentic workflows into one frontier model, now live in ChatGPT, API, and Codex. With GPT-5.4 mini (2x faster) and nano (lowest cost), build responsive AI systems for coding, subagents, and multimodal tasks. Featuring computer use, web search, and massive context, it\u2019s designed for real-world, high-scale execution.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>GPT-5.4 mini & nano<\/strong> are <a href=\"https:\/\/www.producthunt.com\/products\/openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a>\u2019s newest fast, efficient models built for real-world AI workloads.<\/p>\n<\/p>\n<p><strong>They solve a big problem<\/strong>: latency and cost in production AI. Instead of relying only on large models, you now get smaller models that are faster, cheaper, and still highly capable.<\/p>\n<ul>\n<li>\n<p><strong>GPT-5.4 mini <\/strong>is 2x faster than GPT-5 mini and excels at coding, subagents, multimodal tasks, and computer use. It even approaches GPT-5.4 performance on benchmarks like SWE-Bench and OSWorld.<\/p>\n<\/li>\n<li>\n<p><strong>GPT-5.4 nano<\/strong> is the most lightweight and cost-efficient option, perfect for classification, data extraction, ranking, and simple coding tasks.<\/p>\n<\/li>\n<\/ul>\n<p><strong>What makes this powerful is the system design<\/strong>: use GPT-5.4 for planning, and mini\/nano as fast subagents to execute tasks at scale.<\/p>\n<\/p>\n<p>With features like tool use, web search, computer interaction, and massive context, this unlocks truly responsive AI systems.<\/p>\n<\/p>\n<p>If you’re building AI products, coding tools, or automation workflows, this is a big upgrade. You can use GPT-5.4 mini and nano for most of your <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> use cases.<\/p>\n<\/p>\n<p>I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified<strong> \u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like this direction a lot. Smaller models that still perform well feels more practical than always relying on huge ones. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Lately I’ve found myself switching to the 5.4 models in Cursor more often than the built-in 4.6 models. Code results are about the same, but GPT models seem to do a better job of explaining the reasoning.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6OIZ7PEM5V7NQ4\" class=\"app-title\">OpenObserve<\/a><\/p>\n<div class=\"one-liner\">AI-native, open-source Datadog alternative<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">243<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u539f\u751f\u7684\u5f00\u6e90\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\uff0c\u901a\u8fc7\u7edf\u4e00\u5904\u7406\u65e5\u5fd7\u3001\u6307\u6807\u548c\u8ffd\u8e2a\u6570\u636e\uff0c\u5e76\u5229\u7528\u5bf9\u8c61\u5b58\u50a8\u5927\u5e45\u964d\u4f4e\u5b58\u50a8\u6210\u672c\uff0c\u89e3\u51b3\u4e86\u5de5\u7a0b\u56e2\u961f\u5728\u76d1\u63a7\u7cfb\u7edf\u590d\u6742\u3001\u8d44\u6e90\u6d88\u8017\u9ad8\u548c\u6570\u636e\u788e\u7247\u5316\u65b9\u9762\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec761330-dfea-454e-a9cd-2c7df7b1cbb7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ed2f440-06c7-4bef-90d7-0a8524733061.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3781d392-1a8c-471b-92ac-9a18c22491e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5adbbfb-ffb4-4f91-84eb-a55b9de38dfd.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\/d52ab976-8f9a-43e9-a5d8-c23210d63d33.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=9NL2Iy6JRNQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=9NL2Iy6JRNQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4e91\u539f\u751f<\/span><br \/>\n <span class=\"tag\">AI\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u65e5\u5fd7\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">DataDog\u66ff\u4ee3\u54c1<\/span><br \/>\n <span class=\"tag\">Rust\u5f00\u53d1<\/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\u6613\u7528\u6027\u3001\u4f4e\u6210\u672c\u548c\u4f5c\u4e3aDataDog\u66ff\u4ee3\u54c1\u7684\u6f5c\u529b\uff0c\u5e76\u5bf9AI\u529f\u80fd\u8868\u793a\u671f\u5f85\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728AI\u5173\u8054\u5206\u6790\u7684\u51c6\u786e\u6027\u3001\u751f\u4ea7\u73af\u5883\u57fa\u51c6\u6848\u4f8b\u4ee5\u53ca\u5177\u4f53\u529f\u80fd\u8def\u7ebf\u56fe\uff08\u5982\u5f02\u5e38\u68c0\u6d4b\uff09\u4e0a\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u5c55\u73b0\u4e86\u826f\u597d\u7684\u793e\u533a\u4e92\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 OpenObserve\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u5730\u523a\u5411\u4e86\u73b0\u4ee3\u53ef\u89c2\u6d4b\u6027\u9886\u57df\u7684\u4e24\u4e2a\u6838\u5fc3\u987d\u75be\uff1a\u4e0d\u65ad\u81a8\u80c0\u7684\u590d\u6742\u6027\u4e0e\u8fd1\u4e4e\u5931\u63a7\u7684\u6210\u672c\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u901a\u8fc7\u201cRust\u9ad8\u6027\u80fd\u5f15\u64ce+\u65e0\u72b6\u6001\u67b6\u6784+\u5bf9\u8c61\u5b58\u50a8\u201d\u7684\u6280\u672f\u4e09\u89d2\uff0c\u4ece\u6839\u672c\u4e0a\u91cd\u6784\u4e86\u6570\u636e\u5b58\u50a8\u4e0e\u67e5\u8be2\u7684\u7ecf\u6d4e\u6a21\u578b\u3002\u5ba3\u79f0\u76f8\u6bd4ElasticSearch\u964d\u4f4e140\u500d\u5b58\u50a8\u6210\u672c\uff0c\u8fd9\u4e0d\u4ec5\u662f\u6027\u80fd\u53c2\u6570\uff0c\u66f4\u662f\u5bf9\u73b0\u6709\u5546\u4e1a\u903b\u8f91\u7684\u98a0\u8986\uff0c\u76f4\u63a5\u6311\u6218\u4e86\u4ee5\u6570\u636e\u91cf\u8ba1\u8d39\u7684\u4f20\u7edf\u5de8\u5934\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u8d4c\u6ce8\u62bc\u5728\u4e86\u201cAI\u539f\u751f\u201d\u4e0a\u3002\u8fd9\u6b65\u68cb\u98ce\u9669\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u7684\u5174\u594b\u4e0e\u7591\u8651\u5e76\u5b58\uff1aAI\u80fd\u771f\u6b63\u7406\u89e3\u7cfb\u7edf\u56e0\u679c\uff0c\u8fd8\u662f\u4ec5\u5448\u73b0\u770b\u4f3c\u5408\u7406\u7684\u76f8\u5173\u6027\uff1f\u5e73\u53f0\u5c06AI\u5b9a\u4f4d\u4e3a\u201c\u526f\u9a7e\u9a76\u201d\u800c\u975e\u201c\u9ed1\u7bb1\u201d\u662f\u660e\u667a\u7684\uff0c\u4f46\u5982\u4f55\u5728\u9ad8\u566a\u58f0\u7684\u751f\u4ea7\u6570\u636e\u4e2d\u5b9e\u73b0\u53ef\u9760\u7684\u4e8b\u4ef6\u5173\u8054\u4e0e\u6839\u56e0\u5206\u6790\uff0c\u4ecd\u662f\u5f85\u9a8c\u8bc1\u7684\u5de5\u7a0b\u96be\u9898\u3002\u4e00\u4f4d\u7528\u6237\u5173\u4e8e\u201c\u8db3\u7403\u9884\u6d4b\u6a21\u578b\u9759\u9ed8\u9000\u5316\u201d\u7684\u6848\u4f8b\u6781\u5177\u4ee3\u8868\u6027\uff0c\u5b83\u70b9\u7834\u4e86\u53ef\u89c2\u6d4b\u6027\u7684\u9ad8\u9636\u6218\u573a\u2014\u2014\u4ece\u201c\u670d\u52a1\u662f\u5426\u5b58\u6d3b\u201d\u5347\u7ea7\u5230\u201c\u4e1a\u52a1\u662f\u5426\u6b63\u786e\u201d\u3002OpenObserve\u7684AI SRE Agent\u82e5\u771f\u80fd\u5728\u6b64\u7c7b\u573a\u666f\u4e2d\u8bc1\u660e\u5176\u4ef7\u503c\uff0c\u5c06\u4ece\u5de5\u5177\u5347\u7ef4\u4e3a\u4e1a\u52a1\u4fdd\u969c\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u4f18\u7b49\u751f\u201d\uff1a\u5f00\u6e90\u3001\u517c\u5bb9\u4e3b\u6d41\u6807\u51c6\u3001\u793e\u533a\u53cd\u9988\u8fc5\u901f\u3002\u4f46\u8981\u771f\u6b63\u64bc\u52a8\u5e02\u573a\u683c\u5c40\uff0c\u4ecd\u9700\u8de8\u8d8a\u4ece\u201c\u597d\u7528\u201d\u5230\u201c\u6562\u7528\u201d\u7684\u9e3f\u6c9f\u3002\u8fd9\u9700\u8981\u66f4\u591a\u751f\u4ea7\u7ea7\u57fa\u51c6\u6d4b\u8bd5\u548c\u590d\u6742\u573a\u666f\u4e0b\u7684\u6210\u529f\u6848\u4f8b\u6765\u8bc1\u660e\u5176\u53ef\u9760\u6027\u4e0eAI\u529f\u80fd\u7684\u5b9e\u6548\u6027\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5f00\u542f\u7684\u5c06\u4e0d\u4ec5\u662f\u4e00\u4e2a\u66f4\u4fbf\u5b9c\u7684\u9009\u62e9\uff0c\u800c\u662f\u4e00\u4e2a\u66f4\u667a\u80fd\u3001\u66f4\u7edf\u4e00\u7684\u53ef\u89c2\u6d4b\u6027\u65b0\u8303\u5f0f\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\">OpenObserve<\/span>\n <\/div>\n<div class=\"comment-content\">Fast, scalable and cost-effective open-source observability platform. Monitor logs, metrics & traces with 140x lower storage costs than ElasticSearch. Start in 2 minutes.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone!<\/p>\n<\/p>\n<p>I\u2019m Prabhat Sharma, and we\u2019re incredibly excited to share <strong>OpenObserve<\/strong> with the Product Hunt community today.<\/p>\n<\/p>\n<p>Observability has become a massive operational burden for engineering teams. Between managing complex, resource-heavy stacks and the technical debt of fragmented data, the status quo is broken. We built OpenObserve because we believe you shouldn’t have to choose between deep visibility and system simplicity.<\/p>\n<\/p>\n<p>OpenObserve is a cloud-native observability platform built in <strong>Rust<\/strong> that handles logs, metrics, and traces in a single, high-performance engine. By using a <strong>stateless architecture<\/strong> and leveraging your preferred object storage, we\u2019ve made it possible to manage petabytes of data with a significantly smaller infrastructure footprint than traditional tools.<\/p>\n<\/p>\n<h3><strong>Why OpenObserve?<\/strong><\/h3>\n<ul>\n<li>\n<p><strong>Built for Performance<\/strong> \u2013 Written in Rust with a stateless architecture. It\u2019s incredibly fast and remarkably light on system resources.<\/p>\n<\/li>\n<li>\n<p><strong>Storage Efficiency<\/strong> \u2013 Store your data on S3\/MinIO\/GCS instead of relying on complex block storage. Capture all your data without the need for aggressive “sampling.”<\/p>\n<\/li>\n<li>\n<p><strong>Unified Experience<\/strong> \u2013 Query logs, metrics, and traces using familiar SQL. No more context-switching between three different tools to find one root cause.<\/p>\n<\/li>\n<li>\n<p><strong>Drop-in Compatibility<\/strong> \u2013 Use your existing collectors. We are API-compatible with Prometheus, FluentBit, OpenTelemetry, and Vector.<\/p>\n<\/li>\n<li>\n<p><strong>AI-Powered Insights<\/strong> \u2013 Use our native AI Assistant to query your data using natural language or let the SRE Agent correlate incidents automatically.<\/p>\n<\/li>\n<\/ul>\n<p>Whether you\u2019re a startup looking for visibility from day one or an enterprise seeking a streamlined “log-and-analyze” workflow, OpenObserve is built for you.<\/p>\n<p>We\u2019re in active development and would love to hear your feedback, feature requests, and critiques!<\/p>\n<p><strong>Get started:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Try OpenObserve Cloud:<\/strong><a href=\"https:\/\/openobserve.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> https:\/\/openobserve.ai\/<\/a><\/p>\n<\/li>\n<li>\n<p><strong>Explore the Docs:<\/strong><a href=\"https:\/\/openobserve.ai\/docs\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> https:\/\/openobserve.ai\/docs\/<\/a><\/p>\n<\/li>\n<\/ul>\n<p><strong>Check us out on GitHub:<\/strong><a href=\"https:\/\/github.com\/openobserve\/openobserve\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/openobserve\/openobserve<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>38<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@prabhat_sharma5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prabhat_sharma5<\/a> Hey ! When the SRE Agent correlates incidents automatically across logs, metrics, and traces, how do you prevent it from drawing confident-sounding causal connections that are actually just correlation in noisy production 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone. We built OpenObserve to fix the headaches of complex observability, but the community is what actually shaped it. The GitHub stars, the feedback, the bug reports, the honest conversations.. we owe our continued success to you. <\/p>\n<p>I’ll be hanging out here – happy to answer any questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using OpenObserve for the last two years, and must say quite impressed with the features and functionality they were able to add over this time. In the beginning I longed for permissions, patterns, and parity. Lo and behold, they’ve implemented all that and more. Things have definitely gotten quite nice, and continue to improve daily. <\/p>\n<p>OpenObserve comes through in the clutch, its alerts, notifications, and dashboards are powerful and very flexible. Ingestion is also very easy, you can either pass yourself via endpoints\/kinsesis\/curl, etc, or leverage standard system agents.<\/p>\n<p>They are also very quick to take feedback and provide support as needed. I look forward to the new features and updates they’re adding. Hopefully they remain focused on what is most needed in the platform to ensure continue growth, stability, and use.<\/p>\n<p>At this point I would definitely consider it an almost drop-in replacement for most of the core DataDog logging and observability features, and in some cases they exceed them, such as the current alerts and dashboards.<\/p>\n<p>There are some things I wish they supported sooner, and some things I push for them to support, but all in all a very positive experience and happy I was able to start fresh in several projects with O2 and leave DataDog (its obscene billing) and the others firmly behind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a lot <a href=\"https:\/\/www.producthunt.com\/@asherraph\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"asherraph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asherraph<\/a> . You have been an early supporter and have helped us improve many features. Your support means a lot to us.<\/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\/@asherraph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asherraph<\/a> – Your feedback has been so important to us. Just wondering, is there any feature or release over the past year where you’ve seen your direct feedback applied?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asherraph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asherraph<\/a> thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! \ud83d\ude4b It’s been a wild journey moving from our first lines of <strong>Rust<\/strong> code to this launch. <a href=\"https:\/\/openobserve.ai\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">OpenObserve<\/a> was really shaped by our early open-source contributors who pushed us to make it API-compatible with things like Prometheus and OpenTelemetry.<\/p>\n<p>We\u2019re just getting started with our AI-native features, and I\u2019d love to hear from this community: how can we make your on-call rotations or debugging sessions less painful? Drop your questions below!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Expanding on our<strong> AI-Powered Insights:<\/strong> We\u2019re big believers that AI should be a co-pilot, not a black box. While our <strong>automated SRE agent<\/strong> handles the heavy lifting of the <strong>analysis<\/strong>, we make sure to present every correlated signal. It\u2019s all about keeping the <strong>human in the loop<\/strong>\u2014giving SREs the <strong>full context<\/strong> they need to make fast, informed decisions with total confidence.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Thank you so much<a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks a lot!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Tried a few options before this. OpenObserve was the easiest to get running and the least annoying to maintain. Logs, metrics, and traces all in one place and storage costs are surprisingly low.<\/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\/@suresh_paulchamy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suresh_paulchamy<\/a> Thanks for that Suresh, we love to hear that! What were some of the major challenges you faced before using OpenObserve?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@suresh_paulchamy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suresh_paulchamy<\/a> 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>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\/@suresh_paulchamy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suresh_paulchamy<\/a> We are happy that you found OpenObserve easy to setup, and delivers promise of Unified observability with reduced storage costs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>For teams adopting OpenObserve today, what are some practical entry points into AIOps, are you focusing more on anomaly detection, intelligent alerting, or incident summarization first?\u201d<\/p>\n<p>Curious to know.<\/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\/@abhishek_veeramalla1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhishek_veeramalla1<\/a>  we\u2019re already seeing teams adopt AIOps in OpenObserve in a few very practical ways.<\/p>\n<p>Today, a lot of the value comes from our AI Assistant and AI SRE agent, which help with things like query generation, debugging, and incident summarization, so teams can go from signal to understanding much faster.<\/p>\n<p>On the alerting side, teams are using our flexible pipelines to build more intelligent, context-rich alerts, reducing noise significantly.<\/p>\n<p>We\u2019re also actively working on anomaly detection to make it easier to surface issues automatically as data scales.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abhishek_veeramalla1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhishek_veeramalla1<\/a> Thanks for comment Abhishek,<\/p>\n<p>To give you a quick idea of our AIOps approach: we built our AI SRE Agent to tackle the exact thing engineers hate most\u2014alert fatigue and root cause analysis. <\/p>\n<p>If a database fails, you don’t need 50 separate pages. The agent (which runs alongside O2 and is bundled right into our Helm charts) correlates all that noise into one incident and tells you why it broke. Add in the MCP server we built for LLM integration and anomaly detection, and you have a complete AIOps stack ready to go from day one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@abhishek_veeramalla1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhishek_veeramalla1<\/a> AIOps is the focus area for us , anomaly detection & intelligent alerting is WIP, will be available 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>Didn’t know the project, but going to test soon! Very cool. One question would be if there is already implementation of (or plans to add) any LLM to automatically analyze errors and report them back? <\/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\/@andrew_correa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_correa<\/a> how are you? Great question. The answer is yes there is. Here are some more details:<br \/><a href=\"https:\/\/openobserve.ai\/docs\/integration\/llm-applications\/#configuration\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/openobserve.ai\/docs\/integration\/llm-applications\/#configuration<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_correa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_correa<\/a> Great question! These capabilities are some of the most exciting on our roadmap. Have you started to integrate LLMs with your observability strategy today? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andrew_correa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_correa<\/a> we already support llm observability , llm evaluations will be in preview soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>140x lower storage cost is a bold claim \ud83d\udc40 If this holds up in real world usage it\u2019s a massive win for teams dealing with observability at scale.<\/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\/@gordon_bennett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gordon_bennett<\/a> – Bold claim indeed, check out this page on our docs for an apples-to-apples: <a href=\"https:\/\/openobserve.ai\/docs\/overview\/comparison\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/openobserve.ai\/docs\/overview\/comparison\/<\/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>This looks like a solid alternative to the big players! I\u2019ve been looking for an observability tool that doesn’t feel like a second job to manage. The 2-minute setup claim is bold\u2014I\u2019m going to spin up a cloud instance today and see how it handles my logs. Excited to see where the AI SRE agent 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___07720267fad0ea729d0e1af\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___07720267fad0ea729d0e1af<\/a> thank you for your feedback, not only setup is easy , our upgrades are seamless.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@new_user___07720267fad0ea729d0e1af\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___07720267fad0ea729d0e1af<\/a> You can try to turn OpenObserve on a cloud instance. However to start, just try following this doc on your laptop, and in under 30 seconds, you will have OpenObserve up and running with complete GUI, logs, metrics, traces, dashboards, and more – <a href=\"https:\/\/openobserve.ai\/docs\/getting-started\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/openobserve.ai\/docs\/getting-started\/<\/a><\/p>\n<\/p>\n<p>You can use self-hosted or cloud – Either way, you will be up and running in 30 seconds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 value prop is strong but observability tools live or die by reliability and ecosystem support observability tools live . Would love to see more benchmarks and production case studies.<\/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\/@gregory_pierce\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gregory_pierce<\/a> Thank you for you suggestion, in the past we meanly focus on production improve, try to let it stable. we already have some great customers, we will tell the user story 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gregory_pierce\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gregory_pierce<\/a> – Great callout, we’re working on these now. We’re also always looking for community members to help share their own experience. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@gregory_pierce\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gregory_pierce<\/a> thats a great callout, OpenObserve has been battle tested with PBs of data ingestion per day in production env, we can connect to discuss these case studies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Solid product! Great team and super responsive customer support – we\u2019re a happy customer <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@debo_ray\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@debo_ray<\/a> Thank you so much, we are happy with you too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@debo_ray\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@debo_ray<\/a> – Thanks for the feedback Debo! Our customers help us get better everyday, we’re grateful for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@debo_ray\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@debo_ray<\/a> Thanks a lot for your feedback Debo !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>For someone new to observability, what\u2019s the best way to get started with OpenObserve? Is there a recommended order of operations when it comes to getting set up? <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Great question, Lien! The easiest way to start is to spin up a free cloud instance at <a href=\"http:\/\/cloud.openobserve.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">cloud.openobserve.ai<\/a> \u2014 no setup required. From there, we recommend connecting your first log source using OpenTelemetry or FluentBit, then exploring the dashboard. Our docs at <a href=\"http:\/\/openobserve.ai\/docs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">openobserve.ai\/docs<\/a> are beginner-friendly and walk you through it step by step. Happy to help if you get stuck!<\/p>\n<p>\ud83c\udf0d Try it now \u2014 pick your region: <br \/>\ud83c\uddfa\ud83c\uddf8 AWS US East 2 \u2192 <a href=\"https:\/\/cloud.openosberve.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/cloud.openosberve.ai<\/strong><\/a><br \/>\ud83c\uddfa\ud83c\uddf8 Azure US West 2 \u2192 <a href=\"https:\/\/us2.openobserve.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/us2.openobserve.ai<\/strong><\/a> <br \/>\ud83c\uddea\ud83c\uddfa AWS EU Central 1 \u2192 <a href=\"https:\/\/eu1.openobserve.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/eu1.openobserve.ai<\/strong><\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> OpenObserve is actually one of the friendlier tools to start with. No proprietary query language, no complex cluster setup, and the cloud version gets you running in minutes.<\/p>\n<p>If I had to give a beginner a suggested order: start with logs. Logs are readable, require almost no instrumentation, and just getting them flowing into the platform teaches you how everything works. Once that clicks, add metrics. Then build a simple dashboard before you even think about alerts , you need to see what “normal” looks like before you can alert on “abnormal.” Alerts come last, and when you do set them up, tie them to user-facing signals rather than raw infra stuff like CPU.<\/p>\n<\/p>\n<p>The official getting started docs are pretty solid for the first steps, and the dashboards guide is a good follow-up once data is flowing in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Great question Lien, the opensource project only takes a few minutes to set up. However, if you’re going for ease of use, I’d sign up for a 14 free day trial and check out the cloud platform. You’ll also have access to additional capabilities in the cloud.<\/p>\n<p>Hope this helps and appreciate the question!<\/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 hardest observability problem in production prediction systems isn’t spotting crashes \u2014 it’s detecting silent degradation. We run football prediction models where a database ingestion delay of 20 minutes means the model silently operates on stale lineups. No error thrown, no alert fired, just subtly wrong predictions for a match already in play.<\/p>\n<\/p>\n<p>The ‘start in 2 minutes’ framing is what actually matters here. Datadog’s onboarding overhead meant most data teams gave up on proper ML pipeline instrumentation and just watched error rates. Lower friction means teams actually instrument the signals that matter \u2014 feature freshness timestamps, transform latency per stage, distribution drift \u2014 rather than just infrastructure uptime.<\/p>\n<\/p>\n<p>Curious how the AI-native angle extends to anomaly detection on custom metric streams. Is the SRE agent mostly log correlation, or does it handle time-series anomalies on arbitrary business metrics too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@match_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@match_engine<\/a> Nailed it. That ‘stale lineup’ example is exactly the kind of silent killer we\u2019re obsessed with. If instrumentation is a chore, people just won’t do it and then you’re flying blind with ‘green’ infra but ‘red’ data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@match_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@match_engine<\/a> Honestly, you hit the nail on the head\u2014silent degradation is the real “final boss” of MLOps.<\/p>\n<p>The SRE agent isn’t just a log parser; it\u2019s designed specifically to catch those “quiet” failures. While logs tell you if a service is up, the agent looks at the <strong>metrics and traces<\/strong> to see if the service is actually doing its job correctly. In your football example, the agent would be monitoring the <strong>time-series data of your custom business metrics<\/strong>\u2014like that ingestion timestamp.<\/p>\n<p>Instead of waiting for a hard error, it uses <strong>causal correlation<\/strong>. It can essentially “connect the dots” between a lag in the database and a shift in the prediction distribution. It recognizes that while the system is technically “healthy” (no 500 errors), the <em>data<\/em> is decaying.<\/p>\n<p>We\u2019re also leaning heavily into <strong>anomaly detection<\/strong> to handle the sheer volume of these custom streams. The goal is to surface these patterns to a human SRE before the match ends, providing the context they need to see <em>why<\/em> the model is drifting without them having to manually hunt through dashboards.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/6VZOMHYDICLHO5\" class=\"app-title\">Banyan AI Lite<\/a><\/p>\n<div class=\"one-liner\">AI detecting & preventing SaaS churn<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">220<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7AI\u7edf\u4e00\u5206\u6790CRM\u3001\u8d26\u5355\u3001\u4ea7\u54c1\u4f7f\u7528\u53ca\u652f\u6301\u7b49\u591a\u6e90\u6570\u636e\uff0c\u5728SaaS\u7528\u6237\u6d41\u5931\u53d1\u751f\u524d\u8fdb\u884c\u9884\u6d4b\u548c\u5e72\u9884\uff0c\u4ece\u800c\u5e2e\u52a9\u4f01\u4e1a\u4fdd\u4f4f\u6536\u5165\u3001\u53d1\u73b0\u589e\u8d2d\u673a\u4f1a\u7684\u5de5\u5177\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\/167eec70-4f6b-4c02-8abd-74c275a9cd27.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e087fec7-1610-4513-aff6-86a030ff4465.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8eb5184-155d-454b-9ed5-aec9143d7ad1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cef9e8ac-293d-4887-8a50-d4fcd131e729.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/886af82d-7ab1-42c7-8194-0da90330860d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/350fe40a-bbd5-43b1-8fef-57cc369d4abc.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\/49a49287-c0b9-45d3-9f9d-59b2d13f9be6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=P_ECGvahQGk&t=32s\"><source src=\"https:\/\/www.youtube.com\/watch?v=P_ECGvahQGk&t=32s\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6d41\u5931\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\u7559\u5b58<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6574\u5408<\/span><br \/>\n <span class=\"tag\">AI\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">B2B<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6210\u529f<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u9884\u8b66<\/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\u6d41\u5931\u95ee\u9898\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5982\u4f55\u907f\u514d\u591a\u6570\u636e\u6e90\u5ef6\u8fdf\u5bfc\u81f4\u8bef\u62a5\uff1b\u5982\u4f55\u533a\u5206\u4e0d\u540c\u884c\u4e1a\uff08\u5982\u6559\u80b2\uff09\u7684\u6b63\u5e38\u751f\u547d\u5468\u671f\u4e0e\u771f\u5b9e\u6d41\u5931\u4fe1\u53f7\uff1b\u4ea7\u54c1\u521d\u671f\u5bf9\u4e2d\u5c0f\u89c4\u6a21\u5ba2\u6237\u7684\u6709\u6548\u6027\u3002\u5efa\u8bae\u5305\u62ec\uff1a\u4f18\u5316\u4ea7\u54c1\u6807\u8bed\uff0c\u66f4\u7a81\u51fa\u201c\u63d0\u524d30\u5929\u9884\u8b66\u201d\u7b49\u5177\u4f53\u6210\u679c\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 Banyan AI Lite\u5207\u5165\u4e86\u4e00\u4e2a\u7ecf\u5178\u7684\u201c\u77e5\u6613\u884c\u96be\u201d\u8d5b\u9053\u2014\u2014SaaS\u5ba2\u6237\u6d41\u5931\u7ba1\u7406\u3002\u5176\u5ba3\u79f0\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b97\u6cd5\u672c\u8eab\u7684\u98a0\u8986\u6027\uff0c\u800c\u5728\u4e8e\u201c\u6570\u636e\u7edf\u4e00\u201d\u8fd9\u4e00\u524d\u7f6e\u4f46\u6781\u5176\u75db\u82e6\u7684\u73af\u8282\u3002\u901a\u8fc7\u6240\u8c13\u7684\u201ctext-to-API\u201d\u7b49\u65b9\u5f0f\u964d\u4f4e\u96c6\u6210\u95e8\u69db\uff0c\u672c\u8d28\u662f\u8bd5\u56fe\u89e3\u51b3\u4f01\u4e1a\u6570\u636e\u5b64\u5c9b\u8fd9\u4e00\u8001\u5927\u96be\u95ee\u9898\uff0c\u8fd9\u662f\u5176\u771f\u6b63\u7684\u5b9e\u7528\u4ef7\u503c\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u8bc4\u8bba\u66b4\u9732\u7684\u6df1\u5c42\u6311\u6218\u6765\u770b\uff0c\u4ea7\u54c1\u9762\u4e34\u4e24\u4e2a\u5173\u952e\u8003\u9a8c\uff1a\u4e00\u662f\u201c\u4fe1\u53f7\u566a\u58f0\u201d\u95ee\u9898\u3002\u5c06CRM\u3001\u8d26\u5355\u3001\u4ea7\u54c1\u4f7f\u7528\u6570\u636e\u7b80\u5355\u805a\u5408\uff0c\u6781\u6613\u56e0\u6570\u636e\u8d28\u91cf\u3001\u540c\u6b65\u5ef6\u8fdf\u4ea7\u751f\u5927\u91cf\u8bef\u62a5\uff0c\u53cd\u800c\u6d88\u8017\u5ba2\u6237\u6210\u529f\u56e2\u961f\u7684\u4fe1\u4efb\u3002\u56e2\u961f\u56de\u590d\u4e2d\u63d0\u53ca\u7ed3\u5408\u5b63\u8282\u6027\u4e0e\u591a\u4fe1\u53f7\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u662f\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u5de5\u7a0b\u590d\u6742\u5ea6\u6781\u9ad8\u3002\u4e8c\u662f\u201c\u884c\u4e1a\u666e\u9002\u6027\u201d\u9677\u9631\u3002\u6559\u80b2\u884c\u4e1a\u8bc4\u8bba\u5c16\u9510\u5730\u6307\u51fa\uff0c\u901a\u7528\u6a21\u578b\u5728\u5b9a\u4e49\u201c\u6d41\u5931\u201d\u65f6\u53ef\u80fd\u5b8c\u5168\u5931\u6548\u3002\u8fd9\u63ed\u793a\u4e86\u6b64\u7c7b\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u6807\u51c6\u5316\u4ea7\u54c1\u8ffd\u6c42\u89c4\u6a21\uff0c\u4f46\u6d41\u5931\u7684\u5f52\u56e0\u6781\u5177\u884c\u4e1a\u751a\u81f3\u4f01\u4e1a\u7279\u5f02\u6027\u3002\u56e2\u961f\u56de\u590d\u4e2d\u201c\u5141\u8bb8\u56e2\u961f\u57fa\u4e8e\u81ea\u8eab\u6a21\u578b\u8c03\u6574\u903b\u8f91\u201d\u662f\u5173\u952e\uff0c\u4f46\u8fd9\u53c8\u5c06\u4ea7\u54c1\u4ece\u201c\u5f00\u7bb1\u5373\u7528\u201d\u62d6\u5411\u4e86\u201c\u9700\u8981\u914d\u7f6e\u201d\u7684\u5883\u5730\uff0c\u524a\u5f31\u5176\u201c\u5206\u949f\u7ea7\u4e0a\u624b\u201d\u7684\u5438\u5f15\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u524d\u666f\u5728\u4e8e\u80fd\u5426\u5728\u201c\u6807\u51c6\u5316\u9884\u8b66\u201d\u4e0e\u201c\u53ef\u914d\u7f6e\u4e0a\u4e0b\u6587\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5e76\u8bc1\u660e\u5176AI\u4e0d\u4ec5\u662f\u5728\u5173\u8054\u6570\u636e\uff0c\u66f4\u662f\u5728\u7406\u89e3\u4e0d\u540c\u4e1a\u52a1\u7684\u7528\u6237\u65c5\u7a0b\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u66f4\u7f8e\u89c2\u7684\u3001\u805a\u5408\u4e86\u591a\u4e2a\u4eea\u8868\u76d8\u6570\u636e\u7684\u770b\u677f\uff0c\u800c\u672a\u80fd\u63d0\u4f9b\u771f\u6b63\u53ef\u884c\u52a8\u7684\u3001\u7cbe\u51c6\u7684\u6d1e\u5bdf\u3002\u5bf9\u4e8e\u65e9\u671fSaaS\u516c\u53f8\uff08\u5982\u8bc4\u8bba\u63d0\u5230\u768450-100\u5ba2\u6237\uff09\uff0c\u5176\u6570\u636e\u7a00\u758f\u6027\u53ef\u80fd\u8ba9\u9884\u6d4b\u6a21\u578b\u82f1\u96c4\u65e0\u7528\u6b66\u4e4b\u5730\uff0c\u6b64\u65f6\u5de5\u5177\u7684\u4ef7\u503c\u66f4\u504f\u5411\u4e8e\u6570\u636e\u5f52\u96c6\u4e60\u60ef\u7684\u517b\u6210\uff0c\u800c\u975e\u667a\u80fd\u9884\u8b66\u672c\u8eab\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\">Banyan AI Lite<\/span>\n <\/div>\n<div class=\"comment-content\">Churn is the #1 killer of SaaS. Up to 50% of SaaS struggle with high churn. Banyan AI is here to help. Our tool enables you to detect churn before it happens and prevent it. With Banyan AI, you can unify your most critical revenue data (CRM, billing, support, product usage) into a single interface. Based on this data, you can identify churn risks and expansion opportunities (customers ready to buy). Time to value: minutes. Results: measurable and quantifiable. Churn prevented, revenue saved.<\/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 Davit, co-founder of Banyan AI, and we\u2019re excited to launch here for the first time.<\/p>\n<\/p>\n<p>Did you know that a <strong>5% monthly churn rate can reduce your annual revenue by nearly half<\/strong>? Or that many SaaS companies lose <strong>2\u20135% of their revenue to leakage<\/strong>? New leads matter, but your <strong>existing customers are your real treasure<\/strong>.<\/p>\n<\/p>\n<p>If you’re struggling with churn or finding it hard to expand revenue, we\u2019ve got you covered. Welcome to <strong>Banyan AI<\/strong> \ud83c\udf33\ud83d\ude80<\/p>\n<\/p>\n<p>Our platform unifies data across your tool stack (billing, CRM, product analytics, support) and detects signals that are scattered across those tools. Banyan AI automatically detects:<\/p>\n<ul>\n<li>\n<p><strong>Customers likely to churn<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>Hidden revenue leaks<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>Expansion opportunities<\/strong><\/p>\n<\/li>\n<\/ul>\n<p>Instead of digging through dashboards, you get clear AI insights about your revenue health and what needs attention. Check out <a href=\"https:\/\/gobanyan.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">our website<\/a> or our <a href=\"https:\/\/gobanyan.io\/banyan-ai-blog\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">blog<\/a>.<\/p>\n<\/p>\n<p>I\u2019ll be here in the comments all day. Thanks for checking out Banyan AI \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> When churn signals come from multiple disconnected tools, how do you avoid false positives where a customer looks at-risk just because their data is incomplete or delayed in one of the integrated sources?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 education, churn looks different than in typical SaaS \u2014 a student finishes a course and leaves, which is not churn, it is a natural end. But someone who stops halfway through is a completely different signal. How well does the detection handle that difference, where inactivity does not always mean risk?<\/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\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Thanks for the question Klara! Well, if natural end can be counted as churn, all of us have 100% churn guarantee \ud83d\ude00 But jokes aside: a very good question. If customer was less active during last week, is he about to churn, or is he in vacation? You can add seasonality as variable, simply ask AI to calculate how customer behaviour might be related to seasonal behaviour in respective country. And then, most importantly, when you just watch one data stream (f. e. only billing, CRM, or product usage) then your insights are limited. But now add other info layers, f. e. how many support tickets during last week? Any failed payments? And you get clearer picture:<\/p>\n<\/p>\n<p>failed payment + less usage = churn signal<\/p>\n<p>failed payment + less usage + many critical support tickets = strong churn signal<\/p>\n<p>less usage + seasonality effect (summer) + recent upgrade = no churn signal<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Great point, that\u2019s exactly where a lot of generic churn models break.<\/p>\n<p>Banyan doesn\u2019t treat inactivity as a universal risk signal. It looks at behavior in the context of expected lifecycle. In your example, completing a course and dropping off is \u201chealthy\u201d, while stopping mid-way is not.<\/p>\n<p>In practice, this means we define expected patterns first. Things like typical course duration, completion rates, and engagement milestones. Then we compare each user against that path rather than against a global average.<\/p>\n<p>So inactivity after completion is ignored, while inactivity before key milestones gets flagged. Same signal, very different interpretation depending on context.<\/p>\n<p>This is also why we let teams adjust logic based on their model, because education, SaaS, and marketplaces all behave very differently 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Hi Klara, that’s a good question. Most people don’t think about churn that way.<\/p>\n<p>You’re right. A student finishing a course and leaving is a success, not churn. But someone stopping halfway through is a real risk signal.<\/p>\n<p>The difference comes down to intent data. If a student stops engaging but still has weeks left in the course, that’s a problem. If they stop because they finished, that’s a win.<\/p>\n<p>I’d like to see how Banyan handles that distinction too. Maybe something like allowing custom rules per customer type so natural endings don’t get flagged as churn.<\/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>nice one honestly. most teams talk a lot about getting new customers, but keeping the existing ones is where so much revenue gets lost quietly. i like that this seems focused on helping teams spot the risk earlier instead of just reporting on it later.<\/p>\n<p>curious, are people finding more value in the churn detection side first or the expansion opportunity side?<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Thanks Nayan! Most are interested in Churn indeed, since this is a silent killer nr. 1 of many SaaS companies. Have been there, seen that, that’s why we have started this project. Expansion is a nice bonus.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Thanks, that\u2019s exactly how we think about it. most teams are very reactive here.<\/p>\n<p>In the beginning, churn detection usually clicks first. It\u2019s more urgent and easier to grasp. If you show a list of accounts at risk with clear reasons, teams act on it immediately.<\/p>\n<p>What\u2019s interesting is what happens after. Once they trust the signals, they start paying more attention to expansion. Not just who might churn, but who is underutilizing the product, who is close to limits, or showing patterns that typically lead to upgrades.<\/p>\n<p>So churn is the entry point, expansion is where a lot of the upside comes from 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is a useful space to be building in. a lot of saas teams only realize churn is becoming a real problem once the damage is already visible, so bringing billing, product, crm and support signals together makes a lot of sense.<\/p>\n<p>curious, what kind of signal ends up being the strongest early warning most of the time, product usage drop, support issues, or something else?<\/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\/@akshay_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a> Thanks Akshay, product usage drop is one of major signals. If usage was low all the time but customer was paying, it is in fact less of the problem, compared to when usage dropped significantly over short period of time. This is one of major red flags (unless customer is simply in vacation \ud83d\ude09 )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@akshay_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a> Appreciate that, exactly the problem we\u2019re seeing across most teams.<\/p>\n<p>There\u2019s no single \u201csilver bullet\u201d signal, it\u2019s usually the combination that matters. That said, the most reliable early warning tends to be a drop in product usage relative to that customer\u2019s own baseline, not absolute usage.<\/p>\n<p>On its own, usage can be misleading. Some customers are naturally low-activity. It becomes powerful when paired with other signals, like:<\/p>\n<ul>\n<li>\n<p>declining engagement + no recent support interaction (silent churn risk)<\/p>\n<\/li>\n<li>\n<p>usage drop right after a negative support ticket<\/p>\n<\/li>\n<li>\n<p>reduced activity from key users or admins<\/p>\n<\/li>\n<\/ul>\n<p>Interestingly, support spikes are often a <em>late<\/em> signal, unless you look at sentiment and resolution patterns.<\/p>\n<p>So in practice, Banyan looks at how these signals move together over time rather than picking one. That\u2019s usually where the real early warning shows up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck team! Cool idea. How long does the setup usually take if someone wants to connect their SaaS tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steffen_rehmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steffen_rehmann<\/a> Thanks for asking Steffen. Normally it takes just minutes. Most tools can be connected via OAUTH2 or bearer token. Hardest part is (in some tools) finding these tokens. But once you have them, it takes a minute, give or take<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@steffen_rehmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steffen_rehmann<\/a> Thanks a lot, appreciate it!<\/p>\n<p>Setup is usually pretty quick. Most teams are up and running in under an hour. Connecting core tools like billing, CRM, and support is straightforward, and you start seeing first insights shortly after.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Clear and compelling spotting churn before it happens is an immediate pain point for SaaS teams. I\u2019d punch it up with the main outcome first: \u201cPrevent churn and capture expansion opportunities in minutes, all from one unified dashboard.<\/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\/@allu__kurashi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allu__kurashi<\/a> Thanks for suggesting and for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allu__kurashi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allu__kurashi<\/a> Agree, that\u2019s much stronger. Leading with \u201cprevent churn + capture expansion in minutes\u201d makes the value immediate. We\u2019ll likely move in that direction and keep the unified dashboard as the supporting layer behind 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>Strong problem, but the hook feels a bit textbook SaaS I\u2019d cut the stats and lead with a sharper outcome like spot churn 30 days before it happens. Time to value: minutes is great though lean harder into that and may be show one concrete example to make it feel real.<\/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\/@daniel__joseph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel__joseph<\/a> Hi Daniel, we changed it probably 20 times, couldn’t decide which one was better. Then I decided to go for pitch deck approach, problem, solution etc. Hard to say which is better, since no A\/B testing possible. Thanks for the suggestion, I really appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel__joseph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel__joseph<\/a> Fair point. The stats are generic, the outcome is what matters. \u201cSpot churn 30 days early\u201d + \u201clive in minutes\u201d is much closer to how users think. We\u2019ll likely replace the intro with a concrete example, e.g. detecting a usage drop + support spike pattern and flagging the account before it churns.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Good luck!<\/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\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thanks Dmitry!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Bookmarked for later, but hope you built smth of use (because the idea is great)<\/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\/@je_suis_yaroslav\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@je_suis_yaroslav<\/a> Thanks, we tried our best \ud83d\ude42 Still improving<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@je_suis_yaroslav\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@je_suis_yaroslav<\/a> Appreciate that, thank you!<\/p>\n<p>Hope when you come back to it, it\u2019s not just a good idea anymore but something genuinely useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats team on the launch.\ud83c\udf89\ud83e\udd42<\/div>\n<div class=\"comment-actions\">\n<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\/@rbluena\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rbluena<\/a> Thanks Rabii! 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rbluena\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rbluena<\/a> Thank you so much! \ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 product that solves a real pain! Reducing churn is low-hanging fruit as long as you know how to detect it beforehand \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo_goldfarb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_goldfarb<\/a> Thanks Leo! I appreciate 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo_goldfarb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_goldfarb<\/a> Exactly. The hard part isn\u2019t fixing churn, it\u2019s seeing it early enough. Once the signals are clear, teams can act. The challenge is connecting the data and surfacing the right accounts at the right time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks awesome. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@vaibhav_dubey3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vaibhav_dubey3<\/a> Thanks Vaibhav!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@vaibhav_dubey3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vaibhav_dubey3<\/a> Thanks, really appreciate it! \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>All the best guys, thats really a pretty cool idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hmadhsan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hmadhsan<\/a> Thanks Hammad, we appreciate your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hmadhsan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hmadhsan<\/a> Thanks Hammad!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thanks so much Shubham!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thanks Shubham!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “text-to-API” approach for connecting data sources is clever \u2013 removing the integration bottleneck is probably the single biggest thing that determines whether a tool like this actually gets adopted or sits unused after the trial.<\/p>\n<p>One question: at what point does Banyan become useful in terms of data volume? If I’m an early-stage SaaS with 50-100 customers, is there enough signal for meaningful churn predictions, or does this really shine once you hit a certain scale?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aaron0403\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaron0403<\/a> Very good question! I guess, over 50 paid accounts it is already starting to get relevant. When you have 10-20 customers, you know everyone by name and still remember how you closed them and know what to expect. Once it gets more and more, you lose a track on “human level” and you need data. I think 50 accounts is good place to start. Especially if they pay not 10-20 USD\/m but medium or big SaaS ticket<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aaron0403\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaron0403<\/a> I agree with Konstantin’s response. Once churn starts to hurt, time to turn to data-driven approach<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 signals do you look for to identify customers that are likely to churn?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> I have written whole memo about that, check it out, once you have time: <a href=\"https:\/\/resolute-wish-4b7.notion.site\/SaaS-Churn-Leading-Factors-Mitigations-and-How-the-Drivers-Interact-3077adfab29380bb83bae415be1dbc5d\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/resolute-wish-4b7.notion.site\/SaaS-Churn-Leading-Factors-Mitigations-and-How-the-Drivers-Interact-3077adfab29380bb83bae415be1dbc5d<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As one who is building my first SaaS product, this is really interesting! Particularly intriguing is the ability to identify clients or customers who are ready to upgrade. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@merideth_thompson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@merideth_thompson<\/a> Glad to hear, that you like our product! 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\/@merideth_thompson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@merideth_thompson<\/a> Yes, while everyone looks at churn (for a good reason) people neglect expansion revenue, which is 5 times cheaper than new revenue! So yes definitely, we are proud to identify expansion revenue before average AE does \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>Well after checking out this product and seeing the potential churn behind our own, this one helped us save a decent amount of our churn by being able to assist our own customers. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@promptanything\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@promptanything<\/a> I’m so glad it’s working for you! Nothing better than positive customer feedback after a so many months of hard work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@promptanything\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@promptanything<\/a> Thanks for kind words Richmond! We are happy when you are happy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Unifying billing, CRM, support and product usage into one view is the real value here. Most founders check these in 4 different dashboards. Congrats! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mehmet_kerem_mutlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehmet_kerem_mutlu<\/a> Thanks Mehmet. AI makes it possible. Earlier it was hell of work, now its easy for our customers (but still hell of work for us)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@mehmet_kerem_mutlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehmet_kerem_mutlu<\/a> Thanks! Or they rely on single source of data and miss out other signals<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Being proactive as oppose to reactive is definitely the way to go. I’d love to see progress into remediating and taking actions to prevent churn. 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\/@tteer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tteer<\/a> Thanks Tod! The best part is, being proactive is easier than being reactive. Good luck convincing churned account to come back \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tteer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tteer<\/a> We have action layer as well, but we still have some work to do in this direction. Data & reporting side is great, action side rather basic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">congratulations and wishing you a grand success \ud83d\udc90<\/div>\n<div class=\"comment-actions\">\n<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\/@ishwarjha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ishwarjha<\/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\/@ishwarjha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ishwarjha<\/a> Thanks a lot, really appreciate it! \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>Hey, congrats on the launch! Churn is such an underrated problem in SaaS, and I like how you have combined all this data into one view. Makes a lot of sense. Curious to try it out! Do you get like instant notifications?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ivaylo_zahariev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivaylo_zahariev<\/a> Yes, you can simply integrate Slack or whatever messenger you use and let Banyan notify you. And thanks for 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\/@ivaylo_zahariev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivaylo_zahariev<\/a> Thanks, appreciate it! Yes, alerts are near real-time. You get notified as soon as key signals shift, like usage drops, failed payments, or support spikes. We support in-app alerts and can push to email or Slack, so teams can react immediately.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@davitausberlin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a>. <\/p>\n<p>That 5% churn stat you shared really hits me. I spent some time on your site. The comparison table with Gong, ChurnZero, and Clari caught my eye. That’s bold. Most companies hide from comparisons. You put it right out there. I respect that.<\/p>\n<p>One small thing I noticed. That table is tucked under a Comparison tab. A founder skimming the page might never click there. If it’s one of your best trust builders, maybe give it more space.<\/p>\n<p>Also the “2 Minutes from Sign-Up to Churn Detection” line is gold. That’s exactly what busy founders want to hear.<\/p>\n<p>Good luck with the launch. Excited to see where this 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thanks again (I responded already to your other comment). We’ll improve the website tomorrow, today hand full of working on PH. Keep in touch man!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a>  <a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Appreciate this, especially the note on the comparison table.<\/p>\n<p>You\u2019re right, hiding strong proof under a tab reduces impact. We\u2019ll likely surface key parts of it directly on the main page. And yes, speed to value is core for us. If it takes hours or days, people won\u2019t use it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds interesting! How does it alert you about who is about to churn \u2014 through email, in-app notifications, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rati_soselia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rati_soselia<\/a> Rati, thanks for a good question. You chose it, you can add Slack to your workspace and get notifications via Slack. Or add email, or Teams or whatever, you name it, we either have it or you can integrate within 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rati_soselia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rati_soselia<\/a> Thanks!<\/p>\n<p>Right now it\u2019s mainly in-app, you get a clear view of accounts at risk, what changed, and why they\u2019re flagged.<\/p>\n<p>On top of that, we support alerts via email and can push signals into tools like Slack or your CRM, so the right people get notified where they already 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>I’ve watched Davit and Konstantin work on Banyan over the past few months, and I have to say, what they’re building is incredible. A business isn’t sustainable if it can’t tackle churn. Banyan makes it easy to tackle it head-on in an easy and accessible way. Having everything you need all in one place makes that possible, let alone the clever use of AI agents to make life as easy as possible! Looking forward to following you both and how Banyan evolves in to the future, Davit and Konstantin. This is the start of something special, i’m feeling it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_keeler1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_keeler1<\/a> Thanks a lot Ryan for your support all the way!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ryan_keeler1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_keeler1<\/a> Really appreciate this, thank you for the kind words and for following the journey \ud83d\ude4f<\/p>\n<p>Means a lot, especially at this stage. We\u2019re just getting started, but feedback like this keeps us going.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b,<\/p>\n<\/p>\n<p>I\u2019m Konstantin, CTO and co-founder of Banyan AI.<\/p>\n<\/p>\n<p>If you want to detect customers who are about to churn, or identify those with the highest expansion potential and real impact on your revenue, forget about building your own dashboards, stitching together dozens of APIs, or copying data into Excel.<\/p>\n<\/p>\n<p>We built Banyan AI so you don\u2019t have to do all of that. With our tool, everything works within minutes \u2014 fast time to value, no technical skills needed. You ask, Banyan answers.<\/p>\n<\/p>\n<p>It sounds simple, but there\u2019s a lot of engineering behind the scenes.<\/p>\n<\/p>\n<p>Happy to answer any technical questions here \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> Thanks Jan, appreciate your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How many customers must you have before you start valuing a tool like this? 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\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Thanks for support Marti. I guess, above 50 you can start thinking about solution like ours.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 positioning. Detection is everywhere right now, but prevention is where most tools fail. Curious what actually triggers action in your system, not just insights.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congratulations on your 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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks a lot, appreciate it! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CC7DFIPPQSDK7P\" class=\"app-title\">AutoSend MCP<\/a><\/p>\n<div class=\"one-liner\">The email platform your AI agent can operate.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">165<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AutoSend MCP \u662f\u4e00\u4e2a\u8ba9AI\u667a\u80fd\u4f53\u539f\u751f\u64cd\u4f5c\u5168\u529f\u80fd\u90ae\u4ef6\u5e73\u53f0\u7684\u5de5\u5177\uff0c\u5728\u6784\u5efaAI\u9a71\u52a8\u5e94\u7528\u6216\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u65f6\uff0c\u89e3\u51b3\u4e86\u90ae\u4ef6\u53d1\u9001\u57fa\u7840\u8bbe\u65bd\u96c6\u6210\u590d\u6742\u3001\u9700\u8981\u989d\u5916\u4ee3\u7801\u548c\u624b\u52a8\u6b65\u9aa4\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\/cfb699ba-5001-44cc-8675-efae777b3904.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\/995a8222-3bfd-45fe-946d-d88b5672a091.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\/efe609bf-781f-4a75-87b8-177ea6eedbdb.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\/03f0b021-5603-49ff-abc2-cb51f340a03d.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\/a513cf1b-29eb-4d3c-ab5f-bb352600f8f5.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\/bb083402-fce4-439c-8657-efe06fdf8eff.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/23wONhpW4J8\"><source src=\"https:\/\/youtu.be\/23wONhpW4J8\" 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\">Email<\/span><br \/>\n <span class=\"tag\">Email Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4e8b\u52a1\u6027\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u6d3b\u52a8\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u90ae\u4ef6\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u5de5\u5177<\/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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u4e3aAI\u5de5\u4f5c\u6d41\u5d4c\u5165\u90ae\u4ef6\u529f\u80fd\u7684\u5b9e\u7528\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u8425\u9500\u6548\u679c\u6570\u636e\uff08\u5982\u6253\u5f00\u7387\uff09\u53cd\u9988\u3001\u9632\u6ee5\u7528\u5b89\u5168\u673a\u5236\u3001\u6a21\u677f\u7075\u6d3b\u6027\u4e0e\u4e2a\u6027\u5316\u3001\u591a\u6b65\u9aa4\u5e8f\u5217\u652f\u6301\uff0c\u4ee5\u53ca\u5bf9\u4eba\u5de5\u5ba1\u6838\u6d41\u7a0b\u548c\u90ae\u4ef6\u9001\u8fbe\u7387\u4fdd\u62a4\u63aa\u65bd\u7684\u5173\u5207\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 AutoSend MCP \u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u5e73\u6743\u201d\u8fd0\u52a8\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u63d0\u4f9b\u4e86\u53e6\u4e00\u4e2a\u90ae\u4ef6\u8425\u9500\u5e73\u53f0\uff0c\u800c\u662f\u5c06\u6210\u719f\u7684\u90ae\u4ef6\u53d1\u9001\u3001\u7ba1\u7406\u548c\u5206\u6790\u80fd\u529b\uff0c\u4ee5MCP\u534f\u8bae\u5c01\u88c5\u6210AI\u667a\u80fd\u4f53\u7684\u201c\u539f\u751f\u80fd\u529b\u201d\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u5e94\u7528\u5f00\u53d1\u7684\u4e00\u4e2a\u9690\u79d8\u75db\u70b9\uff1aAI\u5728\u903b\u8f91\u548c\u5185\u5bb9\u751f\u6210\u4e0a\u8d8a\u662f\u5f3a\u5927\uff0c\u5176\u4e0e\u5916\u90e8\u5173\u952e\u4e1a\u52a1\u7cfb\u7edf\uff08\u5982\u90ae\u4ef6\uff09\u7684\u201c\u8fde\u63a5\u5668\u201d\u5c31\u8d8a\u663e\u5f97\u7b28\u62d9\u548c\u5272\u88c2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0e\u5de8\u5934\u5728\u90ae\u4ef6SaaS\u529f\u80fd\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u626e\u6f14\u201c\u8d4b\u80fd\u8005\u201d\u89d2\u8272\u3002\u5b83\u8ba9Claude\u3001Cursor\u7b49AI\u667a\u80fd\u4f53\u65e0\u9700\u8df3\u51fa\u5bf9\u8bdd\u8bed\u5883\u6216\u4f9d\u8d56\u5f00\u53d1\u8005\u4e8c\u6b21\u96c6\u6210\uff0c\u5c31\u80fd\u76f4\u63a5\u8c03\u5ea6\u4e13\u4e1a\u7684\u90ae\u4ef6\u57fa\u7840\u8bbe\u65bd\u3002\u8fd9\u663e\u8457\u964d\u4f4e\u4e86AI\u5de5\u4f5c\u6d41\u4ece\u539f\u578b\u5230\u751f\u4ea7\u7684\u95e8\u69db\uff0c\u5c24\u5176\u5229\u597d\u9700\u8981\u89e6\u53d1\u5f0f\u901a\u4fe1\uff08\u5982\u7528\u6237\u6ce8\u518c\u786e\u8ba4\u3001\u72b6\u6001\u901a\u77e5\uff09\u7684AI\u5e94\u7528\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u65e9\u671f\u7528\u6237\u5df2\u5c06\u5176\u7528\u4e8e\u771f\u6b63\u7684\u5bf9\u5916\u8425\u9500\u6d3b\u52a8\uff0c\u8fd9\u9a8c\u8bc1\u4e86\u5176\u7a33\u5b9a\u6027\u5df2\u8d85\u8d8a\u5185\u90e8\u5de5\u5177\u8303\u7574\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u7684\u201cAgentic\u4f53\u9a8c\u201d\u4e4b\u4e0b\uff0c\u6f5c\u85cf\u7740\u4e0d\u5bb9\u5ffd\u89c6\u7684\u98ce\u9669\u4e0e\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u9632\u5954\u6e83\u5faa\u73af\u201d\u548c\u201c\u4f24\u5bb3\u9001\u8fbe\u7387\u201d\u7684\u62c5\u5fe7\u6781\u4e3a\u5c16\u9510\u3002\u5c06\u9ad8\u6743\u9650\u7684\u90ae\u4ef6\u53d1\u9001\u80fd\u529b\u8d4b\u4e88\u81ea\u4e3b\u8fd0\u884c\u7684AI\uff0c\u65e0\u5f02\u4e8e\u7ed9\u4e86\u5b83\u4e00\u679a\u201c\u4e1a\u52a1\u6838\u6309\u94ae\u201d\u3002\u4ea7\u54c1\u76ee\u524d\u4f9d\u8d56\u53d1\u9001\u524d\u6d4b\u8bd5\u548c\u5217\u8868\u6838\u5bf9\u4f5c\u4e3a\u5b89\u5168\u63aa\u65bd\uff0c\u8fd9\u5728\u590d\u6742\u7684\u591a\u6b65\u5de5\u4f5c\u6d41\u4e2d\u53ef\u80fd\u8fdc\u8fdc\u4e0d\u591f\u3002\u672a\u6765\u7684\u7ade\u4e89\u58c1\u5792\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u96c6\u6210\u591a\u5c11AI\u5ba2\u6237\u7aef\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6784\u5efa\u4e00\u5957\u9762\u5411AI\u64cd\u4f5c\u8303\u5f0f\u7684\u3001\u7ec6\u7c92\u5ea6\u7684\u6743\u9650\u3001\u5ba1\u6279\u4e0e\u5b9e\u65f6\u7194\u65ad\u673a\u5236\u3002\u6b64\u5916\uff0cMCP\u751f\u6001\u672c\u8eab\u4ecd\u5904\u4e8e\u65e9\u671f\uff0c\u5176\u534f\u8bae\u7a33\u5b9a\u6027\u548c\u5ba2\u6237\u7aef\u666e\u53ca\u5ea6\uff0c\u4e5f\u5c06\u76f4\u63a5\u5f71\u54cd\u8be5\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cAutoSend MCP \u662f\u4e00\u6b21\u6781\u5177\u524d\u77bb\u6027\u7684\u8d5b\u9053\u5361\u4f4d\u3002\u5b83\u4e0d\u662f\u5728\u7528AI\u505a\u90ae\u4ef6\u8425\u9500\uff0c\u800c\u662f\u5728\u7528\u90ae\u4ef6\u8425\u9500\u80fd\u529b\u5582\u517bAI\u667a\u80fd\u4f53\uff0c\u4f7f\u5176\u771f\u6b63\u5177\u5907\u63a5\u7ba1\u5546\u4e1a\u6c9f\u901a\u7684\u80fd\u529b\u3002\u4f46\u8fd9\u6761\u8def\u80fd\u5426\u8d70\u901a\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u5728\u63a8\u52a8\u81ea\u52a8\u5316\u7684\u72c2\u70ed\u4e0e\u8bbe\u7f6e\u4e1a\u52a1\u5b89\u5168\u7684\u51b7\u9759\u4e4b\u95f4\uff0c\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\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\">AutoSend MCP<\/span>\n <\/div>\n<div class=\"comment-content\">Give your AI agent native access to the full AutoSend platform. Build templates, create campaigns, manage audiences, and monitor delivery stats.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! Akash here, co-founder of AutoSend.<\/p>\n<p>We just launched the AutoSend MCP server, and here’s what it unlocks:<br \/>\n– Send transactional emails from AI agents. Your agent handles the logic, AutoSend handles the delivery. No extra glue code, no manual steps.<br \/>\n– Manage campaigns from Claude, Cursor, or any MCP-compatible client. Create, schedule, check analytics. All without opening the dashboard.<br \/>\n– Full email infrastructure, inside your AI workflow. SMTP, API sending, domain management, analytics. It’s all there via MCP.<\/p>\n<p>If you’re building AI-powered apps or agentic workflows that need email, this is the missing piece.<\/p>\n<p>Happy to answer questions below.<\/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\/@designerdada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@designerdada<\/a> Great Product! I would like to know if MCP can return key data such as the email open rate of each marketing campaign task. This will be very convenient for marketers to analyze the effectiveness and performance of email marketing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@designerdada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@designerdada<\/a> Thrilled to see this rolled out, The agentic experience is essential these days, and integrating it directly into emails is such a game changer. Huge kudos to the team \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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@designerdada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@designerdada<\/a> When an AI agent triggers transactional emails autonomously, what’s the safeguard against a runaway loop sending thousands of emails before anyone notices something went 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>How flexible is the template system when controlled by an AI agent? Can it handle dynamic personalization easily? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hudson_blake\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hudson_blake<\/a> Absolutely. Agents has access to contacts and their properties to figure out which contact properties can be used personalization and it will also include {{variables}} like so.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 pretty smart direction. a lot of ai workflows sound great until email comes into the picture and suddenly you need extra setup, delivery infra, and a bunch of manual steps. making all of that accessible inside the same workflow feels really practical.<\/p>\n<p>curious, are most people using this first for transactional stuff or proper outbound\/campaign use cases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akshay_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a> Our power users are using it for proper outbound\/campaign use cases. But many teams have used it for migrating from existing ESP to AutoSend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are people mainly using this for email campaigns , or does it extend to other channels as well ?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is cool. We use autosend a lot for both transactional & campaign email. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_kukreti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_kukreti<\/a> Thank you for being our early customer Shubham! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How much human review is typically needed before sending out a campaign?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> You can for sending a test email to your email address before sending the campaign and list down everything like sender, contact list, etc to cross-check before sending.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 concept letting your AI handle emails end-to-end is a neat shortcut. Could land stronger by leading with the benefit: Let your AI run campaigns, manage audiences, and track results automatically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Email infrastructure inside your AI workflow is a game changer. Does the MCP sever support multi-step sequences or just one-off sends?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@simonk123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simonk123<\/a> We haven’t built the tool for creating automation (multi-step sequence) yet and we’re working on Automation V2 which is going to be extremely banger \ud83d\ude01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 happy to see this finally live! Agentic experience is a must have right now, and having it added to the emails is extremely useful. Proud of the team \ud83e\udd73<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 idea. Embedding email sending directly into AI workflows without extra setup feels like a natural step for agent-based apps. The MCP integration across different tools is a strong touch. Can AutoSend automatically personalize transactional emails based on user data passed by the agent, or does that still need manual setup?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea is powerful but email marketing is sensitive. one mistake can hurt deliverability would be great to see guardrails and approval workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/76MJC4X3IVC45P\" class=\"app-title\">Permit.io MCP Gateway<\/a><\/p>\n<div class=\"one-liner\">Drop-in MCP Security Developers Love and CISOs Trust<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">149<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aMCP\u670d\u52a1\u5668\u63d0\u4f9b\u96f6\u4fe1\u4efb\u5b89\u5168\u4ee3\u7406\u7684\u7f51\u5173\uff0c\u901a\u8fc7\u5728AI\u4ee3\u7406\u4e0e\u5de5\u5177\u95f4\u63d2\u5165\u900f\u660e\u5c42\uff0c\u65e0\u9700\u4fee\u6539\u4ee3\u7801\u5373\u53ef\u4e3a\u6240\u6709\u5de5\u5177\u8c03\u7528\u6dfb\u52a0\u7ec6\u7c92\u5ea6\u6388\u6743\u3001\u5ba1\u8ba1\u4e0e\u8eab\u4efd\u6cbb\u7406\uff0c\u89e3\u51b3\u4e86AI\u4ee3\u7406\u96c6\u6210\u4f01\u4e1a\u5de5\u5177\u65f6\u7684\u5b89\u5168\u4e0e\u5408\u89c4\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\/3e366372-0553-46ff-90eb-45f06a5b9e2d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1be3282e-772c-4cad-b5be-0b3cbdb3ed7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/299e908b-64a9-4e1e-9035-00bddb96ce32.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18282a4d-4ccd-4dae-a6f4-bdd61b424573.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c76d6b6b-181c-465a-a38d-168c01067723.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd7cc248-ec3c-440b-8ba6-e7eabbca723a.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\/908856c9-b958-434d-bdef-7a32c49817b1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pLQCG31HSK8\"><source src=\"https:\/\/youtu.be\/pLQCG31HSK8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6388\u6743\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u96f6\u4fe1\u4efb\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u8bbf\u95ee\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u8eab\u4efd\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3MCP\u5b89\u5168\u75db\u70b9\u7684\u7cbe\u51c6\u6027\uff0c\u5bf9\u201c\u4ec5\u66ff\u6362URL\u201d\u7684\u65e0\u4ee3\u7801\u96c6\u6210\u65b9\u5f0f\u8bc4\u4ef7\u6781\u9ad8\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5927\u89c4\u6a21\u90e8\u7f72\u7684\u4fbf\u6377\u6027\u3001\u6027\u80fd\u5f00\u9500\u3001\u4eea\u8868\u677f\u53ef\u89c6\u5316\u80fd\u529b\uff0c\u4ee5\u53ca\u5b89\u5168\u56e2\u961f\u4ece\u201c\u677e\u4e00\u53e3\u6c14\u201d\u5230\u6df1\u5165\u63a2\u8ba8\u201c\u4ee3\u7406\u539f\u751f\u5b89\u5168\u201d\u7684\u540e\u7eed\u8def\u5f84\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 Permit.io MCP Gateway\u7684\u63a8\u51fa\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524dAI\u4ee3\u7406\u751f\u6001\u4e2d\u6700\u8106\u5f31\u7684\u4e00\u73af\uff1a\u91ce\u86ee\u751f\u957f\u4e0b\u7684\u5b89\u5168\u771f\u7a7a\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u91cd\u5efa\u8f6e\u5b50\uff0c\u800c\u662f\u4ee5\u201c\u900f\u660e\u4ee3\u7406\u201d\u8fd9\u4e00\u5de7\u5999\u7684\u5de5\u7a0b\u8bbe\u8ba1\uff0c\u5c06\u81ea\u5df1\u6954\u5165\u65e2\u6709\u7684MCP\u534f\u8bae\u94fe\u8def\u4e2d\uff0c\u8fd9\u4f53\u73b0\u4e86\u5176\u6df1\u523b\u7684\u5e02\u573a\u6d1e\u5bdf\u2014\u2014\u5728\u6280\u672f\u6269\u6563\u521d\u671f\uff0c\u4efb\u4f55\u963b\u788d\u5f00\u53d1\u6548\u7387\u7684\u201c\u91cd\u578b\u201d\u5b89\u5168\u65b9\u6848\u90fd\u4f1a\u88ab\u629b\u5f03\u3002\u5176\u5ba3\u79f0\u7684\u201c\u96f6\u4ee3\u7801\u201d\u96c6\u6210\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u590d\u6742\u7684\u6388\u6743\u7b56\u7565\u3001OAuth\u6d41\u3001\u5ba1\u8ba1\u65e5\u5fd7\u7b49\u6cbb\u7406\u80fd\u529b\uff0c\u5c01\u88c5\u6210\u4e00\u4e2a\u7b80\u5355\u7684\u7aef\u70b9\u4ea4\u6362\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u5b89\u5168\u80fd\u529b\u7684\u63a5\u5165\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u201c\u4fbf\u6377\u201d\u3002\u4ea7\u54c1\u56e2\u961f\u5c06\u591a\u5e74\u6765\u5728\u4f20\u7edf\u5e94\u7528\u6388\u6743\u9886\u57df\u7684\u79ef\u7d2f\uff08\u5982Zanzibar\u6a21\u578b\uff09\uff0c\u9002\u914d\u5230\u4e86\u52a8\u6001\u3001\u59d4\u6258\u5f0f\u7684AI\u4ee3\u7406\u8eab\u4efd\u8303\u5f0f\u4e0a\u3002\u8fd9\u89e6\u53ca\u4e86\u4e00\u4e2a\u6838\u5fc3\u6311\u6218\uff1aAI\u4ee3\u7406\u5e76\u975e\u9759\u6001\u670d\u52a1\u8d26\u6237\uff0c\u5176\u6743\u9650\u9700\u8981\u52a8\u6001\u6620\u5c04\u56de\u4eba\u7c7b\u7528\u6237\u3001\u5177\u5907\u5b9e\u65f6\u64a4\u9500\u80fd\u529b\u3001\u5e76\u8bb0\u5f55\u5b8c\u6574\u7684\u59d4\u6258\u94fe\u6761\u3002\u7f51\u5173\u5bf9\u201c\u59d4\u6258\u94fe\u201d\u7684\u8ffd\u8e2a\u548c\u201c\u6743\u9650\u5929\u82b1\u677f\u201d\u7684\u5f3a\u5236\u6267\u884c\uff0c\u6b63\u662f\u5728\u5c1d\u8bd5\u6784\u5efa\u4e00\u5957\u201c\u4ee3\u7406\u539f\u751f\u201d\u7684\u6388\u6743\u8303\u5f0f\uff0c\u8fd9\u6bd4\u5355\u7eaf\u6dfb\u52a0\u8ba4\u8bc1\u66f4\u6709\u8fdc\u89c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u8fd9\u79cd\u201c\u900f\u660e\u4ee3\u7406\u201d\u6a21\u5f0f\u53ef\u80fd\u6210\u4e3a\u6027\u80fd\u74f6\u9888\u548c\u5355\u70b9\u6545\u969c\u7684\u6f5c\u5728\u6765\u6e90\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6027\u80fd\u7684\u62c5\u5fe7\u662f\u5408\u7406\u7684\u3002\u6b64\u5916\uff0c\u5b83\u5c06\u5b89\u5168\u8fb9\u754c\u5b8c\u5168\u5b9a\u4e49\u5728\u4e86\u7f51\u7edc\u5c42\u9762\uff0c\u5bf9\u4e8e\u534f\u8bae\u672c\u8eab\u7684\u5b89\u5168\u5047\u8bbe\u4f9d\u8d56\u8fc7\u91cd\u3002\u957f\u8fdc\u770b\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u5173\u952e\u8fc7\u6e21\u65b9\u6848\uff1a\u5728\u6559\u80b2\u5e02\u573a\u3001\u5efa\u7acb\u6807\u51c6\u7684\u540c\u65f6\uff0c\u4e5f\u4e3aPermit.io\u5c06\u5176\u6388\u6743\u5f15\u64ce\u66f4\u6df1\u5730\u5d4c\u5165\u5230\u672a\u6765\u7684MCP\u534f\u8bae\u6807\u51c6\u6216\u8fd0\u884c\u65f6\u4e2d\uff0c\u57cb\u4e0b\u4e86\u4f0f\u7b14\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u7684\u7a33\u5065\u6027\uff0c\u66f4\u53d6\u51b3\u4e8eMCP\u534f\u8bae\u672c\u8eab\u80fd\u5426\u4ece\u201c\u5f00\u53d1\u8005\u73a9\u5177\u201d\u771f\u6b63\u8fdb\u5316\u4e3a\u201c\u4f01\u4e1a\u7ea7\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8ba9\u5b89\u5168\u56e2\u961f\u6562\u4e8e\u653e\u884cAI\u4ee3\u7406\u8fdb\u5165\u751f\u4ea7\u73af\u5883\u7684\u201c\u4fdd\u9669\u4e1d\u201d\uff0c\u8fd9\u662f\u5176\u6700\u73b0\u5b9e\u7684\u5546\u4e1a\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\">Permit.io MCP Gateway<\/span>\n <\/div>\n<div class=\"comment-content\">MCP lets AI agents connect to your tools, but its built-in auth is limited. There’s no fine-grained authorization, no governance, and no connection to your existing IdP infrastructure. Permit MCP Gateway is a zero-trust proxy that adds what’s missing to any MCP server without touching its code. Swap one URL and every tool call gets OAuth authentication, Zanzibar-style authorization, consent screens, and full decision logging. No SDK to install. No agents to rewrite. Works with any MCP server.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! Gabriel here, VP of DevRel at Permit.io.<\/p>\n<p>This is our fourth launch here! Some of you might remember us from our other fine-grained authorization launches here. That community feedback shaped so much of what we’ve built, and we’re excited to be back with something new.<\/p>\n<p>We’ve been building authorization infrastructure for a few years now. RBAC, ABAC, relationship-based access control, policy engines. Teams at Tesla, Cisco, and Intel run it in production. It’s not glamorous work, but it’s the kind of thing that breaks badly when you skip it.<\/p>\n<p>Over the past year we watched MCP take off. Developers started connecting MCP servers to Claude, Cursor, and internal agents. MCP includes some basic auth capabilities, but they’re limited. There’s no fine-grained authorization, no way to control what each agent can do at the tool level, and no connection to your existing identity and governance infrastructure. Security teams couldn’t see what agents were accessing, at what permission level, or who authorized them.<\/p>\n<p>That’s what we built the gateway for. It’s a transparent proxy that sits between your agents and any MCP server. You point it at a server, it auto-generates authorization policies for every tool. Every call gets checked before it hits the upstream server. The entire integration is one URL change. No code changes to your servers or agents.<\/p>\n<p>The part we think matters most: the gateway tracks the full delegation chain between humans and agents. It knows which person authorized which agent, what trust level they consented to, and it enforces a ceiling so the agent can never go beyond what was granted. Every decision, allow or deny, gets logged with full context.<\/p>\n<p>If you’re using MCP in production or thinking about rolling it out across a team, we’d love to hear how you’re approaching the security side. We’ll be here all day.<\/p><\/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>This is a strong problem to go after. A lot of teams are excited about MCP, but the security and authorization layer is exactly where things start getting uncomfortable once real production access is involved. The fact that this works as a proxy and does not require rewriting agents or servers makes it feel much more realistic for actual adoption.<\/p>\n<p>Curious, what tends to be the biggest blocker for teams right now when they start thinking about MCP security, visibility, fine-grained control, or integration with existing identity systems?<\/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\/@akshay_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a> Thanks \u2014 that\u2019s exactly what we\u2019re hearing from teams right now.<\/p>\n<p>The biggest blocker usually depends on who\u2019s driving the project.<\/p>\n<p>For engineering, it\u2019s mostly about getting around the fact that OAuth 2.1 and existing identity systems were designed for humans, not agents. Teams want MCP security without having to rewrite their agents or servers, but today\u2019s stack makes that awkward.<\/p>\n<p>For security, the bigger issue is knowing where to begin. They need visibility, fine-grained control, and governance, but they\u2019re still figuring out how to evolve toward Agentic Zero Trust and IGA. In other words: how do you understand what an agent is allowed to do, on whose behalf, and how that maps back to existing identity systems?<\/p>\n<p>That\u2019s really the core problem we\u2019re solving.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH ! Or Weis here, co-founder and CEO of <a href=\"http:\/\/Permit.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Permit.io<\/a>. Fourth time launching here, and always great to be back.<\/p>\n<p>We\u2019ve been building in authorization for years, and the shift we\u2019re seeing with MCP feels like one of those rare infrastructure moments. Every protocol starts a little messy. HTTP was messy. TCP\/IP was messy. MCP is no exception. But it is quickly becoming the connective tissue between AI agents and enterprise systems, which makes it the right place to enforce identity, trust, and governance.<\/p>\n<p>Most of the market looks at MCP and asks, \u201cHow do I push this through my existing stack?\u201d We think that is the wrong question.<\/p>\n<p>Agents are not service accounts with better branding. They need a new kind of identity: dynamic, delegated, auditable, and revocable in real time.<\/p>\n<p>That is why we built <strong>Permit MCP Gateway<\/strong>.<\/p>\n<p>Permit MCP Gateway is a drop-in trust layer for MCP. It helps teams secure AI agents connecting to tools and enterprise systems with fine-grained authorization, consent, auditability, and runtime enforcement \u2014 without rewriting their stack.<\/p>\n<p>A few things we think matter:<\/p>\n<ul>\n<li>\n<p>fine-grained permissions for agent actions<\/p>\n<\/li>\n<li>\n<p>delegated access on behalf of users<\/p>\n<\/li>\n<li>\n<p>audit logs for every tool call<\/p>\n<\/li>\n<li>\n<p>zero-standing-privilege approach<\/p>\n<\/li>\n<li>\n<p>built on Permit, so controls can extend deeper into APIs, services, and data for defense in depth<\/p>\n<\/li>\n<\/ul>\n<p>This is a very natural evolution for us. Permit started with application authorization, and now we\u2019re bringing the same philosophy into the AI era.<\/p>\n<p>If you\u2019re thinking about how to bring MCP into your organization without turning your systems into open desert, we\u2019d love to talk.<\/p>\n<p>We\u2019re here all day \u2014 would love your feedback, questions, and skepticism.<\/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>Hey Product Hunt! David here, Solutions Engineer at Permit.io.<\/p>\n<\/p>\n<p>We just published two walkthroughs showing the MCP Gateway in action:<\/p>\n<\/p>\n<p>Enforce per-user trust levels on Linear’s MCP (Developer vs PM access): <a href=\"https:\/\/docs.permit.io\/permit-mcp-gateway\/demos\/linear-mcp-gateway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.permit.io\/permit-mcp-gateway\/demos\/linear-mcp-gateway<\/a><\/p>\n<\/p>\n<p>Gate an n8n automation workflow with real-time trust controls: <a href=\"https:\/\/docs.permit.io\/permit-mcp-gateway\/demos\/n8n-linear-mcp-gateway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.permit.io\/permit-mcp-gateway\/demos\/n8n-linear-mcp-gateway<\/a><\/p>\n<\/p>\n<p>No changes to the underlying MCP servers \u2014 just drop the Gateway in front and control who (or what) can do what. Both demos take just a few minutes to set up. Would love to hear what MCPs you’d want to see demoed next!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>okay yeah this makes a lot of sense. everyone wants agents to connect to tools now, but the second you think about who approved what and what that agent is actually allowed to do, it gets serious real fast. the one url change part is probably what will make people actually try it.<\/p>\n<p>curious, what\u2019s the first reaction you get from security teams when they see this, relief or more questions? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> definitely a bit of both \u2014 but the first reaction is usually relief.<\/p>\n<p>security teams immediately see that this is not another massive platform overhaul. the one-url change makes the experience feel approachable right away, and that lowers the barrier to actually trying it. that simplicity is a big part of the value: we worked hard to make something that is incredibly powerful under the hood, but feels almost frictionless to adopt.<\/p>\n<p>then the next reaction is curiosity, because they realize this isn\u2019t just \u201ctool access for agents\u201d \u2014 it\u2019s a real security layer built for agentic systems. that\u2019s when the questions shift to the agentic-native capabilities: agent interrogation through MCP, JIT agentic identities, fine-grained delegation, auditability, and how to enforce least privilege in a world where agents are acting dynamically.<\/p>\n<p>so in practice, it\u2019s relief first, then deeper engagement. and honestly, that\u2019s exactly what we want: an experience that\u2019s simple enough to get teams started quickly, but advanced enough that security leaders immediately see this is the kind of infrastructure they\u2019re going to need as agents move into production.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the direction here. Instead of building new systems, you\u2019re improving what already exists and making it safer. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The consent and authorization flow sounds strong. I\u2019d just want to make sure it stays simple for end users and doesn’t add too much friction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 easy is it to roll this out across multiple MCP servers in a larger setup? Especially for teams managing different environments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What stands out to me is the \u201cno code changes\u201d part. A lot of security tools require heavy integration, so just swapping a URL and getting full authorization control sounds very appealing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>It would be helpful to see a simple dashboard or visual layer where teams can quickly understand who has access to what without digging into logs. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>One thing I\u2019d want to understand better is performance overhead. Since every request goes through the gateway, does it introduce noticeable latency in high frequency systems?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, this is really impressive \ud83d\udc4bI love that you\u2019re tackling such a tricky but crucial part of the stack , authorization and security are easy to overlook until something breaks. The fact that it works as a transparent proxy without touching agents or servers makes it feel much more approachable for real world use.<\/p>\n<p>I\u2019m curious too , how do teams usually start tackling the visibility and fine-grained control challenges? It seems like understanding what agents can do, and who\u2019s authorizing them, is where most of the headaches come in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hmm , MCP is powerful, but auth and governance are definitely the messy part right now. Adding OAuth and fine grained permissions without changing the server code sounds super practical. The \u201cjust swap the URL\u201d part is especially cool. Congrats on the launch . <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like a must have for teams building AI agents or MCP based tools .Sharing this with couple of backend\/security folks .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 this handle performance under heavy load ?Zero latency sounds great curious what that looks like in real world benchmarks .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>This is Great!<\/p>\n<p>Def gonna try this out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The concept is strong but security tools live and de by trust .Would be great to see audits compliance certifications or deeper technical docs. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Having audit trails is so important, so having the ability to know who authorized which agent is really nifty. Does Permit.io flag when policies fall outside standard best practices? Or does the auto-generation capability fully manage this such that no manual configuration is required after set up?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> it’s hybrid. We generate contextual policies that you can then modify\/extend per your need. You’re more than welcome to try it yourself in the product \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Agent interrogation – seems interesting but problematic, how can you trust the agent not to lie, or be coerced to lie ? How can this produce a consistent Identity?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@on\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@on<\/a> The key point is: we do <strong>not<\/strong> trust the agent to tell the truth.<\/p>\n<p>Interrogation is not there to \u201cbelieve\u201d the agent. It is there to extract a <strong>behavioral fingerprint<\/strong> from the agent\u2019s intent as expressed at that moment. In our framing, even if the agent lies, the pattern of answers is still useful: it gives you a stable enough signature to say \u201cthis is the same agentic identity within threshold\u201d versus \u201csomething changed here.\u201d That is why the model is not \u201ctrust the answer,\u201d but \u201cfingerprint the intent.\u201d<\/p>\n<p>That is also why coercion is actually part of the design, not a contradiction to it. If the agent gets prompt-injected, confused, or coerced into a materially different intent, its fingerprint should change. When that happens, the identity breaks, and you renegotiate consent or block access. In other words, instability is a detection signal. It is a feature, not a bug.<\/p>\n<p>So how do you get a <strong>consistent identity<\/strong> out of something non-deterministic? By not relying on a single static property like hostname, model version, or token. Instead, the identity is composed from three things:<\/p>\n<ol>\n<li>\n<p>the <strong>human delegator identity<\/strong>,<\/p>\n<\/li>\n<li>\n<p>the <strong>consent boundary<\/strong> the human granted,<\/p>\n<\/li>\n<li>\n<p>the agent\u2019s <strong>intent fingerprint<\/strong> derived through interrogation.<br \/>That combination is what persists through time, even when the underlying model, runtime, or context shifts.<\/p>\n<\/li>\n<\/ol>\n<p>And then we do the second crucial thing: the agent gets <strong>zero standing permissions<\/strong>. We do not give it broad credentials and hope for the best. Every time it tries to act, the gateway revalidates the identity and derives only the permissions needed <strong>just in time<\/strong>, based on the relationship to the human and the current policy. So even if the agent is imperfect, the blast radius stays small.<\/p>\n<p>So the clean answer is:<\/p>\n<p><strong>We don\u2019t trust the agent not to lie.<\/strong><br \/>We trust a control plane that:<\/p>\n<ul>\n<li>\n<p>fingerprints its intent,<\/p>\n<\/li>\n<li>\n<p>detects when that fingerprint changes,<\/p>\n<\/li>\n<li>\n<p>revalidates it on each interaction,<\/p>\n<\/li>\n<li>\n<p>and never gives it persistent credentials in the first place.<\/p>\n<\/li>\n<\/ul>\n<p>That is how you get a consistent identity out of an inconsistent actor.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/T3CJ7XUCZMP3EO\" class=\"app-title\">Unsloth Studio<\/a><\/p>\n<div class=\"one-liner\">Open-source web UI to run and train AI models.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">139<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Unsloth Studio\u662f\u4e00\u6b3e\u5f00\u6e90\u7684\u65e0\u4ee3\u7801Web\u754c\u9762\uff0c\u8ba9\u7528\u6237\u80fd\u5728\u672c\u5730\u5feb\u901f\u3001\u4f4e\u8d44\u6e90\u5730\u8bad\u7ec3\u548c\u8fd0\u884c\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u53ca\u7231\u597d\u8005\u56e0\u6280\u672f\u95e8\u69db\u9ad8\u3001\u9690\u79c1\u987e\u8651\u548c\u786c\u4ef6\u9650\u5236\u800c\u96be\u4ee5\u5fae\u8c03\u5b9a\u5236AI\u6a21\u578b\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\/1dc35865-8ad1-47e6-a1fe-84dddb2772c4.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\/e47c1454-e56b-440e-9a39-73377b95487c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bbbc93b1-10d9-4470-af0f-1ec91f2cdb5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2f26fc3-d9df-48d1-b419-39790e741519.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\/a41193b6-3f87-44d6-b7fa-6329d07f7124.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a806945f-1e4d-4de1-8649-631cd7408a99.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d8634ab-240c-447b-8ac1-bb28af23fbcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9cdf6836-7aad-419c-b1dd-b24555e3bda8.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\/15134b1f-b963-4446-ad54-88e99012b3ea.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=mmbkP8NARH4\"><source src=\"https:\/\/www.youtube.com\/watch?v=mmbkP8NARH4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u6a21\u578b\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03<\/span><br \/>\n <span class=\"tag\">\u4f4e\u663e\u5b58\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u96c6\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u6c11\u4e3b\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u5c06\u590d\u6742\u6d41\u7a0b\u6574\u5408\u8fdb\u4e00\u4e2a\u76f4\u89c2UI\u3001\u5927\u5e45\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u3001\u5e76\u4fdd\u969c\u6570\u636e\u672c\u5730\u79c1\u5bc6\u6027\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u9884\u7f6e\u914d\u7f6e\u4ee5\u4fbf\u5feb\u901f\u6d4b\u8bd5\uff0c\u4ee5\u53ca\u5173\u6ce8\u5176\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u548c\u957f\u65f6\u8bad\u7ec3\u65f6\u7684\u7a33\u5b9a\u6027\u3002\u5f00\u53d1\u8005\u56e2\u961f\u5bf9\u53cd\u9988\u54cd\u5e94\u79ef\u6781\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 Unsloth Studio\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u5e26\u6765\u4e86\u98a0\u8986\u6027\u7684\u65b0\u6280\u672f\uff0c\u4e0d\u5982\u8bf4\u5b8c\u6210\u4e86\u4e00\u6b21\u5bf9\u5f00\u6e90AI\u5de5\u5177\u94fe\u5173\u952e\u65ad\u5c42\u7684\u7cbe\u51c6\u7f1d\u5408\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5176\u5ba3\u4f20\u7684\u201c2\u500d\u901f\u5ea6\u300170%\u663e\u5b58\u8282\u7701\u201d\uff08\u8fd9\u66f4\u591a\u6e90\u4e8e\u5176\u5e95\u5c42Unsloth\u5e93\u7684\u4f18\u5316\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5c06\u539f\u672c\u547d\u4ee4\u884c\u4e0b\u788e\u7247\u5316\u7684\u201c\u6570\u636e\u51c6\u5907-\u8bad\u7ec3-\u76d1\u63a7-\u5bfc\u51fa\u201d\u6d41\u7a0b\uff0c\u6574\u5408\u4e3a\u4e00\u4e2a\u8fde\u8d2f\u7684\u3001\u53ef\u89c6\u5316\u7684\u672c\u5730\u64cd\u4f5c\u754c\u9762\u3002\u8fd9\u76f4\u63a5\u523a\u4e2d\u4e86\u5f53\u524dAI\u5e73\u6c11\u5316\u6d6a\u6f6e\u4e2d\u6700\u73b0\u5b9e\u7684\u77db\u76fe\uff1a\u9ad8\u6da8\u7684\u4e2a\u6027\u5316\u6a21\u578b\u9700\u6c42\u4e0e\u6781\u9ad8\u7684\u5de5\u7a0b\u5316\u95e8\u69db\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u6293\u4f4f\u4e86\u201c\u672c\u5730\u5316\u201d\u548c\u201c\u65e0\u4ee3\u7801\u201d\u8fd9\u4e24\u4e2a\u589e\u957f\u4e2d\u7684\u654f\u611f\u70b9\u3002\u5728\u6570\u636e\u9690\u79c1\u987e\u8651\u65e5\u76ca\u52a0\u91cd\u548c\u4e91\u7aefAPI\u6210\u672c\u4e0d\u53ef\u63a7\u7684\u80cc\u666f\u4e0b\uff0c\u63d0\u4f9b\u672c\u5730\u5168\u6d41\u7a0b\u89e3\u51b3\u65b9\u6848\u6784\u6210\u4e86\u5176\u575a\u56fa\u7684\u62a4\u57ce\u6cb3\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\uff1a\u9996\u5148\uff0c\u4f5c\u4e3a\u672c\u5730\u5de5\u5177\uff0c\u5176\u6027\u80fd\u5929\u82b1\u677f\u6700\u7ec8\u53d7\u9650\u4e8e\u7528\u6237\u786c\u4ef6\uff0c\u5904\u7406\u201c\u5927\u89c4\u6a21\u6570\u636e\u96c6\u201d\u7684\u7a33\u5b9a\u6027\u7591\u95ee\u6b63\u662f\u5bf9\u6b64\u7684\u9690\u5fe7\uff1b\u5176\u6b21\uff0c\u5c06\u590d\u6742\u8bad\u7ec3\u8fc7\u7a0b\u5c01\u88c5\u4e3aGUI\uff0c\u5728\u964d\u4f4e\u95e8\u69db\u7684\u540c\u65f6\u4e5f\u53ef\u80fd\u906e\u853d\u4e86\u5173\u952e\u53c2\u6570\u8c03\u6574\u7684\u7075\u6d3b\u6027\uff0c\u53ef\u80fd\u4f7f\u5176\u5728\u8ffd\u6c42\u6781\u81f4\u6548\u679c\u7684\u4e13\u4e1a\u573a\u666f\u4e2d\u663e\u5f97\u201c\u4e0d\u591f\u4e13\u4e1a\u201d\u3002\u6b64\u5916\uff0c\u56e2\u961f\u8bd5\u56fe\u8986\u76d6\u201c\u4ece\u521d\u5b66\u8005\u5230\u4f01\u4e1a\u201d\u7684\u5168\u7528\u6237\u5149\u8c31\uff0c\u8fd9\u79cd\u5e7f\u6cdb\u7684\u5b9a\u4f4d\u5728\u65e9\u671f\u662f\u4f18\u52bf\uff0c\u4f46\u957f\u671f\u53ef\u80fd\u6a21\u7cca\u5176\u6838\u5fc3\u7528\u6237\u753b\u50cf\uff0c\u5bfc\u81f4\u4ea7\u54c1\u6f14\u8fdb\u65b9\u5411\u5931\u7126\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cUnsloth Studio\u662f\u4e00\u6b21\u6781\u5177\u610f\u4e49\u7684\u201c\u4f53\u9a8c\u5c42\u201d\u521b\u65b0\u3002\u5b83\u672a\u5fc5\u80fd\u8bad\u7ec3\u51fa\u6bd4\u4e13\u4e1a\u811a\u672c\u66f4\u4f18\u79c0\u7684\u6a21\u578b\uff0c\u4f46\u5b83\u6781\u5927\u5730\u6269\u5c55\u4e86\u80fd\u591f\u53c2\u4e0e\u6a21\u578b\u5b9a\u5236\u5b9e\u9a8c\u7684\u4eba\u7fa4\u57fa\u6570\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u4fdd\u6301\u7b80\u6d01\u6027\u7684\u540c\u65f6\uff0c\u9010\u6b65\u6ee1\u8db3\u4ece\u7231\u597d\u8005\u5c0f\u8bd5\u5230\u4f01\u4e1a\u7ea7\u5e94\u7528\u884d\u751f\u51fa\u7684\u6df1\u5ea6\u9700\u6c42\uff0c\u5e76\u6784\u5efa\u8d77\u53ef\u6301\u7eed\u7684\u751f\u6001\u3002\u5b83\u52a0\u901f\u7684\u4e0d\u4ec5\u662f\u8bad\u7ec3\u901f\u5ea6\uff0c\u66f4\u662f\u5f00\u6e90\u6a21\u578b\u793e\u533a\u7684\u53c2\u4e0e\u5ea6\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\">Unsloth Studio<\/span>\n <\/div>\n<div class=\"comment-content\">Unsloth Studio is an open-source, no-code web UI for training, running, and exporting LLMs locally. It transforms unstructured files into datasets and lets you fine-tune models 2x faster with 70% less VRAM, all without writing complex training scripts.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Unsloth Studio just made fine-tuning models <strong>way more intuitive and accessible.<\/strong><\/p>\n<p>Instead of writing complex training scripts, you now get a clean GUI for the full workflow \u2014 dataset management from PDFs\/CSVs, training config, real-time monitoring, and even auto dataset recipes. Everything stays local and private.<\/p>\n<p>Unsloth already had a <strong>HUGE<\/strong> following for its super-efficient LoRA fine-tuning. Studio turns that into a full platform, lowering the barrier so way more people can experiment, customize, and have fun with their own models.<\/p>\n<p>This is going to accelerate the whole open model scene!<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Thanks for posting about this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Thank you for the support appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It might be useful to have a few ready-made voice profiles for quick testing. Helps a lot when you just want to plug and play.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@carlos_cruz34\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlos_cruz34<\/a> Hello Carlos that’s a great idea, we’ll see waht we can do next time!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve seen tools that handle parts of this workflow, but having everything combined in one UI feels more practical than jumping between setups. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sophia_gartner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sophia_gartner<\/a> Yes that’s right Sophia, our main intention is to incoporate everything into one UI!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Fine-tuning models feels way faster now. Less memory use makes testing multiple setups so much smoother.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jeremy_ellis1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeremy_ellis1<\/a> Thanks Jeremy for the support <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice local AI plus and no code training hits a growing niche for privacy-conscious devs. I\u2019d lead with the main benefit: Train and run AI models locally, faster and with less VRAM, no coding required.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>great job guys, cant wait to try 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\/@erildo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erildo<\/a> Thank you! We’re open to any suggestions as well \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@erildo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erildo<\/a> Thank you Erildo appreciate it, hopefully it works great for you. Let us know if you encounter any installation issues \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ngl the best part here is probably that it keeps things local. people are way more interested in experimenting with their own data now, but they still want privacy and don\u2019t always wanna fight with setup for hours just to test something.<\/p>\n<p>also curious, what kind of files are people usually starting with first, pdfs, docs, support chats or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Yes it’s fully local! You can add any docs! We also added Python + Bash code execution, Web Search via Duck Duck Go, Claude Code Artifacts so HTML rendering of HTML snippets, auto healing tool calling and more!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> You can start with any file, you do not need a dataset to begin with. You can upload PDF, DOCX, CSVS, TXT, code, audio etc into the inference chat and it will render. Same is for the Data Recipes which converts those files into an actual structure dataset<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 know a couple of people who work with local models and are always looking for ways to simplify training. This looks like something I’d share with them. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve tried fine-tuning models before and honestly gave up halfway because of the setup. This feels like something that would actually make me try again. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m curious how it handles larger datasets or longer training runs. Does performance stay stable as things scale? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 well does it handle large date sets and longer training runs locally ?Any limits users should be aware of?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gregory_pierce\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gregory_pierce<\/a> It handles both actually. The only limitation is that training is not supported on Apple Devices but it’s coming this month \/ early next month. For AMD and intel you can use the core Unsloth package<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried Unsloth to fine-tune some Qwen model with LoRA, loved it \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zhas_srk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zhas_srk<\/a> Thanks Zhasulan glad you had a great experience \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 super cool. have been thinking of building something like this for long time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_kukreti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_kukreti<\/a> Thanks Shubham hopefully you have a great experience \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 could be a really interesting way to help companies better customize their own LLMs based upon their own company’s context, processes, and culture. Is use of the Unsloth’s Data Recipes the best way to tackle something like this? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Yes Unsloth Data Recipes allows you to just upload any pdf or csv document and itll convert it into a useable dataset<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this feels like a pretty important step for open models honestly. a lot of people want to fine tune their own models, but the moment they see scripts, configs and setup headaches, they drop the idea. making the whole flow visual and local could open this up to way more people.<\/p>\n<p>curious, who are you seeing get the most value from studio so far, hobbyists learning this stuff or teams actually training models for work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akshay_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a> Thank you Akshay, we would say it’s targeted for a very wide audience, beginners, hobbyists, in production, enterprise, businesses and more \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 check it out – this feels so much more accessible to us folks who are semi-technical<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 but 2x faster +80% less memory sounds almost too good would love to see benchmarks across different models. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ethan_walker14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethan_walker14<\/a> Hey Ethan we work often with Pytorch and Hugging Face on optimized Triton kernels with no accuracy loss. You can see our previous work e.g. here: <a href=\"https:\/\/unsloth.ai\/docs\/new\/faster-moe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/unsloth.ai\/docs\/new\/faster-moe<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c431de5-17ab-4efd-b1a1-782621188485.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3XI3JPOZLHU5MR\" class=\"app-title\">Grok’s Text to Speech API <\/a><\/p>\n<div class=\"one-liner\">Grok’s Text to Speech API is now available. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">121<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Grok\u7684\u6587\u672c\u8f6c\u8bed\u97f3API\u63d0\u4f9b\u81ea\u7136\u97f3\u8272\u4e0e\u7cbe\u7ec6\u5316\u8868\u8fbe\u63a7\u5236\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u4e3a\u5e94\u7528\u5feb\u901f\u6784\u5efa\u62df\u4eba\u5316\u3001\u5bcc\u6709\u8868\u73b0\u529b\u7684\u8bed\u97f3\u529f\u80fd\uff0c\u89e3\u51b3\u4f20\u7edfTTS\u5de5\u5177\u97f3\u8d28\u751f\u786c\u3001\u7f3a\u4e4f\u60c5\u611f\u8868\u73b0\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/982276b5-ff4b-45c4-97ea-d6e5b056468e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/480bb3d9-0968-4bfb-b59f-1e647229d96a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c50d0f3-9bf4-42e4-aef4-0e4af508c1cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b9d5c83-6fb9-4aed-bb85-525277e580c0.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\/83c947e3-d925-480d-9106-03240e6c90ad.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/w-dNv5C-3Og\"><source src=\"https:\/\/www.youtube.com\/shorts\/w-dNv5C-3Og\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u672c\u8f6c\u8bed\u97f3API<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u97f3\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8868\u8fbe\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u591a\u573a\u666f\u9002\u914d<\/span><br \/>\n <span class=\"tag\">AI\u8bed\u97f3\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u64ad\u62a5<\/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\u81ea\u7136\u97f3\u8d28\u4e0e\u8868\u8fbe\u63a7\u5236\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u8fd9\u662f\u8d85\u8d8a\u4f20\u7edfTTS\u7684\u5173\u952e\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u9884\u8bbe\u8bed\u97f3\u98ce\u683c\u6a21\u677f\u3001\u652f\u6301\u591a\u8bed\u8a00\u4e0e\u81ea\u5b9a\u4e49\u97f3\u8272\u3001\u660e\u786e\u4e3b\u8981\u5e94\u7528\u573a\u666f\uff08\u8bed\u97f3\u4ee3\u7406\/\u5185\u5bb9\u64ad\u62a5\uff09\u3002\u5b9a\u4ef7\u900f\u660e\u83b7\u5f97\u597d\u8bc4\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Grok\u6b64\u6b21\u63a8\u51fa\u7684TTS API\uff0c\u770b\u4f3c\u662f\u62e5\u6324\u8d5b\u9053\u4e2d\u7684\u53c8\u4e00\u4e2a\u65b0\u73a9\u5bb6\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u85cf\u5728\u201c\u8868\u8fbe\u63a7\u5236\u201d\u8fd9\u56db\u4e2a\u5b57\u91cc\u3002\u5b83\u7784\u51c6\u7684\u5e76\u975e\u57fa\u7840\u8bed\u97f3\u5408\u6210\uff0c\u800c\u662f\u4f20\u7edfTTS\u957f\u671f\u4ee5\u6765\u7684\u201c\u60c5\u611f\u8d64\u5b57\u201d\u95ee\u9898\u2014\u2014\u58f0\u97f3\u81ea\u7136\uff0c\u4f46\u64ad\u62a5\u5982\u540c\u5ff5\u7a3f\uff0c\u7f3a\u4e4f\u8282\u594f\u3001\u91cd\u97f3\u548c\u60c5\u7eea\u8d77\u4f0f\uff0c\u8fd9\u5728\u5bf9\u8bdd\u5f0fAI\u3001\u6709\u58f0\u5185\u5bb9\u7b49\u6df1\u5ea6\u4ea4\u4e92\u573a\u666f\u4e2d\u662f\u81f4\u547d\u4f24\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u9ad8\u8d28\u91cf\u8bed\u97f3\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u8868\u8fbe\u201d\u53c2\u6570\u5316\u3001API\u5316\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u8c03\u6821\u8bed\u97f3\u201c\u6f14\u6280\u201d\u7684\u5de5\u5177\u7bb1\u3002\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5c06\u539f\u672c\u5c5e\u4e8e\u9ad8\u7ea7\u8bed\u97f3\u8bbe\u8ba1\u5e08\u7684\u5de5\u4f5c\u80fd\u529b\uff0c\u5c01\u88c5\u6210\u4e86\u53ef\u7f16\u7a0b\u63a5\u53e3\u3002\u4ece\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u5bf9\u201c\u9884\u8bbe\u98ce\u683c\u201d\u548c\u201c\u8de8\u98ce\u683c\u4e00\u81f4\u6027\u201d\u7684\u5173\u5207\u53ef\u4ee5\u770b\u51fa\uff0c\u5e02\u573a\u771f\u6b63\u9700\u8981\u7684\u662f\u80fd\u591f\u5feb\u901f\u6784\u5efa\u72ec\u7279\u201c\u8bed\u97f3\u4eba\u683c\u201d\u5e76\u4fdd\u6301\u5176\u7a33\u5b9a\u7684\u80fd\u529b\uff0c\u800c\u975e\u65e0\u9650\u7cbe\u7ec6\u7684\u5e95\u5c42\u63a7\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u76ee\u524d\u4ec5\u652f\u6301\u82f1\u8bed\uff0c\u6781\u5927\u5730\u9650\u5236\u4e86\u5e94\u7528\u573a\u666f\u548c\u60f3\u8c61\u529b\u3002\u6b64\u5916\uff0c\u201c\u8868\u8fbe\u63a7\u5236\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5b83\u8d4b\u4e88\u4e86\u5f00\u53d1\u8005\u529b\u91cf\uff0c\u4e5f\u63d0\u9ad8\u4e86\u4f7f\u7528\u95e8\u69db\u3002\u5982\u4f55\u5e73\u8861\u63a7\u5236\u7684\u7c92\u5ea6\u4e0e\u6613\u7528\u6027\uff0c\u63d0\u4f9b\u76f4\u89c2\u7684\u201c\u98ce\u683c\u9884\u8bbe\u201d\u800c\u975e\u7e41\u7410\u7684\u201c\u53c2\u6570\u5de5\u7a0b\u201d\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u6781\u5ba2\u73a9\u5177\u201d\u8d70\u5411\u201c\u5927\u4f17\u5de5\u5177\u201d\u7684\u5173\u952e\u3002\u5728\u5b9a\u4ef7\u900f\u660e\u7684\u4f18\u52bf\u4e0b\uff0c\u82e5\u80fd\u5728\u8bed\u8a00\u5e93\u548c\u6613\u7528\u6027\u4e0a\u5feb\u901f\u8fed\u4ee3\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u6784\u5efa\u4e0b\u4e00\u4ee3\u8bed\u97f3\u4ea4\u4e92\u4f53\u9a8c\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5426\u5219\uff0c\u53ef\u80fd\u53ea\u662f\u6280\u672f\u7231\u597d\u8005\u624b\u4e2d\u53e6\u4e00\u628a\u7cbe\u81f4\u7684\u201c\u87ba\u4e1d\u5200\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\">Grok’s Text to Speech API <\/span>\n <\/div>\n<div class=\"comment-content\">Start building with natural voices and expressive controls to bring your apps to life.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Overall, this looks like a solid addition for developers building voice features. If the controls are easy to use and consistent, I can see this being widely adopted.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hello, this looks promising. The expressive controls part really stand out because voice quality alone isn\u2019t enough if tone and delivery feel flat.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Natural voices make a big difference, especially for anything users listen to regularly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>It would be great to have some preset voice styles (like conversational, formal, energetic) for quick use instead of configuring everything manually. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve used a few TTS tools before, and even when the voice sounds good, the lack of control over pricing and emotion becomes noticeable quickly. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Getting the same identity across different styles in not easy. This looks solid.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Curious what kind of use cases you\u2019re seeing the most so far. Is it more around voice agents, or things like content narration and apps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>this looks useful. the expressive controls part is what caught my eye because that usually matters as much as the voice itself.<\/p>\n<p>curious, are you seeing more use for voice agents or general product experiences?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Yeah, I had the same thought. Expressiveness usually ends up being the limiting factor, not the voice itself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is excellent news! The promise of natural voices and expressive controls is particularly appealing. I’m curious about the range of languages and accents supported, and whether there are options for custom voice branding.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 pricing page shows $0.10 per 1000 characters – that’s roughly 2-3 cents per typical API response. For a side project handling 10k requests\/month, we’re talking coffee money, not rent money. Refreshingly honest pricing in a space where everyone else hides behind “contact sales.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 cool, can we clone the voice with custom premium voice with cinematic background and some sort of frequency settings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Only English is supported for now, right?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice one. natural sounding voices make a huge difference when people are actually going to listen for more than a few seconds.<\/p>\n<p>curious, what kind of apps are people building with it first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/WVSPHIZZ6FURHT\" class=\"app-title\">Soul 2.0<\/a><\/p>\n<div class=\"one-liner\">Fashion-Grade AI Photos Without the Camera Crew<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Soul 2.0\u662f\u4e00\u6b3e\u901a\u8fc7\u201cSoul ID\u201d\u8eab\u4efd\u9501\u5b9a\u6280\u672f\uff0c\u4e3a\u521b\u4f5c\u8005\u3001\u65f6\u5c1a\u54c1\u724c\u548c\u5185\u5bb9\u5de5\u4f5c\u5ba4\u5feb\u901f\u751f\u6210\u5177\u6709\u9ad8\u5ea6\u4eba\u7269\u4e00\u81f4\u6027\u7684\u8d85\u5199\u5b9e\u3001\u6742\u5fd7\u7ea7AI\u56fe\u50cf\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u591a\u573a\u666f\u5185\u5bb9\u521b\u4f5c\u4e2d\u89d2\u8272\u5f62\u8c61\u96be\u4ee5\u7edf\u4e00\u548c\u4f20\u7edf\u62cd\u6444\u6210\u672c\u9ad8\u6602\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/6b62fa86-65ea-4ab3-9de6-09dd32dc2fed.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/sQck_cV1DmU\"><source src=\"https:\/\/www.youtube.com\/shorts\/sQck_cV1DmU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d78df97c-efb1-4145-9375-2184b814079d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c4a591b-ec85-4dc4-b8b3-5c55483740d1.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\/4bfdbc89-35b7-437b-a072-d3d603384a01.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\/c5864b8f-09b8-4835-b806-f0e00c7a8c16.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\">Design Tools<\/span><br \/>\n <span class=\"tag\">Fashion<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u65f6\u5c1a\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u4eba\u7269\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u65e0\u63d0\u793a\u8bcd\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u8d85\u5199\u5b9e\u56fe\u50cf<\/span><br \/>\n <span class=\"tag\">\u9884\u8bbe\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4f4e\u6210\u672c\u539f\u578b\u5236\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\u666e\u904d\u8d5e\u8d4f\u5176\u89e3\u51b3\u4e86AI\u56fe\u50cf\u751f\u6210\u7684\u201c\u89d2\u8272\u4e00\u81f4\u6027\u201d\u6838\u5fc3\u96be\u9898\uff0c\u8ba4\u4e3a\u5bf9UGC\u521b\u4f5c\u8005\u548c\u54c1\u724c\u5feb\u901f\u6d4b\u8bd5\u521b\u610f\u6781\u5177\u4ef7\u503c\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728Soul ID\u5728\u6781\u7aef\u5149\u7167\u53d8\u5316\u4e0b\u7684\u7a33\u5b9a\u6027\u3001\u9884\u8bbe\u6a21\u677f\u7684\u7075\u6d3b\u53ef\u8c03\u6027\uff0c\u4ee5\u53ca\u5b9e\u9645\u5e94\u7528\u6848\u4f8b\uff08\u54c1\u724c\u62cd\u6444 vs \u521b\u4f5c\u8005\u5185\u5bb9\uff09\u7684\u504f\u91cd\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 Soul 2.0\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u53c8\u4e00\u6b3e\u7cbe\u7f8e\u7684AI\u7ed8\u56fe\u73a9\u5177\u3002\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u4e13\u4e1a\u4e14\u5229\u6da6\u4e30\u539a\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5546\u4e1a\u5316\u89c6\u89c9\u5185\u5bb9\u751f\u4ea7\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8eab\u4efd\u9501\u5b9a\u201d\uff08Soul ID\uff09\u6280\u672f\uff0c\u672c\u8d28\u4e0a\u662f\u8bd5\u56fe\u5c06AI\u751f\u6210\u4ece\u201c\u5355\u6b21\u60ca\u8273\u7684\u5076\u7136\u201d\u53d8\u4e3a\u201c\u53ef\u91cd\u590d\u3001\u53ef\u9884\u671f\u7684\u5de5\u4e1a\u6d41\u7a0b\u201d\u3002\u8fd9\u624d\u662f\u5176\u771f\u6b63\u7684\u4ef7\u503c\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524dAI\u56fe\u50cf\u5de5\u5177\u5728\u6d88\u8d39\u7aef\u5df2\u8d8b\u6cdb\u6ee5\uff0c\u4f46\u5176\u5728\u5546\u4e1a\u5e94\u7528\u4e2d\u7684\u6700\u5927\u969c\u788d\u6b63\u662f\u201c\u4e0d\u53ef\u63a7\u201d\u2014\u2014\u54c1\u724c\u65e0\u6cd5\u5fcd\u53d7\u4eca\u5929\u751f\u6210\u7684\u4ee3\u8a00\u4eba\u660e\u5929\u6362\u4e86\u4e00\u5f20\u8138\u3002Soul 2.0\u76f4\u6307\u6b64\u75db\u70b9\uff0c\u627f\u8bfa\u63d0\u4f9b\u201c\u6444\u5f71\u611f\u800c\u975e\u751f\u6210\u611f\u201d\u7684\u7a33\u5b9a\u8f93\u51fa\u3002\u8fd9\u76f8\u5f53\u4e8e\u4e3a\u65f6\u5c1a\u54c1\u724c\u3001\u5e7f\u544a\u516c\u53f8\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6210\u672c\u6781\u4f4e\u7684\u201c\u6570\u5b57\u6837\u7247\u201d\u548c\u201c\u521b\u610f\u539f\u578b\u201d\u7cfb\u7edf\uff0c\u5176\u98a0\u8986\u7684\u5e76\u975e\u9876\u7ea7\u6444\u5f71\u68da\uff0c\u800c\u662f\u90a3\u4e9b\u9884\u7b97\u6709\u9650\u3001\u8bd5\u9519\u6210\u672c\u9ad8\u7684\u4e2d\u5c0f\u54c1\u724c\u548c\u72ec\u7acb\u521b\u4f5c\u8005\u7684\u751f\u4ea7\u6a21\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u58c1\u5792\u7684\u62a4\u57ce\u6cb3\u6709\u591a\u6df1\uff1f\u4e00\u65e6\u201c\u8eab\u4efd\u4e00\u81f4\u6027\u201d\u6210\u4e3a\u884c\u4e1a\u6807\u914d\uff0c\u5176\u4f18\u52bf\u5c06\u8fc5\u901f\u88ab\u7a00\u91ca\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6781\u7aef\u5149\u7167\u548c\u590d\u6742\u59ff\u6001\u4e0b\u201c\u8eab\u4efd\u9501\u201d\u7a33\u5b9a\u6027\u7684\u8d28\u7591\uff0c\u89e6\u53ca\u4e86\u5f53\u524d\u751f\u6210\u5f0fAI\u7684\u7269\u7406\u7406\u89e3\u74f6\u9888\uff0c\u8fd9\u5c06\u662f\u5176\u4ece\u201c\u73a9\u5177\u201d\u8fc8\u5411\u201c\u5de5\u5177\u201d\u7684\u5173\u952e\u6280\u672f\u8003\u9a8c\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5c06\u6e38\u8d70\u4e8e\u7248\u6743\u4e0e\u8096\u50cf\u6743\u7684\u7070\u8272\u5730\u5e26\uff0c\u5982\u4f55\u754c\u5b9a\u201cAI\u8eab\u4efd\u201d\u7684\u5f52\u5c5e\u4e0e\u6388\u6743\uff0c\u662f\u60ac\u5728\u5176\u5934\u4e0a\u7684\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cSoul 2.0\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u4e13\u4e1a\u5316\u7a81\u56f4\u3002\u5b83\u4e0d\u518d\u7a7a\u8c08\u201c\u66ff\u4ee3\u4eba\u7c7b\u521b\u610f\u201d\uff0c\u800c\u662f\u52a1\u5b9e\u5b9a\u4f4d\u4e3a\u201c\u589e\u5f3a\u5546\u4e1a\u5de5\u4f5c\u6d41\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u6df1\u5ea6\u80fd\u5426\u6784\u7b51\u58c1\u5792\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u590d\u6742\u7684\u5546\u4e1a\u4e0e\u6cd5\u5f8b\u73af\u5883\u4e2d\uff0c\u627e\u5230\u6e05\u6670\u7684\u5408\u89c4\u5316\u8def\u5f84\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\">Soul 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Generate hyper-realistic, magazine-quality images in seconds. Soul ID locks your identity across any style, outfit, or setting. 50+ curated presets handle the aesthetics. No prompt engineering needed. Built for creators, fashion brands, and content studios.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Soul 2.0 is a game-changer for anyone tired of plastic-looking AI photos. <\/p>\n<\/p>\n<p>The magic is in Soul ID. You train it once with your photos, and you get consistent character fidelity across wildly different styles, lighting, and poses. That’s not trivial. <\/p>\n<\/p>\n<p>50+ presets mean you skip the entire “prompt engineering hell” that kills most creators. Pick a vibe, write naturally, and boom. Magazine spread quality. <\/p>\n<\/p>\n<p>Who’s this for? UGC creators building ad funnels, fashion brands prototyping lookbooks, indie artists moodboarding without a crew. Basically anyone who needs photorealistic consistency at scale. <\/p>\n<\/p>\n<p>The thing that moves the needle: it actually feels shot, not generated. Real grain, real light falloff, real fabric texture.<\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Nice launch. The use cases are very clear, especially for fashion and UGC. I can see brands using this to test ideas quickly before actual shoots.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is honestly great for someone like me who loves fashion but hates the logistics of photoshoots. It lets me try hundreds of looks in minutes and everything feels real and polished. I\u2019m exploring styles I would\u2019ve never dared before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 looks pretty solid. the consistency part is what really stands out because that\u2019s where a lot of ai photo tools still fall apart. if soul id can actually keep the same person feeling real across different looks and setups, that\u2019s a big deal.<\/p>\n<p>curious, what are people using it for most right now, creator content or proper brand shoots?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>I\u2019ve tried generating images for content before, and keeping the same face consistent across output is always a struggle. This seems to solve that directly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hello, this looks really impressive. The consistency part is what stands out to me because that\u2019s usually where most AI photo tools fall short. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how flexible the presets are. Can users tweak them slightly, or are they more fixed styles? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I know someone working on ad creatives who spends a lot on shoots just to test variations. This feels like something they’d want to try. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The consistency challenge is huge for branding. One great AI image is easy but keeping the same character, lighting, and vibe across a whole campaign is tough. If Soul ID can do that, it\u2019s a real game changer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Solving the consistency problem is genuinely interesting from a brand perspective. I work in branding and the single biggest friction with AI imagery for brand use is that you can generate one great image but can’t 100% reliably reproduce the same character, lighting feel, or aesthetic across a campaign. If Soul ID holds across wildly different setups that’s a real workflow unlock for brand shoots, not just creator content.<\/p>\n<p>Curious about the edge cases: how does Soul ID handle significant changes in lighting direction, like moving from a softbox studio setup to harsh outdoor midday light? That’s where identity lock tends to break down and where brand shoots get complicated.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 one. the part about it feeling shot and not generated is probably the most important thing here. a lot of ai images still have that weird artificial look, so getting the lighting, texture and identity consistency right changes a lot.<\/p>\n<p>curious, which part took the most work to get right, the identity lock or the final photo realism?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The output looks impressive but with AI generated visuals consistency over time is key .Would love to see term usage example. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 genius. The character fidelity is the biggest challenge in AI images and video. As much as I value the traditional production process, imagine all of the small brands and creators yet to be who can’t afford production costs. We need to spread the narrative of AI focused on empowerment, entrepreneurship, and what it can do for people’s dreams as opposed to what it takes 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<\/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\/E524WOEZBTMWY7\" class=\"app-title\">Comet for Enterprise<\/a><\/p>\n<div class=\"one-liner\">Perplexity\u2019s Secure AI browser built for enterprise teams<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Comet Enterprise\u662f\u4e00\u6b3e\u9762\u5411\u4f01\u4e1a\u56e2\u961f\u7684\u5b89\u5168AI\u6d4f\u89c8\u5668\uff0c\u901a\u8fc7\u5c06\u4e0a\u4e0b\u6587\u611f\u77e5\u7684AI\u52a9\u624b\u3001\u4efb\u52a1\u81ea\u52a8\u5316\u548c\u5de5\u4f5c\u6d41\u6267\u884c\u6df1\u5ea6\u96c6\u6210\u4e8e\u6d4f\u89c8\u5668\u73af\u5883\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u56e0\u6807\u7b7e\u9875\u8fc7\u8f7d\u3001\u5de5\u5177\u788e\u7247\u5316\u800c\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u548c\u5b89\u5168\u98ce\u9669\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\/53b4b856-5d46-4861-b21d-bce44f2267e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f33ac92f-7cd1-42cf-bbf7-b7ec635f3d68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf673c95-a183-4379-8565-4113f6ab9c9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41885408-cbb6-40b5-834f-bbbe1ad369c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc24251a-bb55-4946-b2c8-c8361dbbce43.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\/cbdabae8-14b8-4483-be4a-04b4af1523e2.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/rw-eMHfudOU\"><source src=\"https:\/\/youtu.be\/rw-eMHfudOU\" 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\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6d4f\u89c8\u5668<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u6027<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u5b89\u5168<\/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\u666e\u904d\u8ba4\u53ef\u5176\u201cAI\u539f\u751f\u6d4f\u89c8\u5668\u201d\u65b9\u5411\uff0c\u8ba4\u4e3a\u5c06AI\u6df1\u5ea6\u96c6\u6210\u4e8e\u6d4f\u89c8\u5668\u662f\u89e3\u51b3\u5de5\u5177\u788e\u7247\u5316\u7684\u81ea\u7136\u6f14\u8fdb\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a1. \u6570\u636e\u9690\u79c1\u4e0e\u5408\u89c4\u6027\uff0c\u5c24\u5176\u5728\u91d1\u878d\u3001\u533b\u7597\u7b49\u53d7\u76d1\u7ba1\u884c\u4e1a\uff1b2. \u5177\u4f53\u7684\u9ad8\u4ef7\u503c\u521d\u59cb\u7528\u4f8b\u662f\u4ec0\u4e48\uff1b3. \u5176\u4f01\u4e1a\u7ea7\u5b89\u5168\u4e0e\u7ba1\u7406\u63a7\u5236\u5c42\u662f\u63a8\u52a8\u56e2\u961f\u91c7\u7eb3\u7684\u5173\u952e\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 Comet Enterprise\u5e76\u975e\u53c8\u4e00\u4e2a\u6d4f\u89c8\u5668\u63d2\u4ef6\u6216\u4fa7\u8fb9\u680f\u5de5\u5177\uff0c\u5176\u91ce\u5fc3\u5728\u4e8e\u91cd\u5851\u4f01\u4e1a\u6d4f\u89c8\u5668\u7684\u5b9a\u4e49\u672c\u8eab\u3002\u5b83\u8bd5\u56fe\u5c06\u6d4f\u89c8\u5668\u4ece\u4e00\u4e2a\u88ab\u52a8\u7684\u201c\u5185\u5bb9\u6d88\u8d39\u4e0e\u8bbf\u95ee\u5165\u53e3\u201d\uff0c\u5347\u7ea7\u4e3a\u4e00\u4e2a\u4e3b\u52a8\u7684\u3001\u5177\u5907\u7406\u89e3\u4e0e\u6267\u884c\u80fd\u529b\u7684\u201cAI\u539f\u751f\u5de5\u4f5c\u7a7a\u95f4\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u4e2a\u7684\u201c\u7814\u7a76\u201d\u6216\u201c\u81ea\u52a8\u5316\u201d\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u5c06\u8fd9\u4e9b\u80fd\u529b\u4e0e**\u4f01\u4e1a\u7ea7\u7684\u5b89\u5168\u3001\u7ba1\u63a7\u548c\u5ba1\u8ba1\u57fa\u7840\u8bbe\u65bd**\u65e0\u7f1d\u878d\u5408\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u76f4\u51fb\u4e86\u5f53\u524d\u4f01\u4e1aAI\u5e94\u7528\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5458\u5de5\u4e3a\u63d0\u5347\u6548\u7387\uff0c\u81ea\u53d1\u4f7f\u7528\u5404\u7c7bAI\u5de5\u5177\uff0c\u5bfc\u81f4\u6570\u636e\u6cc4\u9732\u98ce\u9669\u6fc0\u589e\u3001IT\u7ba1\u7406\u76f2\u533a\u6269\u5927\u3002Comet\u901a\u8fc7MDM\u90e8\u7f72\u3001\u8bbf\u95ee\u9065\u6d4b\u3001\u5ba1\u8ba1\u65e5\u5fd7\u4ee5\u53ca\u4e0eCrowdStrike\u7684\u6df1\u5ea6\u96c6\u6210\uff0c\u4e3aAI\u7684\u9ad8\u98ce\u9669\u3001\u9ad8\u81ea\u7531\u5ea6\u5e94\u7528\u5957\u4e0a\u4e86\u5408\u89c4\u4e0e\u5b89\u5168\u7684\u7f30\u7ef3\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u4f01\u4e1a\u9632\u706b\u5899\u5185\uff0c\u6784\u5efa\u4e00\u4e2a\u53ef\u63a7\u3001\u53ef\u89c2\u6d4b\u7684AI\u4ee3\u7406\u73af\u5883\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u662f\u201c\u6d4f\u89c8\u5668\u201d\u4f5c\u4e3a\u6838\u5fc3\u8f7d\u4f53\u7684\u5c40\u9650\u6027\u3002\u590d\u6742\u7684\u4f01\u4e1a\u5de5\u4f5c\u6d41\u5f80\u5f80\u6d89\u53ca\u4e13\u4e1a\u684c\u9762\u8f6f\u4ef6\u3001\u672c\u5730\u6587\u4ef6\u4e0e\u6570\u636e\u5e93\uff0c\u4ec5\u9760\u6d4f\u89c8\u5668\u6807\u7b7e\u9875\u4e0a\u4e0b\u6587\u80fd\u5426\u652f\u6491\u6df1\u5ea6\u7684\u201c\u81ea\u52a8\u5316\u4e0e\u5de5\u4f5c\u6d41\u6267\u884c\u201d\u5b58\u7591\u3002\u5176\u6b21\uff0c\u7528\u6237\u4e60\u60ef\u8fc1\u79fb\u6210\u672c\u9ad8\uff0c\u9664\u975e\u5176AI\u80fd\u529b\uff08\u5982\u4fe1\u606f\u68c0\u7d22\u3001\u6458\u8981\u3001\u81ea\u52a8\u5316\u811a\u672c\u751f\u6210\uff09\u4ea7\u751f\u538b\u5012\u6027\u7684\u6548\u7387\u4f18\u52bf\uff0c\u5426\u5219\u96be\u4ee5\u8ba9\u56e2\u961f\u653e\u5f03\u73b0\u6709\u7684Chrome\u6216Edge\u751f\u6001\u3002\u6700\u540e\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6570\u636e\u9690\u79c1\u7684\u8d28\u7591\u5207\u4e2d\u8981\u5bb3\uff0c\u8de8\u6807\u7b7e\u9875\u7684\u4e0a\u4e0b\u6587\u5171\u4eab\u5728\u6280\u672f\u5b9e\u73b0\u4e0a\u5982\u4f55\u6ee1\u8db3GDPR\u3001HIPAA\u7b49\u6cd5\u89c4\u7684\u201c\u6570\u636e\u6700\u5c0f\u5316\u201d\u539f\u5219\uff0c\u5c06\u662f\u5176\u5728\u53d7\u76d1\u7ba1\u884c\u4e1a\u63a8\u5e7f\u65f6\u5fc5\u987b\u56de\u7b54\u7684\u5c16\u9510\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cComet Enterprise\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u8303\u5f0f\u63a2\u7d22\u3002\u5b83\u9884\u793a\u7740\u4f01\u4e1a\u8f6f\u4ef6\u7684\u4e00\u4e2a\u672a\u6765\u65b9\u5411\uff1a\u57fa\u7840\u5de5\u5177\u5c42\uff08\u5982\u6d4f\u89c8\u5668\u3001\u64cd\u4f5c\u7cfb\u7edf\uff09\u5c06\u9010\u6b65AI\u5316\u4e0e\u667a\u80fd\u5316\uff0c\u5e76\u901a\u8fc7\u5e95\u5c42\u6574\u5408\u63d0\u4f9b\u539f\u751f\u7684\u5b89\u5168\u4e0e\u7ba1\u7406\u80fd\u529b\uff0c\u800c\u975e\u603b\u4ee5\u72ec\u7acb\u5e94\u7528\u7684\u5f62\u5f0f\u53e0\u52a0\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u5f3a\u5927\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u201d\u3001\u201c\u5e7f\u6cdb\u7684\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u4e25\u683c\u7684\u4f01\u4e1a\u6cbb\u7406\u201d\u8fd9\u4e2a\u4e0d\u53ef\u80fd\u4e09\u89d2\u4e2d\uff0c\u627e\u5230\u771f\u6b63\u53ef\u6301\u7eed\u7684\u5e73\u8861\u70b9\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\">Comet for Enterprise<\/span>\n <\/div>\n<div class=\"comment-content\">Comet Enterprise is a powerful AI-first browser designed for modern teams. Built on Perplexity\u2019s secure infrastructure, it enables research, automation, and workflows without leaving your browser. With enterprise-grade controls, admins can manage usage at scale via MDM, access telemetry, and audit logs. Integrated with CrowdStrike Falcon, Comet adds real-time protection against phishing and malware, bringing productivity and security together in one seamless AI workspace.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Comet Enterprise<\/strong> is an AI-powered browser built for teams, combining research, automation, and workflow execution in one place.<\/p>\n<\/p>\n<p>It solves the chaos of tab overload and fragmented tools by bringing context-aware assistance directly into your browser so teams can research, summarize, automate tasks, and prepare work without switching apps.<\/p>\n<\/p>\n<p><strong>What makes it stand out<\/strong> is its enterprise-grade foundation: granular admin controls, telemetry, audit logs, MDM deployment, and deep security integration with CrowdStrike\u2019s Falcon platform to protect against phishing and malware.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Context-aware AI across tabs<\/p>\n<\/li>\n<li>\n<p>Task automation (emails, meetings, workflows)<\/p>\n<\/li>\n<li>\n<p>Centralized deployment & visibility<\/p>\n<\/li>\n<li>\n<p>Advanced security + compliance (SOC 2, HIPAA)<\/p>\n<\/li>\n<li>\n<p>Admin-level control over access and usage<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>:<\/p>\n<ul>\n<li>\n<p>Save time on repetitive work<\/p>\n<\/li>\n<li>\n<p>Reduce tool-switching<\/p>\n<\/li>\n<li>\n<p>Improve team productivity securely at scale<\/p>\n<\/li>\n<\/ul>\n<p><strong>Best for<\/strong>: Enterprise teams, ops, analysts, and organizations managing complex workflows across multiple systems.<\/p>\n<\/p>\n<p>Strong step toward the \u201cAI-native browser\u201d future for teams. Do you think AI browsers will replace traditional enterprise workflows soon? <\/p>\n<\/p>\n<p><strong>I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified \u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Congrats on the launch! \ud83d\ude80<\/p>\n<p>The idea of bringing AI directly into the browser instead of adding it on top of existing tools feels like a natural shift. Most teams today still deal with fragmented workflows across tabs, tools, and contexts, so having a more unified, context-aware layer inside the browser makes a lot of sense.<\/p>\n<\/p>\n<p>Definitely feels like a step toward more \u201cAI-native\u201d work environments rather than just adding another tool to the stack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Great launch! a quick q, how does Comet Enterprise handle data privacy during cross-tab AI context sharing in regulated industries like finance or healthcare?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Solid positioning Where Knowledge Begins is clean and aspirational. Could be punchier by leading with the key benefit: Get answers and research insights instantly, wherever you are.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>this actually makes a lot of sense tbh. teams already have too many tabs, too many tools, too many places where work gets split up. doing research + actions + workflow stuff inside the browser itself feels way cleaner than bouncing around everywhere.<\/p>\n<p>curious, what\u2019s the first use case people usually get hooked on with this?“`<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is an interesting direction. A lot of enterprise teams are already living inside the browser all day, so combining research, automation, and execution in one secure workspace feels pretty natural. The security and admin layer is probably what makes this much more viable for real team adoption.<\/p>\n<p>Curious, what kind of workflow are teams finding most valuable first, research-heavy work or more operational task automation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PPHEVVM5LYZMMQ\" class=\"app-title\">Fantastical MCP for Mac<\/a><\/p>\n<div class=\"one-liner\">Manage your schedule directly with Claude<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u662f\u4e00\u6b3e\u5c06Fantastical\u65e5\u5386\u4e0eClaude AI\u6df1\u5ea6\u96c6\u6210\u7684Mac\u8fde\u63a5\u5668\uff0c\u5141\u8bb8\u7528\u6237\u5728Claude\u5bf9\u8bdd\u4e2d\u76f4\u63a5\u7528\u81ea\u7136\u8bed\u8a00\u7ba1\u7406\u548c\u5b89\u6392\u65e5\u7a0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728AI\u52a9\u624b\u4e0e\u751f\u4ea7\u529b\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u3001\u64cd\u4f5c\u5272\u88c2\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\/fbc8d0ed-3b4a-49b3-9f78-1bed1cc0766d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92e0ec50-377e-49df-a98e-cd2007322e7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc805b45-4735-4c4f-b8c2-e6ed12a4badb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7bc08019-3ed3-4c0f-91b3-1108f2c11edd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44959ceb-1b34-4b36-8d73-de27768e5f6d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d5473f2-b665-4c7e-b072-2a6fc683312c.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\/f79a58ca-23fe-476f-881a-e082b378d145.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/BcO0R-DfOg4\"><source src=\"https:\/\/youtu.be\/BcO0R-DfOg4\" 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\">Calendar<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e5\u5386\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">Claude\u751f\u6001<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u65e5\u7a0b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u81ea\u7136\u8bed\u8a00\u89e3\u6790\u80fd\u529b\u5f3a\u5927\uff0c\u80fd\u5904\u7406\u6a21\u7cca\u3001\u542b\u9519\u522b\u5b57\u7684\u8bf7\u6c42\uff0c\u5e76\u5bf9\u590d\u6742\u573a\u666f\uff08\u5982\u65f6\u533a\u3001\u91cd\u590d\u4e8b\u4ef6\uff09\u7684\u53ef\u9760\u6027\u5370\u8c61\u6df1\u523b\u3002\u5f00\u53d1\u8005\u63d0\u53ca\u653b\u514b\u201c\u8fb9\u7f18\u6848\u4f8b\u201d\u662f\u6700\u5927\u6311\u6218\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u96c6\u4e2d\u4e8e\u5177\u4f53\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\u548c\u672a\u6765\u4f18\u5316\u65b9\u5411\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Fantastical MCP for Mac \u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u8fde\u63a5\u5668\uff0c\u5b9e\u5219\u662f\u4e00\u6b21\u5bf9AI\u52a9\u624b\u201c\u80fd\u529b\u8fb9\u754c\u201d\u4e0e\u201c\u64cd\u4f5c\u4e3b\u6743\u201d\u7684\u91cd\u65b0\u5b9a\u4e49\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u80fd\u5b89\u6392\u65e5\u7a0b\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u610f\u56fe\u8bc6\u522b\uff08Claude\uff09\u4e0e\u7cbe\u51c6\u6267\u884c\uff08Fantastical\uff09\u5728\u7528\u6237\u6700\u81ea\u7136\u7684\u5bf9\u8bdd\u6d41\u4e2d\u65e0\u7f1d\u7f1d\u5408\uff0c\u8bd5\u56fe\u5c06AI\u4ece\u201c\u4fe1\u606f\u987e\u95ee\u201d\u63a8\u5411\u201c\u4e8b\u52a1\u4ee3\u7406\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u81ea\u5efa\u65e5\u5386\u529f\u80fd\u7684\u91cd\u590d\u9020\u8f6e\u5b50\uff0c\u9009\u62e9\u4e0e\u4f53\u9a8c\u516c\u8ba4\u4f18\u79c0\u7684Fantastical\u96c6\u6210\uff0c\u8fd9\u662f\u5176\u6210\u529f\u7684\u5173\u952e\u524d\u63d0\u3002\u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u81ea\u7136\u201d\u4f53\u9a8c\uff0c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5bf9\u6d77\u91cf\u8fb9\u7f18\u6848\u4f8b\uff08\u6a21\u7cca\u65f6\u95f4\u8868\u8ff0\u3001\u8de8\u65f6\u533a\u51b2\u7a81\u3001\u590d\u6742\u91cd\u590d\u89c4\u5219\uff09\u7684\u9884\u5904\u7406\u80fd\u529b\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u6d41\u9732\u51fa\u7684\u201c\u60ca\u559c\u201d\uff0c\u6070\u6070\u53cd\u886c\u51fa\u5f53\u524d\u591a\u6570AI\u5de5\u5177\u5728\u4ece\u201c\u7406\u89e3\u201d\u8dc3\u8fc1\u81f3\u201c\u53ef\u9760\u6267\u884c\u201d\u65f6\u5b58\u5728\u7684\u5de8\u5927\u65ad\u5c42\u3002\u5f00\u53d1\u8005\u5766\u8a00\u5728\u6b64\u6295\u5165\u4e86\u5927\u91cf\u8fed\u4ee3\uff0c\u8fd9\u63ed\u793a\u4e86AI\u5e94\u7528\u4e0b\u4e00\u9636\u6bb5\u7684\u7ade\u4e89\u6838\u5fc3\uff1a\u4e0d\u518d\u662f\u6a21\u578b\u672c\u8eab\u7684\u53c2\u6570\u89c4\u6a21\uff0c\u800c\u662f\u5bf9\u5782\u76f4\u9886\u57df\u590d\u6742\u89c4\u5219\u3001\u7528\u6237\u771f\u5b9e\u573a\u666f\u6df7\u4e71\u8f93\u5165\u7684\u5de5\u7a0b\u5316\u5c01\u88c5\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5b83\u6df1\u5ea6\u6346\u7ed1\u4e86\u4e24\u4e2a\u7279\u5b9a\u5de5\u5177\uff08Clastical, Claude\uff09\uff0c\u5176\u6a21\u5f0f\u662f\u5c01\u95ed\u7684\uff0c\u800c\u975e\u5f00\u653e\u7684\u534f\u8bae\u3002\u5176\u6b21\uff0c\u5c06\u65e5\u7a0b\u7ba1\u7406\u6b64\u7b49\u9ad8\u98ce\u9669\u64cd\u4f5c\uff08\u9519\u7ea6\u4ee3\u4ef7\u5927\uff09\u5b8c\u5168\u4ea4\u7531\u81ea\u7136\u8bed\u8a00\u89e3\u6790\uff0c\u9700\u8981\u8fd1\u4e4e100%\u7684\u53ef\u9760\u6027\uff0c\u4efb\u4f55\u4e00\u6b21\u201c\u7ffb\u8f66\u201d\u90fd\u53ef\u80fd\u4e25\u91cd\u635f\u5bb3\u7528\u6237\u4fe1\u4efb\u3002\u5f53\u524d\u70ed\u5ea6\u6e90\u4e8e\u79d1\u6280\u7231\u597d\u8005\u7684\u5c1d\u9c9c\uff0c\u4f46\u5176\u80fd\u5426\u7ecf\u53d7\u4f4f\u5927\u4f17\u7528\u6237\u5728\u5404\u79cd\u538b\u529b\u573a\u666f\u4e0b\u7684\u6df7\u4e71\u8f93\u5165\u8003\u9a8c\uff0c\u4ecd\u662f\u672a\u77e5\u6570\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u5b83\u662fAI Agent \u7406\u5ff5\u7684\u4e00\u4e2a\u7cbe\u5de7\u201c\u5355\u70b9\u7a81\u7834\u201d\u3002\u5b83\u8bc1\u660e\uff0c\u5728\u7ea6\u675f\u6761\u4ef6\u660e\u786e\u7684\u5355\u4e00\u9ad8\u9891\u573a\u666f\u4e0b\uff0cAI\u53ef\u4ee5\u5b8c\u6210\u4ece\u7406\u89e3\u5230\u6267\u884c\u7684\u95ed\u73af\u3002\u4f46\u8fd9\u79bb\u771f\u6b63\u7684\u201c\u901a\u7528\u667a\u80fd\u52a9\u7406\u201d\u8fd8\u6709\u4e07\u91cc\u4e4b\u9065\uff0c\u5b83\u53ea\u662f\u5c06\u65e5\u5386\u8fd9\u4e2a\u201c\u8f6e\u5b50\u201d\u63a5\u5728\u4e86Claude\u8fd9\u8f86\u201c\u8f66\u201d\u4e0a\uff0c\u800c\u4e16\u754c\u662f\u7531\u65e0\u6570\u4e2a\u5f62\u72b6\u5404\u5f02\u7684\u201c\u8f6e\u5b50\u201d\u6784\u6210\u7684\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\">Fantastical MCP for Mac<\/span>\n <\/div>\n<div class=\"comment-content\">With the new Fantastical Claude Connector we’re bringing scheduling right into your Claude conversation so you can plan and schedule without having to switch between apps!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The Fantastical Claude Connector is here! \ud83c\udf89<\/p>\n<p>Building the Fantastical Claude Connector was a genuinely interesting technical challenge. Getting the integration to feel natural \u2014 rather than just functional \u2014 took a lot of iteration. The goal was always that it should feel like a seamless extension of how you already use both tools, not an add-on you have to think about.<\/p>\n<p>Fantastical is well-designed, and pairing it with Claude’s ability to interpret natural language intent made for a clean foundation to build on. Most of the hard work was in the edge cases: ambiguous scheduling requests, time zone handling, and recurring events \u2014 the things that seem simple until they aren’t.<\/p>\n<p>Happy to answer any technical questions in the comments. We always appreciate feedback from real-world usage \u2014 that’s where the interesting problems surface. Enjoy! \ud83d\ude0a<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@macguitar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@macguitar<\/a> How do you handle those tricky edge cases like ambiguous phrasing or cross-timezone conflicts in real user chats; any standout iteration stories or future tweaks planned?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">@macguitar Nice to see the innovation from the guys who\u2019ve been building for a minute.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, a calendar app that understands “coffee with Sarah next Tuesday at that place we went last time” without requiring a PhD in click-through navigation. The natural language parsing is surprisingly tolerant of my 2am typo habits – it correctly interpreted “dentst appt tomorrw 3pm” which is either impressive or deeply concerning about how often I reschedule dental appointments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>As a years-long Fantastical subscriber, I am super stoked about this. I can’t wait to play!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>okay this is actually cool. calendar stuff always looks easy from outside, then one vague request or timezone mixup turns into a mess real fast. getting this to work naturally with claude must have taken way more effort than people think.<\/p>\n<p>curious, what kind of command do people try first when they test it? recurring events, reminders, or just basic scheduling?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really nice fit. Scheduling is one of those things that sounds simple until you get into time zones, recurring events, and vague requests, so getting it to feel natural inside Claude is genuinely impressive. It also helps that Fantastical already has such a strong reputation for good calendar UX.<\/p>\n<p>Curious, which edge case ended up being the hardest to make feel reliable in real usage?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been waiting for the Fantastical MCP! This is great! <\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3aa92089-14b7-46be-bc46-b86fe9d5a03c.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<\/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\/CY5ASN5FEGWLCD\" class=\"app-title\">Lore<\/a><\/p>\n<div class=\"one-liner\">Cursor for your memory. 100% private, open-source & free.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lore\u662f\u4e00\u6b3e\u9a7b\u7559\u7cfb\u7edf\u6258\u76d8\u7684\u8f7b\u91cf\u7ea7\u201c\u7b2c\u4e8c\u5927\u8111\u201d\uff0c\u901a\u8fc7\u5feb\u6377\u952e\u5feb\u901f\u6355\u6349\u60f3\u6cd5\u3001\u7b14\u8bb0\u6216\u4efb\u52a1\uff0c\u5e76\u5229\u7528\u672c\u5730AI\u6280\u672f\u8fdb\u884c\u5b89\u5168\u3001\u79bb\u7ebf\u7684\u667a\u80fd\u68c0\u7d22\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u4f9d\u8d56\u4e91\u7aef\u5de5\u5177\u65f6\u5bf9\u9690\u79c1\u6cc4\u9732\u7684\u62c5\u5fe7\u548c\u601d\u7ef4\u6d41\u7545\u6027\u88ab\u6253\u65ad\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\/a1b15cc4-bddd-4cf4-9550-f9f77c42345f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/598cdaa4-8b0b-4179-b3d3-5d0d43d11442.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ca6b0e6-ed3e-4bbd-8e14-1298db8323fc.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\/23fb4ce2-dbf9-49e9-b5a3-6e42369f7ba7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jNNZkDfsf_c\"><source src=\"https:\/\/youtu.be\/jNNZkDfsf_c\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebfRAG<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">\u7b2c\u4e8c\u5927\u8111<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u6258\u76d8\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u9690\u79c1\u4fdd\u62a4\u548c\u672c\u5730\u5316\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u201c\u9690\u79c1\u7a0e\u201d\u6982\u5ff5\u7cbe\u51c6\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u652f\u6301\u66f4\u591a\u6570\u636e\u6e90\uff08\u672c\u5730\u6587\u4ef6\u3001\u6d4f\u89c8\u5668\u5386\u53f2\uff09\u3001\u63d0\u4f9b\u8de8\u8bbe\u5907\u52a0\u5bc6\u540c\u6b65\u65b9\u6848\u3001\u5173\u6ce8\u957f\u671f\u6570\u636e\u589e\u957f\u540e\u7684\u6027\u80fd\u4e0e\u4e0a\u4e0b\u6587\u5904\u7406\u3002\u5f00\u53d1\u8005\u56de\u590d\u5766\u8bda\uff0c\u63d0\u53ca\u6280\u672f\u9009\u578b\u4e0e\u672a\u6765\u8003\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 Lore\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u5de5\u5177\u7684\u521b\u65b0\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u5f53\u4e0bAI\u5e94\u7528\u9ed8\u8ba4\u8def\u5f84\u7684\u5c16\u9510\u8d28\u7591\u3002\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u201c\u9690\u79c1\u7a0e\u201d\u8fd9\u4e00\u65e5\u76ca\u51f8\u663e\u7684\u75db\u70b9\u2014\u2014\u5373\u7528\u6237\u4e3a\u83b7\u53d6\u667a\u80fd\u670d\u52a1\uff0c\u88ab\u8feb\u4ee5\u6570\u636e\u548c\u601d\u7ef4\u9690\u79c1\u4e3a\u4ee3\u4ef7\u3002\u4ea7\u54c1\u5c06\u201c\u672c\u5730\u5316\u201d\u4ece\u53ef\u9009\u9879\u63d0\u5347\u4e3a\u6838\u5fc3\u67b6\u6784\uff0c\u901a\u8fc7Ollama+ LanceDB\u6808\u5b9e\u73b0\u79bb\u7ebfRAG\uff0c\u8fd9\u5728\u6280\u672f\u7406\u5ff5\u4e0a\u662f\u4e00\u79cd\u56de\u5f52\uff0c\u4e5f\u662f\u5bf9\u7528\u6237\u4e3b\u6743\u7684\u91cd\u7533\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0d\u5728\u4e8e\u7406\u5ff5\uff0c\u800c\u5728\u4e8e\u751f\u6001\u3002\u672c\u5730LLM\u7684\u6027\u80fd\u4e0e\u6210\u672c\uff08\u7b97\u529b\u3001\u5b58\u50a8\uff09\u4ecd\u662f\u5927\u4f17\u95e8\u69db\uff0c\u8fd9\u4f7f\u5176\u521d\u671f\u7528\u6237\u5fc5\u7136\u5c40\u9650\u4e8e\u6280\u672f\u504f\u597d\u8005\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u591a\u8bbe\u5907\u540c\u6b65\u7684\u7ea0\u7ed3\uff0c\u6070\u6070\u66b4\u9732\u4e86\u7edd\u5bf9\u9690\u79c1\u4e0e\u5b9e\u7528\u4fbf\u5229\u95f4\u7684\u7ecf\u5178\u77db\u76fe\uff1a\u4e00\u65e6\u5f15\u5165\u540c\u6b65\uff0c\u4fe1\u4efb\u94fe\u4fbf\u4ece\u5355\u70b9\u6269\u5c55\u5230\u7f51\u7edc\uff0c\u52a0\u5bc6\u65b9\u6848\u4e0e\u5bc6\u94a5\u7ba1\u7406\u5c06\u6210\u4e3a\u65b0\u7684\u201c\u9690\u79c1\u7a0e\u201d\u6f5c\u5728\u8bfe\u5f81\u70b9\u3002\u5f00\u53d1\u8005\u201c\u76ee\u524d\u96f6\u7f51\u7edc\u8bf7\u6c42\u201d\u7684\u627f\u8bfa\uff0c\u5728\u529f\u80fd\u6269\u5f20\u538b\u529b\u4e0b\u80fd\u575a\u5b88\u591a\u4e45\uff0c\u662f\u4e2a\u95ee\u53f7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u4ef7\u503c\uff0c\u5728\u4e8e\u5145\u5f53\u4e86\u4e00\u4e2a\u201c\u7eaf\u51c0\u7684\u53c2\u7167\u7cfb\u201d\u3002\u5728\u5404\u5927\u5382\u5546\u70ed\u8877\u4e8e\u5c06\u4e00\u5207\u6570\u636e\u4e91\u7aef\u5316\u3001\u670d\u52a1\u5316\u7684\u6d6a\u6f6e\u4e2d\uff0cLore\u8bc1\u660e\u4e86\u5b8c\u5168\u672c\u5730\u3001\u79c1\u5bc6\u7684AI\u8f85\u52a9\u601d\u8003\u5728\u6280\u672f\u4e0a\u662f\u53ef\u884c\u7684\u3002\u5b83\u53ef\u80fd\u65e0\u6cd5\u53d6\u4ee3\u529f\u80fd\u5e9e\u6742\u7684\u4e91\u7aef\u7b14\u8bb0\u5e94\u7528\uff0c\u4f46\u5b83\u4e3a\u90a3\u4e9b\u5bf9\u9690\u79c1\u6781\u5ea6\u654f\u611f\u3001\u601d\u7ef4\u4ef7\u503c\u5bc6\u5ea6\u9ad8\u7684\u7528\u6237\uff08\u5982\u7814\u7a76\u8005\u3001\u521b\u4f5c\u8005\uff09\u63d0\u4f9b\u4e86\u4e00\u4e2a\u201c\u5b89\u5168\u5c4b\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u6d4b\u8bd5\u5e02\u573a\u5728\u4fbf\u5229\u6027\u9762\u524d\uff0c\u5bf9\u9690\u79c1\u7684\u5b9a\u4ef7\u7a76\u7adf\u51e0\u4f55\u3002\u957f\u8fdc\u770b\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u9762\u65d7\u5e1c\uff0c\u5176\u5f00\u6e90\u5c5e\u6027\u82e5\u80fd\u5438\u5f15\u793e\u533a\u5171\u5efa\uff0c\u6216\u8bb8\u80fd\u5728\u5c0f\u4f17\u5e02\u573a\u624e\u6839\uff0c\u5e76\u6301\u7eed\u5bf9\u4e3b\u6d41\u4ea7\u54c1\u7684\u9690\u79c1\u7b56\u7565\u65bd\u52a0\u9053\u5fb7\u4e0e\u6280\u672f\u538b\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Lore<\/span>\n <\/div>\n<div class=\"comment-content\">Lore is a lightweight “second brain” that lives in your system tray. Summon it with a keystroke to capture ideas, notes, or tasks instantly. Why Lore? \ud83d\udee1\ufe0f 100% Private: Your data never leaves your machine. No API keys, no tracking. \ud83e\udde0 Local AI: Powered by Ollama + LanceDB for secure, offline-first RAG. \u26a1 Instant Recall: Ask questions in plain language and get answers from your own history. Own your memory. 100% local. Zero cloud.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would be interesting to see support for sources like local files or browser history. That could make recall even more powerful. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>It could be useful to have optional lightweight syncing, maybe encrypted, for people who work across multiple devices. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve noticed I hesitate before writing certain things in cloud-based tools. That small pause you mentioned is real, and it does affect how freely you think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Overall, this feels like a thoughtful direction. If the local setup stays simple and performance holds up, I can see this becoming part of daily workflows. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 launch. I like the system tray approach \u2014 it feels less intrusive than opening a full app every time you want to jot something down.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using Ollama LanceDB for offline RAG is a solid stack. Nice to see thoughtful architecture behind the scene. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Erez, the creator of Lore.<\/p>\n<p>I built Lore because I was tired of the “Privacy Tax.” In 2026, if you want an AI that actually understands your thoughts, you’re usually forced to upload your entire life to a cloud provider. I didn’t want my private ideas, snippets, and daily journals sitting on someone else’s server.<\/p>\n<p>I wanted a “Cursor for my memory”:<br \/>\n\u26a1 Speed: Summon it with one keystroke (Cmd+Shift+Space).<br \/>\n\ud83d\udee1\ufe0f Privacy: 100% local. No API keys, no tracking, no cloud.<br \/>\n\ud83e\udde0 Intelligence: It uses Ollama and LanceDB to actually answer your questions using your own history.<\/p>\n<p>Whether you’re a researcher, a dev, or just someone who thinks a lot\u2014Lore is designed to stay out of your way until you need to remember something perfectly.<\/p>\n<p>Lore is 100% Free and Open Source. I believe the tools we use to think should be transparent and owned by the user.<\/p>\n<p>I’d love your feedback on:<\/p>\n<p>What “Source” should I support next? (Local Markdown? Browser history? WhatsApp?)<\/p>\n<p>How does the “Local LLM” setup feel on your machine?<\/p>\n<p>I\u2019ll be here all day to answer questions! Let’s take our memory back from the cloud. \ud83d\udee1\ufe0f<\/p>\n<p>\u2014 Erez<\/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>This makes a lot of sense. Most of our computers already function as a personal knowledge base, even if it’s completely disorganized. It will take some time for trust to warm up to tools like this, but they seem inevitable. Even if the AI runs locally, having a way to easily wipe the AI’s memory (clear cache, like a web browser) should provide peace of mind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea of a <strong>private, local \u201csecond brain\u201d<\/strong> feels like the direction personal AI should be heading.<\/p>\n<p>Simple, fast, and no tracking is a big win.<\/p>\n<p>Curious, how does Lore handle context over time as data grows?<\/p>\n<p>Great work \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@faisal_saeed001\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@faisal_saeed001<\/a> Lore uses a vectorized database which turns text into a vector and saves it, and when you search for something in plain text it creates another vector and searches for similar vector.<\/p>\n<\/p>\n<p>Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love seeing more open-source approaches to personal knowledge management! The privacy angle is huge right now, especially with AI reading our notes. How are you handling syncing across devices while keeping everything 100% private?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sai_tharun_kakirala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_tharun_kakirala<\/a> In this version there isn\u2019t any syncing going on between device, but that\u2019s an interesting point.<\/p>\n<\/p>\n<p>I think that we only way to do that would be either p2p which wouldn\u2019t work because not all device are always online, perhaps encrypting the data and giving only the user the key.<\/p>\n<\/p>\n<p>Honestly, not sure what I would choose, but I\u2019ll make sure to keep the privacy of the user. Currently the software makes 0 request to the internet outside of downloading the models when you request that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Erez, that phrase Privacy Tax is a good way to put it. Was there a specific moment where you were about to save something personal to a cloud-based tool and just stopped?<\/div>\n<div class=\"comment-actions\">\n<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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> <\/p>\n<p>Hey. Yeah, honestly it wasn\u2019t one big moment, it was a pattern. I\u2019d write something personal or even just messy\/raw thinking, and there was always that small hesitation before hitting send or save.<\/p>\n<\/p>\n<p>That hesitation is what I call the \u201cprivacy tax\u201d, it changes how you think and what you\u2019re willing to store. Lore is basically my attempt to remove that completely while improving the UX of knowledge management software, with a completely free and transparent product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ngl the “privacy tax” line hits. a lot of note and memory tools sound cool till you realize you\u2019re basically handing over your whole brain to some cloud service. keeping it free, local and open-source makes this feel way more honest.<\/p>\n<p>also curious, what made you choose the system tray quick capture style instead of going for a bigger full app first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> <\/p>\n<p>haha yeah that\u2019s exactly the feeling I had<\/p>\n<p>I went with the tray + quick capture approach because I didn\u2019t want it to feel like \u201copening another app to do work\u201d. The goal is more like: it\u2019s always there, you drop things into it quickly, and move on.<\/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>This is a thoughtful direction. The idea of having an AI that understands your own notes and history is powerful, but the privacy concern is exactly what stops a lot of people from fully trusting these tools. Keeping everything local makes the whole product feel much more convincing.<\/p>\n<p>Curious, what kind of users are connecting with Lore the fastest so far, people using it for work knowledge or more personal thinking and journaling?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@akshay_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a> <\/p>\n<p>Appreciate that, that\u2019s exactly the problem I felt too.<\/p>\n<\/p>\n<p>Up until today I have only shared it within my group of developer friends, and due to the nature of it being open source and available through GitHub I would expect that at least at the beginning it will be mostly for tech savvy users.<\/p>\n<\/p>\n<p>But I can definitely see people use it more like a thinking space for journaling, planning, just dumping thoughts and then querying them later. I think that\u2019s where it gets really powerful once people trust 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\/@akshay_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a> Yeah, that\u2019s a good point. I feel like trust is the main barrier here, not capability.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GNX7MJETAEJSLE\" class=\"app-title\">Bookshelf for NotebookLM<\/a><\/p>\n<div class=\"one-liner\">Add folders, search, and sync to Google NotebookLM<\/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>\u4e00\u6b3e\u4e3aGoogle NotebookLM\u6dfb\u52a0\u6587\u4ef6\u5939\u7ba1\u7406\u3001\u641c\u7d22\u548c\u8de8\u8bbe\u5907\u540c\u6b65\u529f\u80fd\u7684\u514d\u8d39Chrome\u6269\u5c55\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u7b14\u8bb0\u672c\u6570\u91cf\u589e\u591a\u540e\u7ba1\u7406\u6df7\u4e71\u3001\u67e5\u627e\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\/94286f59-2135-4127-904a-02a65bf50640.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7fc6726-9a93-41d8-a347-13fb88f9a09e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a85ba05f-6986-448e-a084-e0c73673fe19.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c472d3b2-1e2a-4460-8ddd-29ea549b3e70.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b136ede9-61f8-472e-8bf3-512623548f5c.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\/b5f2cfea-22fa-4b83-a125-17321bcc3ef9.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=I4B2b1CoKVw\"><source src=\"https:\/\/www.youtube.com\/watch?v=I4B2b1CoKVw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7b14\u8bb0\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">Google NotebookLM<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u5939\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bbe\u5907\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5b58\u50a8<\/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\u53cd\u9988\u4e3a\u4ea7\u54c1\u89e3\u51b3\u4e86\u5b9e\u9645\u7ec4\u7ec7\u7ba1\u7406\u75db\u70b9\uff0c\u5e76\u8be2\u95ee\u5176\u4e0e\u5b98\u65b9UI\u66f4\u65b0\u517c\u5bb9\u7684\u7a33\u5b9a\u6027\u98ce\u9669\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4f1a\u79ef\u6781\u7ef4\u62a4\uff0c\u4e14\u6570\u636e\u672c\u5730\u5b58\u50a8\u53ef\u4fdd\u8bc1\u5b89\u5168\u3002\u53e6\u6709\u7528\u6237\u597d\u5947\u6838\u5fc3\u9700\u6c42\u6392\u5e8f\uff0c\u5f00\u53d1\u8005\u786e\u8ba4\u6587\u4ef6\u5939\u7ba1\u7406\u662f\u9996\u8981\u75db\u70b9\uff0c\u540c\u6b65\u529f\u80fd\u4e3a\u591a\u8bbe\u5907\u7528\u6237\u7684\u5173\u952e\u9700\u6c42\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 Bookshelf for NotebookLM \u63ed\u793a\u4e86\u4e00\u4e2a\u5178\u578b\u7684\u201c\u5e73\u53f0\u80fd\u529b\u7f3a\u53e3\u201d\u5546\u673a\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u5730\u626e\u6f14\u4e86\u201c\u5b98\u65b9\u4f53\u9a8c\u8865\u5b8c\u8005\u201d\u7684\u89d2\u8272\u3002Google NotebookLM \u4f5c\u4e3aAI\u9a71\u52a8\u7684\u7b14\u8bb0\u5de5\u5177\uff0c\u4e13\u6ce8\u4e8e\u667a\u80fd\u751f\u6210\u4e0e\u63a8\u7406\uff0c\u5374\u5728\u57fa\u7840\u7684\u4fe1\u606f\u67b6\u6784\u7ba1\u7406\u4e0a\u5b58\u5728\u660e\u663e\u77ed\u677f\u3002\u8fd9\u6b3e\u6269\u5c55\u654f\u9510\u5730\u6293\u4f4f\u4e86\u8fd9\u4e00\u77db\u76fe\uff1a\u5f53AI\u8d4b\u80fd\u7684\u5185\u5bb9\u521b\u4f5c\u964d\u4f4e\u4e86\u751f\u4ea7\u95e8\u69db\u3001\u5bfc\u81f4\u5185\u5bb9\u91cf\u6fc0\u589e\u65f6\uff0c\u843d\u540e\u7684\u7ec4\u7ec7\u65b9\u5f0f\u53cd\u800c\u6210\u4e86\u65b0\u7684\u6548\u7387\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u601d\u8def\u6e05\u6670\u4e14\u8f7b\u91cf\u2014\u2014\u901a\u8fc7\u6d4f\u89c8\u5668\u6269\u5c55\u8fd9\u679a\u201c\u624b\u672f\u5200\u201d\uff0c\u4ee5\u6700\u5c0f\u4fb5\u5165\u65b9\u5f0f\u89e3\u51b3\u6700\u8feb\u5207\u7684\u6587\u4ef6\u5939\u3001\u641c\u7d22\u3001\u540c\u6b65\u95ee\u9898\u3002\u5176\u201c\u6570\u636e\u672c\u5730\u5b58\u50a8\u201d\u7684\u8bbe\u5b9a\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u4e00\u65b9\u9762\u8fce\u5408\u4e86\u7528\u6237\u5bf9\u9690\u79c1\u548c\u53ef\u63a7\u6027\u7684\u9700\u6c42\uff0c\u5e76\u4e0eChrome\u540c\u6b65\u673a\u5236\u7ed3\u5408\u5b9e\u73b0\u8de8\u8bbe\u5907\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5176\u751f\u5b58\u5b8c\u5168\u4f9d\u9644\u4e8eNotebookLM\u7684UI\u7a33\u5b9a\u6027\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5b98\u65b9\u66f4\u65b0\u5bfc\u81f4\u5931\u6548\u201d\u7684\u62c5\u5fe7\u76f4\u6307\u5176\u6700\u5927\u98ce\u9669\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u8106\u5f31\u7684\u201c\u5bc4\u751f\u5f0f\u521b\u65b0\u201d\uff0c\u5176\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u5b98\u65b9\u662f\u5426\u4f1a\u4eb2\u81ea\u586b\u8865\u6b64\u529f\u80fd\u7f3a\u53e3\uff0c\u6216\u5c06\u5176\u6536\u7f16\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u770b\uff0c\u5b83\u53cd\u6620\u4e86AI\u539f\u751f\u5e94\u7528\u53d1\u5c55\u521d\u671f\u7684\u4e00\u4e2a\u666e\u904d\u73b0\u8c61\uff1a\u57fa\u7840\u4f53\u9a8c\u7684\u7c97\u7cd9\u4e0e\u6838\u5fc3\u667a\u80fd\u7684\u5f3a\u5927\u5e76\u5b58\u3002\u5f00\u53d1\u8005\u81ea\u79f0\u975e\u4e13\u4e1a\u5de5\u7a0b\u5e08\uff0c\u501f\u52a9AI\u5de5\u5177\u5b8c\u6210\u5f00\u53d1\uff0c\u8fd9\u672c\u8eab\u4e5f\u9887\u5177\u65f6\u4ee3\u9690\u55bb\u2014\u2014\u6784\u5efa\u89e3\u51b3AI\u4ea7\u54c1\u4f53\u9a8c\u95ee\u9898\u7684\u5de5\u5177\uff0c\u5176\u95e8\u69db\u4e5f\u5728\u56e0AI\u800c\u964d\u4f4e\u3002\u8be5\u4ea7\u54c1\u7684\u771f\u6b63\u6210\u529f\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u5176\u4ee3\u7801\u5bff\u547d\uff0c\u800c\u5728\u4e8e\u5b83\u660e\u786e\u5730\u4e3a\u5b98\u65b9\u6807\u6ce8\u51fa\u4e86\u4e00\u4e2a\u9ad8\u4f18\u5148\u7ea7\u7684\u7528\u6237\u9700\u6c42\u5750\u6807\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\">Bookshelf for NotebookLM<\/span>\n <\/div>\n<div class=\"comment-content\">Google NotebookLM is powerful, but it lacks folder management. As your notebooks grow, finding the right one becomes frustrating. Bookshelf is a free Chrome extension that fixes this: \ud83d\udcc1 Folders & Subfolders \u2014 organize notebooks in a tree structure \ud83d\uddb1\ufe0f Drag & Drop \u2014 rearrange notebooks intuitively \ud83d\udd0d Search & Sort \u2014 filter instantly by name or date \u2601\ufe0f Cloud Sync \u2014 sync across devices \ud83c\udf19 Dark Mode support \ud83c\udf10 6 Languages (EN\/JA\/ZH\/KO\/ES)<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the folder structure stay intact if Google updates NotebookLM or is there a risk of things breaking with UI changes? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gordon_bennett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gordon_bennett<\/a> <br \/>Great question \u2014 really appreciate you bringing this up \ud83d\ude4f<\/p>\n<p>Since Bookshelf works as a Chrome extension on top of NotebookLM, there is always some risk if Google makes major UI changes.<\/p>\n<p>That said, I\u2019m actively maintaining it and keeping an eye on updates, so I can quickly fix things if anything breaks.<\/p>\n<p>Also, the folder structure itself is stored locally (and synced across devices), so your data won\u2019t be lost even if adjustments are needed.<\/p>\n<p>Always trying to keep it stable and reliable!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@gordon_bennett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gordon_bennett<\/a> <br \/>Great question \u2014 really appreciate you bringing this up \ud83d\ude4f<\/p>\n<\/p>\n<p>Since Bookshelf works as a Chrome extension on top of NotebookLM, there is always some risk if Google makes major UI changes.<\/p>\n<p>That said, I\u2019m actively maintaining it and keeping an eye on updates, so I can quickly fix things if anything breaks.<\/p>\n<\/p>\n<p>Also, the folder structure itself is stored locally (and synced across devices), so your data won\u2019t be lost even if adjustments are needed.<\/p>\n<p>Always trying to keep it stable and reliable!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 built Bookshelf because I hit a wall with NotebookLM.<\/p>\n<p>After creating 50+ notebooks for research and writing projects, I realized there’s no way to organize them \u2014 just a flat, endless list. I wanted folders. Subfolders. A way to keep work and personal projects separate.<\/p>\n<p>So I built this as a weekend project, and it became something I use every day.<\/p>\n<p>What’s in v2.0:<br \/>\n\u2022 Folders & Subfolders<br \/>\n\u2022 Drag & Drop to rearrange<br \/>\n\u2022 Search & Sort<br \/>\n\u2022 Cloud Sync across devices<br \/>\n\u2022 Bulk Edit mode<br \/>\n\u2022 Dark Mode<br \/>\n\u2022 6 Languages<\/p>\n<p>Everything is stored locally in your browser \u2014 no external servers, no tracking.<\/p>\n<p>\ud83d\udcd6 Full story behind this project:<br \/>\n [<a href=\"https:\/\/medium.com\/@south0120\/i-built-a-folder-manager-for-notebooklm-now-used-by-20-000-users-885553f458ed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/medium.com\/@south0120\/i-…<\/a>]<\/p>\n<p>I’d love your feedback! What features would make your NotebookLM workflow better?<\/p>\n<p>Thanks for checking it out \ud83d\udcda<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching and building! \ud83d\udd25 <\/p>\n<\/p>\n<p>This resonated with me because I’m also at a point where I have a lot of things in my NotebookLM, and I’m trying to find a way to keep everything organized \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ruxandra_mazilu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruxandra_mazilu<\/a> <\/p>\n<p>Thank you so much! \ud83d\udd25<\/p>\n<p>That\u2019s exactly the problem I ran into as well \u2014 things get messy really quickly as you add more notebooks \ud83d\ude05<\/p>\n<\/p>\n<p>Bookshelf was built to solve that, so I\u2019d love for you to give it a try!<\/p>\n<p>Would be really curious to hear how it works for 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is genuinely useful. NotebookLM becomes a lot harder to manage once the number of notebooks starts growing, so adding folders, search, and better organization feels like a very natural extension.<\/p>\n<p>Curious, was folders the biggest pain point from users, or did search and sync come up just as often?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a> <\/p>\n<\/p>\n<p>Thanks, really appreciate it \ud83d\ude4f<\/p>\n<p>Folders were definitely the most requested feature \u2014 almost everyone wanted a better way to organize things as their notebooks grew.<\/p>\n<\/p>\n<p>At the same time, I started hearing from users who work across multiple devices (like desktop and laptop, or home and on the go) that syncing would be really helpful.<\/p>\n<\/p>\n<p>I also felt that myself \u2014 I often switch between my MacBook and Mac Studio, and wanted everything to stay in sync.<\/p>\n<p>So I decided to implement it, thinking it would make the overall experience much smoother.<\/p>\n<\/p>\n<p>Curious \u2014 how are you currently managing things?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! I’m the maker of Bookshelf \ud83d\udc4b<\/p>\n<p>I built this because managing sources in NotebookLM quickly became messy as I used it more.<\/p>\n<p>Bookshelf adds folders, search, and structure \u2014 making research workflows much easier.<\/p>\n<p>Fun fact: I’m actually not a professional engineer. I built this using AI tools and a lot of trial and error.<\/p>\n<p>Would love to hear your feedback or answer any questions \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VS6XRECENNHMWM\" class=\"app-title\">ClawMetry Cloud<\/a><\/p>\n<div class=\"one-liner\">See your OpenClaw agents’ costs, activity & memory live<\/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>\u4e00\u6b3e\u4e3aOpenClaw AI\u667a\u80fd\u4f53\u63d0\u4f9b\u7aef\u5230\u7aef\u52a0\u5bc6\u7684\u4e91\u7aef\u5b9e\u65f6\u76d1\u63a7\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u79bb\u5f00\u5de5\u4f5c\u73af\u5883\u540e\u65e0\u6cd5\u8fdc\u7a0b\u67e5\u770b\u667a\u80fd\u4f53\u8fd0\u884c\u72b6\u6001\u3001\u6210\u672c\u53ca\u8bb0\u5fc6\u6d3b\u52a8\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3e1534d-1cb8-43b7-922c-ea90d4a36092.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51f021e4-6e7b-458a-ad00-8eaaf6027cb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a06c83c-dda6-4936-9321-809c36bf6dd5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02e81b38-001b-4273-ba8d-5f558d62201c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55140d62-dc1e-488e-916e-542f643aa659.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95acf034-f0f8-41ee-a35c-f9a7fd0119b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dae3af58-e87a-4fdd-baf1-d3fee4b15db0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e113e2b4-fd9f-48b2-86ca-7640b29c2a74.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a162f06f-f580-4be6-b9ba-9b974ff0d9f1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/643580c8-99b4-4e44-8c3a-ee7b38bd4881.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0acb10a0-2de4-4097-a3e3-6684e39d3fa9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b75fde7e-dd40-4fcb-a245-c09acb8f4eca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23c10f05-6e0b-40b9-86ba-6f9841030dc9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d68ba690-0648-49ae-8d4e-b266f4498a19.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\/be8c1a01-781b-47a1-ab72-0d7982a30362.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=9yKerItVC2A\"><source src=\"https:\/\/www.youtube.com\/watch?v=9yKerItVC2A\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u8bbf\u95ee<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">OpenClaw\u751f\u6001<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5b89\u5168<\/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\u201c\u79bb\u5f00\u5de5\u4f4d\u65e0\u6cd5\u76d1\u63a7\u201d\u7684\u771f\u5b9e\u75db\u70b9\uff0c\u5e76\u5bf9\u7aef\u5230\u7aef\u52a0\u5bc6\u8bbe\u8ba1\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u5efa\u8bae\u6587\u6848\u66f4\u7a81\u51fa\u6838\u5fc3\u4ef7\u503c\uff1b\u63d0\u95ee\u8fdc\u7a0b\u76d1\u63a7\u65f6\u6700\u5e38\u67e5\u770b\u7684\u529f\u80fd\uff08\u6d41\u7a0b\u72b6\u6001\u3001\u4ee4\u724c\u6210\u672c\uff09\u53ca\u6838\u5fc3\u5173\u6ce8\u70b9\uff08\u6210\u672c\u8ffd\u8e2a\u4e3a\u9996\u8981\uff09\uff1b\u8be2\u95ee\u6280\u672f\u7ec6\u8282\u5982\u521d\u59cb\u5bc6\u94a5\u4ea4\u6362\u6d41\u7a0b\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 ClawMetry Cloud \u7684\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u5bf9\u201cAI\u667a\u80fd\u4f53\u8fd0\u7ef4\u201d\u8fd9\u4e00\u65b0\u5174\u4f46\u5173\u952e\u8d5b\u9053\u7684\u7cbe\u51c6\u5361\u4f4d\u3002\u5176\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u5730\u7ed9\u5f00\u6e90\u5de5\u5177\u5957\u4e0a\u4e91\u7aef\u5916\u58f3\uff0c\u800c\u662f\u654f\u9510\u5730\u6355\u6349\u5230\u4e86AI\u4ee3\u7406\u4ece\u5f00\u53d1\u73a9\u5177\u8d70\u5411\u751f\u4ea7\u5de5\u5177\u8fc7\u7a0b\u4e2d\u5fc5\u7136\u51fa\u73b0\u7684\u201c\u8fd0\u7ef4\u8131\u8282\u201d\u95ee\u9898\u2014\u2014\u5f53\u667a\u80fd\u4f53\u5728\u540e\u53f0\u6301\u7eed\u8fd0\u884c\u65f6\uff0c\u7ba1\u7406\u8005\u5374\u5931\u53bb\u4e86\u5bf9\u6210\u672c\u3001\u884c\u4e3a\u548c\u72b6\u6001\u7684\u611f\u77e5\u4e0e\u63a7\u5236\u6743\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u7280\u5229\u7684\u5200\u5203\u5728\u4e8e\uff0c\u5b83\u5728\u63d0\u4f9b\u4e91\u7aef\u4fbf\u5229\u6027\u7684\u540c\u65f6\uff0c\u4ee5\u201c\u96f6\u77e5\u8bc6\u67b6\u6784\u201d\u7684\u7aef\u5230\u7aef\u52a0\u5bc6\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\uff0c\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u53e0\u52a0\uff0c\u800c\u662f\u5bf9\u76d1\u63a7\u6570\u636e\u654f\u611f\u6027\uff08\u667a\u80fd\u4f53\u53ef\u80fd\u8bbf\u95ee\u90ae\u4ef6\u3001\u6587\u4ef6\u7b49\uff09\u7684\u6df1\u523b\u7406\u89e3\u3002\u8fd9\u5de7\u5999\u5730\u5c06\u201c\u6570\u636e\u5b89\u5168\u201d\u8fd9\u4e2a\u6f5c\u5728\u7684\u7528\u6237\u987e\u8651\uff0c\u8f6c\u5316\u4e3a\u4e86\u4ea7\u54c1\u7684\u7ade\u4e89\u58c1\u5792\u548c\u4fe1\u4efb\u57fa\u77f3\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5bf9\u6b64\u7684\u8ba4\u53ef\u5ea6\u751a\u81f3\u8d85\u51fa\u4e86\u5f00\u53d1\u8005\u7684\u9884\u671f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u7531\u6b64\u6d6e\u73b0\u3002\u9996\u5148\uff0c\u5176\u547d\u8fd0\u4e0eOpenClaw\u751f\u6001\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u5e02\u573a\u89c4\u6a21\u5929\u82b1\u677f\u6e05\u6670\u53ef\u89c1\u3002\u5176\u6b21\uff0c5\u7f8e\u5143\/\u8282\u70b9\/\u6708\u7684\u5b9a\u4ef7\u6a21\u5f0f\uff0c\u5728\u9762\u5bf9\u8fd0\u884c\u5927\u91cf\u8f7b\u91cf\u7ea7\u6216\u95f4\u6b47\u6027\u4efb\u52a1\u667a\u80fd\u4f53\u7684\u573a\u666f\u65f6\uff0c\u53ef\u80fd\u9762\u4e34\u589e\u957f\u538b\u529b\u3002\u6700\u540e\uff0c\u5176\u5f53\u524d\u4ef7\u503c\u66f4\u591a\u4f53\u73b0\u5728\u201c\u5b9e\u65f6\u76d1\u63a7\u201d\u548c\u201c\u6210\u672c\u544a\u8b66\u201d\u8fd9\u79cd\u5373\u65f6\u6027\u9700\u6c42\u4e0a\uff0c\u800c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u7406\u89e3\u957f\u671f\u884c\u4e3a\u201d\u8fd9\u4e00\u66f4\u9ad8\u9636\u7684\u6d1e\u5bdf\u4ef7\u503c\uff0c\u4ecd\u9700\u4f9d\u8d56\u6570\u636e\u79ef\u7d2f\u548c\u66f4\u6df1\u5165\u7684\u5206\u6790\u529f\u80fd\u6765\u5151\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5728\u6b63\u786e\u65f6\u673a\u3001\u9488\u5bf9\u7279\u5b9a\u9ad8\u4ef7\u503c\u573a\u666f\u63a8\u51fa\u7684\u4e13\u4e1a\u5de5\u5177\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u6253\u9020\u6cdb\u7528\u7684\u76d1\u63a7\u5e73\u53f0\uff0c\u800c\u662f\u901a\u8fc7\u89e3\u51b3AI\u4ee3\u7406\u8fd0\u7ef4\u4e2d\u201c\u8fdc\u7a0b\u201d\u4e0e\u201c\u5b89\u5168\u201d\u8fd9\u4e24\u4e2a\u6700\u5c16\u9510\u7684\u77db\u76fe\uff0c\u5728\u4e00\u4e2a\u5feb\u901f\u589e\u957f\u7684\u5c0f\u4f17\u751f\u6001\u4e2d\u5efa\u7acb\u4e86\u575a\u5b9e\u7684\u7acb\u8db3\u70b9\u3002\u5176\u6210\u8d25\u7684\u5173\u952e\uff0c\u5c06\u5728\u4e8e\u80fd\u5426\u4f34\u968fOpenClaw\u751f\u6001\u5171\u540c\u8fdb\u5316\uff0c\u5e76\u9010\u6b65\u6784\u5efa\u8d77\u66f4\u6df1\u5c42\u6b21\u7684\u6570\u636e\u5206\u6790\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ClawMetry Cloud<\/span>\n <\/div>\n<div class=\"comment-content\">Your OpenClaw agent is running, but do you know what it’s doing or how much it’s costing? ClawMetry Cloud gives you live flow visualization, token costs, memory state, and sub-agent activity from any browser or Mac app. Two commands to connect: pip install clawmetry, then clawmetry connect. E2E encrypted, your data never touches our servers unencrypted. Open source locally, $5\/node\/month for cloud. 7-day free trial.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Vivek, the maker of ClawMetry. A few weeks ago, I launched the open-source version here and you gave an incredible #5 Product of the Day. Thank you!<\/p>\n<p>But after talking to dozens of users, one thing kept coming up: “I love the dashboard, but I can’t see it when I’m away from my desk.”<\/p>\n<p>That’s the problem ClawMetry Cloud solves. It syncs your AI agent metrics to the cloud so you can check on your agents from any browser, anywhere. The catch? We built it with end-to-end encryption, your data is encrypted before it ever leaves your machine. Even we can’t read it.<\/p>\n<p>What’s new in Cloud:<\/p>\n<p>\u2022 \ud83d\udd12 E2E encrypted sync (zero-knowledge architecture)<br \/>\u2022 \ud83c\udf0d Browser access from anywhere (<a href=\"http:\/\/app.clawmetry.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.clawmetry.com\/<\/a>)<br \/>\u2022 \ud83d\udcca Multi-node monitoring (all your agents, one dashboard)<br \/>\u2022 \ud83c\udf4e Native Mac app<\/p>\n<p>Some context on traction:<\/p>\n<p>\u2022 75K+ PyPI downloads<br \/>\u2022 Built for the OpenClaw ecosystem (316K GitHub stars)<br \/>\u2022 7-day free trial, then $5\/node\/month<\/p>\n<p>I’d love to hear: What’s the biggest pain point you have monitoring your AI agents in production?<\/p>\n<p>Happy to answer any 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>okay this is cool. \u201ccan\u2019t see it when i\u2019m away from my desk\u201d is such a real product moment lol. a lot of tools feel fine till you actually need to check something quickly from outside, then that gap becomes super obvious. also love that you didn\u2019t ignore the privacy side while adding cloud sync.<\/p>\n<p>curious, what\u2019s the first thing people usually open clawmetry cloud to check when they\u2019re away?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Ha, exactly. The gap only becomes obvious when you’re at a resort on vacation and wondering what your team of 5 Mac Minis are doing back home. The first thing most people check: the Flow tab to see if the agents are still running, and the token cost for the last session.<\/p>\n<p>But the real unlock is the Brain activity tab. After you send “can you fix this issue?”, you can watch in real time: what it’s thinking, which files it’s reading, which tools it’s calling, whether it went down the right path or got confused halfway through. “Did anything break, how much did it cost me, and did it actually do what I asked?” sums up the away-from-desk experience pretty 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>Solid tool real-time observability for AI agents is super practical, especially for devs managing multiple sub-agents.<br \/>Could land stronger with the key benefit up front Monitor your Open Claw agents live costs, activity, and memory without any setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allu__kurashi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allu__kurashi<\/a> Thanks for the feedback, I’ve updated the messaging!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a smart extension of the original product. Local observability makes sense at first, but the moment agents start doing real work, being able to check on them remotely becomes much more important. The end-to-end encryption angle makes this a lot more convincing too, because monitoring data can get sensitive very quickly.<\/p>\n<p>Curious, what tends to matter most to users once they go remote, uptime visibility, cost tracking, or understanding agent behavior 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><a href=\"https:\/\/www.producthunt.com\/@akshay_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a> Akshay, great question. From what I’ve seen, cost tracking wins hands down once agents go remote. The “why did this run cost $12?” question comes up almost immediately. Uptime visibility is second, especially for people running crons overnight. Understanding behavior over time is the longer-term value but takes a few weeks of data before it clicks. The E2E encryption piece matters more than people expect too – once agents have access to email, calendar, and files, the monitoring data itself gets sensitive fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Having E2E encryption built right into the monitoring layer is a massive relief for anyone running OpenClaw agents on untrusted networks. I would definitely use this to keep tabs on my remote scraping nodes without having to tunnel into each server manually. I am really curious to hear how you handle the initial key exchange process when provisioning a new agent from the command line.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a> thanks for the feedback! Regarding the E2E encryption, When you run clawmetry connect, the CLI generates a random AES-256 encryption key locally on your machine. This key never leaves your device. The CLI then authenticates with our API using your cm_ API key, and starts pushing encrypted snapshots. The encryption key is stored in ~\/.clawmetry\/config.json alongside your API key. When you open the dashboard in the browser, you enter (or paste) that same key once, and it’s stored in localStorage. All decryption happens client-side in the browser via Web Crypto API. Our servers only ever see encrypted blobs, never the key, never the plaintext.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QWAYF5767GQJCN\" class=\"app-title\">Forvibe for macOS<\/a><\/p>\n<div class=\"one-liner\">Everything between your build and the App Store<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u539f\u751fmacOS\u5e94\u7528\uff0c\u901a\u8fc7\u672c\u5730\u81ea\u52a8\u5316\u5904\u7406\u5e94\u7528\u5546\u5e97\u4e0a\u67b6\u6d41\u7a0b\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u6784\u5efa\u5e94\u7528\u540e\uff0c\u9ad8\u6548\u5b8c\u6210\u591a\u8bed\u8a00\u672c\u5730\u5316\u3001\u5546\u5e97\u7d20\u6750\u3001\u5b9a\u4ef7\u3001\u6cd5\u5f8b\u6587\u6863\u7b49\u7e41\u7410\u5de5\u4f5c\uff0c\u4f7f\u5176\u80fd\u4e13\u6ce8\u4e8e\u4ea7\u54c1\u5f00\u53d1\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\/67392849-3261-4563-b2bf-1719fe1f80bb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19a2602d-05b1-4a1e-9673-6b1d4ce5d432.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b7a1885-85a6-4714-a151-8422d6b17646.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b13508ec-098d-40c5-85ba-412ef3724fd3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d707ded7-948b-45ed-a3d1-c7b7d446a8af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6b15f7a-e7df-452b-bee6-e5b27a3c3a43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/147dbb16-7d82-4b37-8a00-0481cebb29e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/001de939-963d-42f9-86d7-db371ffde374.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ad82965-74e9-4454-a157-17e5d1fbaa07.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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5e94\u7528\u5546\u5e97\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5546\u5e97\u7d20\u6750\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">ASO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">Mac\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u4e0a\u67b6\u6d41\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u5168\u7403\u5b9a\u4ef7<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u4e0a\u67b6\u7e41\u7410\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u5173\u6ce8\u672c\u5730\u5316\u6df1\u5ea6\u3001\u81ea\u5b9a\u4e49\u7075\u6d3b\u6027\u3001\u4e0eApp Store Connect\u7684\u7248\u672c\u534f\u540c\uff0c\u4ee5\u53caWindows\u7248\u672c\u8ba1\u5212\u3002\u5b58\u5728\u4f18\u60e0\u7801\u5931\u6548\u7684\u5b9e\u64cd\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Forvibe\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5e94\u7528\u5f00\u53d1\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u5de5\u7a0b\u5316\u95ee\u9898\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u4e2a\u529f\u80fd\u7684\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5c06\u6563\u843d\u5728\u65e0\u6570\u6d4f\u89c8\u5668\u6807\u7b7e\u9875\u4e2d\u7684\u3001\u975e\u6807\u51c6\u5316\u7684\u624b\u52a8\u64cd\u4f5c\uff0c\u6574\u5408\u4e3a\u4e00\u4e2a\u672c\u5730\u7684\u3001\u8fde\u8d2f\u7684\u5de5\u4f5c\u6d41\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e3a\u5e94\u7528\u53d1\u5e03\u6d41\u7a0b\u63d0\u4f9b\u4e86\u4e00\u4e2a\u201c\u539f\u751fIDE\u201d\uff0c\u5c06\u53d1\u5e03\u4ece\u201c\u884c\u653f\u6742\u52a1\u201d\u63d0\u5347\u4e3a\u53ef\u7ba1\u7406\u3001\u53ef\u81ea\u52a8\u5316\u7684\u5f00\u53d1\u73af\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u6293\u4f4f\u4e86\u5f00\u53d1\u8005\u7684\u5fc3\u7406\uff1a\u6784\u5efa\u662f\u521b\u9020\u6027\u7684\u4e50\u8da3\uff0c\u800c\u4e0a\u67b6\u662f\u6d88\u8017\u6027\u7684\u82e6\u5f79\u3002\u901a\u8fc7\u6df1\u5ea6\u96c6\u6210ASO\u5efa\u8bae\u3001AI\u751f\u6210\u6cd5\u5f8b\u6587\u672c\u3001\u4e00\u952e\u591a\u8bed\u8a00\u63a8\u9001\uff0c\u5b83\u8bd5\u56fe\u5c06\u5f00\u53d1\u8005\u4ece\u201c\u8de8\u6587\u5316\u8425\u9500\u4e13\u5bb6\u201d\u548c\u201c\u6cd5\u5f8b\u6587\u4e66\u64b0\u5199\u5458\u201d\u7684\u89d2\u8272\u4e2d\u89e3\u653e\u51fa\u6765\u3002\u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u5728\u8ffd\u6c42\u81ea\u52a8\u5316\u4e0e\u6807\u51c6\u5316\u7684\u540c\u65f6\uff0c\u5982\u4f55\u5e94\u5bf9\u82f9\u679c\u3001\u8c37\u6b4c\u5546\u5e97\u653f\u7b56\u7684\u4e0d\u786e\u5b9a\u6027\u53ca\u4e0d\u540c\u5e02\u573a\u6240\u9700\u7684\u7cbe\u7ec6\u5316\u8fd0\u8425\u8c03\u6574\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u81ea\u5b9a\u4e49\u7075\u6d3b\u6027\u201d\u7684\u62c5\u5fe7\u6b63\u662f\u5bf9\u6b64\u7684\u53e9\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u575a\u5b9a\u7684Mac\u539f\u751f\u7b56\u7565\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u5e26\u6765\u4e86\u6781\u81f4\u7684\u4f53\u9a8c\u4e0e\u6027\u80fd\uff0c\u5951\u5408\u4e86\u6838\u5fc3\u76ee\u6807\u7528\u6237\uff08\u82f9\u679c\u751f\u6001\u5f00\u53d1\u8005\uff09\u7684\u73af\u5883\uff0c\u4f46\u4e5f\u53ef\u80fd\u9650\u5236\u4e86\u5e02\u573a\u89c4\u6a21\u3002\u5c06Windows\u7528\u6237\u5bfc\u5411Web\u7248\u672c\uff0c\u53ef\u80fd\u9020\u6210\u4f53\u9a8c\u5272\u88c2\u3002\u5982\u679c\u5176\u80fd\u6210\u529f\u5b9a\u4e49\u201c\u5e94\u7528\u53d1\u5e03\u5de5\u4f5c\u6d41\u201d\u7684\u6807\u51c6\uff0c\u5e76\u6784\u5efa\u8d77\u5f00\u53d1\u8005\u793e\u7fa4\uff0c\u5b83\u5c06\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u6709\u53ef\u80fd\u6210\u4e3a\u5e94\u7528\u751f\u6001\u57fa\u7840\u8bbe\u65bd\u7684\u4e00\u90e8\u5206\u3002\u4f46\u76ee\u524d\uff0c\u5b83\u4ecd\u9700\u8bc1\u660e\u5176\u81ea\u52a8\u5316\u8f93\u51fa\u7684\u8d28\u91cf\uff0c\u8db3\u4ee5\u66ff\u4ee3\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5f00\u53d1\u8005\u624b\u52a8\u4f18\u5316\u6240\u5e26\u6765\u7684\u90a3\u90e8\u5206\u201c\u4e0d\u786e\u5b9a\u7684\u589e\u76ca\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\">Forvibe for macOS<\/span>\n <\/div>\n<div class=\"comment-content\">Focus on coding, not busywork. Forvibe is a lightning-fast, native macOS app that streamlines your App Store & Google Play launches right from your dock. Skip the slow browser tabs. We locally automate your localization, store listings, screenshot localization, landing pages, legal docs, and global pricing. We handle the heavy lifting alongside your dev environment so you can ship faster, scale globally, and create a great product.<\/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 Hunters \ud83d\udc4b, I’m Berat.<\/p>\n<p>I’ve been building and publishing apps for over 8 years. Developing apps is the fun part, but dealing with the slow web interfaces that come after the build?<\/p>\n<p>Managing releases, writing metadata for 40 localizations, creating screenshots, setting up legal pages… it’s a tedious, multi-tab nightmare that eats hours you could spend coding.<\/p>\n<p>That’s why I brought Forvibe to your dock a native macOS app designed to handle everything between your Xcode build and the App Store. I built this specifically for Mac because your launch workflow shouldn’t be interrupted by browser lag or clunky web portals.<\/p>\n<p>With Forvibe for macOS, you can manage your entire release lifecycle without ever opening the App Store Connect website:<\/p>\n<ul>\n<li>\n<p><strong>Native Speed:<\/strong> Edit app metadata and localize it across all supported languages in one click, right from your desktop.<\/p>\n<\/li>\n<li>\n<p><strong>Built-in ASO Engine:<\/strong> Discover high-performing keywords and optimize your visibility directly within the app.<\/p>\n<\/li>\n<li>\n<p><strong>Store Assets & Pricing:<\/strong> Set up In-App Purchases with smart, country-specific pricing, design stunning screenshots with ready-made templates, and push them directly to the store.<\/p>\n<\/li>\n<li>\n<p><strong>Instant Web Presence:<\/strong> Generate a professional landing page in seconds (no domain, no hosting, no code) and instantly publish AI-created legal pages like Privacy Policy, Terms of Use, and EULA.<\/p>\n<\/li>\n<li>\n<p><strong>Unified Support:<\/strong> Manage customer feedback and app reviews with our AI-powered native inbox, helping you respond faster without context switching.<\/p>\n<\/li>\n<\/ul>\n<p>In short: build your app in Xcode, and let Forvibe for macOS seamlessly ship everything else.<\/p>\n<p>I\u2019d love to hear your feedback and answer any questions you have! \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>Love the idea but I’d be curious how customizable everything is.Automation is great, but sometimes store listings need very specific tweaks to perform 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So basically this removes the part of app development we all procrastinate on the \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This would ‘ve saved me hours on my last app launch. Especially the screenshot and pricing parts those always take way longer than 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How deep does the localization go? Is just translation or does it adapt screenshots and copy based on cultural context too ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love to know when a windows version is coming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arcanedgeai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arcanedgeai<\/a> Hello, thank you for your question. We are not currently planning to develop a Windows application.<\/p>\n<p>You can use it via <a href=\"http:\/\/forvibe.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">forvibe.app<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The localization and screenshot generation piece is what gets overlooked most. You spend weeks on the app and then rush the store listing in a day because you’re exhausted. Anything that removes that friction is worth it for solo devs. Does it handle App Store Connect metadata versioning or is it one-way push?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stefansamne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stefansamne<\/a> Hello, you can push the changes you make on Forvibe to the app stores with a single click.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 PRODUCTHUNT60 code doesn’t work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@designbyjm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@designbyjm<\/a> Hey Jacob, the code has expired. Can you try again now?<\/p>\n<p>Thanks for reporting the problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>okay this one hits. shipping apps is fun till you get stuck doing all the annoying app store stuff in 20 tabs for hours. having one native mac app handle that mess sounds super useful.<\/p>\n<p>curious, what\u2019s the feature people get hooked on first when they try it, screenshots, pricing, or the landing page part?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>This is a very real pain point. Building the app is usually the exciting part, but everything that comes after that like store listings, localization, screenshots, pricing, and legal pages can easily turn into a full workflow on its own. Bringing all of that into a native Mac app makes the whole pitch feel much more compelling.<\/p>\n<p>Curious, which part saves developers the most time in practice, localization, screenshots, or release management itself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QTFMCEXUH66OVG\" class=\"app-title\">MetricMap<\/a><\/p>\n<div class=\"one-liner\">Track revenue, ads, web vitals, & user insights in one hub<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aSaaS\u548c\u7535\u5546\u521b\u59cb\u4eba\u6253\u9020\u7684\u4e00\u7ad9\u5f0f\u5206\u6790\u5e73\u53f0\uff0c\u901a\u8fc7\u6574\u5408\u5e7f\u544a\u652f\u51fa\u3001\u8425\u6536\u6570\u636e\u548c\u7f51\u7ad9\u6027\u80fd\u76d1\u63a7\uff0c\u5728\u5355\u4e00\u89c6\u56fe\u4e2d\u89e3\u51b3\u6570\u636e\u788e\u7247\u5316\u95ee\u9898\uff0c\u5e2e\u52a9\u7528\u6237\u6e05\u6670\u5224\u65ad\u8425\u9500\u6d3b\u52a8\u7684\u771f\u5b9e\u76c8\u5229\u80fd\u529b\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\/2e87e949-e5fd-4c40-b6b9-73a71663caaa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f12b6b90-b028-4114-a7fa-f270c18079ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16304e19-ff59-414f-859b-f7ed23ebb37b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/249bc6a4-62a3-45d4-85a2-866a36c82c83.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c53a6915-800e-4bcf-8d47-5ace26510b28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf1fc3fe-0c55-43f7-9176-ffb8dfb23172.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb06923c-f473-4a29-9175-d44443ea7cee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Marketing attribution<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">SaaS\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5f52\u56e0<\/span><br \/>\n <span class=\"tag\">\u8425\u6536\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u6027\u80fd\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e00\u7ad9\u5f0f\u4eea\u8868\u677f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u6570\u636e\u788e\u7247\u5316\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u6574\u5408\u5e7f\u544a\u3001\u8425\u6536\u548c\u6027\u80fd\u6570\u636e\u662f\u6838\u5fc3\u4f18\u52bf\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5f52\u56e0\u51c6\u786e\u6027\u3001\u4ea7\u54c1\u5bf9SaaS\/\u7535\u5546\u7684\u4fa7\u91cd\u3001\u4eea\u8868\u677f\u5982\u4f55\u5e73\u8861\u7b80\u6d01\u4e0e\u6df1\u5ea6\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301\u793e\u533a\u63a8\u8350\u7b49\u7279\u5b9a\u6d41\u91cf\u6765\u6e90\u7684\u8ffd\u8e2a\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 MetricMap\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u75bc\u75db\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u521b\u59cb\u4eba\u7684\u201c\u6570\u636e\u75b2\u52b3\u201d\u3002\u5b83\u5e76\u975e\u53d1\u660e\u65b0\u7684\u5206\u6790\u7ef4\u5ea6\uff0c\u800c\u662f\u626e\u6f14\u4e86\u4e00\u4e2a\u5173\u952e\u7684\u201c\u6570\u636e\u8fde\u63a5\u5668\u201d\u89d2\u8272\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u4e2a\u529f\u80fd\u591a\u5f3a\u5927\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u91cd\u6784\u6570\u636e\u6d88\u8d39\u7684\u5de5\u4f5c\u6d41\u2014\u2014\u5c06\u539f\u672c\u9700\u8981\u8de8\u5e73\u53f0\u3001\u624b\u52a8\u5173\u8054\u7684\u201c\u8c03\u67e5\u201d\u8fc7\u7a0b\uff0c\u8f6c\u53d8\u4e3a\u53ef\u5373\u65f6\u89c2\u5bdf\u7684\u201c\u6d1e\u5bdf\u201d\u5448\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u53cd\u590d\u5f3a\u8c03\u7684\u201cAds + Revenue + Web Vitals\u201d\u7ec4\u5408\uff0c\u662f\u5176\u6700\u7280\u5229\u7684\u6d1e\u5bdf\u3002\u5b83\u5c06\u5546\u4e1a\u7ed3\u679c\uff08\u8425\u6536\uff09\u3001\u8fd0\u8425\u52a8\u4f5c\uff08\u5e7f\u544a\uff09\u548c\u4ea7\u54c1\u5065\u5eb7\u5ea6\uff08\u6027\u80fd\uff09\u8fd9\u4e09\u4e2a\u5e38\u88ab\u5b64\u7acb\u5ba1\u89c6\u7684\u7ef4\u5ea6\u5f3a\u884c\u5173\u8054\uff0c\u76f4\u6307\u4e00\u4e2a\u672c\u8d28\u95ee\u9898\uff1a\u8f6c\u5316\u4e0b\u6ed1\uff0c\u7a76\u7adf\u662f\u8425\u9500\u5931\u6548\uff0c\u8fd8\u662f\u4ea7\u54c1\u201c\u751f\u75c5\u201d\uff1f\u8fd9\u4ece\u201c\u5bfb\u627e\u8d23\u4efb\u65b9\u201d\u8f6c\u5411\u4e86\u201c\u8bca\u65ad\u7cfb\u7edf\u95ee\u9898\u201d\uff0c\u662f\u601d\u7ef4\u5c42\u9762\u7684\u5347\u7ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6570\u636e\u6574\u5408\u7684\u6df1\u5ea6\u51b3\u5b9a\u4ef7\u503c\u5929\u82b1\u677f\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8de8\u6e20\u9053\u5f52\u56e0\u51c6\u786e\u6027\u7684\u8d28\u7591\uff0c\u70b9\u4e2d\u4e86\u6240\u6709\u6574\u5408\u5e73\u53f0\u7684\u6280\u672f\u547d\u95e8\u3002\u5176\u6b21\uff0c\u5728\u201c\u4e00\u7ad9\u5f0f\u201d\u4e0e\u201c\u7b80\u6d01\u6613\u7528\u201d\u4e4b\u95f4\u5b58\u5728\u5929\u7136\u5f20\u529b\u3002\u529f\u80fd\u5806\u780c\u6613\uff0c\u4f53\u9a8c\u7cbe\u70bc\u96be\uff0c\u5982\u4f55\u8ba9\u7528\u6237\u4e0d\u88ab\u6d77\u91cf\u6570\u636e\u6df9\u6ca1\uff0c\u5c06\u662f\u6301\u7eed\u8003\u9a8c\u3002\u6700\u540e\uff0c\u5176\u201c\u521b\u59cb\u4eba\u4e2d\u5fc3\u201d\u7684\u5b9a\u4f4d\u65e2\u662f\u4f18\u52bf\u4e5f\u662f\u5c40\u9650\u3002\u5bf9\u4e8e\u5feb\u901f\u6210\u957f\u671f\u4e4b\u540e\u7684\u516c\u53f8\uff0c\u5176\u6570\u636e\u7ef4\u5ea6\u548c\u6cbb\u7406\u80fd\u529b\u53ef\u80fd\u65e0\u6cd5\u6ee1\u8db3\u4e13\u4e1a\u56e2\u961f\u7684\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMetricMap\u4ee3\u8868\u4e86\u5f53\u524d\u5de5\u5177\u5e02\u573a\u7684\u4e00\u4e2a\u8d8b\u52bf\uff1a\u4ece\u63d0\u4f9b\u5355\u4e00\u9524\u5b50\uff0c\u8f6c\u5411\u4ea4\u4ed8\u4e00\u4e2a\u89e3\u51b3\u7279\u5b9a\u5de5\u79cd\uff08\u5982\u521b\u59cb\u4eba\uff09\u5168\u90e8\u95ee\u9898\u7684\u5de5\u5177\u7bb1\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u96c6\u6210\u751f\u6001\u7684\u7a33\u56fa\u6027\u3001\u6570\u636e\u5173\u8054\u7684\u667a\u80fd\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u529f\u80fd\u81a8\u80c0\u4e2d\u575a\u5b88\u6700\u521d\u201c\u65e0\u566a\u97f3\u201d\u7684\u7b80\u6d01\u627f\u8bfa\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u98a0\u8986\u8005\uff0c\u800c\u662f\u4e00\u4e2a\u6548\u7387\u91cd\u6784\u8005\uff0c\u5176\u5e02\u573a\u7a7a\u95f4\u53d6\u51b3\u4e8e\u6709\u591a\u5c11\u521b\u59cb\u4eba\u5df2\u5bf9\u201c\u5728\u4e94\u4e2a\u6807\u7b7e\u9875\u95f4\u8df3\u8f6c\u201d\u611f\u5230\u5fcd\u65e0\u53ef\u5fcd\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\">MetricMap<\/span>\n <\/div>\n<div class=\"comment-content\">MetricMap.tech: The all-in-one analytics for SaaS & E-com founders. Stop juggling tools. Track Ads ROI, Revenue (Stripe\/Paddle\/Lemon Squeezy), and User Behavior in one dashboard. From Web Vitals and Error monitoring to real-time Visitor Maps\u2014get a full view of your product health. Key Features: Ads & Revenue: Connect marketing spend to MRR\/Sales. Tech Health: Monitor Web Vitals & Errors. User Insights: Sessions, Events, and Behavior. Privacy-first: Simple setup, no noise.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt community! \ud83d\udc4b<\/p>\n<p>I\u2019m Maksym, a full-stack BI specialist and a serial indie hacker.<\/p>\n<p>Building 10+ SaaS products simultaneously taught me one painful lesson: standard analytics tools are either too noisy or too disconnected. I found myself jumping between Google Analytics for traffic, Stripe for revenue, and Meta\/Google Ads for spend, trying to manually calculate if I\u2019m actually profitable.<\/p>\n<p>I built MetricMap to solve my own headache. I wanted a single dashboard that connects the dots between a click on an ad and a refund in Stripe, without losing sight of technical health like Web Vitals and Errors.<\/p>\n<p>Why MetricMap?<\/p>\n<p>Founder-Centric: No “fluff” metrics. Only what drives growth: MRR, ROI, Funnels, and Churn.<\/p>\n<p>Deep Integrations: Native support for Stripe, Paddle, Lemon Squeezy, and Polar.<\/p>\n<p>Full Context: Track not just how much you make, but why – by monitoring user behavior and site performance (Web Vitals) in the same view.<\/p>\n<p>Ads Intelligence: We are rolling out Ad spend tracking for Meta and Google Ads to help you see your true Marketing Attribution.<\/p>\n<p>As someone who bootstraps every project, I know how vital every dollar of ad spend is. I\u2019d love for you to try MetricMap and tell me what\u2019s missing for your specific workflow.<\/p>\n<p>Special Offer for PH: I\u2019m excited to offer a special discount [or mention a lifetime deal\/extended trial] for the Product Hunt community today!<\/p>\n<p>I’ll be here all day to answer your questions. Let\u2019s build better businesses with better data! \ud83d\ude80<\/p>\n<p>Best,<br \/>\nMaksym<\/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>this hits a real pain tbh. most people don\u2019t wanna open 5 tools just to answer one simple question like \u201care we actually making money from this?\u201d the ads + revenue + web vitals combo is what makes this feel different to me.<\/p>\n<p>curious, did you build this more for saas first or ecommerce first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks, <a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> ! You nailed it\u2014nobody wants to be a “human API” jumping between 5 tabs just to check profitability.<\/p>\n<p>To answer your question: we built it with a <strong>“SaaS-first” DNA<\/strong> because of the complexity of recurring revenue and churn, but the architecture is perfectly optimized for <strong>E-commerce<\/strong> too.<\/p>\n<p>The “Ads + Revenue + Web Vitals” combo is our secret sauce. Often, an E-com store owner wonders why conversion dropped, and MetricMap shows them it wasn’t the ad\u2014it was a spike in LCP or a specific frontend error that happened exactly when the campaign scaled.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Exactly, <a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> ! It\u2019s all about seeing the “Full Funnel.” When you realize the ad didn’t fail but the LCP spike did, you save thousands in wasted ad spend.<\/p>\n<p>That\u2019s the BI-specialist approach I wanted to bring to every founder. If you have a moment, I’d love to get your thoughts on the dashboard.<\/p>\n<p>Btw, the <strong>20% launch discount<\/strong> is live if you want to test it on your current projects!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a smart angle. A lot of founders don\u2019t really have an analytics problem, they have a fragmentation problem. Revenue is in one place, ad spend in another, product behavior somewhere else, and making sense of it all takes more effort than it should. Bringing those signals together in one view feels genuinely useful.<\/p>\n<p>Curious, what ends up being the biggest aha moment for users once they connect everything, ad ROI, churn patterns, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@akshay_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a> Spot on, Akshay! “Fragmentation fatigue” is exactly what we\u2019re tackling.<\/p>\n<p>From what we’ve seen, the biggest “aha” moment is usually the <strong>unmasked Ads ROI<\/strong>. Founders often see high traffic or low CPC, but when they see that specific cohorts from an ad campaign actually have a high churn rate or low LTV within the same dashboard, it changes their entire marketing strategy instantly. It\u2019s about moving from “vanity metrics” to “sanity metrics.” <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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> Cheers, <a href=\"https:\/\/www.producthunt.com\/@akshay_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a>! \ud83d\udc4a Glad we’re on the same page. If you ever decide to dive deeper into your ROI data, MetricMap is ready for you (with a nice PH discount today). \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So this is basically the finally I know what”s going on in my in my business dashboard \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For early stages SaaS this could replaces 3_4 tools easily .Stripe analytic error monitoring alone is a big win. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The all in one angle is great but dashboards like this can get overwhelming fast. Curious how you’re handling simplicity vs depth. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! \ud83c\udf89 <\/p>\n<p>The “stop juggling tools” angle really hits home \u2014 switching between GA4, Stripe, and ad dashboards every morning is genuinely exhausting.<\/p>\n<p>One question: does MetricMap support tracking conversions from referral sources like Product Hunt or Reddit? As a maker tracking where my users actually come from, that would be the feature that gets me to switch immediately.<\/p>\n<p>The web vitals + revenue combo in one view looks really powerful. Upvoted! \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> Thanks for the support, <a href=\"https:\/\/www.producthunt.com\/@yagnesh_hihoriya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yagnesh_hihoriya<\/a>! \ud83d\ude4c<\/p>\n<p>To answer your question: <strong>Yes, absolutely!<\/strong> MetricMap tracks referral sources out of the box. You can see exactly how many users came from Product Hunt or Reddit and, more importantly, how they convert into actual revenue.<\/p>\n<p>We wanted to move beyond just “page views” from these sources and show you the real ROI of your community marketing efforts.<\/p>\n<p>Since you\u2019re tracking multiple sources right now, I\u2019d love for you to try our dashboard and see how it simplifies your morning routine. Don’t forget to use the <strong>20% PH discount<\/strong>! \ud83d\ude80<\/p>\n<p>Would love to hear which source is usually the hardest for you to track accurately?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> Thanks for the support, <a href=\"https:\/\/www.producthunt.com\/@yagnesh_hihoriya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yagnesh_hihoriya<\/a>! \ud83d\ude4c<\/p>\n<p>To answer your question: <strong>Yes, absolutely!<\/strong> MetricMap tracks referral sources out of the box. You can see exactly how many users came from Product Hunt or Reddit and, more importantly, how they convert into actual revenue.<\/p>\n<p>Since you\u2019re tracking multiple sources right now, I\u2019d love for you to take MetricMap for a spin. We have a special <strong>20% discount for the first 3 months<\/strong> for the PH community today!<\/p>\n<p>Grab it here: <a href=\"http:\/\/MetricMap.tech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">MetricMap.tech<\/a> \u2014 would love to hear which source is usually the hardest for you to track?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 accurate is the attribution between ad spend and actual revenue ?Especially across multiple channels like Meta, Google, etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Quick Update: New Landing Page Live! \ud83d\ude80<\/strong><\/p>\n<p>I\u2019ve just updated our landing page to better showcase our ecosystem. We\u2019re doubling down on integrations to finally kill that fragmentation pain:<\/p>\n<\/p>\n<p>\u2705 <strong>Live:<\/strong> Stripe, Paddle, Lemon Squeezy, Polar, Shopify, Dodo Payments. <\/p>\n<\/p>\n<p>\ud83d\udee0\ufe0f <strong>Coming Soon:<\/strong> Meta Ads, Google Ads, TikTok, Instagram & Threads.<\/p>\n<p>Now you can see exactly how your revenue connects to your tech health in one view.<\/p>\n<p>Check out the new look (and grab your <strong>20% OFF for 3 months<\/strong>): \ud83d\udc49 <a href=\"http:\/\/MetricMap.tech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">MetricMap.tech<\/a><\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c47054a-19e5-4919-a276-d649bfc46539.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<\/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\/7NFVIXZSUCAAL7\" class=\"app-title\">Doccupine<\/a><\/p>\n<div class=\"one-liner\">Open source AI-ready documentation platform.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Doccupine\u662f\u4e00\u6b3e\u5f00\u6e90\u3001AI\u5c31\u7eea\u7684\u6587\u6863\u5e73\u53f0\uff0c\u901a\u8fc7CLI\u5c06Markdown\/MDX\u6587\u4ef6\u5feb\u901f\u8f6c\u5316\u4e3a\u7f8e\u89c2\u7684\u6587\u6863\u7f51\u7ad9\uff0c\u652f\u6301\u81ea\u5e26AI\u6a21\u578b\u548cMCP\u96c6\u6210\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6587\u6863\u5de5\u5177\u6210\u672c\u9ad8\u3001\u6280\u672f\u9501\u5b9a\u548c\u96be\u4ee5\u878d\u5165\u73b0\u4ee3AI\u5de5\u4f5c\u6d41\u4e2d\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\/21755a28-a42b-4ef8-8907-5b156b5cc2ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b27ca4d-e2a6-4cb3-babd-2d0c3a21dbf5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef6f2517-acbd-4285-acef-cd9cba0aa0de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/32397420-8b73-41c2-83c9-cb4e2c16e7a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/11f1f695-a493-4b16-8460-23b2f890d2ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u6587\u6863\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u5c31\u7eea\u6587\u6863<\/span><br \/>\n <span class=\"tag\">Markdown\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u5e26AI\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">MCP\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u5373\u4ee3\u7801<\/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\u5f00\u6e90\u3001\u81ea\u5e26AI\u6a21\u578b\u53caMCP\u96c6\u6210\u7684\u65b9\u5411\uff0c\u4f46\u666e\u904d\u8d28\u7591\u5176\u4e0e\u73b0\u6709\u5de5\u5177\uff08\u5982Docusaurus\uff09\u7684\u6838\u5fc3\u5dee\u5f02\u5316\u548c\u4ed8\u8d39\u4ef7\u503c\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u66f4\u6e05\u6670\u5c55\u793a\u6210\u679c\uff08\u5982\u524d\u540e\u793a\u4f8b\uff09\u3001\u660e\u786eAI\u529f\u80fd\u7684\u5177\u4f53\u4ef7\u503c\u3001\u4f18\u5316\u65b0\u624b\u4e0a\u624b\u4f53\u9a8c\uff0c\u4ee5\u53ca\u9610\u660e\u514d\u8d39\u81ea\u6258\u7ba1\u4e0e\u4ed8\u8d39\u6258\u7ba1\u5e73\u53f0\u4e4b\u95f4\u7684\u6838\u5fc3\u4ed8\u8d39\u4f18\u52bf\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 Doccupine\u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u9971\u548c\u4f46\u5b9e\u5219\u5b58\u5728\u7ed3\u6784\u6027\u75db\u70b9\u7684\u5e02\u573a\u3002\u5176\u771f\u6b63\u7684\u950b\u8292\u5e76\u975e\u5728\u4e8e\u201c\u5c06Markdown\u53d8\u6210\u6f02\u4eae\u6587\u6863\u201d\u2014\u2014\u8fd9\u5df2\u662f\u7ea2\u6d77\uff0c\u800c\u5728\u4e8e\u5176\u524d\u77bb\u6027\u5730\u5c06\u6587\u6863\u5b9a\u4f4d\u4e3a\u201cAI\u5c31\u7eea\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u901a\u8fc7\u5f00\u6e90CLI\u3001\u652f\u6301\u81ea\u5e26AI\u6a21\u578b\uff08BYO AI\uff09\u548c\u5185\u7f6eMCP\u670d\u52a1\u5668\uff0c\u5b83\u8bd5\u56fe\u5c06\u6587\u6863\u4ece\u9759\u6001\u7684\u5c55\u793a\u5c42\uff0c\u5347\u7ea7\u4e3a\u53ef\u76f4\u63a5\u4e0eAI\u5f00\u53d1\u5de5\u4f5c\u6d41\u5bf9\u8bdd\u7684\u52a8\u6001\u77e5\u8bc6\u6e90\u3002\u8fd9\u6b65\u68cb\u7784\u51c6\u7684\u662f\u5f00\u53d1\u8005\u5bf9\u4f9b\u5e94\u5546\u9501\u5b9a\u548c\u9ed1\u7bb1AI\u7684\u6df1\u5c42\u7126\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u5316\u7684\u8106\u5f31\u6027\u5728\u8bc4\u8bba\u4e2d\u66b4\u9732\u65e0\u9057\u3002\u5f53\u6838\u5fc3\u5f00\u6e90\u7248\u672c\u5df2\u8db3\u591f\u5f3a\u5927\u65f6\uff0c\u4ed8\u8d39\u6258\u7ba1\u5e73\u53f0\u63d0\u4f9b\u7684\u201c\u7528\u6237\u6743\u9650\u201d\u3001\u201c\u53ef\u89c6\u5316\u7f16\u8f91\u201d\u7b49\u529f\u80fd\uff0c\u5bf9\u4e8e\u7cbe\u6253\u7ec6\u7b97\u7684\u5f00\u53d1\u8005\u56e2\u961f\u800c\u8a00\uff0c\u662f\u5426\u503c\u56de\u7968\u4ef7\uff0c\u5b58\u5728\u5de8\u5927\u7591\u95ee\u3002\u8bc4\u8bba\u4e2d\u201c$200\/\u6708 vs. \u514d\u8d39\u81ea\u6258\u7ba1\u201d\u7684\u5c16\u9510\u5bf9\u6bd4\uff0c\u76f4\u6307\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5982\u679c\u4ed8\u8d39\u529f\u80fd\u53ea\u662f\u5f00\u6e90\u529f\u80fd\u7684\u4fbf\u5229\u6027\u5305\u88c5\uff0c\u800c\u975e\u4e0d\u53ef\u66ff\u4ee3\u7684\u80fd\u529b\uff0c\u90a3\u4e48\u5176\u62a4\u57ce\u6cb3\u5c06\u975e\u5e38\u6d45\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5f53\u524d\u7684\u8868\u8ff0\u4e5f\u9677\u5165\u4e86\u201c\u529f\u80fd\u7f57\u5217\u201d\u7684\u9677\u9631\uff0c\u8fc7\u4e8e\u5f3a\u8c03\u652f\u6301\u201c12+\u6a21\u578b\u201d\uff0c\u5374\u672a\u6e05\u6670\u9610\u91ca\u201cAI\u8d4b\u80fd\u6587\u6863\u201d\u7a76\u7adf\u4e3a\u7ec8\u7aef\u7528\u6237\u521b\u9020\u4e86\u4f55\u79cd\u5177\u4f53\u3001\u53ef\u611f\u77e5\u7684\u65b0\u4ef7\u503c\u3002\u8fd9\u5bb9\u6613\u8ba9\u75b2\u60eb\u4e8e\u201cAI\u5671\u5934\u201d\u7684\u5f00\u53d1\u8005\u4ea7\u751f\u53cd\u611f\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u8d85\u8d8a\u201c\u53e6\u4e00\u4e2a\u6587\u6863\u751f\u6210\u5668\u201d\u7684\u5b9a\u4f4d\uff0c\u771f\u6b63\u8bc1\u660e\u5176\u4f5c\u4e3a\u201cAI\u539f\u751f\u77e5\u8bc6\u5c42\u201d\u7684\u4e0d\u53ef\u66ff\u4ee3\u6027\uff0c\u5e76\u56f4\u7ed5\u6b64\u6784\u5efa\u575a\u5b9e\u7684\u4ed8\u8d39\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\">Doccupine<\/span>\n <\/div>\n<div class=\"comment-content\">Open source CLI turns your Markdown or MDX files into beautiful documentation. Bring your own AI model plus MCP support. Our hosted platform includes a visual editor, pending changes, custom domains, and team collaboration.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the direction but I’m curious what makes this stand out vs existing tools like Docusaurus or Maintlify?the Feels like a crowded space, so differentiation will be key.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Solid for devs turning Markdown\/MDX into AI-ready docs with collaboration is handy. Could land stronger with the key outcome up front build beautiful AI powered docs from your files, with team collaboration and custom domains.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Product Hunt! I’m Luan, one of the founders here at Doccupine.<\/p>\n<p>I’ve always struggled to find solid documentation tooling. Most solutions are too expensive or too complex. If that’s not the case, they’re locking you in with proprietary tech. None of them let you bring your own AI model or integrate your docs directly into AI development workflows.<\/p>\n<p>Doccupine is an open source CLI (npx doccupine). It turns Markdown and MDX files into a complete documentation website. You can self host it on your server for free. You can also bring your own AI model. To start, we have 12+ popular models from OpenAI, Anthropic, and Google (and we will be adding more). Plug in your API keys and go. Doccupine also comes with an MCP server out of the box.<\/p>\n<p>We’re monetizing through our managed platform. It’s for teams who want user roles and permissions, easy front-end editing, managed AI with transparent budget caps (you can also still bring your own AI model), zero-config deploys, and automatic updates. We’re bootstrapped. Two founders, no VC. We answer every support email. <\/p>\n<p>We’d love your feedback. What would make Doccupine useful for 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luangjokaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luangjokaj<\/a> Really like the idea behind Doccupine especially how it simplifies turning Markdown into a full documentation site.<\/p>\n<\/p>\n<p>One thing I found myself wondering while exploring: the experience seems to start directly from setup (CLI, Node, etc.), which might make it a bit harder for someone new to immediately grasp what they\u2019ll get on the other side.<\/p>\n<\/p>\n<p>How do first-time users typically move from landing on the site to actually trying 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luangjokaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luangjokaj<\/a> If it is Open Source why the Prices<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it compare to <a href=\"https:\/\/www.producthunt.com\/products\/documentation-ai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"documentation-ai\" target=\"_blank\" rel=\"noopener\">@Documentation.AI<\/a>? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> Doccupine is open source and developer-first (MDX\/Git workflow, self-hostable, BYO AI model).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on the launch! <\/p>\n<p>One of the benefits of markdown is that it is stylistically simple but information rich, and your description isn’t (yet) selling me the idea that turning it into a website is useful. Some more explanation, or some before-and-after examples, e.g. a repo containing the md files and a link to the compiled website, would help pitch it to me.<\/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\/@hex_miller_bakewell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hex_miller_bakewell<\/a> Fair point on the examples, and actually <a href=\"https:\/\/docs.doccupine.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>docs.doccupine.com<\/strong><\/a> is itself built with Doccupine, so that’s a live before\/after right there. Each page has a View\/Code toggle so you can see the raw MDX behind it in plain text.<\/p>\n<\/p>\n<p>But I’d push back a little on the framing: pretty docs isn’t really the pitch. Plenty of tools do that. What makes Doccupine different is the MCP server baked in from the CLI level, AI integration with no vendor lock-in (bring your own model, your own API keys), and a workflow that fits how developers already work. The docs are just the output, the value is in how they connect to your tooling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83c\udf89 <\/p>\n<p>The MCP support is what really caught my attention \u2014 most documentation tools treat AI as an afterthought, but baking it in from the CLI level is a smart architectural decision. <\/p>\n<p> Quick question: how does Doccupine handle versioning for docs? For example, if I’m documenting a web tool that ships updates frequently, can I maintain v1 and v2 docs side by side without duplicating everything? <\/p>\n<p>The Markdown \u2192 beautiful docs pipeline looks really clean. <\/p>\n<p>Upvoted and following to see where this goes! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yagnesh_hihoriya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yagnesh_hihoriya<\/a> Thanks for the kind words and the upvote!<\/p>\n<p>For versioning, the recommended approach is to use <a href=\"https:\/\/docs.doccupine.com\/sections\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Sections<\/strong><\/a>. You can structure v1 and v2 as separate sections within the same project, keeping them side by side without duplicating your setup.<\/p>\n<p>Glad the MCP architecture stood out, it was a deliberate decision from day one. Docs that can talk to your dev tooling directly just makes sense.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great launch, <a href=\"https:\/\/www.producthunt.com\/@luangjokaj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"luangjokaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luangjokaj<\/a>. Open source doc tool with MCP support. That’s something I don’t see every single day.<\/p>\n<p>I spent about 10 minutes going through the site. One thing caught my attention. You’re leading hard with AI features. 12 models. Bring your own. MCP server. All good things. But here’s the thing. Devs are tired of AI being the main character in every product. The part that got me excited was “npx doccupine” and done. That’s the dream. No setup. No config. <\/p>\n<p>Also looked at your pricing. $200\/month for Pro with one project. Compared to self-hosting for free, I’m not sure what I’m paying for. AI-Powered Documentation Assistant sounds nice but what does it actually do? If it’s just plugging in my API key, that’s a tough sell.<\/p>\n<p>Curious how you’re thinking about this. Either way, cool to see someone building in the open.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 actually pretty nice tbh. docs are one of those things teams need badly, but the tooling around them often ends up being weirdly costly or too opinionated. i like that this gives people a simpler path and still lets them use their own ai setup.<\/p>\n<p>curious, what kind of teams are getting into it fastest right now, solo devs shipping docs or proper teams replacing older tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a strong direction. A lot of documentation tools either get expensive fast or box teams into their own way of working, so the open-source plus bring-your-own-model angle makes this stand out. The MCP support also makes it feel more aligned with where developer workflows are heading.<\/p>\n<p>Curious, are most people starting with the self-hosted CLI route first, or going straight to the managed platform?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CHVS4IMR7XPJYX\" class=\"app-title\">ClipLedger<\/a><\/p>\n<div class=\"one-liner\">Track views & payouts for YouTube Shorts creators<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u7ba1\u7406\u521b\u4f5c\u8005\u6d3b\u52a8\u7684\u56e2\u961f\u548c\u673a\u6784\u8bbe\u8ba1\u7684\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u8ffd\u8e2aYouTube\u89c6\u9891\uff08\u542bShorts\uff09\u64ad\u653e\u91cf\u5e76\u57fa\u4e8e\u9884\u8bbe\u89c4\u5219\u8ba1\u7b97\u5206\u6210\uff0c\u89e3\u51b3\u4e86\u7ee9\u6548\u5236\u5408\u4f5c\u4e2d\u624b\u52a8\u7edf\u8ba1\u7e41\u7410\u3001\u6613\u51fa\u9519\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/5d5064fe-875b-4036-b2a8-c817d7f83dc9.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=DSlcYH-V2zw\"><source src=\"https:\/\/www.youtube.com\/watch?v=DSlcYH-V2zw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e15c956a-fead-4add-9070-3abcbf5fab1e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc9374a8-d3ce-4fbf-8030-08a8b8543f0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b9d062e-93c3-41c5-944e-a79db27e2079.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57a3dfda-6b9a-46f3-996c-cbe3ecd1f02f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12cbd114-9995-41dd-8b79-9d591f62710d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78f62b84-5660-49ca-9448-2c3e6a2a5b40.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\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ee9\u6548\u652f\u4ed8\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u673a\u6784<\/span><br \/>\n <span class=\"tag\">UGC\u6d3b\u52a8\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">YouTube\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a<\/span><br \/>\n <span class=\"tag\">MVP<\/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\u89e3\u51b3\u4e86\u771f\u5b9e\u75db\u70b9\uff08\u5982\u8282\u7701\u65f6\u95f4\u3001\u51cf\u5c11\u7ea0\u7eb7\uff09\uff0c\u5e76\u5173\u6ce8\u76ee\u6807\u5ba2\u6237\uff08\u673a\u6784\/\u516c\u53f8\uff09\u3001\u5e73\u53f0\u6269\u5c55\u8ba1\u5212\uff08Instagram\/TikTok\uff09\u53ca\u6570\u636e\u51c6\u786e\u6027\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u7a81\u51fa\u6838\u5fc3\u8282\u7701\u65f6\u95f4\u5356\u70b9\u3001\u660e\u786e\u5b9a\u4ef7\u7ec6\u5219\u3001\u589e\u52a0\u9762\u5411\u521b\u4f5c\u8005\u7684\u6570\u636e\u900f\u660e\u4eea\u8868\u76d8\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ClipLedger\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u5173\u952e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u521b\u4f5c\u8005\u7ecf\u6d4e\u7684\u4e2d\u540e\u53f0\u7ba1\u7406\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u6570\u636e\u6293\u53d6\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u201c\u7ee9\u6548\u652f\u4ed8\u9886\u57df\u7684Stripe\u201d\u2014\u2014\u901a\u8fc7\u81ea\u52a8\u5316\u4e0e\u89c4\u5219\u5f15\u64ce\uff0c\u5c06\u6a21\u7cca\u3001\u6613\u751f\u7ea0\u7eb7\u7684\u521b\u4f5c\u8005\u5206\u6210\u8ba1\u7b97\uff0c\u8f6c\u5316\u4e3a\u4e00\u4e2a\u6807\u51c6\u5316\u3001\u53ef\u5ba1\u8ba1\u7684\u6d41\u7a0b\u3002\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u8425\u9500\u673a\u6784\u548c\u54c1\u724c\u65b9\u5728UGC\u6d3b\u52a8\u89c4\u6a21\u5316\u540e\u7684\u7ba1\u7406\u76f2\u533a\uff1a\u4fe1\u4efb\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u4ea7\u54c1\u6700\u7280\u5229\u7684\u6d1e\u5bdf\u6216\u8bb8\u4e0d\u662f\u8282\u7701\u5de5\u65f6\uff0c\u800c\u662f\u90a3\u4f4d\u7528\u6237\u6307\u51fa\u7684\u201c\u5f53\u53cc\u65b9\u770b\u5230\u76f8\u540c\u6570\u636e\u65f6\uff0c\u4e89\u5435\u5c31\u505c\u6b62\u4e86\u201d\u3002\u8fd9\u6697\u793a\u5176\u6f5c\u5728\u4ef7\u503c\u662f\u5145\u5f53\u54c1\u724c\u4e0e\u521b\u4f5c\u8005\u4e4b\u95f4\u7684\u201c\u4e2d\u6027\u6570\u636e\u4ef2\u88c1\u5c42\u201d\uff0c\u4ece\u800c\u964d\u4f4e\u534f\u4f5c\u7684\u6469\u64e6\u6210\u672c\uff0c\u8fd9\u8fdc\u6bd4\u6548\u7387\u63d0\u5347\u66f4\u5177\u5546\u4e1a\u60f3\u8c61\u529b\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u5bf9\u5176\u6570\u636e\u6e90\u7684\u6743\u5a01\u6027\u3001\u5ef6\u8fdf\u4e0e\u6ce2\u52a8\u5904\u7406\u80fd\u529b\u63d0\u51fa\u4e86\u8fd1\u4e4e\u82db\u523b\u7684\u8981\u6c42\uff0c\u4efb\u4f55\u6570\u636e\u504f\u5dee\u90fd\u4f1a\u76f4\u63a5\u6467\u6bc1\u5176\u4fe1\u4efb\u6839\u57fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u76ee\u524d\u5176\u7b56\u7565\u660e\u667a\uff1a\u805a\u7126YouTube\u5355\u70b9\u7a81\u7834\uff0c\u4e0e\u65e9\u671f\u7528\u6237\u5171\u5efa\u3002\u4f46\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u5176\u4e00\uff0c\u5e73\u53f0\u65b9API\u7684\u6743\u9650\u4e0e\u6570\u636e\u66f4\u65b0\u9891\u7387\u662f\u6700\u5927\u5916\u90e8\u98ce\u9669\uff1b\u5176\u4e8c\uff0c\u4ece\u670d\u52a1\u4e8e\u91c7\u8d2d\u65b9\uff08\u54c1\u724c\/\u673a\u6784\uff09\u5230\u53ef\u80fd\u63d0\u4f9b\u521b\u4f5c\u8005\u4eea\u8868\u76d8\uff0c\u5c06\u5fae\u5999\u5730\u6539\u53d8\u5176\u5b9a\u4f4d\u4e0e\u5546\u4e1a\u6a21\u5f0f\uff1b\u5176\u4e09\uff0c\u5f53\u89c4\u5219\u590d\u6742\u5ea6\u63d0\u5347\uff08\u5982\u8de8\u5e73\u53f0\u3001\u8de8\u6d3b\u52a8\u53bb\u91cd\uff09\uff0c\u5176\u5f15\u64ce\u80fd\u5426\u4fdd\u6301\u7b80\u6d01\u53ef\u9760\u4ecd\u662f\u672a\u77e5\u6570\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u529f\u80fd\u70ab\u9177\u7684\u4ea7\u54c1\uff0c\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u9a8c\u8bc1\u521b\u4f5c\u8005\u7ecf\u6d4e\u4ece\u201c\u5173\u7cfb\u9a71\u52a8\u201d\u8fc8\u5411\u201c\u6d41\u7a0b\u9a71\u52a8\u201d\u8fc7\u7a0b\u4e2d\uff0c\u57fa\u7840\u8bbe\u65bd\u7c7b\u5de5\u5177\u662f\u5426\u5df2\u5230\u7206\u53d1\u4e34\u754c\u70b9\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\">ClipLedger<\/span>\n <\/div>\n<div class=\"comment-content\">ClipLedger helps agencies and teams managing creator campaigns automatically track video views and calculate payouts. Instead of manually updating spreadsheets and estimating earnings, ClipLedger fetches view data and calculates payouts automatically based on your campaign rules. Built for teams working with multiple creators, UGC campaigns, and performance-based payouts. We\u2019re onboarding early teams and offering free access (Pro plan) to the first 15 users.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it also track the normal video views or it just does it for YouTube shorts? Is Instagram on the roadmap? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> <\/p>\n<\/p>\n<p>Thanks for asking!<\/p>\n<\/p>\n<p>Right now, ClipLedger supports YouTube videos \u2014 both Shorts and regular videos.<\/p>\n<\/p>\n<p>Instagram and TikTok are on the roadmap. We started with YouTube to stay focused and get the core workflow right first<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Who is the target audience? The creator or the company that collaborates with creators?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Great question \u2014 right now the primary audience is companies and agencies managing creator campaigns.<\/p>\n<p>ClipLedger is built for teams working with multiple creators and handling performance-based payouts, where tracking views and calculating payouts becomes time-consuming.<\/p>\n<p>That said, it can also be useful for individual creators managing collaborations, but the main focus is on teams at scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Great question Nika, and smart answer Begaiym. I’ve worked with creator agencies long enough to know the real headache isn’t just tracking views. It’s the back and forth when creators question the numbers. <\/p>\n<p>ClipLedger solving that with transparent data shared with creators might be even bigger than saving spreadsheet time. When both sides see the same numbers, the fights stop. That’s the kind of trust agencies charge extra for.<\/p>\n<p>Are you thinking about a creator-facing dashboard that shows them the same payout numbers you’re using?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can see agencies running UGC campaigns benefiting a lot from this.Automating payouts alone could save hours every week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Which platforms are supported right now for pulling view data? Just YouTube or also TikTok\/Instagram?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>This solves a very real pain. Managing creator payouts in spreadsheets gets messy fast especially with performance based campaigns. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@begaiym_adylbek_kyzy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"begaiym_adylbek_kyzy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@begaiym_adylbek_kyzy<\/a>, congrats on the launch. I’ve worked with a few agencies running UGC campaigns and spreadsheets are still the default. It’s painful.<\/p>\n<p>I spent some time on your site. A few things stood out to me.<\/p>\n<p>I like the “save 5-10 hours per week” stat. It’s your strongest hook. But it’s buried under a “Why ClipLedger” section halfway down. That number should be in the first sentence someone reads.<\/p>\n<p>Also, the pricing page shows $19 and $49 but doesn’t explain what active tracking means. If I’m an agency with 200 videos, do I need Pro? The jump from 100 to 500 to unlimited makes sense, but active tracking could be clearer.<\/p>\n<p>And lastly the MVP approach is unique. Building with early users is the right move. I’m curious how you’re handling creators who submit the same video to multiple campaigns. Is that something you’re thinking about?<\/p>\n<p>Either way, excited to see where this goes. 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\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> <\/p>\n<\/p>\n<p>Thanks a lot, Taimur \u2014 your feedback is very valuable to us.<\/p>\n<\/p>\n<p>You\u2019re absolutely right about the \u201c5\u201310 hours\u201d point \u2014 we\u2019ll move it up and make it more prominent.<\/p>\n<\/p>\n<p>Also great call on pricing clarity. \u201cActive tracking\u201d has been a bit too internal as a term, so we\u2019ll rework it and make it clearer how it maps to actual usage.<\/p>\n<\/p>\n<p>Regarding duplicate submissions \u2014 at the moment, it\u2019s possible to submit the same video to multiple campaigns. We will address it in the next release.<\/p>\n<\/p>\n<p>Thanks again \u2014 really appreciate the thoughtful insights.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 useful tbh. anything tied to creator payouts gets messy real fast once multiple people and campaign rules are involved, and spreadsheets only work till a point. i like that you kept the scope tight with youtube shorts first.<\/p>\n<p>curious, are early users mostly agencies or in-house teams managing ugc creators?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> <\/p>\n<\/p>\n<p>Thanks, appreciate that.<\/p>\n<\/p>\n<p>It\u2019s still very early for us, so we\u2019re not seeing strong traction yet. We\u2019re actively talking to both agencies and in-house teams to understand where the biggest pain is and who gets the most value.<\/p>\n<\/p>\n<p>Our current assumption is that companies and agencies managing creator campaigns will be the primary users, but we\u2019re still validating this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a pretty practical problem to solve. Once creator campaigns start scaling, payout tracking turns into one of those messy backend tasks that eats way too much time and still leaves room for mistakes. Focusing on YouTube Shorts first also makes sense instead of trying to cover everything at once.<\/p>\n<p>Curious, what part do teams struggle with most right now, collecting the view data or agreeing on payout rules?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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_kumar_hireid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshay_kumar_hireid<\/a> <\/p>\n<\/p>\n<p>Thanks, appreciate that.<\/p>\n<\/p>\n<p>From what we\u2019re seeing so far, both are painful, but in different ways. Collecting view data is time-consuming and manual, while payout rules tend to get messy once there are multiple creators and conditions involved.<\/p>\n<\/p>\n<p>We\u2019re trying to simplify both sides, but especially the part where tracking and payouts connect.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>If you’re managing multiple creators, especially on performance-based campaigns, payouts quickly become messy \u2014 most teams still rely on spreadsheets.<\/p>\n<p>ClipLedger automates this:<br \/>\n\u2013 tracks YouTube Shorts views<br \/>\n\u2013 calculates payouts based on your rules<br \/>\n\u2013 gives full visibility over campaigns and earnings<\/p>\n<p>We\u2019re onboarding early users and offering free Pro access to the first 15 teams in exchange for feedback.<\/p>\n<p>Right now ClipLedger is an MVP focused on YouTube Shorts \u2014 we\u2019re building it closely with early users.<\/p>\n<p>Curious how you’re currently handling payouts \ud83d\udc47<\/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>Love the concept but accuracy is everything here .How do you handle delayed or fluctuating view counts across platforms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 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