{"id":237,"date":"2026-05-30T12:20:12","date_gmt":"2026-05-30T04:20:12","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/30\/2026-05-29\/"},"modified":"2026-05-30T12:20:12","modified_gmt":"2026-05-30T04:20:12","slug":"2026-05-29","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/30\/2026-05-29\/","title":{"rendered":"PH\u70ed\u699c | 2026-05-29"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-29<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-05-29<\/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\/HMYIC7WZZM3MNU\" class=\"app-title\">Ava 2.0<\/a><\/p>\n<div class=\"one-liner\">Your AI BDR that runs outbound sales autonomously<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">328<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ava 2.0 \u662f\u4e00\u4e2a\u5168\u81ea\u4e3b\u8fd0\u884c\u7684 AI \u9500\u552e\u5f00\u53d1\u4ee3\u8868\uff08BDR\uff09\uff0c\u81ea\u52a8\u5b8c\u6210\u4ece2.5\u4ebf+\u4e13\u4e1a\u4eba\u58eb\u4e2d\u7b5b\u9009\u7ebf\u7d22\u3001\u591a\u901a\u9053\u5916\u8054\u3001\u5904\u7406\u5f02\u8bae\u5230\u9884\u8ba2\u4f1a\u8bae\u7684\u6574\u4e2a\u5916\u9500\u6d41\u7a0b\uff0c\u89e3\u51b3\u9500\u552e\u56e2\u961f\u5728\u624b\u52a8\u7ebf\u7d22\u6316\u6398\u3001\u4e2a\u6027\u5316\u89e6\u8fbe\u548c\u6548\u7387\u4f4e\u4e0b\u4e0a\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\/4d066ffc-be7a-4ebb-8fd7-66e4d5b33f70.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a2454e4-e4b0-4967-9e40-deabbdf7bf44.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3dce9cd-9672-467c-a661-7ec796aab0c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f28dab5-efab-4c04-a69a-cbf7f5eddefa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71e15f7b-bb6e-4bfc-9d05-00339b43f6cb.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\/646cc137-eabb-4d84-8e11-42acb0ccbeb0.jpeg?auto=format\" data-video-url=\"http:\/\/youtube.com\/watch?v=bz_gqBour10&feature=youtu.be\"><source src=\"http:\/\/youtube.com\/watch?v=bz_gqBour10&feature=youtu.be\" 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\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5916\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u591a\u901a\u9053\u5916\u8054<\/span><br \/>\n <span class=\"tag\">B2B\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3bBDR<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6548\u7387<\/span><br \/>\n <span class=\"tag\">AI\u5458\u5de5<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u89e6\u8fbe<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6838\u5fc3\u7591\u8651\uff1a\u5168\u81ea\u4e3b\u6a21\u5f0f\u662f\u5426\u6ca6\u4e3a\u201c\u7fa4\u53d1\u5783\u573e\u90ae\u4ef6\u201d\uff0c\u4e2a\u6027\u5316\u662f\u5426\u8db3\u591f\u6df1\uff1b\u57df\u4fe1\u8a89\u5982\u4f55\u4fdd\u62a4\u4ee5\u9632\u89e6\u53d1\u5783\u573e\u90ae\u4ef6\u8fc7\u6ee4\u5668\uff1b\u6210\u672c\u6548\u76ca\uff08\u6bcf\u8054\u7cfb\u6210\u672c\u8fc7\u9ad8\uff09\u3002\u5efa\u8bae\uff1a\u5e94\u6709\u201c\u8c28\u614e\u53d1\u9001\u201d\u7684\u9608\u503c\u673a\u5236\uff0c\u5b66\u4e60\u62d2\u7edd\u548c\u9519\u8bef\u56de\u590d\uff0c\u5e76\u80fd\u5904\u7406\u590d\u6742\u7684\u8d2d\u4e70\u65c5\u7a0b\u7ec6\u5fae\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 Ava 2.0 \u7684\u91ce\u5fc3\u4e0d\u5728\u5de5\u5177\u5c42\u9762\uff0c\u800c\u5728\u66ff\u4ee3\u6574\u4e2a\u521d\u7ea7\u9500\u552e\u5c97\u4f4d\u3002\u4ece\u201cAI\u8f85\u52a9\u201d\u5230\u201c\u5168\u81ea\u4e3b\u201d\uff0c\u5176\u4ef7\u503c\u5e76\u975e\u201c\u591a\u53d1\u9001\u201d\uff0c\u800c\u662f\u901a\u8fc7\u610f\u56fe\u4fe1\u53f7\u6355\u6349\u3001\u591a\u53d8\u91cf\u6d4b\u8bd5\u548c\u81ea\u4e3b\u5904\u7406\u5f02\u8bae\uff0c\u8bd5\u56fe\u89e3\u51b3\u9500\u552e\u6f0f\u6597\u9876\u7aef\u7684\u89c4\u6a21\u5316\u4e0e\u4e2a\u6027\u5316\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u7684\u8d28\u7591\u76f4\u51fb\u547d\u95e8\uff1a\u5f53\u201c\u65e0\u4eba\u5728\u73af\u201d\u65f6\uff0c\u7cfb\u7edf\u8f93\u51fa\u7684\u662f\u201c\u6709\u6548\u4f53\u611f\u201d\u8fd8\u662f\u201c\u4f18\u96c5\u7684\u566a\u58f0\u201d\uff1f\u76ee\u524d\u770b\u6765\uff0c\u4ea7\u54c1\u5728\u201c\u5e7f\u6492\u7f51\u201d\u6548\u7387\u4e0a\u5df2\u65e0\u53ef\u6311\u5254\u2014\u2014300M+\u8054\u7cfb\u4eba\u300115+\u6570\u636e\u6e90\u3001\u591a\u901a\u9053\u5e8f\u5217\uff0c\u4f46\u201c\u4f55\u65f6\u4e0d\u53d1\u9001\u201d\u7684\u51b3\u7b56\u6a21\u578b\u624d\u662f\u771f\u6b63\u62a4\u57ce\u6cb3\u3002\u7528\u6237\u53cd\u9988\u6307\u51fa\uff0c\u57df\u540d\u4fe1\u8a89\u98ce\u9669\u3001\u6210\u672c\u6a21\u578b\u4e0d\u900f\u660e\u3001\u4e2a\u6027\u5316\u6df1\u5ea6\u4e0d\u8db3\u7b49\u95ee\u9898\u5c1a\u672a\u88ab\u5b8c\u7f8e\u56de\u5e94\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5766\u767d\u8bb2\uff0c\u5f53\u524d\u5e02\u573a\u4e0d\u7f3aAI SDR\uff0c\u7f3a\u7684\u662f\u80fd\u533a\u5206\u201c\u5236\u9020\u4f1a\u8bae\u201d\u548c\u201c\u521b\u9020\u4ef7\u503c\u201d\u7684\u667a\u80fd\u4f53\u3002Ava 2.0 \u82e5\u80fd\u5728\u201c\u5168\u81ea\u4e3b\u201d\u57fa\u7840\u4e0a\uff0c\u5efa\u7acb\u6e05\u6670\u7684\u53d1\u9001\u8fb9\u754c\uff08\u5982\u4f4e\u7f6e\u4fe1\u5ea6\u7ebf\u7d22\u81ea\u52a8\u964d\u7ea7\u6216\u4eba\u5de5\u5ba1\u6838\uff09\uff0c\u5e76\u964d\u4f4e\u5355\u4f4d\u83b7\u5ba2\u6210\u672c\uff0c\u624d\u6709\u8d44\u683c\u4ece\u201c\u81ea\u52a8\u5316\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u9500\u552e\u7b56\u7565\u5f15\u64ce\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u628a\u201c\u4eba\u8089\u7fa4\u53d1\u201d\u5347\u7ea7\u6210\u4e86\u201cAI\u7fa4\u53d1\u201d\uff0c\u8fb9\u9645\u6539\u8fdb\u800c\u975e\u8303\u5f0f\u9769\u65b0\u3002\u5bf9\u81ea\u5efa\u9500\u552e\u56e2\u961f\u7684\u4e2d\u5c0f\u4f01\u4e1a\uff0c250\u7f8e\u5143\/\u6708\u7684\u81ea\u52a9\u6a21\u5f0f\u6709\u5438\u5f15\u529b\uff0c\u4f46\u5efa\u8bae\u5148\u505a\u5c0f\u89c4\u6a21\u6d4b\u8bd5\u770b\u9000\u4fe1\u7387\u548c\u8f6c\u5316\u8d28\u91cf\uff0c\u522b\u8ba9\u201c\u4fbf\u5b9c\u201d\u53d8\u6210\u201c\u6602\u8d35\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\">Ava 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Ava is an AI BDR that runs your entire outbound on autopilot. She sources leads from 250M+ professionals, runs multi-channel outreach, and books qualified meetings. Fully autonomously.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<p>I’m Jaspar, co-founder and CEO of Artisan. I started my first business at 7, selling candy from my bedroom. Since then I’ve raised $36M+ to build AI employees and we’re currently at ~$10M ARR.<\/p>\n<p>Some of you might remember our first PH launch in February 2024 when we first launched Ava the AI BDR.<\/p>\n<p>Today we’re releasing Ava 2.0. We rebuilt her from the ground up and she is now fully autonomous and she runs your entire outbound on autopilot. She finds leads, sends personalized outreach, handles objections, and books meetings on your calendar. No human in the loop.<\/p>\n<p>She searches through 300M+ contacts, enriches every lead, and watches for intent signals like funding rounds and leadership changes. She launches personalized multi-channel campaigns, runs continuous multi-variate tests, and auto-optimizes toward what converts. When a prospect replies, Ava reads the response, handles objections, answers questions, and books the meeting.<\/p>\n<p>With Artisan, the entire sales stack lives in one place. Lead discovery, enrichment, signals, sequencing, a dialer, and deliverability infrastructure. All in one platform.<\/p>\n<p>She’s already running outbound for thousands of reps at companies like Corgi, SaaStr, Quora, and CookUnity.<\/p>\n<p>\ud83c\udf81 For the PH community: new users get $300 in free credits. No credit card required. <a href=\"http:\/\/artisan.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">artisan.co<\/a><\/p>\n<p>Jaspar<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jasparcj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasparcj<\/a> Very cool concept but I have to be honest – I have some reservations about the fully autonomous part. As others have mentioned, will this feel like <em>spray and pray<\/em> outreach, or will Ava understand the nuances of the buyer journey? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>with ava running fully autonomous multi channel campaigns on autopilot, how are you guys managing local domain safety under the hood? sending huge volumes of automated personalizations can flag spam filters fast if the inbox infrastructure isn’t airtight. good job team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The hard part with an autonomous BDR is not \u201ccan it send more?\u201d It is whether the system knows when not to send.<\/p>\n<\/p>\n<p>For a tool like Ava, I\u2019d want the review layer to make a few things very visible before outreach goes out: why this account, why now, what evidence supports the angle, what would make this a bad fit, and what the fallback is if confidence is low. Learning from ignores and bad-fit replies matters as much as learning from booked meetings.<\/p>\n<\/p>\n<p>That\u2019s the line between useful outbound automation and just scaling the same spray-and-pray problem with better copy.<\/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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> you can set qualification criteria and Ava checks each lead with an AI research agent. She filters out hard disqualifiers before they enroll, and for anything she can’t verify upfront, she just asks the lead directly before booking!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Looks interesting. The data with Eva covers for niche industries like local small businesses as well or its more relevant for B2B startups and the likes?? <\/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\/@ankur_jeswani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ankur_jeswani<\/a> we have a professional database and a local business database!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you keep it from burning your domain reputation or sending the same outbound style to everyone?<\/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>Congrats. Since Feb 2024, what has changed and what is upcoming on the roadmap? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iamanantgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamanantgupta<\/a> thank you! Ava is now fully autonomous and books meetings with no human in the loop. It’s a ground-up rebuild from our v1. New on top: a built-in dialer, chat to run her in plain language, ML lead scoring, dedicated campaign types (cold, warm, cross-sell\/upsell, signals), and a lot more. Plus self-serve at $250\/mo (down 10x from $2.5k)!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Over the last 3 months, I\u2019ve tested 8\u20139 similar services. All of them had the same problem \u2014 the credits disappear within a few days, and the cost per contact ends up being quite high. Have you calculated the average cost per contact or other metrics?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>fully autonomous outbound with no human in the loop is bold. the personalization has to be genuinely good or you’re just automating spam at scale. curious what the reply rates look like vs a human SDR running the same list<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 <a href=\"https:\/\/www.producthunt.com\/@jasparcj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasparcj<\/a> <a href=\"https:\/\/www.producthunt.com\/@lucas_moeller\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lucas_moeller<\/a> ! Very cool, and timely! Upvoted \ud83d\ude42<\/p>\n<p>I have been juggling around with Apollo\/Prospeo + Clay + ChatGPT and that’s really messy!<\/p>\n<\/p>\n<p>When you say searches contacts and sends outreach messages – which social media handles are included? And how do you measure the output, do you have any numbers around how many of those outreach messages convert? And how it is compared to the traditional manual ways? Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The autonomy is impressive. The open question for me is the one Anna raised: what is the failure mode when Ava is confident and wrong? Outbound is unforgiving, because a confidently wrong message still gets sent and the cost lands on your domain reputation, not on a quiet retry. Curious whether 2.0 has a notion of “not sure enough to send,” or whether everything above a threshold just ships.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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’m just starting out, I have a quick question: in the connected Gmail account I have multiple accounts set up – I was never asked which account will be used to send emails. This means either the default account will be used, or the main account will be used – but which is it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how you think about the economics of outbound if agents become abundant. Historically, the bottleneck wasn\u2019t sending messages, it was hiring, training, and managing SDRs. If every company suddenly has an unlimited number of AI SDRs, does outbound become more effective? or does attention become the new scarce resource?<\/p>\n<p>In other words, does the winner become the company with the best AI, or the prospect with the best filters?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Is this only for B2B ? Also, whats the source of the 300M+ contacts ? Is it across the globe or specific to geography ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vinitvr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinitvr<\/a> not just B2B, we also have a local business database (200M+ businesses). We waterfall-enrich across 15+ providers<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Going from AI-assisted outbound to fully autonomous outbound is a pretty big leap. Curious to see how Ava handles the messy real-world objections that make human reps earn their coffee.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_tyslenok_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_tyslenok_<\/a> thank you! Ava handles objections autonomously based on a knowledge base you set, and anything she’s unsure on escalates to a human. You can also set plain-text escalation rules, e.g. “escalate if they bring up pricing”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super interesting, the enrichment is generated in app, or through APIs\/?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Is it only for B2B?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! A few questions:<br \/>– How does she learn about my ICP, the different segments, and their specificities (buying journey, pain, etc.)<br \/>– Is Ava improving over time? <br \/>– What kind of outreach volume does she handle (via email & LinkedIn)? How does she ensure great deliverability?<br \/>– Is phone call on the roadmap?<br \/>– Among the 300M+ contacts database, what’s most represented? (B2B? US?, 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>is it not working on mobile ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sara_spanger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_spanger<\/a> onboarding needs to be on a computer!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wanted to try out, still wasn\u2019t able to pass onboarding page. After feeling all info, didn\u2019t see next step (on mobile)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@avrutova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avrutova<\/a> sorry, onboarding needs to be on computer!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RYV3RTT7QJJVGO\" class=\"app-title\">\/monitor by Firecrawl<\/a><\/p>\n<div class=\"one-liner\">Notify your AI agent when the web changes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">294<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\/monitor\u901a\u8fc7\u667a\u80fd\u7f51\u9875\u53d8\u66f4\u68c0\u6d4b\u4e0ewebhook\u63a8\u9001\uff0c\u5c06AI\u4ee3\u7406\u4ece\u201c\u5b9a\u65f6\u76f2\u6293\u201d\u548c\u201c\u9ad8\u989dtoken\u6d6a\u8d39\u201d\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u4e13\u6ce8\u4e8e\u5904\u7406\u7f51\u9875\u4e0a\u771f\u6b63\u53d8\u5316\u7684\u5185\u5bb9\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\/158875df-1a0c-436f-9372-74aba00d844b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa2f119a-3afe-4086-9d26-e000c41f8dc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf4f724d-a215-4c90-b05b-f35c514a519a.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\/310e71c2-0d61-4c26-aad4-b34077851b2a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/A8kzzoQt20A\"><source src=\"https:\/\/youtu.be\/A8kzzoQt20A\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u9875\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Webhook<\/span><br \/>\n <span class=\"tag\">\u667a\u80fdDiff<\/span><br \/>\n <span class=\"tag\">Token\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u53d8\u66f4\u901a\u77e5<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u9875\u9762<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">Firecrawl<\/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\u770b\u597d\u5176\u89e3\u51b3\u91cd\u590d\u6293\u53d6\u6d6a\u8d39token\u7684\u6838\u5fc3\u75db\u70b9\u3002\u4f46\u96c6\u4e2d\u5173\u5fc3\u4e09\u4e2a\u95ee\u9898\uff1a\u662f\u5426\u652f\u6301JavaScript\u52a8\u6001\u9875\u9762\uff08\u88ab\u8bc1\u5b9e\u652f\u6301\uff09\u3001\u80fd\u5426\u7cbe\u786e\u5b9a\u4f4d\u9875\u9762\u5185\u7279\u5b9a\u5143\u7d20\u8fdb\u884c\u76d1\u63a7\uff08\u5b98\u65b9\u56de\u590d\u652f\u6301\u6309\u76ee\u6807\u8bbe\u7f6e\uff09\u3001\u4ee5\u53ca\u5982\u4f55\u533a\u5206\u50cf\u7d20\u7ea7\u91cd\u6392\u4e0e\u5b9e\u8d28\u6027\u5185\u5bb9\u53d8\u66f4\u3002\u5408\u89c4\u76d1\u63a7\u548c\u81ea\u7136\u8bed\u8a00\u6458\u8981\u5dee\u5f02\u4e5f\u662f\u9ad8\u9891\u63d0\u53ca\u7684\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 \/monitor\u7684\u51fa\u73b0\uff0c\u672c\u8d28\u4e0a\u662f\u5c06AI Agent\u7684\u201c\u4fe1\u606f\u9965\u6e34\u201d\u8f6c\u5316\u4e3a\u4e00\u79cd\u53ef\u91cf\u5316\u7684\u6210\u672c\u63a7\u5236\u65b9\u6848\u3002\u5b83\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u5f53\u524dAI\u5de5\u4f5c\u6d41\u4e2d\u6700\u9690\u853d\u7684\u6d6a\u8d39\u70b9\uff1a\u4e3a\u7ef4\u6301\u4fe1\u606f\u65b0\u9c9c\u5ea6\u800c\u8fdb\u884c\u7684\u65e0\u5dee\u522b\u66b4\u529b\u6293\u53d6\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u76d1\u63a7\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u201c\u667a\u80fd\u5dee\u5f02\u63d0\u53d6\u201d\u2014\u2014\u8fd9\u76f4\u63a5\u8f6c\u5316\u4e3a90%\u7684Token\u6210\u672c\u524a\u51cf\uff0c\u5bf9\u4e8e\u4efb\u4f55\u89c4\u6a21\u5316\u4f7f\u7528LLM\u7684\u5e94\u7528\u90fd\u662f\u6781\u5177\u8bf4\u670d\u529b\u7684ROI\u8ba1\u7b97\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6211\u4eec\u5fc5\u987b\u8b66\u60d5\u5176\u201c\u573a\u666f\u9677\u9631\u201d\u3002\u4ea7\u54c1\u5ba3\u4f20\u4e2d\u5f3a\u8c03\u7684\u201c\u7ade\u54c1\u8ffd\u8e2a\u201d\u3001\u201c\u653f\u7b56\u76d1\u63a7\u201d\u867d\u7136\u771f\u5b9e\uff0c\u4f46\u5e76\u975e\u6240\u6709\u573a\u666f\u90fd\u9002\u5408\u3002\u4f8b\u5982\uff0c\u76d1\u63a7JavaScript\u91cd\u4ea4\u4e92\u7684\u9875\u9762\uff0c\u5373\u4f7fFirecrawl\u80fd\u6293\u53d6\uff0c\u5176\u53d8\u66f4\u7684\u8bed\u4e49\u590d\u6742\u6027\u4e5f\u53ef\u80fd\u5bfc\u81f4\u5927\u91cf\u201c\u975e\u5b9e\u8d28\u6027\u201d\u544a\u8b66\uff08\u5982\u5e7f\u544a\u8f6e\u64ad\u3001\u65f6\u95f4\u6233\u66f4\u65b0\uff09\uff0c\u4ece\u800c\u62b5\u6d88Token\u8282\u7701\u3002\u5b98\u65b9\u56de\u590d\u4e2d\u63d0\u5230\u7684\u201c\u6309\u76ee\u6807\u8bbe\u7f6e\u201d\u662f\u5e94\u5bf9\u6b64\u95ee\u9898\u7684\u5173\u952e\uff0c\u4f46\u8fd9\u8981\u6c42\u7528\u6237\u80fd\u7cbe\u51c6\u63cf\u8ff0\u76d1\u63a7\u76ee\u6807\uff0c\u5bf9\u975e\u6280\u672f\u4eba\u5458\u5b58\u5728\u4f7f\u7528\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u5176\u201c\u524d\u7f6e\u6210\u672c\u4f30\u7b97\u201d\u548c\u201c\u7b7e\u540dWebhook\u201d\u8bbe\u8ba1\uff0c\u8fd9\u5728\u4f01\u4e1a\u7ea7\u5408\u89c4\u4e0e\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\u4e2d\u81f3\u5173\u91cd\u8981\u3002\u4f46\u4ea7\u54c1\u4ecd\u9700\u56de\u7b54\u4e00\u4e2a\u6839\u672c\u95ee\u9898\uff1a\u5f53\u7f51\u9875\u5185\u5bb9\u5b8c\u5168\u7531API\u52a8\u6001\u9a71\u52a8\u65f6\uff0c\u57fa\u4e8eDOM\u7684Diff\u662f\u5426\u4f1a\u6ca6\u4e3a\u566a\u58f0\u5236\u9020\u673a\uff1f\u957f\u8fdc\u6765\u770b\uff0c\/monitor\u7684\u6311\u6218\u4e0d\u662f\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u662f\u5e2e\u52a9\u7528\u6237\u627e\u5230\u90a3\u4e2a\u201c\u503c\u5f97\u76d1\u63a7\u3001\u53d8\u5316\u6709\u610f\u4e49\u3001\u4e14\u80fd\u81ea\u52a8\u5316\u51b3\u7b56\u201d\u7684\u751c\u871c\u533a\u95f4\uff0c\u5426\u5219\u5b83\u53ea\u662f\u4ece\u4e00\u4e2a\u201c\u5b9a\u65f6\u4efb\u52a1\u201d\u53d8\u6210\u4e86\u4e00\u4e2a\u201c\u66f4\u6602\u8d35\u7684\u901a\u77e5\u5668\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\">\/monitor by Firecrawl<\/span>\n <\/div>\n<div class=\"comment-content\">\/monitor notifies your agent via webhook the moment pages or sites change. Use up to 90% fewer LLM tokens by only ingesting what changes on a page.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b We’re Eric, Caleb, and Nick from Firecrawl. Today we’re launching \/monitor, the easiest way to keep your AI agent in sync with the web.<\/p>\n<p>We built \/monitor because we kept hearing the same thing. A lot of our customers were already using Firecrawl to watch specific pages, re-scraping the same pricing pages, docs, changelogs, and filings on a loop just to catch when something changed. It makes a ton of sense, but doing it by hand means you either over-poll and burn tokens on pages that didn’t change, or under-poll and miss the update that mattered.<\/p>\n<p>So we turned it into a product. Point it at a URL, describe what to track in plain English, and Firecrawl checks the page on your cadence, compares it to the last version, and pings your agent over webhook the moment something meaningful changes. Your agent only ingests what actually changed, so you can cut token usage by up to 90%.<\/p>\n<p>There’s nothing to wire up yourself. The schema, scheduling, diffing, and delivery are all handled for you, and you see the estimated monthly cost before you flip a monitor on. Changes arrive by signed webhook or email, with a permalink for every diff you can hand straight to another agent. It runs on Firecrawl’s \/scrape under the hood, so JS-heavy pages get tracked reliably too.<\/p>\n<p>If you’ve got an agent re-scraping the same docs, changelogs, or competitor pages on a loop, this one’s for you.<\/p>\n<p>You can try it out here: <a href=\"https:\/\/docs.firecrawl.dev\/features\/monitoring\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.firecrawl.dev\/featu…<\/a><\/p>\n<p>Would love to hear what you think.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ericciarla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ericciarla<\/a> Congrats on the launch, It looks like Firecrawl is one of those tools that feels obvious only after you use it. Web data for agents is still messy, especially when pages change.<\/p>\n<p>What use case are you seeing most often for \/monitor?…competitive tracking, docs changes, pricing pages, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ericciarla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ericciarla<\/a> The over-poll versus under-poll tradeoff is exactly the tax nobody budgets for when they wire this up by hand. Pricing the diff before you flip a monitor on is the detail I would not have thought to ask for, but immediately want. One question: when a page changes layout but not meaning, does the diff stay quiet, or does my agent get woken up for a CSS refactor?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been waiting for something like this. Setting up custom polling logic to watch external data sources is one of those tasks that eats 2-3 hours and nobody talks about<\/p>\n<p>Been doing the “scrape on a cron + diff manually” thing for competitor tracking for months. The webhook approach is cleaner. One question\/ does it handle pages that hydrate content via JS after first render?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Web change monitoring via webhooks is something I’ve wanted for competitor tracking for a while. Does it handle JS-rendered pages or only static HTML? A lot of the pages worth monitoring hydrate content after first load.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 compliance monitoring use case feels underexplored here. Regulatory pages, terms of service, and policy documents change infrequently but consequentially. The kind of thing you want an agent to flag immediately when it shifts, not catch on the next scheduled crawl. The challenge is those pages often have boilerplate that changes (cookie banners, footer dates) without the substantive content changing. Curious whether \/monitor lets you scope the watch to a specific element or section of a page, rather than monitoring the full document. that would make it significantly more useful for policy\/legal tracking 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<ol>\n<li>\n<p>How does the tool bypass advanced anti-scraping blocks like Cloudflare or CAPTCHAs?<\/p>\n<\/li>\n<li>\n<p>Can the system detect and highlight a single word change within a text?<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ericciarla\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ericciarla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ericciarla<\/a> <a href=\"https:\/\/www.producthunt.com\/@caleb_peffer\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"caleb_peffer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caleb_peffer<\/a> <a href=\"https:\/\/www.producthunt.com\/@nickscamara\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nickscamara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nickscamara<\/a> Congrats on launching \/monitoring! <\/p>\n<p>The shift from “blind polling” to “intelligent diffing” is exactly what dev teams need to keep AI agent costs under control. I\u2019ve lost count of how many tokens I\u2019ve burned re-scraping unchanged docs.<\/p>\n<p>How does \/monitor handle dynamic content (like JS-heavy dashboards) vs. static text? Does it ignore irrelevant UI changes (like ad rotations or timestamps) to ensure the webhook only fires for <em>meaningful<\/em> data shifts?<\/p>\n<p> \ud83d\udd78\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is one of those features that seems obvious only after someone builds it. Monitoring changes instead of constantly re-scraping pages feels like a much smarter approach. 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\">Super timely addition. Value these days comes from doing the work before it\u2019s needed \ud83d\udc4c <\/p>\n<p>May integrate for competitive analysis in zentrik<\/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\/@jalcantara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jalcantara<\/a> Sounds amazing. Let me know how you like it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can you set rules for what counts as a meaningful change, like only when certain sections or selectors update?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naimz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naimz<\/a> Yeah, so it actually depends on the goal you set. If you set a specific goal about a specific selector, then it will only notify you around that. Vice versa for entire pages!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>agents re scraping entire pages every hour just to check if one price changed is such a waste of tokens and money. only ingesting the diff is how it should’ve always worked<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> 100% this is overdue!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Eric, Caleb, and Nick! \ud83d\udd25<\/p>\n<p>Love this build. The 90% token cut is wild. That’s the number every team running AI products is quietly desperate for.<\/p>\n<p>We pull buyer-side data into FireCoach all day long for sales prospect profiles, and the re-scrape vs. monitor tradeoff is exactly the thing we keep fighting. Going to share this with our engineering team.<\/p>\n<p>Quick question: does the diff get summarized in natural language before hitting the webhook, or does the receiving agent still have to interpret the raw diff?<\/p>\n<p>Either way, this is one of those “obvious in hindsight” products. Nice 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@midori_verity\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@midori_verity<\/a> That’s incredible. Thank you! Right now it’s just the raw diff and the receiving agent has to interpret that raw diff, which they are pretty good at. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZPLOYKYABNIPYB\" class=\"app-title\">Ava Studio<\/a><\/p>\n<div class=\"one-liner\">Your AI creative team for video ads<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">245<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ava Studio\u662f\u4e00\u6b3e\u9762\u5411\u521b\u59cb\u4eba\u548c\u5c0f\u56e2\u961f\u7684AI\u89c6\u9891\u5e7f\u544a\u751f\u6210\u5de5\u5177\uff0c\u901a\u8fc7\u7814\u7a76\u4ea7\u54c1\u3001\u5e02\u573a\u53ca\u7ade\u54c1\uff0c\u81ea\u52a8\u751f\u621050+\u53ef\u7f16\u8f91\u7684\u77ed\u89c6\u9891\u53d8\u4f53\uff0c\u89e3\u51b3\u7528\u6237\u5728TikTok\u3001Reels\u7b49\u5e73\u53f0\u63a8\u5e7f\u65f6\u521b\u610f\u751f\u4ea7\u6162\u3001\u6210\u672c\u9ad8\u3001\u96be\u4ee5\u6d4b\u8bd5\u591a\u89d2\u5ea6\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\/5a099340-3578-4c99-850a-b9c107a32c60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff7b3e5f-df17-4567-82e3-8fe86bdebe1c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9b5abff-173a-47d7-946f-1feacf81726d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe22cdf6-119c-4312-ae46-b936f4b150f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2bb6d8f8-0329-414f-a733-b8e2f90e397b.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\/edebf983-8cf8-4b30-b3aa-a1f472239cfc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WESgrWCCwFk\"><source src=\"https:\/\/youtu.be\/WESgrWCCwFk\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u5e7f\u544a\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u77ed\u89c6\u9891\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u56e2\u961f\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">TikTok\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">Meta\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u53d8\u4f53\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u63a8\u5e7f<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u8425\u9500<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u7814\u7a76\u5148\u884c\u201d\u7684\u4ef7\u503c\uff0c\u4f46\u62c5\u5fe7\u751f\u6210\u5185\u5bb9\u662f\u5426\u540c\u8d28\u5316\u3001\u7f3a\u4e4f\u54c1\u724c\u4e2a\u6027\u3002\u6838\u5fc3\u95ee\u9898\u5305\u62ec\uff1a\u5982\u4f55\u7b5b\u900950+\u53d8\u4f53\u4e2d\u7684\u9ad8\u6f5c\u529b\u89d2\u5ea6\uff1b\u662f\u5426\u652f\u6301\u54c1\u724c\u58f0\u7ebf\u5b9a\u5236\uff1b\u5df2\u751f\u6210\u5e7f\u544a\u7684CPM\u7b49\u5b9e\u9645\u6548\u679c\u6570\u636e\uff1b\u80fd\u5426\u6df1\u5ea6\u96c6\u6210\u7ade\u54c1\u5206\u6790\u5e93\uff1b\u4ee5\u53caB2C SaaS\u4ea7\u54c1\u662f\u5426\u9002\u7528\uff08\u7ecf\u786e\u8ba4\u652f\u6301\uff09\u3002\u521b\u59cb\u4eba\u627f\u8bfa\u6b63\u671d\u201c\u6d4b\u8bd5\u7cfb\u7edf\u201d\u800c\u975e\u201c\u5185\u5bb9\u673a\u5668\u201d\u8fdb\u5316\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 Ava Studio\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u5374\u5e38\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u521b\u59cb\u4eba\u5e76\u975e\u4e0d\u60f3\u505a\u5e7f\u544a\uff0c\u800c\u662f\u88ab\u201c\u96f6\u5230\u4e00\u201d\u7684\u521b\u610f\u751f\u4ea7\u6d41\u7a0b\u538b\u57ae\u3002\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u521b\u610f\u7814\u7a76-\u811a\u672c-\u591a\u89d2\u5ea6\u53d8\u4f53\u201d\u7684\u5168\u94fe\u8def\u538b\u7f29\u81f3\u201c\u8f93\u5165\u4ea7\u54c1\u94fe\u63a5\u201d\u8fd9\u4e00\u52a8\u4f5c\uff0c\u76f4\u63a5\u964d\u4f4e\u4e86\u6d4b\u8bd5\u5e7f\u544a\u521b\u610f\u7684\u95e8\u69db\u3002\u5176\u201c\u7814\u7a76\u5148\u884c\u201d\u7684\u8bbe\u8ba1\uff08\u5206\u6790\u7ade\u54c1\u3001\u5df2\u6709\u6210\u529f\u5e7f\u544a\u6a21\u5f0f\uff09\u8df3\u51fa\u4e86\u591a\u6570AI\u89c6\u9891\u5de5\u5177\u201c\u53ea\u751f\u6210\u4e0d\u601d\u8003\u201d\u7684\u7aa0\u81fc\uff0c\u4e3a\u540e\u7eed\u7684\u6279\u91cf\u53d8\u4f53\u63d0\u4f9b\u4e86\u903b\u8f91\u8d77\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u5f53\u524d\u7684\u98ce\u9669\u4ea6\u5341\u5206\u660e\u663e\u3002\u9996\u5148\uff0c\u201c50+\u53d8\u4f53\u201d\u82e5\u7f3a\u4e4f\u6709\u6548\u7684\u201c\u89d2\u5ea6\u5730\u56fe\u201d\u6216\u201c\u4fe1\u53f7\u56de\u4f20\u201d\u673a\u5236\uff0c\u6781\u6613\u6ca6\u4e3a\u201c\u9ad8\u8d28\u91cfAI\u5783\u573e\u201d\u2014\u2014\u4e0d\u540c\u89c6\u89c9\u5305\u88c5\u4e0b\u4f20\u9012\u540c\u4e00\u5b71\u5f31\u4e3b\u5f20\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5c06\u6784\u5efa\u201c\u6d4b\u8bd5\u7cfb\u7edf\u201d\u662f\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u5c1a\u672a\u5728\u7528\u6237\u8bc4\u8bba\u4e2d\u770b\u5230\u843d\u5730\u65b9\u6848\u3002\u5176\u6b21\uff0c\u54c1\u724c\u58f0\u7ebf\u7684\u6355\u6349\u4f9d\u8d56\u4ea7\u54c1\u7f51\u7ad9\u4fe1\u606f\uff0c\u8fd9\u5bf9\u4e8e\u98ce\u683c\u72ec\u7279\u6216\u975e\u6807\u51c6\u5316\u7684\u54c1\u724c\u53ef\u80fd\u4e0d\u591f\u7cbe\u51c6\uff0c\u5b58\u5728\u201c\u6709\u6548\u4f46\u5e73\u5eb8\u201d\u7684\u9677\u9631\u3002\u6700\u540e\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\uff0c\u7f3a\u4e4f\u80fd\u8bc1\u660e\u201c\u8f6c\u5316\u6548\u679c\u201d\u7684\u706f\u5854\u5ba2\u6237\u6570\u636e\uff08CPM\u3001ROAS\u7b49\uff09\uff0c\u4f7f\u5f97\u5176\u4ef7\u503c\u4e3b\u5f20\u505c\u7559\u5728\u201c\u6548\u7387\u63d0\u5347\u201d\u800c\u975e\u201c\u6548\u679c\u627f\u8bfa\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5bf9\u4e8e\u6708\u6d3b\u6709\u9650\u3001\u6025\u9700\u5feb\u901f\u9a8c\u8bc1\u8425\u9500\u89d2\u5ea6\u7684\u65e9\u671f\u56e2\u961f\uff0cAva Studio\u662f\u6781\u5177\u6027\u4ef7\u6bd4\u7684\u201c\u521b\u610f\u526f\u9a7e\u9a76\u201d\u3002\u4f46\u5bf9\u4e8e\u8ffd\u6c42\u54c1\u724c\u6df1\u5ea6\u6216\u5df2\u5f62\u6210\u6210\u719f\u8425\u9500\u65b9\u6cd5\u8bba\u7684\u56e2\u961f\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u9ad8\u6548\u7684\u7d20\u6750\u751f\u4ea7\u5668\uff0c\u800c\u975e\u6218\u7565\u51b3\u7b56\u5de5\u5177\u3002\u5176\u672a\u6765\u80fd\u5426\u4ece\u201c\u964d\u672c\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u589e\u6548\u5f15\u64ce\u201d\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u201c\u7814\u53d1\u751f\u6210\u201d\u95ed\u73af\u4e3a\u201c\u6d4b\u8bd5\u5b66\u4e60\u201d\u7684\u6b63\u5411\u5faa\u73af\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\">Ava Studio<\/span>\n <\/div>\n<div class=\"comment-content\">Ava Studio researches your product, develops hooks and creative angles, then generates 50+ editable short-form ad variants ready for TikTok, Reels, Meta, and any platform you want to ship on.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I’m Tong, founder of Ava Studio \ud83d\udc4b<\/p>\n<\/p>\n<p>If you\u2019ve ever launched a product, you probably know the feeling: the product is live, the site looks good, users are waiting somewhere\u2026 and now you need ads.<\/p>\n<\/p>\n<p>That\u2019s where a lot of founders get stuck.<\/p>\n<\/p>\n<p>You can stare at ChatGPT trying to write hooks. You can brief an agency that costs more than your MRR. You can spend three hours in Runway or CapCut and end up with one clip you\u2019re not sure is even usable.<\/p>\n<\/p>\n<p>The problem isn\u2019t that founders don\u2019t know their product. It\u2019s that making good ads requires an entire creative workflow: research, briefs, scripts, hooks, actors, product shots, editing, resizing, testing, and iteration.<\/p>\n<\/p>\n<p>We built Ava Studio to make that workflow feel like having a creative team on demand.<\/p>\n<\/p>\n<p>Drop in your product link and Ava studies your product, your market, and the ads already working in your category. Then she generates creative briefs, scripts, and 50+ editable ad variants ready for TikTok, Instagram, Meta, and YouTube.<\/p>\n<\/p>\n<p>What used to take weeks of creative briefs, scripts, edits, and agency back-and-forth now starts from one product link.<\/p>\n<p>Watch me walk through it personally here:<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=2RS2-3qaEhg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=2RS2-3qaEhg<\/a><\/p>\n<\/p>\n<p>A few things people are surprised by when they first try it:<\/p>\n<p>\ud83d\udd39 Ava starts where good agencies start: <strong>research<\/strong>. She studies your product, your category, your competitors, and the ads already winning before writing a single script.<\/p>\n<p>\ud83d\udd39 It does not just make one video. One product link becomes a complete campaign: creative briefs, hooks, scripts, storyboards, actors, product shots, and 50+ editable variants.<\/p>\n<p>\ud83d\udd39 Every output is <strong>remixable<\/strong>. Change the hook, swap the actor, rewrite the script, replace the product shot, or turn one good idea into ten new angles.<\/p>\n<p>\ud83d\udd39 The template library is built around <strong>ads that already work<\/strong>. Browse winning formats by category, clone the structure, and customize it for your product in minutes.<\/p>\n<p>\ud83d\udd39 Ava keeps the whole creative process in <strong>one workspace<\/strong>: research, strategy, scripting, generation, editing, and export for TikTok, Instagram, Meta, and YouTube.<\/p>\n<p>Ava is built for founders and small teams who need ads that look good, move fast, and don\u2019t require hiring an agency.<\/p>\n<\/p>\n<p>Every new account gets 500 free credits, enough to run a full workflow from research to finished variants.<\/p>\n<p>Try it here: <a href=\"http:\/\/avastudio.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">avastudio.com<\/a><\/p>\n<p>Please break it, tell us what\u2019s missing, and send us the weirdest product you can throw at it. We\u2019re building this with founders who actually need to ship.<\/p>\n<\/p>\n<p>Much love,<\/p>\n<p>Tong<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tpow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tpow<\/a> this is a good development, with this it will saves me and my team money and time <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tpow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tpow<\/a> The interesting part here is the research + angle generation before the actual ads. A lot of AI ad tools jump straight into producing creatives without understanding positioning first, which is usually where performance is won or lost. How are users deciding which hooks or creative angles to double down on once the 50+ variants are generated?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@tpow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tpow<\/a> Congratulations on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>being able to turn one winning creative angle into ten new variants with quick hook swaps is exactly what performance marketing needs right now. ad fatigue happens so fast on tiktok, so keeping the asset pipeline fresh is everything. awesome job buddy \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> Thanks Priya. Appreciate the support!<\/p>\n<p>The best creative workflow is not \u201cmake one perfect ad.\u201d It\u2019s find a signal, then keep remixing the angle while it\u2019s still working.<\/p>\n<p>That\u2019s why everything in Ava Studio is editable: hooks, actors, scripts, product shots, CTAs, scenes.<\/p>\n<p>Are you mostly seeing this pain on TikTok, or Meta too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations. I actually made my first AI video using your product this morning. Best of luck to you 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\/@aliali123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aliali123<\/a> Thank you, Ali! Really appreciate you giving Ava a try, especially on launch day \ud83d\ude42<\/p>\n<p>Hope it helped you get something useful out the door. Thanks for the support, and we’d love to hear any feedback as you keep using 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\/@aliali123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aliali123<\/a> Thank you, Ali! That\u2019s awesome to hear. What kind of video did you make?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>so all this means we don’t need to hire a whole marketing team once I’ve use this app, right? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maksym_shcherbakov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maksym_shcherbakov1<\/a> Haha, not quite, but we’d love to give your marketing team superpowers.<\/p>\n<\/p>\n<p>What Ava Studio helps with is the slow and time consuming part of the process: research, creative exploration, competitor analysis, scripting, content generation, and producing variations to test. What it doesn’t replace is the human judgment behind strategy and brand decisions. We’re not trying to replace marketers. We just want a small team to be able to do the kind of work that normally takes a much bigger 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\/@maksym_shcherbakov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maksym_shcherbakov1<\/a> Think of it as a creative team that works 24\/7, while you stay the founder\/marketer. Ava Studio replaces content research, production bottleneck, scripting, shooting, editing, resizing, so a solo founder or small team can ship volume that used to need an agency. But it doesn’t replace vision\/product strategy: knowing your customer, your offer, and your channel.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The research-first part is the right instinct. The risk with AI ad generation is not usually producing enough variants; it is producing 50 variants that all express the same weak claim with different visuals.<\/p>\n<\/p>\n<p>One thing I\u2019d love to see in a workflow like this is an angle map before generation: audience, pain\/risk, proof asset, objection, hook family, and why this angle is worth testing. Then when an ad works or fails, the learning attaches to the angle, not just the finished video.<\/p>\n<\/p>\n<p>That would make Ava Studio feel less like a content machine and more like a creative testing system.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> Agreed – my concern too. And does it reflect YOUR voice, style, and quirks? Or is it vanilla AI??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> Thanks Jim! Yeah this is the right concern. <\/p>\n<\/p>\n<p>When we ran Meta ads to promote our own product, the thing that hit us hardest was how much creative angle matters. Generic vs vertical-specific variants performed differently by orders of magnitude. Same product, same actor, different creative direction, and the results weren’t even close. The takeaway wasn’t “we need better-looking AI ads,” it was “we need to test more real creative directions, faster.” <\/p>\n<\/p>\n<p>So Ava Studio is built more like a testing partner than a content machine. She studies your market, researches what’s winning in your category, surfaces real angles you can clone, recommends templates that already proved out, and lets you spin variants you can actually put in front of an audience that week instead of next quarter. <\/p>\n<\/p>\n<p>The point isn’t to replace creative judgment or generate more AI slop. It’s to compress the cycle between “this might work” and “this actually works.” If you try it and let us know where it falls short, that’s the feedback that helps us most \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>Big congrats on the launch. The hardest part of short-form ads is usually coming up with enough strong creative angles consistently, so turning research and hook generation into a faster workflow is genuinely valuable for teams shipping large content. Good job.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thanks Thami, really appreciate it.<\/p>\n<p>Exactly. For short-form ads, the hard part is not producing one video. It is finding enough good angles to test consistently.<\/p>\n<p>That is why Ava Studio starts with research first, then turns product, category, and competitor context into hooks, scripts, storyboards, and editable variants.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Tong, you nailed the post-launch panic \u2014 “the site looks good and now you need ads” is exactly the wall most founders hit. Having something research the product, write the hooks, and hand back 50+ editable variants for TikTok\/Reels\/Meta beats burning three hours in CapCut on one clip you’re not even sure about. Congrats on the launch! I’m @JayTheSong on X \u2014 would love to 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@JayTheSong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@JayTheSong<\/a> Thanks Jay. Yeah, that post-launch moment is way too real ngl.<\/p>\n<p>You finally get the product\/site shipped, then immediately realize distribution needs a creative pipeline too. That\u2019s the gap we\u2019re trying to close with Ava Studio: research the product, find the angles, generate the first batch, then keep remixing instead of starting from zero in CapCut every 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>AI video ads for solo operators is the right use case hiring a creative team isn’t an option but you still need content that converts. Does it handle vertical format for Reels and TikTok or mostly landscape output?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imad_elkhafi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imad_elkhafi<\/a> Thanks! Yes, definitely. Vertical is actually the default for a lot of the content generated in Ava Studio since most users are creating for TikTok, Reels, and Shorts. We support multiple aspect ratios as well, so you can generate content for different channels depending on where you’re running campaigns. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the part that feels most useful to me: starting with research, then turning it into multiple editable ad angles instead of just one polished clip. Very founder-friendly for testing creative quickly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pierlorenzo_peruzzo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pierlorenzo_peruzzo<\/a> Thanks! That’s exactly the idea. Creative testing is often more valuable than trying to generate a single perfect ad. The faster you can explore different angles, the faster you find what actually works!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! We do both human and ai ugc as well. I’m curious who are the best customers you’ve had using Ava Studio and what are the sample campaign metrics, CPM and concrete accounts look like as lighthouse case studies?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jiaodong_whatif\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiaodong_whatif<\/a> Thanks! Great question. We’ve seen the most traction with teams that care a lot about creative testing but don’t have the resources to constantly spin up new concepts. It’s still pretty early for us, so I don’t want to throw out benchmark numbers that aren’t representative yet. But one thing we’ve noticed again and again is how much the angle matters. Sometimes a completely different outcome just because the messaging or framing changed. That’s really the problem we’re trying to solve<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Ok, the “stare at ChatGPT trying to write hooks” line made me laugh because I’ve done it this week. Multiple times.<\/p>\n<p>The creative workflow tax on founders is one of those quiet killers. You think you’re going to spend an hour on ads, four hours later you’ve got one mediocre clip and a headache.<\/p>\n<p>Product link to 50 variants is the kind of thing that would have saved me serious time over the last few months. Going to share with our team.<\/p>\n<p>Quick question: how does Ava handle brand voice? Does she pick it up from the site copy, or do you train her on a separate input?<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@midori_verity\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@midori_verity<\/a> Thank you, Midori! <\/p>\n<\/p>\n<p>“The creative workflow tax” is such a good way to put it. We’ve definitely lived through the “I’ll spend an hour on this” turning into half a day of researching, writing, generating, and second guessing.<\/p>\n<\/p>\n<p>On brand voice, Ava picks up a lot from your website, product, and brand context. You can also upload brand assets to give her more signal around your voice, style, and positioning. We don’t think it should just generate what works for the category, it should generate what works for your brand within that category.<\/p>\n<\/p>\n<p>Really appreciate you sharing it with the team. Let us know how it works for you if you get a chance to try it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is very cool! Can I use this to generate talking videos or only non talking videos? I’ve been looking for studio to mass produce UGC content for our product and they often charge a lot. This solves a huge problem 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@powermunchkin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@powermunchkin<\/a> Thanks! Yep, Ava Studio supports both. You can generate talking head videos with AI actors and voiceovers, non talking product videos, or mix different formats within the same campaign. Most teams end up testing a combination since different formats perform differently across platforms.<\/p>\n<\/p>\n<p>For UGC at scale, this is basically the use case we built for. You can spin variants with different actors, hooks, and angles from a single product link, without the usual agency or creator costs.<\/p>\n<\/p>\n<p>You also get 500 free credits to try it out. If you give it a spin, we’d love to hear what works well and what you’d like to see improved \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\/@powermunchkin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@powermunchkin<\/a> <\/p>\n<p>Thank you! Yes, both. Ava does any format, whether it’s talking (AI actors lip-synced to your hooks) and non-talking (product, b-roll, text-driven). Mass production is the core use case: Campaign Mode batches dozens of distinct ads at once, so it directly replaces the per-video studio fees you’re paying.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this, running out of ideas it\u2019s so horrible and this just takes care of that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alejandra_casanova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alejandra_casanova<\/a> Thank you! Honestly, that’s exactly the pain point that led us to build Ava Studio. Most teams aren’t short on tools anymore. They’re short on fresh ideas that are actually worth testing. Glad it resonated!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 would be really cool to add competitor analysis and a database of best practices for each industry\/product category. Because what matters is not just creating a beautiful video, but one that actually drives sales \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> Thanks Natalia! Totally agree. A beautiful video doesn’t necessarily sell.<\/p>\n<\/p>\n<p>That’s actually a big part of what Ava Studio does today. Before generating anything, it researches your category, analyzes competitors and top performing ads in your space, identifies common hooks, angles, and audience signals, then uses those insights to guide the creative generation. So you’re not just getting videos, you’re getting the reasoning behind them.<\/p>\n<\/p>\n<p>The goal isn’t just to help you make more ads. It’s to help you understand what’s already working in your market and turn those learnings into variations you can actually test.<\/p>\n<\/p>\n<p>Out of curiosity, if you had a “best practices” database for your category, what would you want it to tell you? Which messages convert, which hooks are saturated, what competitors are testing, or something else? \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\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> Exactly the right instinct, Natalia. We’re building toward that with our researcher agent that’s already live in campaign mode, it pulls top-performing ads in your category and feeds the winning patterns back into generation, so the output is built on what converts, not just what looks good. <\/p>\n<p>Best-practice templates per category are live today (60+ across 16 categories); the competitor-analysis layer is on the roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 to work well for physical products – how does it work for a B2C saas 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacinto_salz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacinto_salz<\/a> Works well for SaaS too. The difference is what goes in the @product ingredients: instead of an image of physical product, you give it screen recording b-roll or UI screenshot, and AVA builds the ads around the use case, a talking actor doing the pitch, weaving in your screen-demo b-roll, before\/after of the problem you solve. Hook and script logic is identical; only the visual asset type changes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@tpow\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tpow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tpow<\/a> Congrats on the launch! <\/p>\n<p>How does Ava Studio ensure the generated hooks and scripts actually capture the <em>unique<\/em> voice of a specific brand, rather than just recycling trending formats?<\/p>\n<p>Also, I’m curious if the “50+ variants” are truly distinct in narrative structure, or mostly visual\/resizing iterations? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@diana_nadim2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diana_nadim2<\/a> Thanks Diana.<\/p>\n<p>Brand voice: AVA generates against a Brand DNA layer, your assets and past winners (@hook, @actor, @product, @script, @logo, @CTA), not a generic trend template. Trends are scaffolding, your brand is the guiding constraint.<\/p>\n<p>Variants: both, and you decide which. Alter the @hook \/ @actor ingredients of chosen templates and the variants already become different narrative structures; hold those fixed and vary scene length or size and you get visual iterations of one winner.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Solving the creative angles bottleneck with faster research and hook generation is genuinely valuable. Well done.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuki1028\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuki1028<\/a> Thanks, Yuki! Really appreciate that. We kept hearing the same thing from teams: generating content wasn’t the bottleneck anymore, coming up with the right angles to test was. Glad that part of the vision resonated with you \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, Tong and team! Love that Ava starts with research instead of jumping straight into generation. That foundation can make a huge difference when testing creative angles.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marianna_tymchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marianna_tymchuk<\/a> Thanks, Marianna!<\/p>\n<p>That’s exactly our thinking. Generating content is becoming easier every day. Knowing what to generate is still the hard part. We kept running into the same problem: teams could make more ads than ever, but still struggled to figure out which angles were actually worth testing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the post-launch panic of ‘okay now we need ads’ is way too real. 50+ variants from one product link means you can actually test angles instead of going all in on one creative and hoping it works<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> Thanks Tina. That \u201cone creative and hope\u201d loop is exactly what we wanted to kill.<\/p>\n<p>Ava Studio is built so a product link can turn into multiple angles, hooks, scripts, storyboards, and editable variants, then you can keep swapping pieces instead of restarting every 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<\/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\/OMSNAOYVI76G2G\" class=\"app-title\">Agent A by Ahrefs<\/a><\/p>\n<div class=\"one-liner\">The AI Marketing Agent Powered by Ahrefs Data<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">218<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agent A\u662f\u4e00\u6b3e\u57fa\u4e8eAhrefs\u8d85170T\u7d22\u5f15\u6570\u636e\u7684AI\u8425\u9500\u4ee3\u7406\uff0c\u80fd\u81ea\u52a8\u6267\u884c\u5173\u952e\u8bcd\u7814\u7a76\u3001\u7ade\u54c1\u5206\u6790\u3001\u6280\u672f\u5ba1\u8ba1\u7b49SEO\u4efb\u52a1\uff0c\u5c06\u7e41\u7410\u7684\u6570\u636e\u6d1e\u5bdf\u76f4\u63a5\u8f6c\u5316\u4e3a\u53ef\u843d\u5730\u7684\u6267\u884c\u65b9\u6848\uff0c\u89e3\u51b3\u8425\u9500\u56e2\u961f\u201c\u61c2\u6570\u636e\u4f46\u4e0d\u4f1a\u7528\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71a245d8-4d7b-42f0-a448-8d6e87724bf7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img 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src=\"https:\/\/www.youtube.com\/watch?v=0jyugiVHE_4\" 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\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">SEO\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Ahrefs\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5173\u952e\u8bcd\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u6280\u672fSEO\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\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\u53efAhrefs\u6570\u636e\u4ef7\u503c\uff0c\u8ba4\u4e3aAgent A\u8865\u9f50\u4e86\u201c\u4ece\u6d1e\u5bdf\u5230\u6267\u884c\u201d\u7684\u7f3a\u5931\u73af\u8282\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u80fd\u5426\u533a\u5206\u5173\u952e\u8bcd\u673a\u4f1a\u4e0eSERP\u7ea6\u675f\u7b49\u4e0d\u540c\u63a8\u8350\u903b\u8f91\uff08\u800c\u975e\u9ed1\u76d2\u8f93\u51fa\uff09\uff1b\u662f\u5426\u652f\u6301\u5177\u4f53\u7684\u5185\u5bb9\u7f3a\u53e3\u5206\u6790\u4e0e\u6587\u7ae0\u5efa\u8bae\uff1bAI\u53ef\u89c1\u6027\u8ffd\u8e2a\u5982\u4f55\u5e94\u5bf9\u8fd1\u671fSEO\u53d8\u5316\uff1b\u4ee5\u53ca\u80fd\u5426\u964d\u4f4eAhrefs\u9661\u5ced\u7684\u5b66\u4e60\u66f2\u7ebf\u548c\u9ad8\u4ef7\u95e8\u69db\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agent A\u4e0d\u662f\u53c8\u4e00\u4e2a\u201cAI SEO\u5199\u624b\u201d\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u4f20\u7edfSEO\u5de5\u5177\u903b\u8f91\u7684\u5e95\u5c42\u91cd\u6784\u3002Ahrefs\u7684\u62a4\u57ce\u6cb3\u4ece\u6765\u4e0d\u662fUI\uff0c\u800c\u662f\u5168\u7403\u6700\u6df1\u539a\u7684\u7d22\u5f15\u6570\u636e\u4e4b\u4e00\u3002\u8fc7\u53bb\uff0c\u8fd9\u4e9b\u6570\u636e\u88ab\u56f0\u5728\u4eea\u8868\u76d8\u91cc\uff0c\u9700\u8981\u4eba\u529b\u53bb\u89e3\u8bfb\u3001\u6392\u5e8f\u3001\u51b3\u7b56\u3001\u6267\u884c\u2014\u2014\u8fd9\u6070\u6070\u662f\u7edd\u5927\u591a\u6570\u4e2d\u5c0f\u56e2\u961f\u7528\u4e0d\u8d77\u3001\u7528\u4e0d\u597dAhrefs\u7684\u539f\u56e0\u3002\u73b0\u5728Agent A\u8bd5\u56fe\u5c06\u201c\u6570\u636e\u5206\u6790\u5e08+\u7b56\u7565\u5458+\u6267\u884c\u4e13\u5458\u201d\u7684\u4e09\u91cd\u89d2\u8272\u538b\u7f29\u6210\u4e00\u4e2a\u534f\u4f5c\u754c\u9762\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u591a\u5c11\u5173\u952e\u8bcd\u5217\u8868\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u57fa\u4e8e\u6570\u636e\u505a\u51fa\u5e26\u6709\u4f18\u5148\u7ea7\u548c\u4e0d\u786e\u5b9a\u6027\u7684\u201c\u53ef\u4fe1\u4efb\u51b3\u7b56\u5efa\u8bae\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u65e9\u671f\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5e76\u4e0d\u6ee1\u8db3\u4e8e\u201cAI\u5e2e\u4f60\u505a\u4e8b\u201d\uff0c\u4ed6\u4eec\u66f4\u5173\u5fc3\u7684\u662f\uff1a\u8fd9\u4e2aAgent\u80fd\u5426\u50cf\u8d44\u6df1\u540c\u4e8b\u4e00\u6837\u89e3\u91ca\u4e3a\u4ec0\u4e48\u505a\u3001\u4e3a\u4ec0\u4e48\u4e0d\u505a\u3002\u4e00\u4e2a\u53ea\u4f1a\u5806\u780c100\u4e2a\u5173\u952e\u8bcd\u7684AI\u6beb\u65e0\u610f\u4e49\uff0c\u4f46\u4e00\u4e2a\u80fd\u8bf4\u201c\u57fa\u4e8eSERP\u7ea6\u675f\u548c\u5ba2\u6237\u8bed\u8a00\u5dee\u5f02\uff0c\u8fd9\u4e2a\u5173\u952e\u8bcd\u4e0d\u5e94\u5728\u6b64\u65f6\u521b\u5efa\u5185\u5bb9\u201d\u7684AI\uff0c\u624d\u771f\u6b63\u5bf9\u5f97\u8d77\u201c\u4ee3\u7406\u201d\u4e8c\u5b57\u3002\u6b64\u5916\uff0cAhrefs\u56fa\u6709\u7684\u9ad8\u6602\u8d39\u7528\u4e0e\u9661\u5ced\u95e8\u69db\uff0c\u8ba9Agent A\u7684\u514d\u8d39\u6216\u4f4e\u6210\u672c\u7248\u672c\u6781\u5177\u7834\u574f\u6027\u2014\u2014\u5b83\u53ef\u80fd\u628aAhrefs\u4ece\u201c\u4e13\u5bb6\u5de5\u5177\u7bb1\u201d\u53d8\u6210\u201c\u56e2\u961f\u6807\u914d\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u5728\u4e8e\uff0c\u5982\u679cAgent A\u53ea\u662f\u5c06\u539f\u6709\u529f\u80fd\u5305\u88c5\u6210\u5bf9\u8bdd\u6846\uff0c\u800c\u975e\u771f\u6b63\u91cd\u6784\u51b3\u7b56\u903b\u8f91\uff0c\u90a3\u4e48\u5b83\u5145\u5176\u91cf\u53ea\u662f\u4e00\u4e2a\u8bed\u97f3\u4ea4\u4e92\u7248Ahrefs\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\uff0c\u662f\u8ba9\u8fd9\u4e2a\u201c\u4ee3\u7406\u201d\u5b66\u4f1a\u4ec0\u4e48\u65f6\u5019\u4e0d\u6267\u884c\uff0c\u800c\u4e0d\u662f\u80fd\u4e0d\u80fd\u6267\u884c\u3002\u5bf9Ahrefs\u800c\u8a00\uff0c\u8fd9\u662f\u6570\u636e\u8d44\u4ea7\u53d8\u73b0\u6700\u806a\u660e\u7684\u5c1d\u8bd5\uff1b\u5bf9\u7528\u6237\u800c\u8a00\uff0c\u8fd9\u53ef\u80fd\u662f\u7b2c\u4e00\u6b21SEO\u5de5\u5177\u4e0d\u8ba9\u4f60\u770b\u6570\u636e\uff0c\u800c\u662f\u66ff\u4f60\u5e72\u6d3b\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\">Agent A by Ahrefs<\/span>\n <\/div>\n<div class=\"comment-content\">Meet Agent A \u2014 the AI agent built on Ahrefs’ industry-leading dataset of 170T+ indexed pages. Analyzes, builds, and acts on marketing insights so you can focus on strategy.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Hunters \ud83d\udc4b<\/p>\n<\/p>\n<p>I am excited to hunt Ahrefs Agent A today.<\/p>\n<\/p>\n<p>This feels less like a simple AI SEO tool and more like having a marketing teammate that actually understands search data.<\/p>\n<p>Agent A can handle keyword research, competitor analysis, technical SEO audits, content planning, backlink insights, and even AI visibility tracking \u2014 all powered by Ahrefs\u2019 huge search database.<\/p>\n<p>What I really liked is that it focuses on execution, not just generating content. The integrations with tools like WordPress, Notion, Slack, and HubSpot also make the workflow much smoother.<\/p>\n<\/p>\n<p>Big congrats to the Ahrefs team on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/a> The marketing-teammate framing is what hits for me. Most AI tools right now feel like a really fast intern who needs you to direct every step. Something that actually understands the data and runs the workflow end-to-end is a totally different category.<\/p>\n<p>What are people seeing on AI visibility tracking specifically. That’s the part of SEO that’s exploded into a fog in the last 6 months, and most tools haven’t caught up.<\/p>\n<p>Excited to play with Agent A this week. Nice work, Ahrefs team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The useful leap here is not just \u201cAI can execute SEO tasks,\u201d it is whether it can explain priority and uncertainty well enough that a marketer trusts the next action.<\/p>\n<\/p>\n<p>For content planning especially, I\u2019d want Agent A to separate a few things that often get blended together: keyword opportunity, SERP constraint, customer language, competitor gap, and the brand\u2019s actual point of view. Those are different inputs. If the agent can show which one is driving a recommendation \u2014 and when it decides not to create content \u2014 that would be a big step up from dashboards or generic AI briefs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Ahrefs data powering a marketing agent is a strong combo the data has always been the best part, the UI just gets in the way. Does it handle content gap analysis and suggest specific articles to write, or mostly technical SEO tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’ve spent a surprising amount of time manually watching HN whenever we launch something.<\/p>\n<p>What signal ended up being most predictive for you \u2014 velocity of upvotes, comment activity, front-page movement, or something else 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Ahrefs has always had the data \u2014 adding an agent layer on top of it feels like a natural next step. Curious to see how much manual SEO work it can actually eliminate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>ahrefs data is already the best in the game so an agent that can actually act on those insights instead of just showing dashboards is a big step. the gap between ‘here’s what you should do’ and ‘done’ is where most seo tools stop<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a former<em>ish<\/em> SEO (well, still an SEO inside, my scope has just expanded beyond organic, too), super excited for this launch. Ahrefs has been my go-to tool for years now but it’s a hard one to learn + a pricy one. If Agent A can do what it promises, it would help bridge that gap of “hey, this tool is really really useful…. but it’s also super hard to learn and turning the insights into actual helpful work is hard unless you have someone on your team with Ahrefs experience” <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/L4JCIXK6NC4GII\" class=\"app-title\">Firecoach AI<\/a><\/p>\n<div class=\"one-liner\">AI roleplays that turn reps into top performers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">207<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Firecoach AI\u901a\u8fc7AI\u9500\u552e\u89d2\u8272\u626e\u6f14\uff0c\u5c06\u56e2\u961f\u65b9\u6cd5\u8bba\u5185\u5316\u4e3a\u53ef\u91cd\u590d\u7684\u5b9e\u6218\u8bad\u7ec3\uff0c\u89e3\u51b3\u9500\u552e\u56e2\u961f\u201c\u57f9\u8bad\u6709\u4f46\u89c4\u6a21\u5316\u6559\u7ec3\u7f3a\u5931\u201d\u7684\u75db\u70b9\uff0c\u5728\u4f4e\u98ce\u9669\u73af\u5883\u4e2d\u63d0\u5347\u4ee3\u8868\u5b9e\u6218\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\/664c16c1-afe8-4587-9100-3e1a5809aa6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e40fc4e5-7483-48e3-b97e-7f7067e0a71e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/689b02c8-27d5-443f-bbc7-4cd7f6c2e9b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ad1bf32-16f5-409f-8556-e8581e6948bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc3ac37a-a283-4120-86bf-b82d6623c051.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c6feeff-dc22-4f74-8020-2832f3fe3355.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5b9a32e-a387-431d-af0d-0b70ac99a3b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c3eb655-7cae-4e42-a720-21320d0ef2db.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\/e85233f4-7d25-4e5d-bf21-ab9a62cda860.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/EbMpY1mIsAk\"><source src=\"https:\/\/youtu.be\/EbMpY1mIsAk\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u6559\u7ec3<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u89d2\u8272\u626e\u6f14<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u65b9\u6cd5\u8bba<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u57f9\u8bad<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">AI\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u7ee9\u6548<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u89e3\u51b3\u201c\u7ec3\u4e60\u4e0d\u8db3\u201d\u548c\u201c\u6559\u7ec3\u7cbe\u529b\u5206\u6563\u201d\u7684\u6838\u5fc3\u95ee\u9898\u3002\u4f46\u5173\u6ce8AI\u8bc4\u5206\u51c6\u786e\u6027\uff08\u662f\u5426\u4e3a\u5173\u952e\u8bcd\u5339\u914d\uff09\u3001\u5982\u4f55\u590d\u5236\u9876\u5c16\u9500\u552e\u601d\u8def\u3001\u4ee5\u53ca\u8bc4\u5206\u662f\u5426\u4f1a\u5bfc\u81f4\u4ee3\u8868\u201c\u6f14\u7ed9\u8bc4\u5206\u770b\u201d\u800c\u975e\u771f\u6b63\u63a8\u8fdb\u4ea4\u6613\u3002\u5efa\u8bae\u4fdd\u6301\u8bc4\u5206\u53ef\u8ffd\u6eaf\u6027\u4e0e\u4eba\u5de5\u76d1\u7763\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 Firecoach AI\u5207\u4e2d\u4e86\u9500\u552e\u8d4b\u80fd\u9886\u57df\u4e00\u4e2a\u957f\u671f\u5b58\u5728\u7684\u201c\u54d1\u5df4\u75db\u70b9\u201d\uff1a\u57f9\u8bad\u6750\u6599\u5806\u79ef\u5982\u5c71\uff0c\u4f46\u4ee3\u8868\u5728\u771f\u5b9e\u573a\u666f\u4e0b\u4f9d\u7136\u624b\u8db3\u65e0\u63aa\u3002\u5b83\u7684\u76f4\u63a5\u4ef7\u503c\u5728\u4e8e\u5c06\u9500\u552e\u65b9\u6cd5\u8bba\u4ece\u201c\u7eb8\u8d28\u6587\u6863\u201d\u53d8\u4e3a\u201c\u53ef\u5bf9\u6297\u7684AI\u5bf9\u624b\u201d\uff0c\u8ba9\u4ee3\u8868\u5728\u96f6\u98ce\u9669\u73af\u5883\u4e2d\u201c\u72af\u9519\u201d\u5e76\u5373\u65f6\u83b7\u5f97\u53cd\u9988\u2014\u2014\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u7f29\u77ed\u201c\u77e5\u9053\u201d\u5230\u201c\u505a\u5230\u201d\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u771f\u6b63\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2aAI\u966a\u7ec3\u3002\u4ece\u62ab\u9732\u7684\u6280\u672f\u67b6\u6784\u770b\uff0c\u5176\u8bc4\u5206\u5c42\u5f15\u5165\u4e86\u8bed\u4e49\u8bc4\u4f30\u800c\u975e\u7b80\u5355\u5173\u952e\u8bcd\u5339\u914d\uff0c\u4e14\u652f\u6301\u7ba1\u7406\u8005\u91cd\u5199\u8bc4\u5206\u89c4\u5219\uff0c\u4ee5\u53ca\u5c06CRM\u5b9e\u9645\u6210\u4ea4\u6570\u636e\u4e0e\u89d2\u8272\u626e\u6f14\u8868\u73b0\u5173\u8054\u2014\u2014\u8fd9\u5f62\u6210\u4e86\u4e00\u4e2a\u201c\u7ec3\u4e60\u2192\u53cd\u9988\u2192\u771f\u5b9e\u4ea4\u6613\u2192\u518d\u6821\u51c6\u201d\u7684\u6570\u636e\u98de\u8f6e\u3002\u5982\u679c\u8fd9\u4e00\u95ed\u73af\u80fd\u8dd1\u901a\uff0c\u5b83\u5c06\u98a0\u8986\u4f20\u7edf\u9500\u552e\u6559\u7ec3\u201c\u51ed\u7ecf\u9a8c\u3001\u968f\u673a\u62bd\u6837\u201d\u7684\u7c97\u653e\u6a21\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5c06\u9876\u5c16\u9500\u552e\u201c\u5934\u8111\u4e2d\u7684\u76f4\u89c9\u201d\u7cfb\u7edf\u5316\u4e3a\u53ef\u91cf\u5316\u7684\u8bc4\u5206\u6807\u51c6\uff0c\u672c\u8eab\u5c31\u6781\u6613\u5931\u771f\uff1a\u4ee3\u8868\u53ef\u80fd\u901a\u8fc7\u5b66\u4e60\u201c\u9ad8\u5206\u8bdd\u672f\u201d\u6765\u64cd\u7eb5\u8bc4\u5206\uff0c\u800c\u975e\u771f\u6b63\u63d0\u5347\u63a8\u52a8\u4ea4\u6613\u7684\u80fd\u529b\u3002\u8bc4\u8bba\u533a\u5df2\u6709\u7528\u6237\u654f\u9510\u6307\u51fa\u8fd9\u4e00\u70b9\u3002\u5176\u6b21\uff0c\u4f9d\u8d56Fathom\u3001Gong\u7b49\u7b2c\u4e09\u65b9\u7b14\u8bb0\u5de5\u5177\u624d\u80fd\u6355\u83b7\u771f\u5b9e\u901a\u8bdd\u6570\u636e\uff0c\u610f\u5473\u7740\u5176\u6570\u636e\u6d41\u7684\u5b8c\u6574\u6027\u53d7\u9650\u4e8e\u751f\u6001\u5408\u4f5c\uff0c\u4e14\u589e\u52a0\u4e86\u90e8\u7f72\u590d\u6742\u5ea6\u3002\u6700\u540e\uff0c\u521b\u59cb\u4eba\u5ba3\u79f0\u7684\u201c21\u5929\u590d\u5236\u9876\u5c16\u9500\u552e\u201d\u5728\u89c4\u6a21\u5316\u5b9e\u8df5\u4e2d\u6781\u6613\u6f14\u53d8\u4e3a\u201c\u673a\u68b0\u5316\u6a21\u4eff\u201d\u2014\u2014\u771f\u6b63\u7684\u9500\u552e\u9ad8\u624b\u5f80\u5f80\u8d62\u5728\u4e34\u573a\u5e94\u53d8\u4e0e\u5173\u7cfb\u6784\u5efa\uff0c\u8fd9\u4e9b\u96be\u4ee5\u88ab\u4efb\u4f55\u8bc4\u5206\u6a21\u578b\u6355\u6349\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aFirecoach AI\u7528AI\u6760\u6746\u653e\u5927\u4e86\u57f9\u8bad\u7684\u201c\u5bc6\u5ea6\u201d\u548c\u201c\u9891\u7387\u201d\uff0c\u4f46\u5b83\u80fd\u5426\u4ece\u201c\u597d\u7528\u7684\u966a\u7ec3\u673a\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u4fe1\u8d56\u7684\u7ee9\u6548\u9884\u6d4b\u5668\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u751f\u4ea7\u6570\u636e\u4e0e\u4e3b\u89c2\u5224\u65ad\u4e4b\u95f4\uff0c\u5b88\u4f4f\u90a3\u6761\u5371\u9669\u4e14\u5fae\u5999\u7684\u8fb9\u754c\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\">Firecoach AI<\/span>\n <\/div>\n<div class=\"comment-content\">FireCoach.ai is the fastest way to clone your sales methodology and coach every rep on your team \u2014 at scale, without adding headcount. Build custom AI sales bots trained on your playbook, run rep roleplays, get scored feedback, and identify coaching gaps before they show up on a lost deal.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Midori, founder of <a href=\"http:\/\/FireCoach.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">FireCoach.ai<\/a>. I’ve been in sales long enough that I’ve watched the same thing break revenue at every company I’ve touched. Two exits in, I finally stopped accepting it.<\/p>\n<\/p>\n<p>Here’s the loop. You hire a rep. You onboard them, pair them with a manager, hand them the playbook (which they skim once and never open again, and you know this). The manager coaches the two or three reps they actually have bandwidth for. Everyone else wings it.<\/p>\n<\/p>\n<p>The ones who need help most are the last ones to get it. Usually caught in a deal review, after the pipeline damage is done.<\/p>\n<\/p>\n<p>Your best methodology lives in your top coach’s head. There’s only one of them. And they’re already in 12 other meetings.<\/p>\n<\/p>\n<p>I talked to 100+ sales leaders in the last year. Every single one said some version of “I can’t be everywhere at once.” A few of them said it while actively being somewhere they didn’t want to be.<\/p>\n<\/p>\n<p>So I built <a href=\"http:\/\/FireCoach.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">FireCoach.ai<\/a>.<\/p>\n<\/p>\n<p>FireCoach loads every rep with your methodology before they ever get on a live call. They go in knowing the objections, knowing the right answers, knowing exactly how to deliver them.<\/p>\n<\/p>\n<p><strong>Like having the test questions the night before.<\/strong><\/p>\n<\/p>\n<p>\ud83d\udd38AI bots run the exact buyer conversations your reps will face, before they face them live<\/p>\n<p>\ud83d\udd38Every session scored against your methodology (Gap Selling, SPIN, MEDDIC, or we build one with you if you’re running off vibes and instinct, which honestly most teams are)<\/p>\n<p>\ud83d\udd38Reps see exactly where they stumbled and what to say instead<\/p>\n<p>\ud83d\udd38Managers get rep-level visibility into every rep’s gaps without sitting on every call<\/p>\n<p>\ud83d\udd38Works with any sales motion: inbound, outbound, enterprise, transactional<\/p>\n<p>\ud83d\udd38Your reps don’t walk into calls hoping they remember their training.<\/p>\n<\/p>\n<p><strong>They walk in having already won the conversation.<\/strong><\/p>\n<\/p>\n<p><strong><em>Basically cheating. We’re fine with that.<\/em><\/strong><\/p>\n<\/p>\n<p>The part most tools skip: adoption. Every customer starts with a <strong>PowerSprint<\/strong> \u2192 we come in, customize FireCoach to your exact methodology, and <strong>we stay until your team is actually using it and getting results<\/strong>. Not a help doc. Not a Loom walkthrough. Us, there, making it stick.<\/p>\n<\/p>\n<p>Tool and team. You’re not doing this alone.<\/p>\n<\/p>\n<p>I’ll be in the comments all day with @thisiskp_ @yyogeshwar @vishal_maurya03. If you run a sales team, I want to hear what’s actually broken. I’ll be straight with you about whether FireCoach fixes it.<\/p>\n<\/p>\n<p>Try it free at <a href=\"http:\/\/firecoach.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">firecoach.ai<\/a> \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\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a>  <a href=\"https:\/\/www.producthunt.com\/@vishal_maurya03\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishal_maurya03<\/a>  <a href=\"https:\/\/www.producthunt.com\/@midori_verity\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@midori_verity<\/a> <br \/>This is exactly the gap most sales teams still struggle with \u2014 training exists, but consistent coaching at scale doesn\u2019t.The biggest win here is turning top-performer knowledge into repeatable practice before real customer calls happen. That\u2019s where most pipeline leakage actually starts.<\/p>\n<p>\u201cTool + team\u201d is also the right approach. Adoption is where most enablement platforms fail.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a>  <a href=\"https:\/\/www.producthunt.com\/@yyogeshwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yyogeshwar<\/a>  <a href=\"https:\/\/www.producthunt.com\/@vishal_maurya03\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishal_maurya03<\/a>  <a href=\"https:\/\/www.producthunt.com\/@midori_verity\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@midori_verity<\/a> congrats on the launch. Whats the modelling process and how do you adapt to different sales leaders 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a>  <a href=\"https:\/\/www.producthunt.com\/@yyogeshwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yyogeshwar<\/a>  <a href=\"https:\/\/www.producthunt.com\/@vishal_maurya03\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishal_maurya03<\/a>  <a href=\"https:\/\/www.producthunt.com\/@midori_verity\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@midori_verity<\/a> <br \/>The “playbook they skim once and never open again” hit hard that’s every sales team I’ve seen. What makes FireCoach stand out is that it attacks the <em>practice gap<\/em>, not just the knowledge gap. Reps don’t fail because they don’t know the methodology; they fail because they’ve never actually rehearsed it under pressure. The scored roleplay feedback loop is exactly what bridges that. Congrats on the launch the “tool + team” PowerSprint approach is smart, adoption is where most enablement tools quietly die.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 cool, we\u2019d use to train SDRs <\/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\/@nick_verity2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_verity2<\/a> – thanks Nick! Happy to set you up. We can accelerate the ramp time significantly and take the workload off your manager. 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH fam \ud83d\udc4b<\/p>\n<\/p>\n<p>Thrilled to hunt FireCoach today. This problem statement resonated immediately.<\/p>\n<\/p>\n<p>As a sales leader and life long business owner, <a href=\"https:\/\/www.producthunt.com\/@midori_verity\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"midori_verity\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@midori_verity<\/a> has seen the same revenue leak at every company she’s touched. Not a people problem. Not a product problem. <strong>A readiness problem.<\/strong><\/p>\n<\/p>\n<p>Most reps walk into their first real calls carrying half a playbook and good intentions. The coaching they needed happened in someone else’s 1:1. The manager with the right instincts was already in 12 other meetings. By the time the gap shows up, it’s showing up in the pipeline. So she teamed up with <a href=\"https:\/\/www.producthunt.com\/@yyogeshwar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yyogeshwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yyogeshwar<\/a> and built a solution for this: Firecoach.<\/p>\n<\/p>\n<p><strong>FireCoach moves the coaching before the damage happens.<\/strong><\/p>\n<p>\u2192 \ud83d\udd38 Reps practice against AI that mirrors your actual buyer conversations <\/p>\n<p>\u2192 \ud83d\udd38 Sessions scored against your methodology: Gap Selling, SPIN, MEDDIC, or built from scratch <\/p>\n<p>\u2192 \ud83d\udd38 Every rep gets visibility into their own weak spots before a manager has to point them out<\/p>\n<p>\u2192 \ud83d\udd38 Managers see rep-level patterns without adding a single meeting to their calendar<\/p>\n<\/p>\n<p>What I find most compelling is what happens after you sign up. Most tools onboard you and disappear. FireCoach runs a PowerSprint where the team comes in, customizes everything to your motion, and stays until adoption is real. That’s a fundamentally different kind of commitment. <\/p>\n<\/p>\n<p>PS: I’ve enjoyed being an advisor to the team and truly believe they are a powerhouse combo! <\/p>\n<\/p>\n<p>The team is in the comments all day. If something in your sales pipeline is quietly bleeding, go tell em what it is. \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yyogeshwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yyogeshwar<\/a>  <a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> – you’ve been the most awesome advisor through this experience! The tool is stronger, we’ve moved fast, and the response has been incredibly positive. Most importantly – you got me to play bigger. Best decision ever! Thank you \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>Good product, 1 question though –<br \/>How do you keep the methodology scoring accurate\u2014is it just keyword matching, or does it actually evaluate the quality of a rep’s response?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rutuja_wanjari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rutuja_wanjari<\/a> – Great question. Keyword matching is exactly the trap most early AI coaching tools fell into, and it’s why reps quickly figured out how to game them by stuffing magic words into every call.<\/p>\n<p>We use semantic evaluation, not keyword matching. The AI reads the actual response and asks: did the rep handle the objection effectively, did they ask the right discovery questions to uncover pain, did they build trust before pitching, did they actually move the buyer forward.<\/p>\n<p>So a rep can say all the “right” words in the wrong order and still score low. And a rep can use totally different language but score high because they hit the underlying intent of the methodology.<\/p>\n<p>A few things keep it sharp over time. Scorecards are built around your specific methodology and your top performer’s actual moves, not a generic AI judgment of “what good sales looks like.” Managers can override any score, and those overrides train the system to score sharper next time. And we tie scoring back to real CRM outcomes, so if a “high-scoring” rep isn’t closing deals, we know the scorecard is wrong and we tune it.<\/p>\n<p>Keyword matching is fast, cheap, and useless. Quality evaluation is harder to build, but it’s the only version that actually coaches anyone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 strongest part here is tying coaching back to real calls and outcomes, not just making roleplay feel realistic.<\/p>\n<\/p>\n<p>One thing I\u2019d watch carefully: scorecards can accidentally reward reps for sounding like the methodology instead of actually moving the buyer forward. I\u2019d want every coaching note to keep a source trail: the exact call snippet, the outcome it correlated with, and whether a manager agreed with the interpretation.<\/p>\n<\/p>\n<p>That would make the \u201cclone the top performer\u201d promise much more trustworthy, because the team can see what was copied, what was inferred, and what still needs human judgment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> Ok, this is exactly the trap most sales coaching tools fall into. Glad you named it!<\/p>\n<\/p>\n<p>Reps performing to the scorecard instead of to the buyer is real, especially when the scorecard is generic. We hit this hard during early testing (one of our clients caught his AI penalizing reps for objections the buyer never raised), and we rebuilt the whole scoring layer around it.<\/p>\n<\/p>\n<p>A few things we did to avoid the trap:<\/p>\n<\/p>\n<p>\u2192 Scorecards are tweaked based on YOUR top performer’s actual moves, not a generic methodology. “Sounding like the methodology” only counts if the methodology is literally what your best closer does.<\/p>\n<\/p>\n<p>\u2192 Manager in the loop by default. Sales leaders edit scoring criteria and can override individual scoring decisions. AI assists. It doesn’t judge.<\/p>\n<\/p>\n<p>\u2192 Every coaching note links back to the exact call snippet it came from. Reps see WHY they got that score. Managers can verify or push back on the interpretation.<\/p>\n<\/p>\n<p>\u2192 We tie scorecard performance to CRM outcomes over time. If a “high-scoring” rep isn’t winning deals, the scorecard is wrong, not the rep.<\/p>\n<\/p>\n<p>The trust trail is baked in by design. Without it, the clone is just a costume. Thank you for sharing your thoughts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool <a href=\"https:\/\/www.producthunt.com\/@midori_verity\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@midori_verity<\/a>! Upvoted \ud83d\ude42<\/p>\n<p>So how do you train AI on what’s in people’s heads? Do I need to record my sessions and AI trains on that? And how long will it take to replicate what my best sales person would do?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aiswarya_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aiswarya_s<\/a> Love this question! It’s actually the part that gets sales leaders most excited.<\/p>\n<p>There are three layers to how the cloning actually works:<\/p>\n<p>1\ufe0f\u20e3 <strong>The fast layer (30 seconds)<\/strong><br \/>Pull any prospect from your CRM, paste their website URL, and FireCoach generates an AI version of them, with their real objections and buyer profile, in 30 seconds. No training needed for this part.<\/p>\n<p>2\ufe0f\u20e3 <strong>The methodology layer<\/strong><br \/>Upload your playbook, scorecards, and sales framework (SPIN, MEDDIC, Gap, whatever you actually run). FireCoach bakes that into how it scores reps and what it pushes them to improve on. Your top performer’s instincts become the standard everyone is measured against.<\/p>\n<p>3\ufe0f\u20e3 <strong>The learning layer (this is where the magic is)<\/strong><br \/>Connect any notetaker (Fathom, Fireflies, Gong, all of them). Every real call your team makes flows back in. Over time, the AI surfaces patterns no human could spot:<\/p>\n<p>\u2192 Which phrases close and which kill momentum<br \/>\u2192 What your top rep does differently from your bottom rep<br \/>\u2192 Which objections consistently end deals<br \/>\u2192 The signals showing up 3 calls before a deal goes cold<\/p>\n<p>So no, you don’t <em>have<\/em> to record sessions for it to work. But the more you feed it (your team’s calls, your playbook, your top performer’s recordings) the sharper the clone gets.<\/p>\n<p>How long to replicate your best sales person:<\/p>\n<p>\u2192 Practice-ready against a real prospect: same day<br \/>\u2192 Custom scorecards trained on your methodology: ~1 week<br \/>\u2192 A real, working clone of your top performer at scale: 21 days (this is our Power Sprint program, where we go deep on the methodology, build out the bot army, and onboard your team)<\/p>\n<p>Happy to walk you through it live if you ever want to see it in action! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 your launch!! Do you tie the coaching insights back to CRM outcomes over time, or is it mainly performance inside the roleplay?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@karimbenkeroum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karimbenkeroum<\/a> Yes, and this is where it gets really interesting.<\/p>\n<p>FireCoach connects to any CRM and any notetaker. Pull a contact from your pipeline, paste a URL, and you’ve got a Firecard, a full AI persona with their objections and buyer profile, in 30 seconds.<\/p>\n<p>But the bigger play is what happens over time.<\/p>\n<p>Once you’ve got hundreds (then thousands) of real calls flowing through, you stop guessing and start seeing things no human team could spot manually:<\/p>\n<p>\u2192 The exact language your top performers use that your bottom reps don’t (so you can clone it across the team)<\/p>\n<p>\u2192 Where deals consistently stall, which objection kills them, and which reps keep hitting the same wall<\/p>\n<p>\u2192 Which ICPs actually convert vs. which ones eat 6 weeks of pipeline and ghost<\/p>\n<p>\u2192 Language patterns that flip skeptical prospects into curious ones<\/p>\n<p>\u2192 Which competitors keep showing up, how reps handle them, and what they should be saying instead<\/p>\n<p>\u2192 Conversation signals that predict closed-won (or closed-lost) three calls before the deal closes<\/p>\n<p>\u2192 Pricing pressure patterns: when discount talk starts, who folds, who holds the line<\/p>\n<p>\u2192 Product and messaging gaps hiding inside your lost-deal calls (the stuff marketing and product never hear)<\/p>\n<p>\u2192 Whether your coaching is actually moving the needle, by rep, by quarter, with data instead of vibes<\/p>\n<p>Pipeline tells you what happened. FireCoach tells you why, and what to fix before the next deal repeats it.<\/p>\n<p>That’s the real unlock.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@karimbenkeroum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karimbenkeroum<\/a>  Thanks! That loop is actually our USP \u2014 think of it like the player development pipeline in American sports:<\/p>\n<p><strong>\ud83c\udfdf\ufe0f Spring Training \/ Practice Squad \u2192 Roleplays<\/strong> Daily reps in FireCoach. Low stakes, high volume. This is where reps get logged, mechanics get fixed, and the playbook gets drilled. Like a rookie running routes in OTAs or a pitcher working the bullpen \u2014 nobody’s watching the scoreboard yet.<\/p>\n<p><strong>\ud83d\udcca Combine Metrics \u2192 Coaching Insights<\/strong> Every roleplay throws off measurables \u2014 objection handling, discovery depth, talk-time ratio, closing cadence. Same as a 40-yard dash, vertical leap, or exit velocity. Quantified strengths and gaps, rep by rep.<\/p>\n<p><strong>\ud83c\udfc6 Regular Season \u2192 Live CRM Calls<\/strong> Now you’re on the field. Real prospects, real pipeline, real W’s and L’s. The CRM is your box score \u2014 deals won, conversion rates, cycle times, ARR booked.<\/p>\n<p><strong>\ud83d\udd01 Film Room \u2192 The Feedback Loop (this is the USP)<\/strong> We tie Sunday’s game tape back to Wednesday’s practice. If a rep is losing deals at the discovery stage in HubSpot\/Salesforce, FireCoach knows <em>which roleplay drills<\/em> to prescribe next. Practice performance \u2192 game performance, with a measurable causal link.<\/p>\n<p><strong>\ud83e\udd47 Playoffs \/ All-Star Selection \u2192 Top Performers<\/strong> Reps who put in the practice reps <strong>and<\/strong> convert in CRM rise to the top. Data-backed MVPs, not gut-feel favorites.<\/p>\n<p>The thesis: <strong>practice tape predicts game tape.<\/strong> And we close the loop so the manager-coach can finally prove 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>Nice idea, would be very beneficial for my team as well. What CRM can you integrate? I’m assuming SalesForce, how about SAP 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\/@jsa0607\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jsa0607<\/a> Hi Jerome – we can integrate any CRM. Happy to create a custom roleplay twin of your ideal prospect to check out. Lmk if you’re game!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jsa0607\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jsa0607<\/a> we can work out SAP CRM for you team , lets connect <a href=\"https:\/\/calendly.com\/fuel-to-fire\/demo-firecoach\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/calendly.com\/fuel-to-fire\/demo-firecoach<\/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<\/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\/WGVXQYBLFVKRIK\" class=\"app-title\">MCP Bridge by Appfactor<\/a><\/p>\n<div class=\"one-liner\">Connect any API to any AI agent<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">195<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MCP Bridge \u662f\u4e00\u6b3e\u9762\u5411\u4f01\u4e1a\u7ea7AI\u4ee3\u7406\u7684\u5f00\u6e90\u4e2d\u95f4\u4ef6\uff0c\u901a\u8fc7\u81ea\u52a8\u5c06REST\u3001GraphQL\u3001SOAP\u3001gRPC\u7b49\u591a\u79cd\u8001\u65e7\u6216\u5f02\u6784API\u8f6c\u5316\u4e3a\u6807\u51c6\u5316MCP\u5de5\u5177\u5b9a\u4e49\uff0c\u89e3\u51b3\u4e86\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u76f4\u63a5\u8c03\u7528\u4f01\u4e1aAPI\u65f6\u9762\u4e34\u7684\u8ba4\u8bc1\u590d\u6742\u3001\u534f\u8bae\u6df7\u4e71\u3001\u6cbb\u7406\u7f3a\u5931\u53ca\u4e0a\u4e0b\u6587\u81a8\u80c0\u7b49\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f04441e-1424-46fd-b241-5a19809dc7b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a52817fe-23d2-4925-bdec-25506fe10c24.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2e0f0ba-0f5c-4da5-8bd6-8872772860ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7eb4ba4-b792-4cbc-ae34-2a676f4adfcc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5a6c0f6-df41-4f0c-804f-27ed0ff5d14f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc68ce7c-0a79-4050-b436-71498010f3a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae0abf77-0ac1-4c75-ba46-b6d06b10ec8d.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\/1e6bd1f5-8182-41a9-af26-eb3aa823e1cf.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/09t99D4vR2E\"><source src=\"https:\/\/youtu.be\/09t99D4vR2E\" 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\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">API\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u751f\u6210\u5de5\u5177\u5b9a\u4e49<\/span><br \/>\n <span class=\"tag\">\u591a\u534f\u8bae\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u8eab\u4efd\u8ba4\u8bc1<\/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>\u6838\u5fc3\u9700\u6c42\u662f\u5904\u7406\u201c\u4e0d\u5e72\u51c0\u201d\u7684API\uff1a\u975eOpenAPI\u6807\u51c6\u3001\u591a\u6b65\u8ba4\u8bc1\u3001\u9519\u8bef\u7801\u65e0\u89c4\u5219\u3002\u7528\u6237\u8ba4\u53ef\u5176OAuth\u3001Cognito\u7b49\u590d\u6742\u8ba4\u8bc1\u652f\u6301\uff0c\u4ee5\u53ca\u5185\u7f6e\u7684\u63d0\u793a\u6ce8\u5165\u9632\u62a4\u548c\u4ee4\u724c\u751f\u547d\u5468\u671f\u7ba1\u7406\u3002\u5f00\u53d1\u8005\u5bf9\u81ea\u52a8\u751f\u6210\u7684\u67b6\u6784\u5728\u5904\u7406GraphQL\u8054\u5408\u548cgRPC\u53cd\u5c04\u4e0a\u8868\u793a\u80af\u5b9a\uff0c\u540c\u65f6\u6307\u51fa\u5bf9\u7eafREST\u5c1a\u9700OpenAPI\u7684\u77ed\u677f\u3002\u793e\u533a\u666e\u904d\u8ba4\u4e3a\uff0c\u89e3\u51b3\u4e86\u201c\u624b\u5199MCP\u670d\u52a1\u5668\u201d\u7684\u89c4\u6a21\u5316\u96be\u9898\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 MCP Bridge \u7cbe\u51c6\u51fb\u4e2d\u4e86\u5f53\u524dAI\u5de5\u7a0b\u5316\u6d6a\u6f6e\u4e2d\u7684\u4e00\u4e2a\u786c\u6838\u75db\u70b9\u2014\u2014\u5e76\u975e\u201c\u8fde\u63a5API\u201d\uff0c\u800c\u662f\u201c\u6cbb\u7406\u6df7\u4e71\u201d\u3002\u5b83\u6ca1\u6709\u8ffd\u9010\u82b1\u54e8\u7684Agent\u529f\u80fd\uff0c\u800c\u662f\u56de\u5f52\u5230\u57fa\u7840\u8bbe\u65bd\u5c42\u9762\uff0c\u89e3\u51b3\u4f01\u4e1a\u9057\u7559\u7cfb\u7edf\u4e0e\u73b0\u4ee3LLM\u4ee3\u7406\u4e4b\u95f4\u7684\u534f\u8bae\u6cbc\u6cfd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u81ea\u52a8\u751f\u6210MCP\u5b9a\u4e49\u201d\u8fd9\u4e2a\u70ab\u9177\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u5b83\u4f5c\u4e3a\u5355\u4e00\u63a7\u5236\u5e73\u9762\uff0c\u5207\u5165\u7684\u662f\u67b6\u6784\u5c42\u9762\u7684\u201cN+1\u8fde\u63a5\u5668\u95ee\u9898\u201d\u3002\u901a\u8fc7\u5c06\u8ba4\u8bc1\u3001\u9650\u6d41\u3001\u54cd\u5e94\u5f52\u4e00\u5316\u3001\u5ba1\u8ba1\u548c\u6210\u672c\u8ffd\u8e2a\u5185\u805a\u5230\u4e00\u4e2a\u81ea\u6258\u7ba1\u7684\u670d\u52a1\u5668\u4e2d\uff0c\u5b83\u8ba9\u4f01\u4e1a\u5b89\u5168\u56e2\u961f\u4e0d\u518d\u62c5\u5fc3Agent\u8d8a\u6743\uff08\u901a\u8fc7\u201c\u4eba\u5de5\u4ecb\u5165\u786e\u8ba4\u201d\u548c\u201c\u654f\u611f\u5ea6\u5206\u7ea7\u201d\uff09\uff0c\u540c\u65f6\u4e5f\u8ba9\u5f00\u53d1\u56e2\u961f\u4ece\u7ef4\u62a4\u6570\u5341\u4e2a\u8106\u5f31\u7684\u201c\u80f6\u6c34\u811a\u672c\u201d\u4e2d\u89e3\u653e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u4efb\u4f55API\u201d\u4ecd\u6709\u660e\u663e\u8f6f\u808b\uff1a\u5bf9\u7eafREST\u7aef\u70b9\u7f3a\u4e4f\u6837\u672c\u63a8\u65ad\u80fd\u529b\uff0c\u4ecd\u4f9d\u8d56OpenAPI\uff1b\u5176\u5f3a\u5927\u7684\u201c\u54cd\u5e94\u8f6c\u6362\u6c99\u7bb1\u201d\u867d\u7136\u7075\u6d3b\uff0c\u4f46\u5f15\u5165JavaScript\u6267\u884c\u589e\u52a0\u4e86\u6f5c\u5728\u7684\u653b\u51fb\u9762\u548c\u6027\u80fd\u5f00\u9500\u3002\u53e6\u5916\uff0c\u793e\u533a\u8ba8\u8bba\u4e2d\u201cToken\u81ea\u52a8\u5237\u65b0\u201d\u548c\u201c\u64a4\u9500\u4f20\u64ad\u201d\u8fd9\u7c7b\u7ec6\u8282\u624d\u662f\u771f\u6b63\u6311\u6218\u2014\u2014\u8fd9\u4e9b\u529f\u80fd\u5728\u4f01\u4e1a\u7ea7\u751f\u4ea7\u73af\u5883\u4e2d\u9700\u8981\u6781\u9ad8\u7684\u5065\u58ee\u6027\uff0c\u5f00\u6e90\u793e\u533a\u7684\u7ef4\u62a4\u6df1\u5ea6\u51b3\u5b9a\u4e86\u5b83\u7684\u4e0a\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cMCP Bridge\u4e0d\u662f\u7ed9\u73a9\u7968\u7684\u6781\u5ba2\u51c6\u5907\u7684\u73a9\u5177\uff0c\u800c\u662f\u4e3a\u90a3\u4e9b\u8981\u5904\u7406SAP\u3001Salesforce\u6216\u81ea\u7814\u9057\u7559\u7cfb\u7edf\u7684CTO\u51c6\u5907\u7684\u5de5\u5177\u7bb1\u3002\u5b83\u89e3\u51b3\u4e86AI\u4ee3\u7406\u4ece\u201c\u5b9e\u9a8c\u201d\u5230\u201c\u6295\u4ea7\u201d\u4e4b\u95f4\u6700\u6838\u5fc3\u7684\u4fe1\u4efb\u548c\u63a7\u5236\u95ee\u9898\u3002\u5982\u679c\u540e\u7eed\u80fd\u5728REST\u76f2\u533a\u586b\u8865\u548c\u6c99\u7bb1\u6027\u80fd\u4f18\u5316\u4e0a\u6301\u7eed\u6295\u5165\uff0c\u8fd9\u53ef\u80fd\u662fMCP\u751f\u6001\u4e2d\u7b2c\u4e00\u4e2a\u771f\u6b63\u201c\u4f01\u4e1a\u5c31\u7eea\u201d\u7684\u6865\u63a5\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MCP Bridge by Appfactor<\/span>\n <\/div>\n<div class=\"comment-content\">Point MCP Bridge at any REST, GraphQL, SOAP, or gRPC API. It auto-generates MCP tool definitions with typed schemas, auth, rate limiting, and response processing. Your LLM agents call enterprise APIs through one standard interface.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi builders!<\/p>\n<p>Keith here, CEO and co-founder of AppFactor. Really excited to ship this one.<\/p>\n<p><strong>The story<\/strong><br \/>We built MCP Bridge for our own need, not an idea.<br \/>At AppFactor we’ve spent years building deterministic tools for an orchestration system of agents that deliver autonomous software maintenance. Infra and software discovery, scanning orchestration, build engines, deployment automation. As we layered our upcoming agentic platform (ForgeCatalyst) on top to harness these tools, we hit the wall every team building production agents eventually hits. Security, governance, cost\/token usage, observability…<br \/>The AppFactor system requires meaningful validations, in environments where governance, security and controls are paramount when acting on customer code. With large complex API’s with many tools, comes the next challenge – context constraints and efficiencies and multiple protocols to support.<br \/>The standard fix is to hand-build a dedicated MCP server for every API. This doesn’t scale. We know we are not alone with our requirements and given the domain we operate in which is all about software maintenance, legacy transformation and the eternal battle of trying to bridge the past to the future. We recognised that not all systems have clean, well presented OpenAPI spec API’s. There are many API protocols, and almost all API’s were indeed built before agents and LLM’s became an exciting real world proposition. That poses challenges in how these tools are invoked and consumed. So we built MCP Bridge to address all of these challenges.<br \/>You know the rest of the story.<\/p>\n<p><strong>What it does<\/strong><br \/>Point it at any REST, GraphQL, SOAP, or gRPC API. It auto-generates fully-typed MCP tools with behavioral annotations and smart response processing. Self-hosted. Open source. Credentials never leave your environment.<\/p>\n<p><strong>What’s shipped<\/strong><\/p>\n<ul>\n<li>\n<p>4 API types, end-to-end<\/p>\n<\/li>\n<li>\n<p>6 auth methods (Bearer, Basic, API key, OAuth2, Cognito SRP)<\/p>\n<\/li>\n<li>\n<p>Human-in-the-loop approval for destructive ops<\/p>\n<\/li>\n<li>\n<p>Code Mode: 3 meta-tools replace 100+ definitions, ~98% less context<\/p>\n<\/li>\n<li>\n<p>Analytics: latency, token cost, errors per tool<\/p>\n<\/li>\n<li>\n<p>Built in Rust (Dioxus + Axum), PostgreSQL, in a container<\/p>\n<\/li>\n<\/ul>\n<p>We’re in the comments all day. What APIs would you connect first? And how should we improve?<\/p>\n<p>Happy building!<\/p>\n<p>Keith<br \/>\u2192 MCP Bridge: <a href=\"https:\/\/mcp-bridge.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/mcp-bridge.ai\/<\/a><br \/>\u2192 Docs: <a href=\"https:\/\/docs.mcp-bridge.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.mcp-bridge.ai\/<\/a><\/p>\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> for hunting us!<\/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>Most “connect any API” tools mean “connect any API that already has an OpenAPI spec and clean auth.” What does MCP Bridge actually do when you’re dealing with something messier, like a legacy REST endpoint with inconsistent error codes or an API that requires a multi-step auth handshake before you can do anything useful?<\/p>\n<p>Congrats for the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> Honestly, this is the right critique to make \u2014 OpenAPI-only tooling falls apart on the second enterprise customer.<\/p>\n<p>How MCP Bridge layers it:<\/p>\n<p>1. <strong>OpenAPI \/ WSDL \/ GraphQL as a starting point<\/strong>, not the finish line. The Tool Builder imports what you have, but it generates an <em>editable<\/em> tool definition, not a sealed wrapper.<\/p>\n<p>2. <strong>Adapters for response normalization<\/strong> \u2014 when an API returns 200 with `{“error”: “…”}` in the body, or different error shapes per endpoint, you write a small transform (JavaScript, runs in our sandbox) that maps the mess to a consistent contract. The agent sees a clean tool; the bridge does the dirty work.<\/p>\n<p>3. <strong>Multi-step flows as a single tool<\/strong> \u2014 auth handshake \u2192 token cache \u2192 main call \u2192 response shaping is one composable tool from the agent’s perspective. The LLM never has to reason about flow state.<\/p>\n<p>4. <strong>Custom auth handlers<\/strong> \u2014 not just OAuth and API keys. We’ve shipped tools against APIs that want a nonce signed with a private key, exchanged for a session token, <em>then<\/em> the real request. Three calls and some crypto \u2014 one tool to the agent.<\/p>\n<p>5. <strong>Failure shaping<\/strong> \u2014 inconsistent status codes get classified at the adapter layer into a retry\/no-retry decision, so the agent doesn’t have to figure out whether a 200 with an error body means “try again” or “give up.”<\/p>\n<p>Most “connect any API” tools assume the world looks like Stripe. Enterprise APIs don’t. The Tool Builder and the sandbox exist specifically to handle the gap between what’s documented and what actually works.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So happy to launch MCP Bridge! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@knarik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@knarik<\/a> Let’s 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@knarik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@knarik<\/a> S\/O for the launch! Enjoy<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Auto-generating typed MCP schemas from SOAP and gRPC alongside REST is the hard part others skip. We’ve spent cycles manually wrapping customer-side APIs with inconsistent auth patterns just to get an agent to call them reliably. How does schema inference hold up for APIs without an OpenAPI spec, or ones where the response shape varies by query?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@retain_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@retain_dev<\/a> Nailed it \u2014 that’s the part we leaned into. gRPC and GraphQL need no hand-written spec: we pull typed schemas from server reflection \/ introspection live off the endpoint (gRPC even synthesizes tool descriptions from message fields when proto comments are missing). SOAP uses the WSDL. The one honest gap is REST \u2014 we still need an OpenAPI spec, no inference from sample payloads yet. <br \/>For varying shapes: GraphQL unions \u2192 oneOf, nullables \u2192 anyOf, OpenAPI oneOf\/anyOf preserved, gRPC treated as dynamic; plus a response-processing layer that rewrites the advertised output schema to match what the agent actually gets back.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 security breakdown in the comments is the most honest thing I’ve read on a PH launch. most tools in this space skip the ‘what happens when your agent gets prompt injected’ conversation entirely. the 3-level sensitivity guardrails and credential encryption is how this should be built<\/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\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> Hi Tina, <\/p>\n<p>That is very kind of you. Thank you for the feedback and your support. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the auto-generated schema approach is smart. biggest pain point with MCP right now is writing tool definitions by hand for every API you want to connect. curious how it handles APIs with inconsistent response formats across endpoints?<\/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\/@ozandag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ozandag<\/a> Thanks \u2014 yeah, the hand-written tool definition tax is the largest hidden cost in MCP today, especially when you’ve got 200+ endpoints to expose.<\/p>\n<p>For inconsistent response shapes across endpoints, the approach is:<\/p>\n<p>1. <strong>Auto-gen from the spec, refine from real responses.<\/strong> OpenAPI is often wrong or under-specified, so the Tool Builder lets you feed in actual sample responses and update the schema to match what production really returns. Spec says one thing, reality says another \u2014 reality wins.<\/p>\n<p>2. <strong>Per-endpoint response transforms.<\/strong> Each tool has its own normalizer slot. Endpoint A returns `{data: […]}`, endpoint B returns a bare array \u2014 a set of declarative rules are predefined. Written once per endpoint, not per call.<\/p>\n<p>3. <strong>Canonical field names.<\/strong> When the same concept appears as `user_id`, `userId`, and `uid` across endpoints, the adapter maps them to one canonical form. <\/p>\n<\/p>\n<p>Auto-generation gets you ~70% there for clean APIs, maybe ~30% for legacy. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What kind of security risks and bad actors threats do you anticipate with a tool like that? And how should users monitor and prepare for that?<\/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\/@kjlis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kjlis<\/a> Great question. The threat categories we take most seriously with MCP today:<\/p>\n<p>– <strong>Prompt injection through tool responses<\/strong> \u2014 malicious servers return content that hijacks agent reasoning<\/p>\n<p>– <strong>Confused deputy<\/strong> \u2014 agents inherit the union of all tool permissions, so a harmless tool becomes dangerous when it sits next to a powerful one<\/p>\n<p>– <strong>Credential aggregation<\/strong> \u2014 MCP servers concentrate OAuth tokens and become high-value targets<\/p>\n<p>– <strong>DNS rebinding \/ host header attacks<\/strong> on local MCP servers <\/p>\n<p>– <strong>Tool description poisoning<\/strong> \u2014 descriptions are part of the prompt, so they can be weaponised to bias tool selection<\/p>\n<p>What to monitor:<\/p>\n<p>– Audit log every tool call with full I\/O<\/p>\n<p>– Egress traffic from the agent runtime<\/p>\n<p>– Tool description changes over time<\/p>\n<p>– Token usage patterns per integration<\/p>\n<p>In MCP Bridge we lean on per-tool scoping, sandboxed execution for generated code, and full audit trails \u2014 the enterprise customers we work with treat agent runtimes the same way they treat any other privileged service, and that’s the right instinct.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’ve run into this problem a few times while connecting different agent workflows. The integration itself is usually easy, but keeping everything reliable once multiple tools start talking to each other is where things get messy.<\/p>\n<p>Are most teams using MCP Bridge as a central layer between agents, or more as a quick way to expose existing APIs to AI tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaid_mallik1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaid_mallik1<\/a> Thanks Zaid, <\/p>\n<p>It’s depending on the goals and pain points they have had to date. Some teams are starting with the second use case: exposing existing APIs (REST, SOAP, gRPC, GraphQL) to their agents without having to build and maintain a dedicated MCP server per system. That’s the fast win.<\/p>\n<p>But many teams getting real value treat MCP Bridge as the central connectivity layer. One control plane for auth, governance, observability, and protocol translation across all their agent workflows. Once you have more than two or three agents talking to more than a handful of systems, the “one MCP server per API” approach collapses under its own weight (sprawl, context bloat and then high costs!, inconsistent auth). Exactly the mess you’re describing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 product to help you create a MCP server, fast and reliable. It’s about time! If you don’t use <a href=\"https:\/\/www.producthunt.com\/products\/mcp-bridge-by-appfactor\" target=\"_blank\" rel=\"noopener\">@MCP Bridge by Appfactor<\/a>, you’re ngmi.<\/p>\n<\/p>\n<p>S\/O for the launch, ?makers<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Thanks so much for the support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This could save developers a lot of integration time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Thanks Nithin, Yes!!!! It’s also of course about trying to reduce the maintenance surface area of many MCP servers, that often lack standardization or guardrails. Observability then becomes a major issue too. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does auth work when the target API needs OAuth? that’s the part that always kills these tools for me<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trekh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trekh<\/a> Totally fair \u2014 auth is where a lot of these break. We support OAuth2 client-credentials (and password grant) for target APIs: MCP Bridge fetches, caches, and auto-refreshes the token server-side so the agent never touches it. Plus Bearer\/Basic\/API-key, Cognito SRP, and WS-Security. Credentials are encrypted at rest. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Using MCP as the standard transport is a smart call. Agents get structured tool definitions without any custom adapter code. We’ve hit the N+1 connector problem repeatedly building AI agents that need to talk to CRMs and ticketing systems. How do you handle auth token lifecycle when agents discover and invoke new endpoints dynamically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> Quick reframe \u2014 MCP Bridge actually eliminates the N+1 situation by construction: it’s a single MCP server that fronts every integration. Your agent connects once and discovers tools across all your CRMs, ticketing systems, and whatever else through that one endpoint. No per-system connector glue on the agent side.<\/p>\n<p>The real question then is how we handle token lifecycle <em>inside<\/em> that single server when an agent is invoking tools dynamically across many backends:<\/p>\n<p>1. <strong>Refresh happens at the bridge, invisible to the agent.<\/strong> We hold refresh tokens server-side, track expiry, and refresh proactively (or on a 401 retry). The agent’s tool call either succeeds or gets a clean error \u2014 it never has to reason about token state.<\/p>\n<p>2. <strong>Tokens are bound to integration, not to the agent.<\/strong> When a tool is invoked, the bridge looks up credentials keyed by the <em>authenticated end user<\/em> on whose behalf the agent is running, not anything the agent provides. <\/p>\n<p>3. <strong>Scope mismatches trigger re-consent at the human layer.<\/strong> If an agent reaches for an endpoint whose required scopes aren’t covered by the existing grant, the bridge returns a structured “needs consent” response and the OAuth flow runs with the human user. The agent doesn’t get to escalate on its own.<\/p>\n<p>4. <strong>Revocation propagates.<\/strong> When an upstream system revokes a token, or a user revokes consent in our UI, the cached binding is invalidated and subsequent tool calls fail with a clear signal rather than a 401 storm.<\/p>\n<p>5. <strong>Audit per tool call.<\/strong> Every invocation logs which credential was used, when it was last refreshed, and which user it was bound to. SOC2 table stakes, but also what lets you actually debug “why did the agent suddenly start failing on Salesforce.”<\/p>\n<\/p>\n<p>Tool <em>selection<\/em> is fully dynamic when the underlying integrations are pre-authorized. A brand-new system the user has never connected still needs a human-in-the-loop first consent \u2014 no auth model gets around that. The trick is making that the only manual step.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch <a href=\"https:\/\/www.producthunt.com\/@keith_neilson\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"keith_neilson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keith_neilson<\/a> <a href=\"https:\/\/www.producthunt.com\/@ehw_appfactor\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ehw_appfactor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ehw_appfactor<\/a> <a href=\"https:\/\/www.producthunt.com\/@knarik\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"knarik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@knarik<\/a> !<\/p>\n<p>You provide any way to test the MCP tool definitions created as well? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@aiswarya_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aiswarya_s<\/a> thank you! \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aiswarya_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aiswarya_s<\/a>  Yes \u2014 there’s an inline test runner in the Test Console. You can invoke a tool directly against the real endpoint, inspect the response, and verify the schema and adapter produce what you expect. Tightens the build-test loop a lot.<br \/>Another way is to use the MCP Inspector connected to MCP Bridge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle user permissions without leaking secrets to the agent?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Agent never sees any permissions nor credentials. Credentials used to access an API, are stored encrypted by the Bridge itself. The Agent interacts only with tools\/prompts\/resources.<\/p>\n<p>On top of that, optional input\/output guardrails to protect tool execution. <br \/><strong>Input guardrails<\/strong> detect prompt injection patterns in tool arguments (3 sensitivity levels: Low, Medium, High \u2014 covering role-play jailbreaks, XSS, SQL injection, role tag injection). <br \/><strong>Output guardrails<\/strong> detect sensitive data in API responses across 8 categories (SSN, credit cards, AWS keys, GitHub tokens, JWTs, API keys, emails, phone numbers) with per-category detect-and-log or detect-and-redact modes. Per-tool overrides. Violations logged to MCP clients in real time. Off by default \u2014 configurable via Settings UI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>“Any API” is the key claim does it handle APIs that require OAuth or custom auth flows, or mostly simple API key setups? That’s usually where these tools hit a wall.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BHYPI3BVUU7MB3\" class=\"app-title\">Integuru<\/a><\/p>\n<div class=\"one-liner\">Generate fast, reliable APIs for any platform. No browsers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">163<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Integuru\u901a\u8fc7\u9006\u5411\u5de5\u7a0b\u76f4\u63a5\u5bf9\u63a5\u5e73\u53f0\u540e\u7aef\uff0c\u4e3a\u7f3a\u4e4f\u5b98\u65b9API\u7684\u7f51\u7ad9\u81ea\u52a8\u751f\u6210\u9ad8\u901f\u3001\u53ef\u9760\u7684API\uff0c\u89e3\u51b3AI Agent\u548c\u5782\u76f4AI\u516c\u53f8\u5728\u6784\u5efa\u96c6\u6210\u65f6\u56e0\u4f9d\u8d56\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u800c\u9762\u4e34\u7684\u5ef6\u8fdf\u9ad8\u3001\u7a33\u5b9a\u6027\u5dee\u548c\u7ef4\u62a4\u8d1f\u62c5\u91cd\u7684\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e4f5e7c-9e45-41bc-8121-a9f6fac3977e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed75ed45-891c-4490-9bb2-eca11a7e36b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a00289b-63a2-4910-8a14-83501dd31874.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd68c871-bd4d-4f48-8517-bc61cda1e2d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61564c7f-9570-41c0-b180-5b5e36620f45.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\/79c1e3cb-be28-4ef2-a8a6-548400ab1b83.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/v00yl_46H34?si=d9LHsy2SnqDAbTAu\"><source src=\"https:\/\/youtu.be\/v00yl_46H34?si=d9LHsy2SnqDAbTAu\" 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\">API\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u53cd\u5411\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">AI\u96c6\u6210\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u65e0\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u540e\u7aef\u76f4\u8fde<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5782\u76f4AI<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">SaaS\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\u89e3\u51b3\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u8106\u5f31\u7684\u75db\u70b9\uff0c\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u5e94\u5bf9\u540e\u7aef\u53d8\u52a8\u548c\u81ea\u52a8\u4fee\u590d\u65f6\u95f4\uff08\u5206\u949f\u7ea7\uff09\uff1b\u5904\u7406\u8eab\u4efd\u9a8c\u8bc1\u3001OAuth\u3001SSO\u53ca\u77ed\u751f\u547d\u5468\u671ftoken\u7684\u7ec6\u8282\uff1b\u6570\u636e\u5b89\u5168\u4e0e\u5408\u89c4\u6027\uff08\u662f\u5426\u4f1a\u88ab\u5e73\u53f0\u5c01\u7981\uff09\uff1b\u591a\u6b65\u9aa4\u8ba4\u8bc1\u6d41\u7a0b\uff08\u5982reCAPTCHA\uff09\u7684\u5904\u7406\u65b9\u5f0f\u3002\u7528\u6237\u5efa\u8bae\u6269\u5c55\u81f3\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n 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\u4ece\u5546\u4e1a\u4ef7\u503c\u770b\uff0c\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u5782\u76f4AI\u516c\u53f8\uff08\u533b\u7597\u3001\u7269\u6d41\u3001\u6cd5\u5f8b\u7b49\uff09\u6700\u201c\u75db\u201d\u7684\u73af\u8282\u2014\u2014\u4e0e\u5ba2\u6237\u9057\u5b58\u7684\u3001\u6ca1\u6709\u73b0\u4ee3API\u7684\u7cfb\u7edf\u5bf9\u63a5\u3002\u8fd9\u4e9b\u7cfb\u7edf\u901a\u5e38\u8001\u65e7\u3001\u5c01\u95ed\uff0c\u4f46\u53c8\u662f\u4e1a\u52a1\u6838\u5fc3\u3002\u653e\u5f03RPA\u548c\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\uff0c\u610f\u5473\u7740Integuru\u627f\u8bfa\u7684\u4e0d\u4ec5\u662f3\u79d2\u54cd\u5e94\u548c99.9%\u6210\u529f\u7387\uff0c\u66f4\u662f\u4e00\u79cd\u4ece\u201c\u8fd0\u7ef4\u707e\u96be\u201d\u5230\u201c\u8fd0\u7ef4\u5916\u5305\u201d\u7684\u8303\u5f0f\u8f6c\u6362\u3002\u517624\/7\u5728\u7ebf\u7ef4\u62a4\u56e2\u961f\u548c\u81ea\u52a8\u4fee\u590d\u80fd\u529b\uff0c\u5c06\u96c6\u6210\u540e\u6700\u5927\u7684\u9690\u6027\u6210\u672c\uff08\u51cc\u6668\u4e24\u70b9\u7684\u6545\u969c\u6392\u67e5\uff09\u76f4\u63a5\u5185\u5316\uff0c\u8fd9\u662f\u5176\u5b9a\u4ef7\u6743\u7684\u6765\u6e90\u3002\n 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\u7136\u800c\uff0c\u5fc5\u987b\u8b66\u60d5\u5176\u6838\u5fc3\u80fd\u529b\u7684\u201c\u8106\u5f31\u9762\u201d\u3002\u9006\u5411\u5de5\u7a0b\u6bd5\u7adf\u6e38\u8d70\u5728\u7070\u8272\u5730\u5e26\uff0c\u5176\u5408\u6cd5\u6027\u4f9d\u8d56\u4e8e\u76ee\u6807\u5e73\u53f0\u7684ToS\u4ee5\u53ca\u5f53\u5730\u6cd5\u5f8b\u89e3\u91ca\u3002\u6b64\u5916\uff0c\u591a\u6b65\u9aa4OAuth\u3001MFA\u3001reCAPTCHA\u7b49\u5e38\u89c1\u7684\u73b0\u4ee3\u5b89\u5168\u673a\u5236\uff0c\u662f\u5176AIsession\u5c42\u80fd\u5426\u771f\u6b63\u666e\u9002\u7684\u8bd5\u91d1\u77f3\u3002\u5982\u679c\u53ea\u80fd\u5904\u7406\u7b80\u5355\u7684\u8d26\u53f7\u5bc6\u7801\u767b\u5f55\uff0c\u5176\u5e94\u7528\u8303\u56f4\u5c06\u5927\u5927\u53d7\u9650\u3002\u66f4\u6839\u672c\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u679c\u4e3b\u6d41SaaS\u5e73\u53f0\uff08\u5982Salesforce\uff09\u9009\u62e9\u4e3b\u52a8\u5347\u7ea7\u5176\u53cd\u722c\u7b56\u7565\uff0c\u751a\u81f3\u76f4\u63a5\u5c01\u7981\u6a21\u62df\u8bf7\u6c42\u7684IP\uff0cInteguru\u7684\u201cauto-healing\u201d\u80fd\u5426\u8ddf\u4e0a\u8fd9\u79cd\u201c\u519b\u5907\u7ade\u8d5b\u201d\u7684\u8282\u594f\uff0c\u5c06\u51b3\u5b9a\u5b83\u662f\u4e00\u6b3e\u7cbe\u5de7\u7684\u5de5\u5177\uff0c\u8fd8\u662f\u4e00\u79cd\u968f\u65f6\u53ef\u80fd\u5931\u6548\u7684\u53d8\u901a\u65b9\u6848\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\">Integuru<\/span>\n <\/div>\n<div class=\"comment-content\">Integuru generates fast, reliable APIs for any platform, without browsers or RPA. API calls complete in ~3 seconds with 99.9%+ success. Most agents today use browser automation to control web apps that lack official APIs, but this is slow and brittle. Integuru replaces browsers entirely and connects directly with the backend. Integuru covers authentication and edge cases. Integrations get auto-healing, API docs, and a 24\/7 on-call maintenance team. Each API is generated end-to-end in 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 PH! \ud83d\udc4b<\/p>\n<p>We\u2019re the founders of <a href=\"https:\/\/integuru.com\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Integuru<\/strong><\/a>, an AI-powered integration platform.<\/p>\n<p>AI agents need to access external platforms, but most platforms don\u2019t offer official, accessible, or comprehensive APIs. <strong>That makes integration the single biggest bottleneck.<\/strong><\/p>\n<\/p>\n<p>To build integrations, most companies today use browser automation. But many of them have now <strong>outgrown their browser implementations<\/strong>.<strong> <\/strong>They\u2019re running into issues with <strong>latency<\/strong>, <strong>reliability<\/strong>, and <strong>throughput<\/strong>.<\/p>\n<\/p>\n<p><strong>Introducing Integuru<\/strong>: an AI platform that automatically <strong>reverse-engineers a website\u2019s backend<\/strong>. It generates integrations that directly hit website servers. Today, our main users are vertical AI companies in healthcare, logistics, proptech, legal, and more.<\/p>\n<p>On Integuru, you can generate your ideal integration <strong>end-to-end in minutes<\/strong>, including support for authentication. In real production environments for existing users, API calls complete in <strong>~3 seconds<\/strong> with <strong>99.9%+ success<\/strong>, including deployments <strong>above 1M requests\/month\/platform<\/strong>. Requests are executed live and achieve low latency <strong>without data-caching<\/strong>.<\/p>\n<p>Integrations on Integuru get <strong>auto-healing<\/strong>, <strong>API docs<\/strong>, and a <strong>24\/7 on-call team<\/strong> for maintenance.<\/p>\n<p><strong>\u26a1\ufe0f Using Integuru is super simple:<\/strong><\/p>\n<\/p>\n<ol>\n<li>\n<p>Input the website and account you want to integrate with.<\/p>\n<\/li>\n<li>\n<p>Describe your desired feature in natural language.<\/p>\n<\/li>\n<li>\n<p>Integuru proposes an API schema and, upon your approval, generates the endpoint in ~10 minutes.<\/p>\n<\/li>\n<\/ol>\n<p>\ud83d\ude4b\u200d\u2642\ufe0f <strong>Who is Integuru for?<\/strong><\/p>\n<\/p>\n<p>Integuru is <strong>best for vertical AI companies<\/strong> that need to integrate with customer systems. We already support high-growth companies across these industries:<\/p>\n<ul>\n<li>\n<p>Healthcare: connecting to EHRs, EMRs, RCMs, CTMSes, insurance portals, etc.<\/p>\n<\/li>\n<li>\n<p>Logistics: integrating with TMSes, WMSes, ERPs, carrier portals, etc.<\/p>\n<\/li>\n<li>\n<p>Proptech: automating property management systems, utilities, permitting software, etc.<\/p>\n<\/li>\n<li>\n<p>Legal: controlling practice\/case management systems, government portals, etc.<\/p>\n<\/li>\n<li>\n<p>Enterprise AI transformation: accessing ERPs, CRMs, CX platforms, internal tools, etc.<\/p>\n<\/li>\n<\/ul>\n<p>\u2026 and more<\/p>\n<\/p>\n<p>\ud83c\udfaf <strong>Try Today!<\/strong><\/p>\n<p>Integuru is <strong>free to try<\/strong>! Go to <a href=\"http:\/\/app.integuru.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">app.integuru.com<\/a> to get started! We\u2019d love your feedback \u2764\ufe0f<\/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\/@richardzhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richardzhang<\/a> This is a very real pain for agent builders. Browser automation works until it breaks OAuth or small UI changes. I see you already have scripts for Healthcare, Logistics, etc… Are you planning to create an API solution for social media platforms (such as TikTok and Instagram)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! I was wondering…brittleness in browser automation usually shows up much later on, when the platform ships a quiet backend change. So when that happens, what’s the time-to-healed-endpoint your consumers actually see? Hours? 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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Thanks for the important question! In our experience, the more a company scales, the more problems it will run into with browser automation. But this can happen much earlier than people expect, especially depending on the team’s requirements for latency and reliability. When the platform ships a backend change (which happens far less often than frontend changes), Integuru takes minutes to auto-heal. Our 24\/7 on-call team is also there to jump in if or when needed, but most of the time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>And what if the required data is behind a login? Will the service be able to log in (if login\/password are provided) and retrieve data from the personal account\/dashboard?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> Yes! We provide an authentication system to support various auth flows \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@richardzhang\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"richardzhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richardzhang<\/a> Congrats on the launch! Solving the “no API” bottleneck is huge for vertical AI teams.<\/p>\n<\/p>\n<p>The promise of “reverse-engineering the backend” is powerful, but for healthcare\/legal users (as you mentioned), security is paramount. How does Integuru securely handle authentication tokens and session management? And if the target website changes its backend structure, how does the “auto-healing” feature detect and fix the integration without breaking production data flows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@diana_nadim2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diana_nadim2<\/a> These are very important questions. Thanks Diana! <\/p>\n<p>Security is a huge emphasis for us. We manage sessions with least-privilege access, encrypted handling of sensitive tokens, and tight isolation around each user workflow.<\/p>\n<\/p>\n<p>Regarding auto-healing, we monitor integration behavior and failure patterns to detect when something has shifted and repair the affected flow without users having to rebuild the integration themselves. On top of that, we provide a 24\/7 on-call maintenance team ready to jump in when needed. The goal is to keep production workflows stable even when the underlying app moves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Replacing fragile browser automation with direct backend integrations is a bold move, and the reliability gains alone sound compelling. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marianna_tymchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marianna_tymchuk<\/a> Thank you very much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<h1>the 24\/7 on-call maintenance team detail is doing more work than it might seem. the hidden cost of browser automation isn’t the initial build, it’s the ongoing babysitting when things break at 2am. if that maintenance burden actually transfers to Integuru’s team that’s a meaningfully different value proposition than just being faster<\/h1>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> This is very insightful. Builders and teams should seriously consider using Integuru if they care about any one of the following: reliability, latency, and throughput. While low latency is important for many applications, like voice AI products, reliability is also a significant factor in production environments. In addition to auto-healing already built into Integuru, we provide a 24\/7 on-call maintenance team to offer additional peace of mind for users running mission-critical integrations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That sounds interesting \ud83e\udd14 <\/p>\n<\/p>\n<p>Would love to know the architecture of it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jay_gangwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jay_gangwar<\/a> Thank you for your interest! Integuru uses a multi-agent architecture that inspects how platforms operate beneath the UI, identifies the correct request flows, handles auth\/session state, and generates stable API interfaces on top.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Reverse-engineering internal APIs by watching network traffic is clever, but the thing I’d want to know is how fragile the output is when the platform rotates tokens or changes an endpoint path. Does Integuru detect that and regenerate, or does the caller just start getting 401s until someone reruns the capture?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> Thank you for this thoughtful question! Integuru has built-in auto-healing when it detects changes. We also provide a 24\/7 on-call maintenance team for added peace of mind. We aim to support the most mission-critical integrations, and we’re very fortunate that companies are already using us to do 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>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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>reverse engineering backend apis dynamically to bypass brittle puppeteer\/playwright scripts is a wild approach. how are you guys handling complex, multi-step authentication flows like oauth rotations, recaptcha checkpoints, or enterprise sso under the hood when generating these endpoints?<\/p>\n<p>browser automation is such a massive pain to maintain at scale with selector drift, so hitting the server directly is a huge upgrade. outstanding positioning on the launch team..\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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> This is a very important question! We built a generalized auth\/session layer for maintaining valid user-authorized sessions across flows like multi-step login, token rotation, and checkpoint interruptions. We\u2019re actively developing support for OAuth and SSO, and they should roll out soon. Once that session is established, the generated endpoints call the underlying server requests directly instead of replaying browser UI steps for every action, which can be brittle. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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, Richard! Framing integration as <em>the<\/em> bottleneck for agents really lands \u2014 browser automation has always felt like a fragile stopgap once you hit latency and reliability at scale. Turning that into clean APIs with ~3s calls and 99.9% success is exactly what agent builders have been missing. Following along \u2014 I’m @JayTheSong on X if you’d like to 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@JayTheSong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@JayTheSong<\/a> Thank you very much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“No browsers” is a bold claim for platforms that actively fight scraping. How does it handle platforms that update their structure frequently or add bot detection? Curious how stable the generated APIs are over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Browser automation for integrations is one of those approaches that looks fine in a demo and becomes a maintenance burden in production. The moment a platform does a minor UI refresh, your agent is blind. We evaluated this class of tool when building integrations against APIs that didn’t have official endpoints, and the failure mode that killed us wasn’t the happy path, it was authentication session expiry mid-workflow with no clean recovery path. How does Integuru handle auth token refresh for platforms that use short-lived sessions or MFA flows? Does it abstract that entirely, or does that still land on the caller to manage?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 awesome! I would love to use it. Though, quick question: How legal is it? Will the mega SaaS companies send us a cease and desist for using this? Can they detect that we are using it? Will they block our customers’ accounts if our customers are using 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<\/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\/GNHHT754GPCT47\" class=\"app-title\">Linear Diffs<\/a><\/p>\n<div class=\"one-liner\">A new way to review PRs, directly inside Linear<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Linear Diffs \u5c06\u4ee3\u7801\u5ba1\u67e5\u65e0\u7f1d\u5d4c\u5165Linear\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u4efb\u52a1\u8ffd\u8e2a\u4e0e\u4ee3\u7801\u5ba1\u67e5\u5e73\u53f0\u95f4\u9891\u7e41\u5207\u6362\u5bfc\u81f4\u7684\u4e0a\u4e0b\u6587\u4e22\u5931\u548c\u6548\u7387\u4f4e\u4e0b\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77f51a24-3e6d-498f-a4e9-a2fce28091da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc463a50-d60e-4e00-8480-d32d21ba8123.avif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c01f7c9-fe70-4466-b20e-a3f5eee45632.avif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/541c9e85-e9ab-4c4c-9fce-3b76f29a1a61.avif?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\/56f5e0c0-5171-4a73-afe8-d7b1d62fd572.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/7gZBxBTapDQ\"><source src=\"https:\/\/youtu.be\/7gZBxBTapDQ\" 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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">Linear\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u5207\u6362<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">GitHub\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u62c9\u53d6\u8bf7\u6c42<\/span><br \/>\n <span class=\"tag\">\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u6d88\u9664\u4e0a\u4e0b\u6587\u5207\u6362\u7684\u4ef7\u503c\uff0c\u4f46\u63d0\u51fa\u591a\u9879\u7591\u95ee\uff1a\u662f\u5426\u652f\u6301AI\u81ea\u52a8\u6458\u8981\uff1f\u5982\u4f55\u5904\u7406\u5806\u53e0PR\u548c\u5f3a\u5236\u63a8\u9001\uff1f\u5185\u8054\u8bc4\u8bba\u80fd\u5426\u4e0eGitHub\u53cc\u5411\u540c\u6b65\uff1f\u90e8\u5206\u7528\u6237\u8d28\u7591PM\u5de5\u5177\u662f\u5426\u9002\u5408\u4ee3\u7801\u5ba1\u67e5\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 Linear Diffs \u8e29\u51c6\u4e86AI\u4ee3\u7406\u5927\u91cf\u751f\u6210PR\u540e\uff0c\u5ba1\u67e5\u80fd\u529b\u4e25\u91cd\u6ede\u540e\u4e8e\u751f\u6210\u8282\u594f\u7684\u75db\u70b9\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u6280\u672f\u5c42\u9762\u8d85\u8d8aGitHub\u6216IDE\u7684\u5ba1\u67e5\u4f53\u9a8c\u2014\u2014\u4e8b\u5b9e\u4e0a\uff0c\u771f\u6b63\u6df1\u5ea6\u5ba1\u67e5\u4f9d\u7136\u9700\u8981\u8fd4\u56de\u539f\u751f\u73af\u5883\u2014\u2014\u800c\u662f\u628a\u201c\u5ba1\u67e5\u72b6\u6001\u201d\u548c\u201c\u539f\u59cb\u9700\u6c42\u201d\u56fa\u5316\u5728\u540c\u4e00\u5f20\u7968\u8bc1\u4e0b\uff0c\u6d88\u706d\u4e86\u201c\u8fd9\u4e2aPR\u6539\u7684\u662f\u4e0d\u662f\u6211\u5f53\u65f6\u8981\u7684\uff1f\u201d\u7684\u8ba4\u77e5\u65ad\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u66b4\u9732\u4e86\u51e0\u4e2a\u9690\u60a3\uff1a\u7b2c\u4e00\uff0c\u5b83\u9ed8\u8ba4\u7528\u6237\u53ea\u5728Linear\u91cc\u505a\u201c\u8f7b\u91cf\u5ba1\u67e5\u201d\uff0c\u4f46\u771f\u6b63\u7684\u4ee3\u7801\u5ba1\u67e5\uff08CR\uff09\u9700\u8981\u7b26\u53f7\u5f15\u7528\u3001\u6682\u5b58\u533a\u6bd4\u5bf9\u3001\u751a\u81f3\u672c\u5730\u8c03\u8bd5\uff1b\u7b2c\u4e8c\uff0c\u5bf9\u5f3a\u5236\u63a8\u9001\u3001\u5806\u53e0PR\u7b49Git\u590d\u6742\u64cd\u4f5c\u7684\u5904\u7406\u4ecd\u6a21\u7cca\u4e0d\u6e05\uff0c\u8fd9\u7c7b\u573a\u666f\u4e00\u65e6\u51fa\u95ee\u9898\u53cd\u800c\u4f1a\u52a0\u5267\u6df7\u4e71\uff1b\u7b2c\u4e09\uff0c\u9762\u4e34\u201cPM\u5de5\u5177\u8d8a\u754c\u201d\u7684\u539f\u7f6a\u2014\u2014\u5f00\u53d1\u8005\u793e\u533a\u5bf9\u5de5\u5177\u8fb9\u754c\u654f\u611f\uff0c\u5982\u679c\u628a\u5ba1\u67e5\u5f3a\u585e\u7ed9\u53ea\u770bTrello\u770b\u677f\u7684\u7ecf\u7406\uff0c\u53cd\u800c\u50ac\u751f\u5f62\u5f0f\u4e3b\u4e49\u7684\u5ba1\u6838\u6d41\u6c34\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u201c\u4e0eLinear\u8bae\u9898\u539f\u751f\u7ed1\u5b9a\u201d\u7684\u6570\u636e\u6a21\u578b\uff0c\u4ee5\u53ca\u672a\u6765\u53ef\u80fd\u751f\u957f\u51fa\u7684\u201c\u57fa\u4e8e\u9700\u6c42\u81ea\u52a8\u5206\u914dAI\u5ba1\u67e5\u4ee3\u7406\u201d\u7684\u80fd\u529b\u3002\u4f46\u5982\u679c\u53ea\u662f\u4e3a\u4e86\u5c11\u70b9\u4e00\u6b21\u6807\u7b7e\u9875\uff0c\u90a3\u5b83\u53ea\u662f\u4e00\u4e2a\u597d\u770b\u7684\u201cGitHub\u9884\u89c8\u7a97\u201d\uff0c\u800c\u4e0d\u662f\u4ec0\u4e48\u9769\u547d\u6027\u4ea7\u54c1\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\">Linear Diffs<\/span>\n <\/div>\n<div class=\"comment-content\">Introducing Linear Diffs to make reviewing code a fast and fluid experience native to Linear. You can now review diffs from any issue with a PR, iterate on further changes with agents, and ship code from Linear. All reviews in Linear sync back to GitHub, so the current state of review work is always clear. Linear Diffs is available now on all plans.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Review code in <a href=\"https:\/\/www.producthunt.com\/products\/linear\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"linear\" target=\"_blank\" rel=\"noopener\">@Linear<\/a>, iterate with your team and agents, all in one place. Love this direction!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Upvoting and commenting so I can get that awesome swag! Totally kidding, Linear is great. Congrats on the launch, love the new swag\u2014you did 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>Been waiting for something like this since the “close the issue, open GitHub, scroll to find the PR, lose context, come back” loop gets old fast. I do not use code editor anymore so a better interface that github is always welcomed! Very cool feature<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">hello, how are you<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I dont read diffs anymore tho, there are just too many prs. But I do ask 3 agents to read them on every PR and just give me the gist. Can it do smth like that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Code review inside Linear makes a lot of sense now that agents can create PRs directly from issues. The hard part is keeping the review anchored to the original intent, not just the diff. Curious how you handle stacked or related PRs from the same Linear issue.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One thing we’ve seen with AI-generated code is that PR volume goes up faster than review capacity. Are teams using this primarily to speed up reviews, or to reduce the amount of context reviewers need to load before giving 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>I haven’t used Linear, just out of curiousity, isn’t it mostly a PM tool ? If so, why would we need to review PR here ? Shouldn’t it be in the IDE \/ coding tool ? I didn’t get the use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Rendering PR diffs inside the issue context solves a real context-switching problem. We’ve lost too much review state bouncing between GitHub threads and Linear tickets. Since reviews sync back to GitHub, curious how you’re handling force-pushes mid-review. Does the diff view update automatically, or does it require a manual refresh?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>with agents pushing PRs constantly now, having review right next to the issue is actually necessary not just convenient. nice timing on this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Collapsing the context switch between issue tracker and code review is the right call. You can finally review a change against the spec it came from without toggling tabs. We’ve felt this friction most when AI agents generate multiple interdependent PRs in a sprint. Does Linear Diffs support inline comments that sync bidirectionally with GitHub’s review state?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/II6OIBE55EGIL6\" class=\"app-title\">Sinalytica<\/a><\/p>\n<div class=\"one-liner\">Travel back to 1998 and use Lovable on Windows 98<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">123<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sinalytica \u662f\u4e00\u6b3e\u8ba9\u7528\u6237\u7a7f\u8d8a\u56de1998\u5e74\u3001\u5728Windows 98\u7cfb\u7edf\u754c\u9762\u4e0a\u4f53\u9a8c\u7c7bLovable\u4ea4\u4e92\u5de5\u5177\u7684\u590d\u53e4\u98ce\u683c\u5e94\u7528\uff0c\u6ee1\u8db3\u5bf9\u7ecf\u5178\u64cd\u4f5c\u7cfb\u7edf\u6000\u65e7\u6216\u597d\u5947\u7684\u7528\u6237\u60c5\u611f\u9700\u6c42\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/86d33fb6-e55d-40c4-b064-a036ae8241cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db99a778-8f26-4ec0-8f64-deda456f4b28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e3ccd56-2d45-4361-b8a2-31e70b8189e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69786256-2136-443f-9f20-aa6e9605de30.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\/73641ff0-1c3e-4242-8f36-3564bd0da279.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/Gd5JtdIznd0\"><source src=\"https:\/\/youtube.com\/shorts\/Gd5JtdIznd0\" 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\">Retro Games<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Entertainment<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u590d\u53e4UI<\/span><br \/>\n <span class=\"tag\">Windows 98<\/span><br \/>\n <span class=\"tag\">\u6000\u65e7\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79f0\u8d5e\u6253\u5b57\u6548\u679c\u771f\u5b9e\uff0c\u4ea4\u4e92\u81ea\u7136\uff0c\u6709\u6c89\u6d78\u611f\u3002\u4f46\u8bc4\u8bba\u6570\u91cf\u5c11\uff0c\u7f3a\u4e4f\u5bf9\u529f\u80fd\u5b9e\u7528\u6027\u7684\u8ba8\u8bba\u6216\u6279\u8bc4\u6027\u53cd\u9988\uff0c\u76ee\u524d\u66f4\u50cf\u662f\u4e00\u6b21\u8da3\u5473\u6027\u5c55\u793a\u800c\u975e\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u7684\u5de5\u5177\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Sinalytica \u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u754c\u9762\u76ae\u80a4+\u4ea4\u4e92\u6a21\u62df\u5668\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002\u5b83\u6293\u4f4f\u4e86\u201c\u6000\u65e7\u201d\u8fd9\u4e00\u60c5\u611f\u94a9\u5b50\uff0c\u628aWindows 98\u7684UI\u98ce\u683c\u4e0e\u73b0\u4ee3AI\u6216\u5de5\u5177\u7c7b\u5e94\u7528\uff08\u5982Lovable\uff09\u5ac1\u63a5\uff0c\u5236\u9020\u51fa\u5f3a\u70c8\u7684\u65b0\u65e7\u53cd\u5dee\u611f\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5728\u77ed\u671f\u5185\u80fd\u901a\u8fc7\u65b0\u5947\u611f\u548c\u60c5\u611f\u5171\u9e23\u5438\u5f15\u773c\u7403\uff0c\u5c24\u5176\u5bf9\u7ecf\u5386\u8fc7\u90a3\u4e2a\u65f6\u4ee3\u7684\u7528\u6237\u6216\u8ffd\u6c42\u590d\u53e4\u7f8e\u5b66\u7684\u6781\u5ba2\u7fa4\u4f53\u6709\u5438\u5f15\u529b\u3002\u7136\u800c\uff0c\u4ece\u4ea7\u54c1\u4ef7\u503c\u89d2\u5ea6\u770b\uff0c\u5b83\u5e76\u672a\u89e3\u51b3\u4efb\u4f55\u73b0\u5b9e\u95ee\u9898\u2014\u2014\u65e2\u4e0d\u662f\u6548\u7387\u63d0\u5347\u5de5\u5177\uff0c\u4e5f\u4e0d\u662f\u66f4\u5148\u8fdb\u7684\u4ea4\u4e92\u8303\u5f0f\u3002123\u7968\u7684\u6295\u7968\u91cf\u5728Product Hunt\u4e0a\u7b97\u4e2d\u7b49\uff0c\u4f46\u8bc4\u8bba\u6df1\u5ea6\u4e0d\u8db3\uff0c\u7f3a\u4e4f\u5bf9\u529f\u80fd\u5c42\u9762\uff08\u5982\u80fd\u5426\u771f\u6b63\u8fd0\u884c\u4ee3\u7801\u3001\u5b9e\u73b0\u590d\u6742\u64cd\u4f5c\uff09\u7684\u8ba8\u8bba\uff0c\u6697\u793a\u5927\u591a\u6570\u7528\u6237\u4ec5\u4ec5\u662f\u88ab\u201c\u5916\u89c2\u201d\u6253\u52a8\uff0c\u800c\u975e\u201c\u7528\u9014\u201d\u3002\u82e5Sinalytica\u4ec5\u4ec5\u505c\u7559\u5728\u201c\u770b\u8d77\u6765\u50cf\u201d\u7684\u5c42\u9762\uff0c\u5b83\u5c06\u5f88\u5feb\u6ca6\u4e3a\u4e00\u6b21\u6027\u73a9\u5177\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff1a\u662f\u5426\u80fd\u5728\u590d\u53e4UI\u4e4b\u4e0b\uff0c\u63d0\u4f9b\u8db3\u591f\u5dee\u5f02\u5316\u4e14\u5b9e\u7528\u7684\u529f\u80fd\u4f53\u9a8c\uff0c\u5426\u5219\u5c31\u662f\u4e00\u573a\u7cbe\u81f4\u7684\u4f5c\u79c0\u3002\u5efa\u8bae\u56e2\u961f\u6e05\u9192\u5730\u601d\u8003\uff1a\u7528\u6237\u662f\u6765\u201c\u73a9\u201d\u8fd9\u4e2a\u76ae\u80a4\u7684\uff0c\u8fd8\u662f\u6765\u201c\u7528\u201d\u8fd9\u4e2a\u5de5\u5177\u7684\uff1f\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\">Sinalytica<\/span>\n <\/div>\n<div class=\"comment-content\">Sina Rajaeeian \u2014 Software Engineer and ML engineer. Building across AI\/ML, web & mobile, and quantitative finance.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love it. Even that typing is so real!<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Lovable 98 \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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you! Making the interaction feel natural is one of my biggest goals when building, so I’m happy that came through.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/TAVA6CJ7J4ACNZ\" class=\"app-title\">Screen Ruler<\/a><\/p>\n<div class=\"one-liner\">The go-to ruler for designers and developers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Screen Ruler \u662f\u4e00\u6b3e\u4e13\u4e3a\u8bbe\u8ba1\u5e08\u4e0e\u5f00\u53d1\u8005\u6253\u9020\u7684\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u901a\u8fc7\u89c6\u89c9\u5316\u89e3\u6790\u5e03\u5c40\u3001\u6e10\u53d8\u3001\u4f2a\u7c7b\u72b6\u6001\u53caCSS\u8f6c\u6362\uff0c\u89e3\u51b3\u8bbe\u8ba1\u7a3f\u8fd8\u539f\u4e0e\u5f00\u53d1\u8c03\u8bd5\u4e2d\u7684\u6d4b\u91cf\u4e0e\u4fe1\u606f\u63d0\u53d6\u75db\u70b9\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u201c\u6d4b\u91cf\u201d\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\/c1dfce71-629c-43c9-bb00-0b8139e75f53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b94e407-a5e9-4374-a41a-3b0265f53b21.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15adc1fb-1a5b-4803-b443-823c3f42a5fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7e49e50-37cf-4fa2-a9cf-dabe804f18fb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9bcf43e9-dbb9-4bbd-977a-24bc45c4a0d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/895c3747-d27d-4900-8803-a9f4b899fe53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u5e03\u5c40\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">CSS\u8f6cTailwind<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">SEO\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u6d4b\u91cf<\/span><br \/>\n <span class=\"tag\">\u6e10\u53d8\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u4f2a\u7c7b\u6a21\u62df<\/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\u4e3a\u5176\u529f\u80fd\u8fdc\u8d85\u666e\u901a\u5c3a\u5b50\uff0c\u89e3\u51b3\u4e86\u8bbe\u8ba1QA\u4e0e\u5f00\u53d1\u6c9f\u901a\u7684\u75db\u70b9\uff0c\u5c24\u5176\u5bf9\u5e03\u5c40\u68c0\u67e5\u548cCSS\u8f6c\u6362\u529f\u80fd\u8d5e\u4e0d\u7edd\u53e3\u3002\u6709\u7528\u6237\u63d0\u8bae\u589e\u52a0\u4ee3\u7801\u7f16\u8f91\u529f\u80fd\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u5728\u8def\u7ebf\u56fe\u4e2d\uff1b\u4e5f\u6709\u7528\u6237\u8be2\u95ee\u76ee\u6807\u7528\u6237\u4e3a\u5f00\u53d1\u8005\u8fd8\u662f\u8bbe\u8ba1\u5e08\uff0c\u5f00\u53d1\u8005\u56de\u7b54\u4e24\u8005\u517c\u987e\u4f46\u66f4\u504f\u5411\u6709\u8bbe\u8ba1\u610f\u8bc6\u7684\u5f00\u53d1\u8005\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 Screen Ruler \u7684\u589e\u957f\u903b\u8f91\u975e\u5e38\u6e05\u6670\uff1a\u5b83\u6ca1\u6709\u91cd\u590d\u53d1\u660e\u8f6e\u5b50\uff0c\u800c\u662f\u7cbe\u51c6\u5730\u7ed9\u6d4f\u89c8\u5668\u5f00\u53d1\u8005\u5de5\u5177\uff08DevTools\uff09\u8fd9\u4e2a\u201c\u6c7d\u8f66\u201d\u52a0\u4e86\u4e00\u4e2a\u201c\u5feb\u5145\u63a5\u53e3\u201d\u3002\u5b83\u6d1e\u5bdf\u5230\u7684\u6838\u5fc3\u75db\u70b9\u662f\uff0cDevTools \u867d\u7136\u5f3a\u5927\uff0c\u4f46\u64cd\u4f5c\u94fe\u8def\u957f\u3001\u4fe1\u606f\u5448\u73b0\u201c\u53cd\u76f4\u89c9\u201d\uff0c\u5c24\u5176\u5728\u89c6\u89c9\u8bbe\u8ba1\u8fd8\u539f\uff08\u50cf\u7d20\u7ea7\u6d4b\u91cf\u3001Flexbox\/Grid\u5e03\u5c40\u53ef\u89c6\u5316\u3001\u6e10\u53d8\u53c2\u6570\u63d0\u53d6\uff09\u8fd9\u4e00\u9ad8\u9891\u573a\u666f\u4e2d\u6548\u7387\u4f4e\u4e0b\u3002\u5176\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u65b0\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u5c06 DevTools \u4e2d\u7684\u201c\u529f\u80fd\u201d\u63d0\u70bc\u4e3a\u201c\u5de5\u4f5c\u6d41\u201d\uff0c\u901a\u8fc7\u76f4\u89c2\u7684\u89c6\u89c9\u754c\u9762\uff08\u5982\u6d6e\u52a8\u68c0\u67e5\u5668\u3001\u5e03\u5c40\u56fe\u5f62\u5316\uff09\u5927\u5e45\u964d\u4f4e\u8ba4\u77e5\u8d1f\u8377\u4e0e\u64cd\u4f5c\u9608\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u7528\u6237\u53cd\u9988\u770b\uff0c\u5176\u201cCSS\u8f6cTailwind\u201d\u548c\u201cPage tab\uff08\u6027\u80fd\/SEO\uff09\u201d\u529f\u80fd\u7cbe\u51c6\u51fb\u4e2d\u4e86\u4e24\u7c7b\u4eba\u7fa4\uff1a\u4e00\u662f\u4ece\u4f20\u7edfCSS\u5411Utility-First\u6846\u67b6\u8fc1\u79fb\u7684\u5f00\u53d1\u8005\uff0c\u4e8c\u662f\u9700\u8981\u5feb\u901f\u900f\u89c6\u9875\u9762\u5065\u5eb7\u72b6\u51b5\u7684\u7ef4\u62a4\u8005\u3002\u8fd9\u6697\u793a\u4e86\u4e00\u4e2a\u8d8b\u52bf\uff1a\u5782\u76f4\u5316\u7684\u201c\u8d85\u5206\u5ea6\u201d\u5f00\u53d1\u5de5\u5177\u6b63\u5728\u5d1b\u8d77\uff0c\u5b83\u4eec\u4e0d\u8ffd\u6c42\u5927\u800c\u5168\uff0c\u800c\u662f\u9488\u5bf9\u7279\u5b9a\u5de5\u4f5c\u6d41\uff08\u5982\u8bbe\u8ba1\u8fd8\u539f\uff09\u63d0\u4f9b\u6bd4\u5b98\u65b9\u5de5\u5177\u66f4\u5feb\u7684\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u8be5\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u201c\u4fe1\u606f\u8f93\u51fa\u201d\u5c42\u9762\u3002\u7528\u6237\u63d0\u51fa\u7684\u201c\u80fd\u5426\u5728\u4fa7\u8fb9\u680f\u7f16\u8f91\u4ee3\u7801\u201d\u7684\u8d28\u95ee\u76f4\u6307\u5176\u5929\u82b1\u677f\u2014\u2014\u82e5\u53ea\u505a\u201c\u66f4\u597d\u7684\u663e\u793a\u5668\u201d\uff0c\u800c\u4e0d\u63d0\u4f9b\u201c\u70b9\u51fb\u4fee\u6539\u5e76\u56de\u5199\u201d\u7684\u95ed\u73af\uff0c\u5176\u7c98\u6027\u4f1a\u4f4e\u4e8e\u90a3\u4e9b\u5141\u8bb8\u201c\u8fb9\u770b\u8fb9\u6539\u201d\u7684\u96c6\u6210\u5f00\u53d1\u73af\u5883\u3002\u597d\u5728\u5f00\u53d1\u8005\u5df2\u5c06\u5176\u7eb3\u5165\u8def\u7ebf\u56fe\uff0c\u82e5\u80fd\u6253\u901a\u4ece\u201c\u6d4b\u91cf\u201d\u5230\u201c\u4fee\u6539\u201d\u7684\u6700\u540e\u4e00\u516c\u91cc\uff0cScreen Ruler \u5c06\u4ece\u4e00\u4e2a\u4f18\u79c0\u7684\u5c0f\u5de5\u5177\uff0c\u8fdb\u5316\u4e3a\u8bbe\u8ba1\u4ea4\u4ed8\u6d41\u6c34\u7ebf\u4e0a\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u73af\u3002\u5728B\u7aef\u4ed8\u8d39\u610f\u613f\u4e0a\uff0c\u5176\u201c\u8bbe\u8ba1QA + \u5f00\u53d1\u8f85\u52a9\u201d\u7684\u53cc\u91cd\u5c5e\u6027\uff0c\u642d\u914d\u4fc3\u9500\u6298\u4ef7\uff0c\u5bf9\u4e2d\u5c0f\u578b\u56e2\u961f\u5177\u5907\u8f83\u5f3a\u7684\u76f4\u63a5\u5438\u5f15\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\">Screen Ruler<\/span>\n <\/div>\n<div class=\"comment-content\">Unlike browser DevTools, Screen Ruler is built for design workflows: visual flexbox\/grid breakdown, gradient inspection with color stops, multi-element pseudo-state simulation, CSS-to-Tailwind conversion, and a Page tab with Performance, SEO, and Social previews.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can it measure elements across different browser zoom levels?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Yes. Measurements are in CSS pixels, so they’re accurate at every zoom level. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\"># Product Hunt Launch<\/p>\n<p>Hi Product Hunt,<\/p>\n<p>Over the last 6 months, Screen Ruler has continued to grow to over 50,000 weekly active users on the Chrome Web Store. Screen Ruler continues to evolve as I expand its feature set so this launch doesn’t have a typical “theme”. Just a whole bunch of cool new stuff to try!<\/p>\n<p>– Stylesheet parsing: When selecting an element, see rules across all stylesheets that affect that element with specificity visualized.<br \/>\n– Page inspection: A new Page tab with Performance, SEO issues, and Social previews.<br \/>\n– Layout inspection block: A glanceable visual breakdown of flexbox and grid: axes, justify\/align, gap, and tracks.<br \/>\n– Inspector pinning: Now you can pin the floating inspector.<br \/>\n– State simulation: Force an element into a different pseudo-state (hover, focus, active).<br \/>\n– CSS to Tailwind conversion: Convert any element’s CSS to Tailwind utility classes.<br \/>\n– Breakpoints, box-model margin indicators, HSB color space, element-probe contrast detection, plus dozens of refinements across the inspector flow.<\/p>\n<p>Product Hunt Exclusive: Get 15% off Pro with code PH15OFF at checkout. Valid until the end of the month.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Right thing shows up at the right time ! I’m making a pitch deck for my product and it’s so hard to center \/ align stuffs and this help a lot. Well done G<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Now that is something we all never asked for. But we all need it<\/p>\n<\/p>\n<p>Nailed it man \ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 designer this seems useful to do design QA and provide specific feedback to devs on what to change. <\/p>\n<p>I’ve typically done this manually through browser developer tools. I find the item, adjust the css until I get the desired result (when possible). Then I give that info to dev for updating.<\/p>\n<p>This will save a bit of time, although it would nice to be able to edit the code from the Screen Ruler sidebar. Then I wouldn’t have to use dev tools at all. But I’m not sure the browser allows that. <\/p>\n<p>Great 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\/@amperisk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amperisk<\/a> Thanks for your comment. Editing is on the roadmap!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Haven’t launched on Product Hunt yet, but this caught my eye. Most rulers just measure. You added actual dev tools.<\/p>\n<p>Genuinely curious \u2013 devs or designers as the main user?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@riley_hansen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@riley_hansen<\/a> Thanks for the comment. The audience is both but definitely skews to the design-conscious developer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YSZZJB5DIGHUUT\" class=\"app-title\">Basedash: Embedded Analytics<\/a><\/p>\n<div class=\"one-liner\">Give customers AI analytics inside your product.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Basedash\u901a\u8fc7\u4e00\u4e2aiframe\u548cJWT\u8ba4\u8bc1\uff0c\u8ba9SaaS\u4ea7\u54c1\u5feb\u901f\u5d4c\u5165AI\u9a71\u52a8\u7684\u81ea\u670d\u52a1\u5206\u6790\u529f\u80fd\uff0c\u5ba2\u6237\u65e0\u9700\u79bb\u5f00\u4ea7\u54c1\u5373\u53ef\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\u3001\u521b\u5efa\u4eea\u8868\u76d8\u5e76\u83b7\u5f97\u667a\u80fd\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4e86\u4e3a\u5ba2\u6237\u62a5\u8868\u529f\u80fd\u9700\u6570\u6708\u5f00\u53d1\u4e0e\u7ef4\u62a4\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\/9232cbfd-6a5c-4a91-994b-73e943b91b16.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ns7LysQurWQ\"><source src=\"https:\/\/youtu.be\/ns7LysQurWQ\" 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\/7257076a-6384-4f07-bec1-eb85f67107ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0174d12a-f4e5-48b8-a83e-5d6eeb178203.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6dd62454-bf39-43b9-9e58-bca33af5fedd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f379154f-ed4e-4064-82cc-5c11896657ea.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5d4c\u5165\u5f0f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u81ea\u52a9\u62a5\u8868<\/span><br \/>\n <span class=\"tag\">SaaS\u5185\u5d4c\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4eea\u8868\u76d8\u5d4c\u5165<\/span><br \/>\n <span class=\"tag\">\u884c\u7ea7\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5185\u5206\u6790<\/span><br \/>\n <span class=\"tag\">BI\u5d4c\u5165<\/span><br \/>\n <span class=\"tag\">JWT\u5355\u70b9\u767b\u5f55<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u6280\u672f\u5353\u8d8a\uff0c\u4f46\u6279\u8bc4\u57fa\u7840\u7248\u4ed8\u8d39\u5899\u8fc7\u9ad8\uff08\u5b9e\u9645\u9700$1k\/\u6708\uff09\uff0c\u5efa\u8bae\u63a8\u51fa\u521b\u4e1a\u6276\u6301\u8ba1\u5212\u3002\u6838\u5fc3\u7591\u95ee\u805a\u7126\u4e8e\uff1a\u5d4c\u5165\u5f0f\u4eea\u8868\u76d8\u4e0eAI\u804a\u5929\u529f\u80fd\u7684\u7ec6\u7c92\u5ea6\u6743\u9650\u63a7\u5236\u662f\u5426\u652f\u6301\u6309\u5ba2\u6237\u5c42\u7ea7\u5206\u9694\uff0c\u4ee5\u53ca\u7528\u6237\u66f4\u503e\u5411\u76f4\u63a5\u83b7\u5f97\u7b54\u6848\u8fd8\u662f\u4ea4\u4e92\u5f0f\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 Basedash Embedding\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u4e0d\u662f\u5728\u8ddfTableau\u6216Looker\u62a2\u5b58\u91cfBI\u5e02\u573a\uff0c\u800c\u662f\u5728\u5236\u9020\u4e00\u4e2a\u65b0\u54c1\u7c7b\u2014\u2014\u8ba9SaaS\u516c\u53f8\u76f4\u63a5\u628aAI\u5206\u6790\u80fd\u529b\u4f5c\u4e3a\u201c\u4ea7\u54c1\u529f\u80fd\u201d\u5356\u7ed9\u7ec8\u7aef\u5ba2\u6237\u3002\u4e00\u4e2aiframe\u52a0JWT\u5c31\u80fd\u5b9e\u73b0\u884c\u7ea7\u5b89\u5168\u7684\u591a\u79df\u6237\u5206\u6790\uff0c\u8fd9\u5bf9\u6280\u672f\u56e2\u961f\u8584\u5f31\u7684SaaS\u516c\u53f8\u6765\u8bf4\u51e0\u4e4e\u662f\u964d\u7ef4\u6253\u51fb\u3002\u4f46\u51b7\u9759\u6765\u770b\uff0c\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u5b9a\u4ef7\u62b1\u6028\u5f88\u5173\u952e\uff1a\u57fa\u7840\u724838\u7f8e\u5143\/\u6708\u7684\u5165\u95e8\u4ef7\u683c\u770b\u4f3c\u53cb\u597d\uff0c\u4f46\u771f\u6b63\u6709\u7528\u7684AI Agent\u548c\u5b8c\u6574\u6570\u636e\u6e90\u652f\u6301\u90fd\u56f0\u5728$999\/\u6708\u7684Pro\u7248\u91cc\u3002\u8fd9\u610f\u5473\u7740\uff0c\u6700\u6e34\u6c42\u8fd9\u79cd\u5d4c\u5165\u529f\u80fd\u7684\u65e9\u671fSaaS\u516c\u53f8\u53cd\u800c\u7528\u4e0d\u8d77\uff0c\u800c\u80fd\u8f7b\u677e\u638f\u6708\u79df\u7684\u4f01\u4e1a\u53ef\u80fd\u66f4\u503e\u5411\u4e8e\u81ea\u7814\u3002\u6b64\u5916\uff0c\u867d\u7136\u5ba3\u4f20\u5f3a\u8c03\u201c\u66ff\u6362\u5b63\u5ea6\u5f00\u53d1\u201d\uff0c\u4f46\u5d4c\u5165\u540e\u7684\u5b9a\u5236\u5316\uff08\u5982\u4e3b\u9898\u3001\u6743\u9650\u3001\u63d0\u793a\u8bcd\uff09\u4ecd\u9700\u6295\u5165\u8fd0\u8425\u7cbe\u529b\uff0c\u5e76\u975e\u96f6\u6210\u672c\u3002\u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662fAI\u5206\u6790\u7684\u51c6\u786e\u6027\u2014\u2014\u8ba9\u5ba2\u6237\u76f4\u63a5\u5bf9\u8bdd\u5e95\u5c42\u6570\u636e\uff0c\u4e00\u65e6\u6a21\u578b\u5e7b\u89c9\u4ea7\u751f\u8bef\u5bfc\u6027\u4e1a\u52a1\u7ed3\u8bba\uff0c\u8d23\u4efb\u5f52\u5c5e\u4f1a\u6210\u4e3a\u4ea7\u54c1\u65b9\u4e0e\u5ba2\u6237\u4e4b\u95f4\u7684\u5b9a\u65f6\u70b8\u5f39\u3002\u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u4e2a\u6280\u672f\u601d\u8def\u6781\u4f73\u3001\u4f46\u5546\u4e1a\u843d\u5730\u4ecd\u9700\u6253\u78e8\u7684\u4ea7\u54c1\uff0c\u5c24\u5176\u9700\u8981\u5bf9\u5b9a\u4ef7\u7b56\u7565\u548cAI\u53ef\u9760\u6027\u63d0\u4f9b\u66f4\u900f\u660e\u7684\u4fdd\u969c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Basedash: Embedded Analytics<\/span>\n <\/div>\n<div class=\"comment-content\">Basedash Embedding puts the full power of Basedash inside your own product. Drop a dashboard in with one iframe, or embed the whole app so your customers can chat with the AI agent, build their own dashboards, and get automatic insights \u2014 without ever leaving you. Row-level security scopes every customer to their own data, and customization controls decide exactly which features they see. Setup is one iframe and a JWT. Analytics, inside your product. Scoped to every customer.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, Max here from Basedash.<\/p>\n<p>Today we’re launching Basedash Embedding. It puts the full power of Basedash inside your own product, so the customers using your app get dashboards and the Basedash AI agent on their own data, without ever leaving you.<\/p>\n<p>There are two ways to use it. The simple one: build a chart or dashboard in Basedash, flip on a public embed, and drop the iframe into your site, no Basedash account required to view it. The big one: embed the whole app behind JWT SSO, and your customers can chat with the agent, build their own dashboards, and get automatic insights, all scoped to their own data.<\/p>\n<p>The example that sold it for us: a marketing agency runs ads for its clients and already has a dashboard product. They embedded Basedash into it, and now each client can ask “which campaigns had the best ROAS last month?” and get an answer and a chart built on the spot, seeing only their own account, never anyone else’s. That last part is row-level security, and it’s the thing that makes embedding safe to ship to customers.<\/p>\n<p>You control exactly what they get: theme, which features are visible, suggested prompts, allowed origins.<\/p>\n<p>PH community gets an extra week on their trial this week. Happy to answer any questions!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’ve found that users often ask for analytics but end up wanting answers rather than dashboards.<\/p>\n<p>Are you seeing customers primarily embed charts, or are people starting to ask for more conversational\/AI-driven ways to interact with their 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samyak_sanklecha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samyak_sanklecha<\/a> seeing both quite often!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 friends! Kris here, also from Basedash.<\/p>\n<\/p>\n<p>The before-and-after on this one still gets me. Adding analytics to your product used to mean a quarter of eng time and a permanent maintenance tax. Now it’s an iframe and a JWT.<\/p>\n<\/p>\n<p>And your customers get the full product. The agent, dashboards they build themselves, insights that show up on their own, all scoped to their own data.<\/p>\n<\/p>\n<p>If you’ve ever had a customer ask for a dashboard inside your app and quietly winced, this is the one to try.<\/p>\n<p>Drop your questions below, I’ll be around all day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>BaseDash is so, so goated. <a href=\"https:\/\/www.producthunt.com\/@maxmusing\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a> built tech that made me fall in love with BI, again. The insights generated from just plugging in, like, PostHog & a couple others = insane. <\/p>\n<p>I do, candidly, wish it were more affordable, or that they offered plans that were more accommodating of early stage companies, since I think those startups could benefit the most from the data surfaced by BaseDash, but I get it… it’s definitely <em>worth<\/em> what they’re charging, but the Basic plan paywalls so many of the useful features (MCP servers, full source support, etc.) that you’re really looking at $1k\/mo… maybe some sort of a program like Intercom & others offer, where a company can qualify for a special 1-2 year “growth startup” package, could be apropos?<\/p>\n<\/p>\n<p>Really excellent tech, nothing quite like it. It’s worth running a trial if you have a SaaS product with even minimal traffic, and are using something like PostHog, MixPanel, Amplitude, Fathom, GA, databases, etc.<\/p>\n<p>Keep up the great work, Max – I hope you consider opening up some non-technical roles on that \/careers page someday! \ud83d\ude09 (I’m gainfully\/happily employed, mind you! but BD is one I’d consider joining…)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>about the customization controls. you mention deciding which features customers see but how granular does that actually get. like can i show the dashboard view and hide the AI chat entirely for certain customer tiers, or is it more of an all-or-nothing toggle. that distinction matters a lot if you’re trying to gate analytics features by plan without building a separate integration for each tier<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> you can get super fine-grained and control which users can access which features within Basedash. We expose parameters on the embed code so you can control it programmatically per user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 customizable are the embedded 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> every individual feature (AI chat, dashboards, automations, insights) can be toggled on\/off, and charts can use any of 9 different colors. You also have full control over the AI system prompt so you can control output format, voice, etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4MEGWCIGI2SVAD\" class=\"app-title\">Hyper: Self-driving Company Brain<\/a><\/p>\n<div class=\"one-liner\">Turn your AI agents from interns to veterans<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Hyper \u662f\u4e00\u6b3e\u5c06\u516c\u53f8\u5185\u90e8\u6240\u6709\u77e5\u8bc6\uff08\u6587\u6863\u3001Slack\u3001\u90ae\u4ef6\u3001\u65e5\u5386\u7b49\uff09\u6574\u5408\u4e3a\u7edf\u4e00\u5927\u8111\uff0c\u5e76\u63a5\u5165AI\u4ee3\u7406\u4e0e\u81ea\u52a8\u5316\u6d41\u7a0b\u7684\u5de5\u5177\uff0c\u89e3\u51b3AI\u4ee3\u7406\u56e0\u7f3a\u4e4f\u516c\u53f8\u4e0a\u4e0b\u6587\u800c\u65e0\u6cd5\u9ad8\u6548\u6267\u884c\u4efb\u52a1\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\/2403292b-a4d8-43bb-ba50-77d089dedfd5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b0856d9-4dd6-465e-89a8-a5b17ed46fa6.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a6c2662-4d6f-49e3-89a2-2d37917db664.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e55cf644-7056-4ba0-b44f-790fdab6e3cd.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f01\u4e1a\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u5458\u5de5\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7d22\u5f15<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u516c\u53f8\u5927\u8111\u201d\u5b9a\u4f4d\uff0c\u6307\u51fa\u73b0\u6709AI\u4ee3\u7406\u7684\u6700\u5927\u77ed\u677f\u662f\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\uff1a1. \u4ea7\u54c1\u5b9a\u4f4d\u662f\u5171\u4eab\u77e5\u8bc6\u5c42\u8fd8\u662f\u4e2a\u4eba\u52a9\u624b\uff1b2. GDPR\u5408\u89c4\u6027\uff1b3. \u652f\u6301\u5de5\u5355\u5206\u7c7b\u662f\u9ad8\u9891\u9ad8\u4ef7\u503c\u573a\u666f\uff1b4. \u80fd\u5426\u56de\u6eaf\u7d22\u5f15\u5386\u53f2\u6570\u636e\uff1b5. \u9700\u8981\u533a\u5206\u516c\u53f8\u5171\u8bc6\u4e0e\u4e2a\u4eba\u5de5\u4f5c\u98ce\u683c\u7684\u4fe1\u4efb\u5ea6\u4e0e\u6e90\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 Hyper\u7684\u5207\u5165\u89d2\u5ea6\u6781\u5176\u7cbe\u51c6\u2014\u2014AI\u4ee3\u7406\u7a7a\u6709\u201c\u6267\u884c\u529b\u201d\u5374\u65e0\u201c\u8bb0\u5fc6\u529b\u201d\u7684\u7a98\u5883\u662f\u5f53\u524d\u884c\u4e1a\u901a\u75c5\u3002\u4ea7\u54c1\u5c06\u201c\u4e0a\u4e0b\u6587\u201d\u8fd9\u4e00\u6838\u5fc3\u8d44\u4ea7\u4ece\u4e2a\u4eba\u788e\u7247\u5316\u5de5\u5177\u4e2d\u62bd\u79bb\uff0c\u6784\u5efa\u4f01\u4e1a\u7ea7\u77e5\u8bc6\u56fe\u8c31\u5e95\u5ea7\uff0c\u672c\u8d28\u662f\u5728\u4e3aAI\u4ee3\u7406\u8865\u9f50\u201c\u5165\u804c\u57f9\u8bad\u201d\u8fd9\u4e00\u7f3a\u5931\u73af\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u80af\u5b9a\u7684\u662f\uff0c\u5176\u5bf9\u5386\u53f2\u6570\u636e\u7684\u56de\u6eaf\u7d22\u5f15\u80fd\u529b\uff08Slack\u3001Gmail\u7b49\uff09\u89e3\u51b3\u4e86\u201c\u51b7\u542f\u52a8\u201d\u96be\u9898\uff0c\u76f4\u63a5\u7f29\u77ed\u4e86\u5ba2\u6237\u4ef7\u503c\u5151\u73b0\u5468\u671f\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u4ecd\u9762\u4e34\u51e0\u4e2a\u786c\u4f24\uff1a\u9996\u5148\uff0c\u201c\u516c\u53f8\u5171\u8bc6\u201d\u4e0e\u201c\u4e2a\u4eba\u98ce\u683c\u201d\u7684\u8fb9\u754c\u6a21\u7cca\u3002\u4e00\u4e2aAI\u65e2\u80fd\u5199\u51fa\u201c\u6211\u4eec\u516c\u53f8\u201d\u7684\u7edf\u4e00\u8bdd\u672f\uff0c\u53c8\u8981\u6a21\u4eff\u201c\u6211\u7684\u201d\u8bed\u6c14\uff0c\u8fd9\u4e24\u8005\u5b58\u5728\u5929\u7136\u5f20\u529b\uff0c\u82e5\u4fe1\u4efb\u4e0e\u6eaf\u6e90\u673a\u5236\u4e0d\u591f\u900f\u660e\uff0c\u4f1a\u5bfc\u81f4\u8f93\u51fa\u6df7\u4e71\u3002\u5176\u6b21\uff0cGDPR\u5408\u89c4\u5c1a\u672a\u843d\u5b9e\uff0c\u5bf9\u6b27\u6d32\u4f01\u4e1a\u5ba2\u6237\u51e0\u4e4e\u662f\u81f4\u547d\u4f24\uff0c\u53cd\u6620\u51fa\u4ea7\u54c1\u5728SaaS\u5408\u89c4\u7b56\u7565\u4e0a\u5b58\u5728\u6ede\u540e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u89d2\u5ea6\u770b\uff0cHyper\u7684\u5b9e\u9645\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u201c\u901a\u7528AI\u201d\uff0c\u800c\u5728\u4e8e\u201c\u573a\u666f\u5316\u77e5\u8bc6\u68c0\u7d22+\u5782\u76f4\u81ea\u52a8\u5316\u201d\u2014\u2014\u6bd4\u5982\u5de5\u5355\u5206\u7c7b\u3001\u5408\u540c\u5ba1\u67e5\u7b49\u6709\u660e\u786e\u80dc\u7387\u7684\u573a\u666f\uff0c\u8fd9\u662f\u5bf9\u7684\u3002\u4f46\u957f\u8fdc\u6765\u770b\uff0c\u77e5\u8bc6\u56fe\u8c31\u7684\u7ef4\u62a4\u6210\u672c\u6781\u9ad8\uff1a\u8c01\u4e3a\u201c\u77e5\u8bc6\u201d\u7684\u8d28\u91cf\u4e0e\u65f6\u6548\u6027\u8d1f\u8d23\uff1f\u82e5\u77e5\u8bc6\u5927\u91cf\u8fc7\u671f\u6216\u5185\u8017\uff0cAI\u53cd\u800c\u4f1a\u6210\u4e3a\u201c\u4e00\u4e2a\u9760\u8c31\u7684\u7cca\u6d82\u86cb\u201d\u3002Hyper\u9700\u8981\u8bc1\u660e\u7684\u4e0d\u53ea\u662f\u5b83\u80fd\u8fde\u63a5\u6240\u6709\u6570\u636e\uff0c\u800c\u662f\u5b83\u80fd\u6301\u7eed\u7b5b\u9009\u3001\u66f4\u65b0\u548c\u53bb\u91cd\u8fd9\u4e9b\u6570\u636e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u201c\u5927\u8111\u201d\u7684\u7b2c\u4e00\u6b21\u6362\u8840\u548c\u514d\u75ab\u7cfb\u7edf\uff08\u5408\u89c4\u4e0e\u6cbb\u7406\uff09\u5c1a\u5f85\u6210\u719f\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\">Hyper: Self-driving Company Brain<\/span>\n <\/div>\n<div class=\"comment-content\">Hyper is the company brain that learns everything about your company (Docs, Slack, Email, Calendar, etc) then plugs into your AI skills & agents & automations so they go from forgetful interns into seasoned veterans that accomplish tasks. It helps them drafts emails in your voice, reads your contracts, triages your tickets, and preps you for every meeting, because it knows everything everyone at your company knows. Give it a spin from our website!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b,<\/p>\n<\/p>\n<p>Hyper cofounder here. My cofounder Kanyes and I have been (best friends and) building together for last decade. We\u2019ve been power users of nearly all the second brain \/ tool-for-thought tools as students back in 2017, then later tried fine-tuning GPT-2 in Kanyes\u2019s garage back in 2020 to build an AI that knew everything about us \u2014 our taste, how we work, what we believe in, etc. and have that AI automate work that we found tedious (like doing problem sets, yuck). We were obviously 5 years too early.<\/p>\n<\/p>\n<p>After college, we joined Matic to build robots, and we again felt this pain but in a real company that needed to ship real products. We saw information constantly fall through the cracks and tribal knowledge lost when key people left the company. We watched people trying their best to prevent this by being disciplined with writing docs or posting slack threads, and eventually we became those people. Then in 2023 when the world shifted to AI agents, we realized that even thought we\u2019ve hacked \u201cgood enough\u201d solutions together for human workers, our AI workers still remain dumb! <\/p>\n<\/p>\n<p>They\u2019re as powerful as executives but have the context of a day-one intern. <\/p>\n<\/p>\n<p>So we both quit our jobs and decided to go solve this properly. Today, I\u2019m excited to share that you can download and start using Hyper directly from our website! We’re deeply grateful to be able to deliver world class software to the dreamers and pirates like us. Hyper has already sped up our AI automations <em>significantly<\/em> (drafting emails that has all our company knowledge and writes like me!) and we’re relentless about fighting hard for the world-bending teams that want to move extraordinarily fast.<\/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\/@_shalinshah_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_shalinshah_<\/a> The company brain positioning is strong. alot of Ai agents fail because they don\u2019t know the company context.<\/p>\n<p>Does Hyper work better as a shared company knowledge layer? or as a personal assistant for each team member?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!\ud83d\ude80 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avi_peltz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avi_peltz<\/a> thanks Avi!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">GDPR complimented? \ud83d\ude48<\/div>\n<div class=\"comment-actions\">\n<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\/@rafael_romano\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rafael_romano<\/a> Not yet but definitely in the works!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The support ticket triage use case is probably the most immediately valuable. That’s a task with clear ground truth (was the triage correct?) and high volume, which means you can measure improvement fast. The harder version of that problem is when the institutional knowledge needed for correct triage lives in a decision someone made 18 months ago in a Slack thread that no one bookmarked. Curious whether Hyper indexes Slack history retroactively on setup, or whether it only captures context going forward from the point of connection. that distinction would significantly change the time-to-value for new customers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@binu_george\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@binu_george<\/a> That’s great feedback, but yes Hyper goes back and indexes Slack history (and as a matter of fact all connectors like Gmail, Drive, Notion, etc) retroactively to collect the entire history of what has happened in the company. Once connected though, it’s “live” in the sense that on every new message Hyper’s agents read and understand how that fits into the graph of all previous knowledge. And then on the point about support ticket triaging, we definitely agree that it’s a high utility use case and one that we’re actively working to go tackle!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 super cool. Congrats on the launch guys!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 company-brain framing is strong because it names the real bottleneck with agents: they can act, but they usually do not know what the company has already learned.<\/p>\n<\/p>\n<p>One thing I\u2019d want to see very clearly in a product like this is how Hyper separates shared company truth from personal working style. \u201cWe always position the product this way\u201d and \u201cShalin tends to write emails this way\u201d are both useful, but they should probably age, conflict, and get overridden differently.<\/p>\n<\/p>\n<p>If the system can show source trails and confidence for those two layers separately, it would make the voice\/email use cases much more trustworthy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VNYWNJ3RKHQYIV\" class=\"app-title\">Coffee Piano<\/a><\/p>\n<div class=\"one-liner\">Browser music and piano studio with visual harmony tools<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Coffee Piano \u662f\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u7684\u53ef\u89c6\u5316\u97f3\u4e50\u4e0e\u94a2\u7434\u521b\u4f5c\u5de5\u5177\uff0c\u901a\u8fc7\u8f68\u9053\u56fe\u4e0e\u548c\u5f26\u56fe\u8c31\uff0c\u5e2e\u52a9\u97f3\u4e50\u521b\u4f5c\u8005\u5c06\u62bd\u8c61\u7684\u4e50\u7406\u76f4\u89c2\u5316\uff0c\u8f7b\u677e\u7406\u89e3\u548c\u5f26\u529f\u80fd\u4e0e\u548c\u58f0\u903b\u8f91\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\/0f9ee6b0-4a83-44be-9bab-b6bff6abf090.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\/6b88d397-e6cb-40fa-b794-85b0468c3325.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\/5412da6d-4883-46cf-ba59-5ec04e4b1b4a.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\/0449aa7e-f0ec-4253-b57a-df4a3d120eb4.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\/13a3db1a-7224-4587-a6da-257e897d8580.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\/7645548b-7c63-44c5-8b97-418ca360c303.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QvP-3ExpeIM\"><source src=\"https:\/\/www.youtube.com\/watch?v=QvP-3ExpeIM\" 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\">Music<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u97f3\u4e50<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u94a2\u7434<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u4e50\u7406<\/span><br \/>\n <span class=\"tag\">\u548c\u5f26\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">MIDI\u7f16\u66f2<\/span><br \/>\n <span class=\"tag\">\u548c\u58f0\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521d\u5b66\u8005\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u53cc\u8bed\u754c\u9762<\/span><br \/>\n <span class=\"tag\">\u91cd\u914d\u548c\u58f0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u53ef\u89c6\u5316\u8bbe\u8ba1\u5bf9\u4e50\u7406\u5b66\u4e60\u7684\u5e2e\u52a9\uff0c\u8ba4\u4e3a\u5bf9\u521d\u5b66\u8005\u53cb\u597d\u3002\u4f46\u4e5f\u63d0\u51fa\u4e86\u7591\u95ee\uff1a\u548c\u5f26\u8f68\u9053\u56fe\uff08Chord Lens\uff09\u4e2d\u7684\u7b2c\u4e8c\u5f20\u56fe\u542b\u4e49\u4e0d\u591f\u6e05\u6670\uff0c\u9700\u589e\u52a0\u5f15\u5bfc\u3002\u53e6\u6709\u7528\u6237\u5bf9\u5927\u91cf\u5c55\u793a\u5409\u4ed6\u6307\u677f\u56fe\u611f\u5230\u5947\u602a\uff0c\u4e14\u5efa\u8bae\u5ba3\u4f20\u65f6\u6ce8\u610f\u4ef7\u683c\u5c55\u793a\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 Coffee Piano\u7684\u4eae\u70b9\u4e0d\u5728\u201c\u5f39\u94a2\u7434\u201d\uff0c\u800c\u5728\u201c\u770b\u548c\u58f0\u201d\u3002\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u957f\u671f\u5b58\u5728\u7684\u75db\u70b9\uff1a\u65e0\u6570\u97f3\u4e50\u5236\u4f5c\u4eba\u548c\u7231\u597d\u8005\u5728\u952e\u76d8\u4e0a\u6478\u722c\u6eda\u6253\u591a\u5e74\uff0c\u5374\u59cb\u7ec8\u96be\u4ee5\u901a\u8fc7\u9ed1\u767d\u952e\u76f4\u89c2\u7406\u89e3\u97f3\u9636\u7684\u5bf9\u79f0\u6027\u548c\u548c\u5f26\u95f4\u7684\u903b\u8f91\u5173\u7cfb\u3002\u5c06\u8c03\u5f0f\u3001\u548c\u5f26\u8fdb\u884c\u3001\u58f0\u90e8\u5f15\u5bfc\uff08voice leading\uff09\u7b49\u4fe1\u606f\u62bd\u8c61\u4e3a\u52a8\u6001\u7684\u201c\u8f68\u9053\u56fe\u201d\u548c\u201c\u548c\u5f26\u5730\u56fe\u201d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u7528\u7a7a\u95f4\u8ba4\u77e5\u66ff\u4ee3\u4f20\u7edf\u6b7b\u8bb0\u786c\u80cc\uff0c\u5bf9\u534a\u8def\u51fa\u5bb6\u7684\u521b\u4f5c\u8005\u662f\u5de8\u5927\u7684\u6548\u7387\u63d0\u5347\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u529f\u80fd\u4e0a\u201c\u8f6f\u786c\u517c\u65bd\u201d\uff0c\u65e2\u6709\u771f\u5b9e\u7684\u94a2\u7434\u548cRhodes\u97f3\u8272\u91c7\u6837\uff08\u58f0\u97f3\u5f15\u64ce\uff09\uff0c\u53c8\u6709MIDI\u548c\u5ef6\u97f3\u8e0f\u677f\u652f\u6301\uff08\u786c\u4ef6\u4ea4\u4e92\uff09\uff0c\u4fdd\u8bc1\u4e86\u521b\u4f5c\u5de5\u5177\u7684\u5b9e\u7528\u6027\uff0c\u4e0d\u81f3\u4e8e\u6ca6\u4e3a\u7eaf\u7406\u8bba\u73a9\u5177\u3002\u800c\u4e00\u952e\u91cd\u914d\u548c\u58f0\uff08Reharmonize\uff09\u53ca\u81ea\u52a8\u6839\u636e\u7528\u6237\u6c34\u5e73\u751f\u6210\u548c\u5f26\u8fdb\u884c\u7684\u529f\u80fd\uff0c\u66f4\u662f\u5c06\u201c\u7406\u8bba\u201d\u76f4\u63a5\u8f6c\u5316\u4e3a\u201c\u53ef\u6f14\u594f\u7684\u64cd\u4f5c\u201d\uff0c\u964d\u4f4e\u4e86\u5373\u5174\u548c\u7f16\u66f2\u7684\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u76ee\u524d\u4ec595\u7968\u7684\u70ed\u5ea6\u53cd\u6620\u4e86\u5176\u5c1a\u672a\u7834\u5708\u3002\u95ee\u9898\u5728\u4e8e\uff1a\u5b83\u7684\u7528\u6237\u753b\u50cf\u6709\u4e9b\u5206\u88c2\u3002\u5bf9\u4e8e\u4e13\u4e1a\u97f3\u4e50\u4eba\uff0c\u5176\u97f3\u6e90\u548c\u4ea4\u4e92\u6df1\u5ea6\u53ef\u80fd\u4e0d\u8db3\u4ee5\u66ff\u4ee3DAW\uff08\u6570\u5b57\u97f3\u9891\u5de5\u4f5c\u7ad9\uff09\uff1b\u5bf9\u4e8e\u7eaf\u7cb9\u7684\u5c0f\u767d\uff0c\u9700\u8981\u5148\u7406\u89e3\u201c\u58f0\u90e8\u5f15\u5bfc\u201d\u548c\u201c\u8c03\u5f0f\u66ff\u4ee3\u201d\u8fd9\u7c7b\u6982\u5ff5\u624d\u80fd\u7528\u597d\u201c\u548c\u5f26\u5730\u56fe\u201d\uff0c\u5b66\u4e60\u66f2\u7ebf\u4f9d\u7136\u5b58\u5728\u3002\u6b63\u5982\u8bc4\u8bba\u6240\u6697\u793a\u7684\uff0c\u4ea7\u54c1\u7684\u4e2d\u7ea7\u7528\u6237\u2014\u2014\u4e5f\u5c31\u662f\u90a3\u4e9b\u5df2\u7ecf\u638c\u63e1\u57fa\u7840\u548c\u5f26\u3001\u6e34\u671b\u7406\u89e3\u201c\u4e3a\u4ec0\u4e48\u201d\u4ee5\u53ca\u201c\u5982\u4f55\u518d\u8fdb\u4e00\u6b65\u201d\u7684\u521b\u4f5c\u8005\u2014\u2014\u624d\u662f\u5176\u771f\u6b63\u4ef7\u503c\u6d3c\u5730\u3002\u53e6\u5916\uff0c\u5927\u91cf\u5c55\u793a\u5409\u4ed6\u6307\u677f\u5e76\u975e\u8d25\u7b14\uff0c\u53cd\u800c\u53ef\u80fd\u662f\u6253\u901a\u952e\u76d8\u4e0e\u5409\u4ed6\u4e24\u79cd\u601d\u7ef4\u6a21\u5f0f\u7684\u6865\u6881\uff0c\u5173\u952e\u8981\u770b\u5982\u4f55\u9488\u5bf9\u4e0d\u540c\u4e50\u5668\u7528\u6237\u91cd\u65b0\u7ec4\u7ec7UI\u4fe1\u606f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c\u4e00\u53e5\u5c16\u9510\u7684\u89c2\u5bdf\uff1a\u5982\u679c\u5b83\u4ec5\u4ec5\u6b62\u6b65\u4e8e\u201c\u53ef\u89c6\u5316\u201d\uff0c\u90a3\u4e48\u5b83\u53ea\u662f\u4e00\u672c\u6f02\u4eae\u7684\u4e50\u7406\u63d2\u56fe\u3002\u82e5\u60f3\u6210\u4e3a\u65e5\u5e38\u521b\u4f5c\u5de5\u5177\uff0c\u5fc5\u987b\u8ba9\u201c\u53ef\u89c6\u5316\u201d\u53cd\u5411\u9a71\u52a8\u201c\u58f0\u97f3\u201d\uff0c\u6bd4\u5982\u901a\u8fc7\u7b80\u5355\u7684\u62d6\u62fd\u5c31\u80fd\u751f\u6210\u590d\u6742\u7684Jazz Voicing\uff08\u7235\u58eb\u548c\u5f26\u6392\u5217\uff09\u6216Bass Line\uff08\u8d1d\u65af\u7ebf\uff09\u3002\u5426\u5219\uff0c\u5b83\u6700\u7ec8\u4ecd\u662f\u4e00\u6b3e\u7cbe\u7f8e\u7684\u201c\u4e50\u7406\u8f85\u52a9\u73a9\u5177\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u201c\u521b\u4f5c\u5de5\u4f5c\u5ba4\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\">Coffee Piano<\/span>\n <\/div>\n<div class=\"comment-content\">Most harmony tools are too theoretical or too simple. Coffee Piano combines a real piano studio, sampled Piano & Rhodes, MIDI, sustain pedal with a visual harmony engine. Orbit visuals show scales and chords as circular maps. A harmony map reveals voice leading and chord function. Reharmonize in one click per bar or full progression. Guitar diagrams sync to every chord. Works in the browser, no install, bilingual UI.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pulled up the orbit visual and got why you went circular for scales. Symmetry that’s invisible on a keyboard becomes obvious on a circle right? When you reharmonize a bar, does it stay diatonic by default?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Exactly, that\u2019s the idea. On a keyboard, C major and A minor look like different shapes; on the circle the same key family sits as one symmetric ring, so scale\/chord relationships pop immediately….yes reharmonizing a bar stays on the same harmonic degree by default. \u201cEnrich all\u201d works the same way across the progression.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 visual harmony approach looks very beginner friendly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Thank you. That’s exactly the goal… harmony should feel intuitive before it feels technical. Glad it comes through visually.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 visual map is a cool idea, but I’m confused on what it actually represents. Especially the second picture. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zanc_zhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zanc_zhao<\/a> You\u2019re right, chord lens is confusing at first glance and that\u2019s on us. We\u2019re adding a short explainer in the app.<\/p>\n<p>When you click a bar, the chord in the middle is what\u2019s playing there now. The circles around it are optional swaps, not random chords. The inner ring is the closest options, same degree or strong functional moves like tritone subs. The outer ring is more color options that still share notes with the center. The violet ring is the parallel key, so if you\u2019re on Am you might see chords from A major. 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><a href=\"https:\/\/www.producthunt.com\/@adictum\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"adictum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adictum<\/a> very interesting!<br \/>Do you have to be a pro musician, or you can figure it out even if you’re an amateur?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adana<\/a> Thank you! Any level, the progression generator lets you choose your skill level, so you can start with simple basic triad chords and work your way up to extensions and jazz chords at your own pace. No music theory background required to start having fun with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@adictum sounds good! will try \ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Pretty cool i dig it. Your chord variations are using guitar tabs which i found a little weird for a piano app but as a player of both i can see the advantage there. In general its a cool product with some cool things to offer. <\/p>\n<\/p>\n<p>Im not an expert at marketing but maybe throwing the price around so much might hurt. The price point i think is fair its just that its mentioned everywhere on the site, but i do get that a lifetime is unheard of these days haha. Again i am no expert at all its just my opinion. As for the app itself the visuals are really great and a beautiful way of seeing all this theory. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrewb23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewb23<\/a> Thanks! Fair point on the guitar diagrams, it’s intentional actually. A lot of pianists also play guitar or teach both, so having the same harmony reflected on the fretboard saves a lot of back and forth. I play both too.<\/p>\n<p>And noted on the pricing visibility, good honest feedback, I’ll take a look at the balance. Appreciate you taking the time to dig in properly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Coffee Piano because there was no tool that let you hear a chord idea, see it as a visual map, and understand the harmonic logic behind it, all in the same place. Most tools are either a sound engine with no theory, or a theory reference with no sound. That disconnect is what Coffee Piano solves. It brings harmony to life visually through orbital scale and chord maps, a real piano and Rhodes engine with MIDI, smart progression generation, reharmonization, and guitar diagrams, all in the browser. Built for musicians who think in harmony, not just in notes. Would love to hear your thoughts.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/HNJQGKEDLX3EZ3\" class=\"app-title\">Notchy<\/a><\/p>\n<div class=\"one-liner\">Mac dynamic island with music, timers, clipboard, file drops<\/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>Notchy\u5c06MacBook\u7684\u5218\u6d77\u5c4f\u53d8\u4e3a\u4e00\u4e2a\u52a8\u6001\u4fe1\u606f\u5c9b\uff0c\u5728\u540e\u53f0\u8fd0\u884c\u65f6\u53ef\u96c6\u4e2d\u5c55\u793a\u97f3\u4e50\u3001\u5012\u8ba1\u65f6\u3001\u526a\u8d34\u677f\u3001\u6587\u4ef6\u4f20\u8f93\u7b49\u4efb\u52a1\u72b6\u6001\uff0c\u89e3\u51b3\u7528\u6237\u5728\u591a\u4efb\u52a1\u65f6\u9891\u7e41\u5207\u6362\u7a97\u53e3\u548c\u9519\u8fc7\u901a\u77e5\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\/a2aa85fb-2521-4dd5-8154-703d0cc416af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69da6ba6-bb08-47b7-87ce-d8c74b0de57d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c142fc5-f237-4258-9d63-ca4c6cc62c93.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0174ddc-b192-4281-878c-ca52762c93be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a73ff29-a74a-46d9-b639-7d934e23740b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b1bb215-36cd-4977-8dd3-15f2ebae3728.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\">Music<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5218\u6d77\u5c4f<\/span><br \/>\n <span class=\"tag\">Dynamic Island<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u5c9b<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u901a\u77e5\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u680f\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u526a\u8d34\u677f\u5386\u53f2<\/span><br \/>\n <span class=\"tag\">\u756a\u8304\u949f<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u62d6\u653e<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79f0\u8d5e\u5de5\u5177\u514d\u8d39\u4e14\u7cbe\u81f4\uff0c\u4f46\u6838\u5fc3\u8ffd\u95ee\u96c6\u4e2d\u5728\u591a\u4efb\u52a1\u51b2\u7a81\u65f6\u7684\u5904\u7406\u903b\u8f91\uff08\u5982\u8ba1\u65f6\u5668\u4f18\u5148\u7ea7\u6700\u9ad8\uff0c\u5176\u4ed6\u6309\u6700\u65b0\u8986\u76d6\uff09\u3001\u6027\u80fd\u4e0e\u7535\u6c60\u6d88\u8017\uff08\u5f00\u53d1\u8005\u5c55\u793a0%\u7a7a\u95f2CPU\u5360\u7528\u5bf9\u6bd4\u6570\u636e\uff09\uff0c\u5e76\u5efa\u8bae\u52a0\u5165\u7528\u6237\u81ea\u5b9a\u4e49\u6807\u7b7e\u548cLLM\u96c6\u6210\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 Notchy\u7684\u91ce\u5fc3\u663e\u800c\u6613\u89c1\uff1a\u5b83\u8bd5\u56fe\u7528\u201c\u514d\u8d39+\u539f\u751f\u201d\u7684\u7ec4\u5408\u62f3\uff0c\u5728Mac\u5218\u6d77\u5c4f\u8fd9\u4e2a\u5df2\u7ecf\u88ab\u73a9\u51fa\u82b1\u7684\u5c0f\u7a7a\u95f4\u91cc\uff0c\u6253\u51fa\u5dee\u5f02\u5316\u3002\u4ea7\u54c1\u903b\u8f91\u662f\u8ba8\u5de7\u7684\u2014\u2014\u628a\u788e\u7247\u5316\u7684\u7cfb\u7edf\u72b6\u6001\uff08\u97f3\u4e50\u3001\u8ba1\u65f6\u3001\u526a\u8d34\u3001\u4e0b\u8f7d\uff09\u7f1d\u5408\u8fdb\u4e00\u4e2a\u89c6\u89c9\u7126\u70b9\uff0c\u672c\u8d28\u662f\u5728\u4e89\u593a\u7528\u6237\u7684\u201c\u4f59\u5149\u6ce8\u610f\u529b\u201d\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u6700\u5927\u7684\u6280\u672f\u9677\u9631\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u7684\u5c16\u9510\u63d0\u95ee\u5c31\u80fd\u770b\u51fa\uff0c\u8fd9\u4e2a\u201c\u5c9b\u201d\u7684\u751f\u6b7b\u7ebf\u4e0d\u5728\u4e8e\u6709\u591a\u5c11\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u591a\u4efb\u52a1\u8c03\u5ea6\u903b\u8f91\u3002\u5f00\u53d1\u8005\u7ed9\u51fa\u7684\u201c\u8ba1\u65f6\u5668\u9738\u6743+\u6700\u65b0\u5f39\u51fa\u8986\u76d6\u201d\u65b9\u6848\uff0c\u867d\u7136\u907f\u514d\u4e86\u5e38\u89c1\u7684\u5806\u53e0\u6df7\u4e71\uff0c\u4f46\u4e5f\u66b4\u9732\u4e86\u5176\u4f18\u5148\u7ea7\u7cfb\u7edf\u7684\u7c97\u7cd9\u3002\u5f53\u201c\u4e00\u4e2a\u65e0\u5173\u7d27\u8981\u7684\u5f39\u7a97\u53ef\u4ee5\u6253\u65ad\u4e00\u4e2a\u91cd\u8981\u4e0b\u8f7d\u63d0\u793a\u201d\u65f6\uff0c\u8fd9\u79cd\u201c\u4f2a\u52a8\u6001\u201d\u4f53\u9a8c\u53cd\u800c\u4f1a\u5236\u9020\u6bd4\u539f\u751f\u547d\u4ee4\u680f\u66f4\u7cdf\u7cd5\u7684\u8ba4\u77e5\u8d1f\u8377\uff0c\u7528\u6237\u5f88\u53ef\u80fd\u4ece\u201c\u5173\u6ce8\u589e\u76ca\u201d\u53d8\u4e3a\u201c\u5e72\u6270\u7126\u8651\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6027\u80fd\u65b9\u9762\uff0c0%\u7684\u7a7a\u95f2CPU\u6570\u636e\u5728\u539f\u751fSwiftUI\u548c\u4f18\u5316\u7684\u524d\u63d0\u4e0b\u53ef\u4fe1\u5ea6\u8f83\u9ad8\uff0c\u4f46\u8fd9\u53ea\u662f\u53ca\u683c\u7ebf\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5f53\u97f3\u4e50\u9891\u8c31\u3001\u756a\u8304\u949f\u5012\u8ba1\u65f6\u3001\u957f\u6587\u672c\u526a\u8d34\u9884\u89c8\u3001\u751a\u81f3\u672a\u6765\u7528\u6237\u5efa\u8bae\u7684LLM\u7ed3\u679c\u540c\u65f6\u4e89\u593a\u90a3\u51e0\u5341\u50cf\u7d20\u65f6\uff0cUI\u7684\u6e32\u67d3\u6296\u52a8\u548c\u8f93\u5165\u54cd\u5e94\u5ef6\u8fdf\u624d\u662f\u771f\u6b63\u7684\u201c\u7535\u6c60\u6740\u624b\u201d\u3002\u6b64\u5916\uff0c\u201c\u6c38\u4e0d\u6536\u8d39\u201d\u7684\u627f\u8bfa\u867d\u6709\u60c5\u6000\uff0c\u4f46\u4e5f\u8ba9\u4eba\u62c5\u5fe7\u540e\u7eed\u7ef4\u62a4\u4e0e\u201c\u8c28\u614e\u65b0\u589e\u529f\u80fd\u201d\uff08\u5f00\u53d1\u8005\u539f\u8bdd\uff09\u4e4b\u95f4\u7684\u6301\u7eed\u6027\u95ee\u9898\u2014\u2014\u6ca1\u6709\u8425\u6536\u538b\u529b\uff0c\u5f80\u5f80\u610f\u5473\u7740\u6ca1\u6709\u957f\u671f\u6253\u78e8\u7684\u52a8\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n Notchy\u76ee\u524d\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u529f\u80fd\u9f50\u5168\u7684Demo\u201d\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u9a8c\u8bc1\u4e86\u201c\u5218\u6d77\u5c4f\u4f5c\u4e3a\u7b2c\u4e8c\u4fe1\u606f\u6d41\u5165\u53e3\u201d\u7684\u53ef\u884c\u6027\u3002\u4f46\u8981\u4ece\u5947\u6280\u6deb\u5de7\u53d8\u4e3a\u65e5\u5e38\u5fc5\u88c5\uff0c\u5b83\u9700\u8981\u4e00\u5957\u66f4\u667a\u80fd\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u4f18\u5148\u7ea7\u5f15\u64ce\uff0c\u800c\u4e0d\u662f\u8ba9\u7528\u6237\u53bb\u9002\u5e94\u5f00\u53d1\u8005\u7684\u9884\u8bbe\u89c4\u5219\u3002\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u662f\u53d1\u70e7\u53cb\u786c\u76d8\u91cc\u7684\u53c8\u4e00\u4e2a\u4e24\u5468\u5373\u5f03\u7684\u73a9\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Notchy<\/span>\n <\/div>\n<div class=\"comment-content\">Notchy is the free, native macOS notch app that turns your MacBook notch into a fluid Dynamic Island \u2014 music, timers, clipboard, file drops, cluely, HUDs.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks surprisingly polished for a free tool. Wishing you a successful launch day and lots of happy Mac users!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marianna_tymchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marianna_tymchuk<\/a> Thanks a lot! Really appreciate it \ud83d\ude4c<br \/>More polishing and improvements will be added over time as needed in a thoughtful 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>Hi Vishva! four things fighting for the same tiny strip! when a timer’s running and you copy something and a download finishes all at once, what wins the notch? hard priority order, most-recent, or does it stack and rotate? congrats on your launch, good luck!<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hiyamojo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hiyamojo<\/a> <\/p>\n<p>Hey! Good question – it’s the thing that actually trips up most notch apps.<\/p>\n<p>Two layers. The timer <em>stays<\/em> – it holds the notch until it’s done, nothing bumps it (and it’ll share space with music side by side).<\/p>\n<p>Copy and download-finished are quick pop-ins, and there’s only one slot for those: newest wins. So the download would just take over the copy, no stacking or rotating. Once it fades, you’re back to the timer.<\/p>\n<p>Only catch: since it’s purely “newest wins,” there’s no priority \u2014 a trivial alert can cut in front of an important one. But the timer itself never gets lost.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how you’re handling the performance side. notch apps that run constantly have a bad reputation for quietly draining battery on MacBooks, especially on M-series chips where people are very sensitive to anything that tanks their all-day runtime. have you done any benchmarking on idle CPU and battery impact because that’s usually the reason people uninstall these after a week regardless of how useful the features 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>@ansari_adin <\/p>\n<p>Yes, we did benchmarking with our app, and it is quite efficient! <\/p>\n<p><strong>Setup:<\/strong> Apple M2, macOS 26.5, May 2026. Each app run alone, no input, CPU summed across processes, averaged over several 10-second idle windows.<\/p>\n<p><strong>Idle CPU results:<\/strong><\/p>\n<div>\n<table>\n<tbody>\n<tr>\n<th>\n<p>App<\/p>\n<\/th>\n<th>\n<p>Idle CPU<\/p>\n<\/th>\n<th>\n<p>Type<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td>\n<p><strong>Notchy 1.0.14<\/strong><\/p>\n<\/td>\n<td>\n<p>~0%<\/p>\n<\/td>\n<td>\n<p>native SwiftUI<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>Check out the comparison table at:<br \/><a href=\"https:\/\/notchy.dev\/#:~:text=BATTERY%20%26%20PERFORMANCE\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/notchy.dev\/#:~:text=BATTERY%20%26%20PERFORMANCE<\/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>That looks really good. <\/p>\n<\/p>\n<p>I think you should let users add their own tabs.<\/p>\n<\/p>\n<p>Another suggestion is to add any LLM tab<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jay_gangwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jay_gangwar<\/a> good thoughts! I’d love to learn more about the idea you have. Lets connect offline at <a href=\"https:\/\/www.linkedin.com\/in\/vishvavariya\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/vishvavariya\/<\/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>Does Notchy have any battery or performance impact when it\u2019s running all day?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> That’s a good question, yes — we did a benchmarking across few similar apps and ours is one of the efficient apps out there.<\/p>\n<p>Check the results at: <a href=\"https:\/\/notchy.dev\/#:~:text=BATTERY%20%26%20PERFORMANCE\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/notchy.dev\/#:~:text=BATTERY%20%26%20PERFORMANCE<\/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\">I know there are a lot of apps in the market for converting your boring notch to a dynamic island like an iPhone but there is not one app that does everything and none of them is free \ud83d\ude41<\/p>\n<p>So that was my motivation to build an mac app which I call Notchy which is completely free, never ever I’m going to monetize it.<br \/>\nDonations on Ko-Fi is appreciated for the development costs.<\/p>\n<p>This app can show amazing music amplifiers using notch, pomodoro timers, clipboard history, file drops, cuely (TelePromptor), bluetooth and battery notifications.<\/p>\n<p>Go check it out for free! <\/p>\n<p>Download now on: <a href=\"https:\/\/notchy.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/notchy.dev<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CO2WCLE7DBRGJA\" class=\"app-title\">MoDev<\/a><\/p>\n<div class=\"one-liner\">The AI dev environment built for your phone.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div 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<strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u5fc3\u5b89\u5168\u6027\uff0c\u62c5\u5fc3\u624b\u673a\u4e22\u5931\u540e\u53ef\u80fd\u76f4\u63a5\u5bfc\u81f4\u751f\u4ea7\u73af\u5883\u88ab\u7834\u574f\uff08\u5982\u90e8\u7f72\u3001\u5220\u5e93\uff09\u3002\u5f00\u53d1\u8005\u627f\u8ba4\u5f53\u524d\u7f3a\u5c11\u751f\u7269\u8bc6\u522b\u6b65\u9aa4\u9a8c\u8bc1\uff0c\u4f46\u5df2\u4e3a\u5220\u9664\u6570\u636e\u5e93\u7b49\u9ad8\u98ce\u9669\u64cd\u4f5c\u8bbe\u7f6e\u4e86\u786c\u6027\u963b\u65ad\u3002\u53e6\u4e00\u4e2a\u7591\u8651\u662f\u6027\u80fd\uff0c\u4f46\u5b98\u65b9\u89e3\u91ca\u624b\u673a\u4ec5\u4f5c\u63a7\u5236\u5c42\uff0c\u8ba1\u7b97\u5728\u8fdc\u7aef\u6267\u884c\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 MoDev \u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u5c0f\u4f17\u7684\u75db\u70b9\uff1a\u201c\u6709\u624b\u673a\uff0c\u6ca1\u6709\u7535\u8111\u201d\u65f6\u7684\u5f00\u53d1\u4e2d\u65ad\u7126\u8651\u3002\u521b\u59cb\u4eba Juan \u4f5c\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\uff0c\u5728\u4ea7\u54c1\u6545\u4e8b\u548c\u8425\u9500\u4e0a\u5f88\u806a\u660e\u2014\u2014\u4ece\u81ea\u8eab\u9519\u8fc7 deadline \u7ecf\u5386\u51fa\u53d1\uff0c\u8ba9\u4ea7\u54c1\u6709\u4e86\u6e29\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u529f\u80fd\u770b\uff0cMoDev \u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u79fb\u52a8\u7aef API \u805a\u5408\u804a\u5929\u673a\u5668\u4eba\u201d\uff0c\u5229\u7528 LLM \u7406\u89e3\u610f\u56fe\u5e76\u8c03\u7528 GitHub\u3001Supabase\u3001Vercel \u7b49\u7b2c\u4e09\u65b9 API\u3002\u8fd9\u5e76\u975e\u5168\u65b0\u4e8b\u52a1\uff0c\u672c\u8d28\u4e0a\u548c Slack \u4e0a\u96c6\u6210 ChatGPT \u63d2\u4ef6\u3001\u6216\u8bb8\u591a\u201cAI \u52a9\u624b\u201d\u7c7b\u5de5\u5177\u6ca1\u6709\u58c1\u5792\u6027\u5dee\u5f02\u3002\u5b83\u7684\u6838\u5fc3\u5dee\u5f02\u662f\u201c\u4e13\u4e3a\u624b\u673a\u8bbe\u8ba1\u201d\uff0c\u4e14\u5c06\u6240\u6709\u6743\u5f52\u4e8e\u7528\u6237\u81ea\u5df1\u7684\u4e91\u670d\u52a1\uff08BYOK\uff09\uff0c\u4e0d\u6258\u7ba1\u4ee3\u7801\u3001\u4e0d\u5145\u5f53\u4e2d\u95f4\u5546\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u6070\u6070\u662f\u53cc\u5203\u5251\u3002\u6740\u624b\u950f\u5728\u4e8e BYOK \u6a21\u5f0f\u6781\u4e3a\u53cb\u597d\u2014\u2014\u7528\u6237\u65e0\u9700\u62c5\u5fc3\u6570\u636e\u8f6c\u79fb\u548c\u4f9b\u5e94\u5546\u9501\u5b9a\uff0cAI \u8c03\u7528\u8d39\u76f4\u63a5\u4ed8\u7ed9 API \u63d0\u4f9b\u5546\uff08\u5982 Claude\u3001OpenAI\uff09\uff0c\u5e73\u53f0\u4e0d\u62bd\u6210\uff0c\u8fd9\u6bd4 Replit \u7b49\u6258\u7ba1\u5f0f IDE \u66f4\u8f7b\u3001\u66f4\u5f00\u653e\u3002\u4f46\u4ee3\u4ef7\u662f\uff0cMoDev \u672c\u8d28\u53ea\u662f\u201c\u9065\u63a7\u5668\u201d\uff0c\u4e00\u65e6\u7f51\u7edc\u4e0d\u901a\u6216\u7b2c\u4e09\u65b9\u7ad9\u70b9\u62bd\u98ce\uff0c\u6574\u4e2a\u73af\u5883\u51e0\u8fd1\u762b\u75ea\uff1b\u5b83\u65e0\u6cd5\u505a\u5230\u79bb\u7ebf\u6216\u672c\u5730\u7684\u4ee3\u7801\u5f00\u53d1\uff0c\u66f4\u50cf\u4e2a\u201c\u76d1\u7763\u6307\u6325\u4eea\u8868\u76d8\u201d\uff0c\u800c\u4e0d\u662f\u771f\u6b63\u7684\u5f00\u53d1\u73af\u5883\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u5927\u8f6f\u808b\u59cb\u7ec8\u662f\u5b89\u5168\u3002\u521b\u59cb\u4eba\u5766\u8a00\u201c\u751f\u4ea7\u73af\u5883\u88ab\u5077\u201d\u662f\u771f\u5b9e\u98ce\u9669\uff0c\u76ee\u524d\u9760 read\/write \u6743\u9650\u5206\u79bb\u52a0\u786c\u6027\u963b\u65ad\u52c9\u5f3a\u5e94\u4ed8\uff0c\u4f46\u7f3a\u4e4f\u751f\u7269\u7ea7\u4e8c\u6b21\u9a8c\u8bc1\u3002\u5f53\u624b\u673a\u4e22\u5931\u9891\u7e41\u53d1\u751f\u5728\u8fd9\u4e2a\u201c\u6c38\u8fdc\u767b\u5f55\u201d\u7684\u573a\u666f\u4e0b\uff0c\u7ed9\u5f00\u53d1\u8005\u7684\u5b89\u5168\u611f\u8fdc\u8fdc\u4e0d\u591f\u3002\u5982\u679c\u540e\u7eed\u4e0d\u5f15\u5165\u7ec6\u7c92\u5ea6 MFA\uff08\u5982\u90e8\u7f72\u524d\u9762\u5bb9\/\u6307\u7eb9\u786e\u8ba4\u3001\u654f\u611f\u64cd\u4f5c\u7ed1\u7269\u7406\u5b89\u5168\u5bc6\u94a5\uff09\uff0c\u90a3\u5b83\u6c38\u8fdc\u53ea\u80fd\u4f5c\u4e3a\u4e34\u65f6\u8865\u4e01\uff0c\u800c\u975e\u4e3b\u529b\u5de5\u4f5c\u53f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7ed3\uff1aMoDev \u662f\u4e00\u4f4d\u72ec\u7acb\u5f00\u53d1\u8005\u7528\u6781\u7b80\u8d44\u6e90\u6253\u9020\u7684\u8f7b\u91cf\u7ea7\u79fb\u52a8\u8fd0\u7ef4\u5de5\u5177\uff0c\u9002\u5408\u5076\u5c14\u5728\u8def\u4e0a\u505a\u7b80\u5355\u5206\u652f\u5408\u5e76\u3001\u67e5 DB\u3001\u53d1\u90ae\u4ef6\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u3002\u4f46\u8ddd\u79bb\u6210\u4e3a\u201c\u79fb\u52a8\u7aef\u5168\u6808\u5f00\u53d1\u73af\u5883\u201d\u8fd8\u6709\u5f88\u957f\u7684\u8def\uff0c\u5c24\u5176\u5728\u5b89\u5168\u80fd\u529b\u548c\u6545\u969c\u5bb9\u5fcd\u5ea6\u4e0a\u3002\u522b\u6307\u671b\u5b83\u80fd\u53d6\u4ee3\u7535\u8111\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u8ba9\u624b\u673a\u4e5f\u80fd\u6210\u4e3a\u4f60\u201c\u540e\u5907\u5f00\u53d1\u7ec8\u7aef\u201d\u7684\u52c7\u6562\u5c1d\u8bd5\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\">MoDev<\/span>\n <\/div>\n<div class=\"comment-content\">The AI dev environment built for your phone. Connect GitHub, Vercel, Supabase, Gmail, Calendar, and more. Any AI. Any API. Then chat to ship. \u2192 Deploy from your phone \u2192 Read repos, commit, open PRs \u2192 Query your database with natural language \u2192 Manage email and calendar by chat \u2192 BYOK on dev plans \u00b7 Claude included on Moonlight One message. Real execution. From anywhere. Built solo. Bootstrapped. Founding members lock in today’s price forever \u2014 first 100 only.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Juan \u2014 solo founder of MoDev and RLTS, Inc.<\/p>\n<p>The real story: I missed a client deadline because I<br \/>\ncouldn’t get to my PC. That was the last time.<\/p>\n<p>I built MoDev over the last several months. No team.<br \/>\nNo investors. Just a real problem and a stack I knew cold.<\/p>\n<p>What you’re looking at is v1. It’s live. Stripe is live.<br \/>\nYou can sign up right now at modev.app.<\/p>\n<p>Plans start at $15\/mo. BYOK on developer plans means<br \/>\nyour AI usage is billed directly by your provider \u2014<br \/>\nno markups, no middleman.<\/p>\n<p>Founding members lock in today’s pricing forever.<br \/>\nFirst 100 only. No increases. Ever.<\/p>\n<p>Ask me anything about the build, the stack, or the<br \/>\nproduct. I’ll answer every single comment. \ud83d\udda4<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jr_rltsinc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jr_rltsinc<\/a> Hi Juan, congrats on the launch. this is a great specific use case. I’d be interested to know how your users actually use it irl.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 launching Juan! <br \/>What’s the auth model when <em>the phone itself<\/em> is the dev environment? A laptop being stolen means an attacker has to crack disk encryption, hit your password, etc. A phone gets unlocked dozens of times a day in public, and if MoDev is logged in and connected to GitHub + Supabase + Vercel + Gmail, “phone stolen” suddenly means “production access stolen.” Is there a step-up auth before destructive actions (deploy, drop table, force-push), or session re-verification on suspicious activity, or is it relying on the phone OS lock as the security boundary?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>How do you handle safety rails, like preventing accidental production deploys or risky database queries from chat?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting concept, so it works directly with github ? where is the code executing ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>@jaygangwar thanks! On performance, the phone is just the chat + control layer. The heavy lifting (builds, deploys, queries) runs on your own Vercel\/Supabase, not on-device, so it stays light even on mobile.<\/p>\n<p>On Replit: Replit hosts your code and runs the IDE + compute in their cloud. MoDev is BYOK \u2014 it never hosts your code. It’s the mobile-first AI cockpit on top of your own GitHub + Vercel + Supabase. Different category: we’re the control layer, not the host.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>@ferdisigona great framing \u2014 ‘phone stolen = prod access stolen’ is exactly the risk to design around.<\/p>\n<\/p>\n<p>Today: every destructive\/write action needs an explicit in-app confirmation, and the worst ops (drop table, delete repo, charges) are hard-blocked entirely, so a logged-in, unlocked phone still can’t deploy or wipe data silently. The current session boundary is OAuth + OS lock.<\/p>\n<p>What’s not there yet: a biometric step-up gate before destructive actions and session re-verification on suspicious activity. That’s the next security layer on the roadmap. Not going to pretend it’s shipped, it’s where I’m headed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@karimbenkeroum\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"karimbenkeroum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karimbenkeroum<\/a> Hey Good morning! Great question, this was core to the design. Every tool is split into read vs. write. Reads (queries, listing repos\/deployments) auto-execute. Anything that writes – deploys, DB mutations, sending mail – surfaces a confirmation card before it runs, so nothing fires silently from chat.<\/p>\n<\/p>\n<p>On top of that there’s a hard-blocked tier that never executes even if you confirm: DROP TABLE, deleting repos, and live Stripe charges. The model literally can’t run those.<\/p>\n<\/p>\n<p>And because it’s BYOK, you’re operating against your own GitHub\/Vercel\/Supabase, ETC. MoDev never hosts your code or holds the keys to do something irreversible behind your back. Human-in-the-loop on every destructive action, by design.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 ui looks really good not sure about the performance. <\/p>\n<\/p>\n<p>How will you differentiate from replit?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/XANUFDAFFQUI3Y\" class=\"app-title\">TrackNotch<\/a><\/p>\n<div class=\"one-liner\">LLM usage tracking that lives in your Mac’s notch<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TrackNotch\u662f\u4e00\u6b3e\u5e38\u9a7bMac\u5218\u6d77\u533a\u57df\u7684\u672c\u5730\u5316AI\u6a21\u578b\u4f7f\u7528\u8ffd\u8e2a\u5de5\u5177\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5b9e\u65f6\u76d1\u63a7Claude\u3001OpenAI\u3001Cursor\u7b49\u670d\u52a1\u7684\u4e0a\u4e0b\u6587\u586b\u5145\u3001\u901f\u7387\u9650\u5236\u548c\u6708\u5ea6\u9884\u7b97\uff0c\u65e0\u9700\u4ee3\u7406\u6216\u6570\u636e\u4e0a\u4f20\uff0c\u89e3\u51b3AI\u4f7f\u7528\u6210\u672c\u5931\u63a7\u4e0e\u72b6\u6001\u6a21\u7cca\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\/7583094d-5f89-43bc-a5e4-dea545e9038c.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/298e891e-a2f7-4186-be49-940e17c8a9c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37796952-e545-4f7f-b0c2-796c9268cc16.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13a95241-7f0a-4658-aecc-b1f3e8aedd62.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\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f7f\u7528\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">Mac\u672c\u5730\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5218\u6d77\u533a\u57df\u663e\u793a<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u514d\u8d39<\/span><br \/>\n <span class=\"tag\">\u9884\u7b97\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u901f\u7387\u9650\u5236<\/span><br \/>\n <span class=\"tag\">Claude\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">v1.1.1<\/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\u5218\u6d77\u533a\u57df\u663e\u793a\u521b\u610f\uff0c\u5e76\u8be2\u95ee\u5bf9Gemini\u3001Codex\u7684\u652f\u6301\u3002\u6709\u7528\u6237\u5173\u6ce8\u56e2\u961f\u5171\u4eab\u9884\u7b97\u529f\u80fd\uff0c\u4f46\u5f00\u53d1\u8005\u660e\u786e\u575a\u6301\u5355\u673a\u672c\u5730\u5316\u4ee5\u907f\u514d\u9690\u79c1\u6298\u8877\u3002\u53e6\u6709\u7528\u6237\u8ffd\u95eetoken\u8ba1\u6570\u8bfb\u53d6\u65b9\u5f0f\uff08\u65e5\u5fd7\/\u62e6\u622a\/API\u8f6e\u8be2\uff09\uff0c\u6d89\u53ca\u7cbe\u5ea6\u4e0e\u8d26\u6237\u7c7b\u578b\u517c\u5bb9\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n TrackNotch\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5de8\u5934\u5ffd\u7565\u7684\u5939\u7f1d\u2014\u2014AI\u4f7f\u7528\u8ffd\u8e2a\u3002\u5728OpenAI\u3001Claude\u4eec\u75af\u72c2\u63a8\u9001\u201c\u5bf9\u8bdd\u5373\u670d\u52a1\u201d\u7684\u5f53\u4e0b\uff0c\u7528\u6237\u5bf9\u201c\u7528\u4e86\u591a\u5c11\u201d\u201c\u8fd8\u5269\u591a\u5c11\u201d\u7684\u611f\u77e5\u88ab\u5207\u5272\u5728\u591a\u4e2a\u7f51\u9875\u540e\u53f0\u4e2d\u3002TrackNotch\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u9009\u62e9Mac\u5218\u6d77\u4f5c\u4e3aUI\u951a\u70b9\uff1a\u5b83\u5229\u7528\u82f9\u679c\u751f\u6001\u4e2d\u8fd9\u4e2a\u88ab\u620f\u8c11\u5374\u4e0d\u53ef\u5ffd\u89c6\u7684\u7269\u7406\u50cf\u7d20\u5e26\uff0c\u5c06\u540e\u53f0\u6570\u636e\u900f\u660e\u5316\u5730\u201c\u6302\u201d\u5728\u7528\u6237\u89c6\u7ebf\u8fb9\u7f18\u3002\u8fd9\u79cd\u201c\u4e00\u77a5\u5373\u5f97\u201d\u7684\u4ea4\u4e92\uff0c\u8fdc\u6bd4\u5207\u5230\u6d4f\u89c8\u5668\u518d\u767b\u5f55Dashboard\u66f4\u7b26\u5408\u5de5\u4f5c\u6d41\u808c\u8089\u8bb0\u5fc6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u4ef7\u503c\u9762\u4e34\u4e24\u4e2a\u7ed3\u6784\u6027\u6311\u6218\u3002\u5176\u4e00\uff0c\u6570\u636e\u6e90\u7cbe\u5ea6\u53d7\u9650\u4e8e\u8bfb\u53d6\u65b9\u5f0f\u3002\u5982\u679c\u53ea\u662f\u8f6e\u8be2\u5b98\u65b9API\uff0c\u90a3\u4e48\u4e0e\u7528\u6237\u4ed8\u8d39\u8d26\u5355\u4e4b\u95f4\u5fc5\u7136\u5b58\u5728\u5ef6\u8fdf\u548c\u5dee\u5f02\uff1b\u5982\u679c\u62e6\u622a\u672c\u5730\u65e5\u5fd7\uff0c\u5219\u5bf9\u7f51\u7edc\u5c42\u534f\u8bae\u548cSDK\u7248\u672c\u6709\u5f3a\u4f9d\u8d56\u3002\u5176\u4e8c\uff0c\u5355\u673a\u672c\u5730\u5316\u662f\u67c4\u53cc\u5203\u5251\u2014\u2014\u5b83\u6362\u6765\u4e86\u6781\u81f4\u7684\u9690\u79c1\u627f\u8bfa\uff0c\u5374\u5f7b\u5e95\u4e27\u5931\u4e86\u56e2\u961f\u534f\u4f5c\u7684\u53ef\u6bd4\u6027\u3002\u5728\u7ec4\u7ec7AI\u652f\u51fa\u52a8\u8f84\u6570\u4e07\u7f8e\u91d1\u7684\u80cc\u666f\u4e0b\uff0c\u4e00\u4e2a\u53ea\u80fd\u770b\u81ea\u5df1Mac\u7684\u4eea\u8868\u76d8\uff0c\u66f4\u50cf\u6781\u5ba2\u73a9\u5177\u800c\u975e\u4f01\u4e1a\u5de5\u5177\u3002\u5f00\u53d1\u8005\u62d2\u7edd\u52a0\u540e\u7aef\u7684\u6001\u5ea6\u503c\u5f97\u5c0a\u656c\uff0c\u4f46\u201c\u73b0\u6709\u7684\u8ba1\u8d39\u5de5\u5177\u5df2\u7ecf\u591f\u7528\u201d\u7684\u6258\u8bcd\uff0c\u56de\u907f\u4e86\u4e00\u4e2a\u4e8b\u5b9e\uff1a\u7edd\u5927\u591a\u6570\u521d\u521b\u56e2\u961f\u6839\u672c\u6ca1\u6709\u5ba1\u8ba1AI\u6d88\u8d39\u7684\u57fa\u7840\u8bbe\u65bd\u3002TrackNotch\u8981\u7834\u5708\uff0c\u8981\u4e48\u575a\u5b88\u672c\u5730\u3001\u5f3a\u5316\u79bb\u7ebf\u5206\u6790\u80fd\u529b\uff08\u5982\u7ed3\u5408App Store\u6279\u91cf\u90e8\u7f72\u83b7\u53d6\u533f\u540d\u805a\u5408\u7edf\u8ba1\uff09\uff0c\u8981\u4e48\u63d0\u4f9b\u53ef\u9009\u7684\u3001\u7aef\u5230\u7aef\u52a0\u5bc6\u7684\u540c\u6b65\u65b9\u6848\u3002\u5426\u5219\uff0c\u5b83\u6c38\u8fdc\u5c06\u662f\u90a3\u4e9b\u5728Claude\u4f1a\u8bdd\u4e2d\u8ff7\u5931\u7684\u6781\u5ba2\u4eec\u7684\u4e00\u4e2a\u6f02\u4eae\u5c0f\u836f\u4e38\uff0c\u800c\u975e\u884c\u4e1a\u7ea7\u89e3\u51b3\u65b9\u6848\u3002MIT\u8bb8\u53ef\u8bc1\u548c\u672a\u7b7e\u540d\u5b89\u88c5\u7684\u7c97\u7cd9\u73b0\u72b6\uff0c\u6697\u793a\u8fd9\u66f4\u63a5\u8fd1\u4e2a\u4eba\u9879\u76ee\u7684\u9a84\u50b2\u4eae\u76f8\uff0c\u800c\u975e\u5546\u4e1a\u4ea7\u54c1\u7684\u5b8c\u6574\u7b54\u5377\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\">TrackNotch<\/span>\n <\/div>\n<div class=\"comment-content\">TrackNotch is a native macOS app that shows Claude, OpenAI, Cursor, and Codex usage right in your notch. Context arc, budget tracking, rate limits and all local. No proxies, no telemetry, nothing leaves your machine. Free and open-source.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, interesting, will check this out, I was looking for something like this. Does it support gemini\/codex 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\/@vinitvr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinitvr<\/a> Yes not gemini but antigravity and codex.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 budget tracking piece is interesting for teams but right now it sounds personal use only. is there any plan for shared visibility, like if a small team wanted to track aggregate spend across multiple machines without everyone having to check their own notch individually. or is keeping it single machine intentional because the moment you add sync you have to make privacy tradeoffs you’ve explicitly avoided<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> I\u2019m intentionally keeping TrackNotch single\u2011machine and local\u2011only right now. The moment I add sync\/shared dashboards, I\u2019d need a backend and would have to make privacy tradeoffs I\u2019m trying to avoid. For org\u2011wide API spend, I imagine teams using their existing billing\/observability tools, and TrackNotch staying focused on power\u2011user visibility on each Mac.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 is really good. <\/p>\n<\/p>\n<p>Does it track calude code\/antigravity costs or usage<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jay_gangwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jay_gangwar<\/a> Thank you and yes it does track both of them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that it lives directly in the Mac notch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Thank you! I am glad you found it 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\">Built this because I kept losing track of where I was in a Claude session mid-task. Ended up building a notch-wing pill that shows context fill, rate limits, and monthly spend across 5 providers without any backend or telemetry.<\/p>\n<p>v1.1.1 is out now. Still unsigned (Gatekeeper workaround in the README), notarization is next. MIT, free, open-source.<\/p>\n<p>If you hit a bug or want a provider added \u2014 open an issue, happy to ship fast.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The local-only processing is the right call for an API key-adjacent tool. Anything that proxies or phones home with usage data is a non-starter for a lot of developers. One thing I’m curious about: how does TrackNotch get read access to the token counts? Is it reading from the local provider SDKs’ log files, intercepting at the network layer, or pulling from the official usage APIs on a poll interval? The answer affects both accuracy and whether it works for team accounts vs. individual API keys.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WT3IMGE7DCR64G\" class=\"app-title\">RabbitTravel<\/a><\/p>\n<div class=\"one-liner\">Smart travel planning made effortless<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RabbitTravel\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u667a\u80fd\u65c5\u884c\u89c4\u5212\u5de5\u5177\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u751f\u6210\u4f18\u5316\u540e\u7684\u591a\u76ee\u7684\u5730\u884c\u7a0b\uff0c\u89e3\u51b3\u4f20\u7edf\u89c4\u5212\u8017\u65f6\u3001\u590d\u6742\u4e14\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\/88006b26-1cc0-4430-9e1d-6163ba5eae55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5247081b-e137-47d9-800c-34a1cd4a07e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aae02cea-9340-431f-8d79-107a5cefde0c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04a218eb-d76c-4d28-bb96-cfad71112606.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\">Travel<\/span><br \/>\n <span class=\"tag\">Business Travel<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65c5\u884c\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u884c\u7a0b<\/span><br \/>\n <span class=\"tag\">\u8def\u7ebf\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4ea4\u901a<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65c5\u6e38\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u884c\u7a0b\u751f\u6210\u5668<\/span><br \/>\n <span class=\"tag\">\u591a\u76ee\u7684\u5730<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u667a\u80fd\u884c\u7a0b\u4f18\u5316\u201d\u5bf9\u9891\u7e41\u51fa\u884c\u8005\u7684\u4ef7\u503c\u3002\u4f46\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\u6570\u636e\u4e0d\u8db3\uff1a\u8bc4\u5206\u6765\u6e90\u4e0d\u6e05\uff08\u53ef\u80fd\u6765\u81ea\u624b\u52a8\u6216\u811a\u672c\uff09\uff0c\u5bfc\u81f4\u70b9\u51fb\u540e\u65e0\u8bc4\u4ef7\u5c55\u793a\uff0c\u5f71\u54cd\u53ef\u4fe1\u5ea6\u3002\u521b\u59cb\u4eba\u627f\u8ba4\u6570\u636e\u5e93\u4f9d\u8d56\u624b\u52a8\u63d0\u4ea4\uff0c\u5c1a\u4e0d\u5b8c\u5584\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n RabbitTravel\u7684\u4ea7\u54c1\u6982\u5ff5\u5e76\u4e0d\u65b0\u9c9c\u2014\u2014AI\u751f\u6210\u884c\u7a0b\u66fe\u662f2019-2020\u5e74\u65c5\u6e38\u79d1\u6280\u8d5b\u9053\u7684\u70ed\u95e8\u6807\u7b7e\uff0c\u4f46\u591a\u6570\u9879\u76ee\u6b7b\u4e8e\u201c\u6570\u636e\u7a7a\u6d1e\u201d\u3002\u5f53\u524d82\u7968\u7684\u51b7\u542f\u52a8\u6210\u7ee9\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5b83\u6700\u81f4\u547d\u7684\u77ed\u677f\uff1a\u7f3a\u5c11\u771f\u5b9e\u7684POI\u3001\u9152\u5e97\u3001\u4ea4\u901a\u6570\u636e\u652f\u6491\u3002\u521b\u59cb\u4eba\u56de\u5e16\u4e2d\u5766\u627f\u201c\u6570\u636e\u591a\u4e3a\u624b\u52a8\u6216\u811a\u672c\u751f\u6210\u201d\uff0c\u8fd9\u610f\u5473\u7740\u6240\u8c13\u7684\u201c\u667a\u80fd\u4f18\u5316\u201d\u672c\u8d28\u4e0a\u662f\u6c99\u76d8\u63a8\u6f14\uff0c\u800c\u975e\u53ef\u843d\u5730\u6267\u884c\u7684\u884c\u7a0b\u89c4\u5212\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0eTripIt\u3001Rome2Rio\u7b49\u6210\u719f\u5de5\u5177\u4e0d\u540c\uff0cRabbitTravel\u6ca1\u6709\u6253\u901a\u4efb\u4f55\u4e3b\u6d41OTA\u6216\u70b9\u8bc4\u5e73\u53f0\u7684API\uff0c\u8bc4\u5206\u548c\u8bc4\u4ef7\u7684\u7f3a\u5931\u8ba9\u63a8\u8350\u6ca6\u4e3a\u65e0\u6e90\u4e4b\u6c34\u3002\u7528\u6237\u201c\u53bb\u5357\u6781\u201d\u7684\u6848\u4f8b\u6781\u5177\u8bbd\u523a\u6027\uff1a\u4e00\u4e2a\u8fde\u57fa\u7840\u6570\u636e\u90fd\u672a\u5efa\u6210\u7684\u5e73\u53f0\uff0c\u5374\u5728\u63a8\u5e7f\u201c\u5168\u7403\u76ee\u7684\u5730\u667a\u80fd\u89c4\u5212\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u601d\u7ef4\u4e0a\u7684\u6548\u7387\u201d\u2014\u2014\u5e2e\u7528\u6237\u4ece\u96f6\u6563\u7684\u666f\u70b9\u4e2d\u6574\u7406\u51fa\u5408\u7406\u52a8\u7ebf\u3002\u4f46\u82e5\u4e0d\u80fd\u5c3d\u5feb\u63a5\u5165Booking\u3001Agoda\u3001Google Maps\u7b49\u771f\u5b9e\u6570\u636e\u6e90\uff0c\u5e76\u89e3\u51b3\u8bc4\u5206\u53ef\u4fe1\u5ea6\u95ee\u9898\uff0c\u5b83\u53ea\u4f1a\u662f\u4e00\u4e2a\u201c\u7cbe\u81f4\u7684PPT\u751f\u6210\u5668\u201d\u3002\u4ece\u4ea7\u54c1\u4e0a\u7ebf\u59ff\u6001\u770b\uff0c\u66f4\u50cf\u65e9\u671fdemo\u800c\u975eMVP\u3002\u7ed9\u521b\u4e1a\u8005\u4e00\u4e2a\u5fe0\u544a\uff1aAI\u65c5\u6e38\u89c4\u5212\u7684\u62a4\u57ce\u6cb3\u4e0d\u662f\u7b97\u6cd5\uff0c\u800c\u662f\u8d27\u67b6\u4e0a\u7684\u771f\u5b9e\u5546\u54c1\u548c\u8bc4\u4ef7\u3002\u6ca1\u6709\u6570\u636e\u6301\u7eed\u5582\u517b\u7684AI\uff0c\u518d\u806a\u660e\u7684\u884c\u7a0b\u4e5f\u53ea\u662f\u7a7a\u4e2d\u697c\u9601\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\">RabbitTravel<\/span>\n <\/div>\n<div class=\"comment-content\">RabbitTravel is an AI-powered travel planning platform that builds optimized itineraries for any destination worldwide. It combines intelligent routing, real-time transit integration, and personalized recommendations to help users plan trips faster and smarter. Unlike traditional travel tools, RabbitTravel dynamically adjusts schedules based on distance, time, and travel preferences, making complex trip planning effortless and highly efficient.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Planning trips shouldn\u2019t take hours. RabbitTravel turns complex itineraries into simple, optimized routes in seconds \u2014 so you can focus on traveling, not planning. We\u2019d love your feedback<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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, Tuan. I’ve got a question.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e93af5d-334b-4bd8-ba93-1ebaf66c0e95.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>So, I was looking for a plan to travel from my city to Antarctica. There are many stays listed here with ratings. When I clicked on them, there were no reviews. So, I’m wondering where the ratings are scraped from. Is it from travel booking sites like Agoda, <a href=\"https:\/\/Booking.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Booking.com<\/a> and Aibnb?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@archanaa11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@archanaa11<\/a> Thank you so much for taking the time to use my website. I have to admit that the website still doesn\u2019t have enough data yet, so some of the things you were looking for may not be available because there haven\u2019t been many user submissions so far.<\/p>\n<p>I\u2019ll do my best to improve and complete the database as soon as possible, so users like you \u2014 especially people who love traveling \u2014 can have a truly great experience.<\/p>\n<p>Also, most of the lists and data you see there were either written manually by me or generated with scripts, so there may still be a lot of mistakes or inaccuracies. I hope you can understand and forgive those issues.<\/p>\n<p>Thank you once again!<\/p>\n<p>Tuan,<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congrats on the launch! \ud83d\udc30<\/strong><br \/>As someone who’s constantly hopping between cities for content and work, the “optimized itinerary” angle hits real. Most travel apps give you a list \u2014 this actually looks like it <em>thinks<\/em> for you. <br \/>Upvoted. Will test on my next trip. \ud83c\udf0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jingwei_zhang3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jingwei_zhang3<\/a> Thank you for your support. I will do my very best to continue improving the app and provide the best possible experience for all users.<\/p>\n<p>Tuan,<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VB3DSQOCEOASRL\" class=\"app-title\">Clipline<\/a><\/p>\n<div class=\"one-liner\">AI Video Cutter for viral Shorts, Reels, TikTok in Telegram<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clipline \u662f\u4e00\u6b3e\u96c6\u6210\u5728 Telegram \u5185\u7684 AI \u89c6\u9891\u526a\u8f91\u673a\u5668\u4eba\uff0c\u8ba9\u521b\u4f5c\u8005\u65e0\u9700\u6253\u5f00\u7535\u8111\u6216\u8ba2\u9605\u4ed8\u8d39\u8f6f\u4ef6\uff0c\u4ec5\u901a\u8fc7\u5206\u4eab\u94fe\u63a5\u5373\u53ef\u5728 90 \u79d2\u5185\u5c06\u957f\u89c6\u9891\u81ea\u52a8\u88c1\u526a\u4e3a\u5e26\u5b57\u5e55\u7684\u77ed\u89c6\u9891\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f179ed0-b495-482f-8759-69ee327ee2af.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\/762b404d-5de5-40d3-a2e3-b46b9d0b7e82.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebb08dfb-e00b-49ce-bf0b-bc553be7a9e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d35a1d88-8179-436d-a4e4-1df20a04c539.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e138a40-97d6-49e7-a9a5-5ed22131e7e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/00c04350-8a63-47e4-b0b5-d79df5735001.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72c4e1a3-9126-42e9-a35e-f35aadbe76cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/56d0c805-1d58-4efe-92d0-3c34b56670ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/512b6225-b4b6-4307-8c8a-51240cbb8783.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\/b71effe5-0dba-4ef5-9c85-ab4efa129959.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/VJIre8ERg5Y\"><source src=\"https:\/\/youtube.com\/shorts\/VJIre8ERg5Y\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u88c1\u526a<\/span><br \/>\n <span class=\"tag\">Telegram\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u77ed\u89c6\u9891\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u75c5\u6bd2\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u81ea\u5a92\u4f53\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\u8d5e\u8d4f\u5176\u6309\u9700\u4ed8\u8d39\u6a21\u5f0f\u548c\u96f6\u95e8\u69db\u64cd\u4f5c\uff0c\u8ba4\u4e3a\u5bf9\u975e\u65e5\u66f4\u521b\u4f5c\u8005\u5f88\u53cb\u597d\u3002\u540c\u65f6\uff0c\u6709\u7528\u6237\u597d\u5947\u4e3a\u4f55\u9009\u62e9 Telegram \u800c\u975e Discord\uff0c\u5e76\u5bf9\u5176\u201c\u6301\u6709\u5373\u9000\u6b3e\u201d\u7684\u8ba1\u8d39\u903b\u8f91\uff08\u5982\u5931\u8d25\u5224\u5b9a\u6807\u51c6\uff09\u63d0\u51fa\u7591\u95ee\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u8868\u793a\u9000\u6b3e\u4e25\u683c\u57fa\u4e8e\u7cfb\u7edf\u4ea4\u4ed8\u5931\u8d25\u7ed3\u679c\uff0c\u786e\u4fdd\u7528\u6237\u4e0d\u4e3a\u5931\u8d25\u8ba2\u5355\u4ed8\u8d39\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 Clipline \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5b83\u6ca1\u6709\u8bd5\u56fe\u518d\u9020\u4e00\u4e2a\u201c\u66f4\u597d\u7684 Opus Clip\u201d\uff0c\u800c\u662f\u5c06 AI \u526a\u8f91\u529f\u80fd\u5b8c\u7f8e\u5bc4\u751f\u5728 Telegram \u8fd9\u4e2a\u9ad8\u9891\u3001\u8f7b\u91cf\u7684\u5373\u65f6\u901a\u8baf\u751f\u6001\u91cc\u3002\u8fd9\u964d\u4f4e\u4e86\u7528\u6237\u4f7f\u7528\u65b0\u5de5\u5177\u7684\u5fc3\u7406\u95e8\u69db\u548c\u64cd\u4f5c\u6210\u672c\u2014\u2014\u7528\u6237\u4e0d\u9700\u8981\u6253\u5f00\u65b0\u7f51\u9875\u3001\u6ce8\u518c\u65b0\u8d26\u53f7\uff0c\u53ea\u9700\u8981\u50cf\u5206\u4eab\u8868\u60c5\u5305\u4e00\u6837\u5206\u4eab\u94fe\u63a5\u3002\u8fd9\u79cd\u201c\u5bc4\u751f\u5f0f\u201d\u7684\u4ea7\u54c1\u7b56\u7565\uff0c\u8ba9 Clipline \u5728\u63a8\u5e7f\u4e0a\u83b7\u5f97\u4e86 Telegram \u5e9e\u5927\u7684\u7528\u6237\u6c60\u548c\u6d41\u7545\u7684\u5206\u4eab\u8def\u5f84\uff0c\u8fd9\u662f\u5728 Product Hunt \u4e0a\u5e38\u89c1\u7684\u201c\u94fa\u65b0\u644a\u5b50\u201d\u5f0f\u4ea7\u54c1\u6240\u4e0d\u5177\u5907\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5b83\u7684\u6838\u5fc3\u7ade\u4e89\u58c1\u5792\u5e76\u4e0d\u5728\u4e8e AI \u526a\u8f91\u6280\u672f\u672c\u8eab\u3002Gemini \u7684 API\u3001\u5b57\u5e55\u751f\u6210\u3001\u81ea\u52a8\u7ffb\u8bd1\uff0c\u8fd9\u4e9b\u80fd\u529b\u5176\u4ed6\u5de5\u5177\u4e5f\u90fd\u80fd\u8c03\u7528\uff0c\u5f88\u5feb\u5c31\u4f1a\u51fa\u73b0\u7c7b\u4f3c\u7684 Telegram \u673a\u5668\u4eba\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u4e09\u70b9\uff1a\u4e00\u662f\u201c\u6309\u91cf\u4ed8\u8d39\u201d\u6a21\u578b\u5bf9\u4f4e\u9891\u521b\u4f5c\u8005\u7684\u5438\u5f15\u529b\uff0c\u8fd9\u76f4\u63a5\u6253\u51fb\u4e86 Opus Clip \u7b49\u8ba2\u9605\u5236\u7684\u8f6f\u808b\uff1b\u4e8c\u662f\u5bf9 Telegram Mini App \u4ea4\u4e92\u7684\u6df1\u5ea6\u6253\u78e8\uff0c\u6bd4\u5982\u201cSmart Remote Control\u201d\u8ba9\u7528\u6237\u80fd\u5728\u804a\u5929\u6846\u5185\u624b\u52a8\u9009\u62e9\u526a\u8f91\u533a\u95f4\uff0c\u8fd9\u5728\u540c\u7c7b\u673a\u5668\u4eba\u4e2d\u662f\u4f53\u9a8c\u5347\u7ea7\uff1b\u4e09\u662f\u5f00\u53d1\u8005\u5728\u6781\u7aef\u73af\u5883\u4e0b\u5bf9\u4ea7\u54c1\u7a33\u5b9a\u6027\uff08\u5982\u81ea\u52a8\u5220\u9664\u6587\u4ef6\u3001\u5931\u8d25\u9000\u6b3e\uff09\u7684\u6267\u7740\uff0c\u8fd9\u8d4b\u4e88\u4e86\u4ea7\u54c1\u4e00\u79cd\u7f55\u89c1\u7684\u201c\u5951\u7ea6\u201d\u4fe1\u4efb\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u5728\u4e8e\uff0cClipline \u4e25\u91cd\u4f9d\u8d56 Telegram \u5e73\u53f0\u548c\u5176 Stars \u652f\u4ed8\u4f53\u7cfb\uff0c\u4e00\u65e6\u5e73\u53f0\u653f\u7b56\u8c03\u6574\u6216\u51fa\u73b0\u7ade\u4e89\u6027\u529f\u80fd\uff08\u5982 Telegram \u5b98\u65b9\u63a8\u51fa\u526a\u8f91\u673a\u5668\u4eba\uff09\uff0c\u5c06\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u6b64\u5916\uff0cAI \u526a\u8f91\u7684\u201c\u65e0\u8111\u6d41\u201d\u867d\u7136\u9ad8\u6548\uff0c\u4f46\u5728\u5185\u5bb9\u6df1\u5ea6\u548c\u521b\u610f\u4e8c\u6b21\u521b\u4f5c\u4e0a\u59cb\u7ec8\u662f\u77ed\u677f\uff0c\u5b83\u66f4\u9002\u5408\u201c\u642c\u8fd0\u5de5\u201d\u548c\u201c\u5207\u7247\u9891\u9053\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u539f\u521b\u5185\u5bb9\u521b\u4f5c\u8005\u3002\u4f5c\u4e3a\u4e00\u6b3e\u8f7b\u91cf\u5de5\u5177\uff0c\u5b83\u5f88\u79f0\u804c\uff0c\u4f46\u5929\u82b1\u677f\u4e5f\u5f88\u6e05\u6670\u2014\u2014\u5b83\u89e3\u51b3\u7684\u662f\u201c\u5feb\u201d\u548c\u201c\u7701\u201d\u7684\u95ee\u9898\uff0c\u800c\u975e\u201c\u597d\u201d\u548c\u201c\u65b0\u201d\u7684\u95ee\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Clipline<\/span>\n <\/div>\n<div class=\"comment-content\">Clipline is an AI-powered Telegram bot that turns any long video (YouTube, file) into short, engaging clips in 90 seconds. Just tap Share \u2192 Clipline \u2014 no copy\u2011paste. \u2705 Smart clipping with Gemini AI (no cut\u2011off words). \u2705 Customizable subtitles + your own banner watermark. \u2705 Auto\u2011translate subtitles to English \ud83c\udf0d. \u2705 Files auto\u2011delete after 3 hours \u2013 fully private. \u2705 Pay only for what you get: “Hold & Refund” billing. Perfect for creators, SMM, arbitrage, and clipping channels.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>pay as you go with no subscription is such a better model for creators who don’t clip videos every single day. built the whole thing under air raid sirens in ukraine too. respect<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> Thank you so much, Tina! Your support means the world to me. \ud83d\ude4f<\/p>\n<p>You hit the nail on the head \u2013 I really wanted to create a fair model for content creators who value flexibility over monthly commitments.<\/p>\n<p>Regarding the terms… thank you for your kind words. It certainly wasn’t easy, but creating Clipline has helped me stay focused and motivated to create something useful for the world, no matter what.<\/p>\n<p>I really hope this tool helps you with your content creation! Please feel free to share your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>No copy-paste and auto-delete? That’s smart.<br \/>Genuinely curious \u2013 why Telegram instead of Discord or a web app? Either way, solid 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\/@riley_hansen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@riley_hansen<\/a> <strong>Hi Riley! Thank you so much! <\/strong><\/p>\n<p><strong>I chose Telegram because of its speed and zero friction. With a web app, you have to open a browser, sign up, and navigate menus. Here, you just tap “Share” on the YouTube app and send the link straight to the bot on the go.<\/strong><\/p>\n<p><strong>Plus, Telegram’s new Mini Apps allowed us to build a full web-like interface (our Smart Remote) right inside the chat. It\u2019s the best of both worlds!<\/strong><\/p>\n<p><strong>Appreciate your support and feedback. Have a great day!<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b I\u2019m Serge, the solo-founder of Clipline.<\/p>\n<p>I built this entire infrastructure over the last 5 months in Nikopol, Ukraine, often working under air raid sirens and power outages.<\/p>\n<p>Why I built this:<\/p>\n<p>As a creator, I was tired of manually cutting videos, re-typing subtitles, and waiting for renders. So I built a bot that does everything automatically \u2013 directly from the Share button. I wanted to create a tool that proves you don’t need heavy desktop apps or expensive subscriptions to create high-quality content.<\/p>\n<p>What is Clipline? \ud83c\udfac<\/p>\n<p>It\u2019s a powerful Telegram bot that replaces tools like Opus Clip. You simply send a YouTube link or upload an MP4, and our AI (running on fast GPUs) does the rest in 90 seconds:<\/p>\n<p>\u2728 AI-editing mode: finds the most viral hooks (no awkward cut-offs).<\/p>\n<p>\ud83d\udcac Adds dynamic, engaging subtitles.<\/p>\n<p>\ud83c\udf0d Auto-translates foreign videos into perfect English \ud83c\uddfa\ud83c\uddf8.<\/p>\n<p>\ud83d\udea9 Embeds your custom banner\/watermark permanently.<\/p>\n<p>\ud83d\udd90 PRO-editing mode: complete manual control – choose the pieces that will be hits.<\/p>\n<p>\u2702\ufe0f Smart Remote Control: Unlike other AI tools that force random clips on you, our WebApp lets you manually select the exact 30 seconds you want to process.<\/p>\n<p>\ud83d\udcb0 Pay As You Go: No month subscription traps. You only pay for the minutes you process using Telegram Stars.<\/p>\n<p>\ud83e\udd1d The 20% Affiliate Program:<\/p>\n<p>If you are a creator, marketer, or channel admin, you can monetize with us. We have an official 20% lifetime affiliate program via Telegram Stars. You earn a direct cut from every user you refer.<\/p>\n<p>\ud83c\udf81 No promo code needed \u2013 every new user gets 5 free processing minutes right after \/start. Just try it: send any YouTube link, and the AI will make shorts for you. The first render is on me.<\/p>\n<p>I\u2019m incredibly excited to finally share this with the PH community. I\u2019ll be here all day answering your questions and reading your feedback! Let’s make some viral clips! \ud83d\ude80<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@clipline_bot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clipline_bot<\/a> Really smart execution.<\/p>\n<p>The combination of AI clipping, subtitle localization, and a Telegram-native workflow solves a genuine problem for creators trying to scale content production.<\/p>\n<p>I help startups grow through AI automation, email marketing, and content systems, and I can already see opportunities to improve user activation, retention, and creator monetization journeys around a product like this.<\/p>\n<p>Congratulations on the launch. I’d love to connect and explore potential collaboration opportunities as you continue to scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Serge! ‘hold & refund’ is a billing model i’ve not seen on many tools. In your case what trips the refund? clips you reject, ones you never download, or ones an AI gate flags as weak? and who judges ‘what you got’, you or the model? congrats on your launch, good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hiyamojo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hiyamojo<\/a> “Hey Keith! Great to have you here. Let me clarify the ‘Hold & Refund’ logic, as it’s built on a very straightforward ‘Pay-for-Delivery’ principle:<\/p>\n<ol>\n<li>\n<p><strong>What trips the refund?<\/strong> It\u2019s strictly about <strong>successful delivery<\/strong>. If our system, for any technical reason, fails to render or send the clips to your Telegram chat, we don’t charge you. The ‘hold’ is released, and the tokens are instantly returned to your balance.<\/p>\n<\/li>\n<li>\n<p><strong>In PRO Mode:<\/strong> If you manually select 5 specific segments to be processed and we only manage to successfully deliver 4 of them, you will be automatically refunded for that 1 missing segment.<\/p>\n<\/li>\n<li>\n<p><strong>In AI Mode:<\/strong> We process the fragment you’ve sent, but again\u2014if the robot fails to produce the result or delivery is interrupted, your tokens are safe and returned to you.<\/p>\n<\/li>\n<\/ol>\n<p><strong>Who judges?<\/strong> Our delivery engine. It cross-checks what was actually sent to your chat against what was reserved. If it’s not in your chat, it’s not on your bill.<\/p>\n<p>We believe you should only pay for a service that actually works! Feel free to test it out! \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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FYLHI3GLE3KTDH\" class=\"app-title\">PromptLayer<\/a><\/p>\n<div class=\"one-liner\">Trace AI requests, workflows, and costs in one timeline<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">79<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PromptLayer \u662f\u4e00\u6b3e\u9762\u5411\u5f00\u53d1\u8005\u7684 AI \u53ef\u89c2\u6d4b\u6027\u5de5\u5177\uff0c\u901a\u8fc7\u65f6\u95f4\u7ebf\u548c\u7011\u5e03\u89c6\u56fe\u8ffd\u8e2a\u591a\u6b65\u9aa4 AI \u5de5\u4f5c\u6d41\u4e2d\u7684\u8bf7\u6c42\u3001\u6210\u672c\u3001\u5ef6\u8fdf\u548c\u5931\u8d25\uff0c\u89e3\u51b3\u590d\u6742 AI \u5e94\u7528\u8c03\u8bd5\u96be\u3001\u6210\u672c\u4e0d\u900f\u660e\u7684\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa5a5ead-ce01-4b3b-a0ee-edce520bca47.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55a5319d-0d6a-43b3-9604-7d9b84c448a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2864a93-c638-4686-acc8-71daff65854a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">Token\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5ef6\u8fdf\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">LLM\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u591aAgent\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u5f52\u56e0<\/span><br \/>\n <span class=\"tag\">\u7011\u5e03\u89c6\u56fe<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u591aAgent\u5faa\u73af\u6b65\u9aa4\u7684\u53ef\u89c6\u5316\u6311\u6218\uff08\u5982\u91cd\u590d\u6b65\u9aa4\u6a21\u5f0f\u8bc6\u522b\uff09\u3001\u8c03\u8bd5\u4e0e\u5f00\u53d1\u9636\u6bb5\u7684\u8ffd\u8e2a\u5b9e\u9645\u4ef7\u503c\u3001\u6210\u672c\u7a81\u589e\u4e0e\u9519\u8bef\u5f52\u56e0\u7684\u75db\u70b9\u3002\u5efa\u8bae\u5c06\u201c\u53ef\u89c2\u6d4b\u6027\u201d\u8868\u8ff0\u66f4\u76f4\u767d\uff0c\u76f4\u63a5\u9762\u5411\u201c\u4e3a\u4ec0\u4e48AI\u7a81\u7136\u82b1\u4e8640\u7f8e\u5143\u201d\u7b49\u771f\u5b9e\u95ee\u9898\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 PromptLayer \u5207\u4e2d\u4e86\u4e00\u4e2a\u6b63\u5728\u8fc5\u901f\u53d8\u5927\u7684\u75db\u70b9\uff1a\u5f53 AI \u5e94\u7528\u4ece\u5355\u4e00\u6a21\u578b\u8c03\u7528\u6f14\u53d8\u4e3a\u591a\u6b65\u5de5\u4f5c\u6d41\u3001\u591aAgent\u534f\u4f5c\u540e\uff0c\u4f20\u7edf\u65e5\u5fd7\u548cAPI\u4eea\u8868\u76d8\u5b8c\u5168\u5931\u6548\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u8bb0\u5f55\u6570\u636e\u201d\uff0c\u800c\u5728\u4e8e\u201c\u8fd8\u539f\u56e0\u679c\u201d\u2014\u2014\u8ba9\u5f00\u53d1\u8005\u80fd\u4ee5\u7c7b\u4f3c\u6d4f\u89c8\u540e\u7aef\u8bf7\u6c42\u7011\u5e03\u56fe\u7684\u65b9\u5f0f\uff0c\u5b9a\u4f4d\u4e00\u4e2a\u5931\u8bef\u3001\u4e00\u7b14\u8d85\u652f\u3001\u4e00\u6bb5\u5ef6\u8fdf\u5230\u5e95\u53d1\u751f\u5728\u94fe\u6761\u7684\u54ea\u4e2a\u73af\u8282\u3002\u8fd9\u662f\u4ece\u201c\u6a21\u578b\u9ed1\u76d2\u201d\u5230\u201c\u7cfb\u7edf\u900f\u660e\u201d\u7684\u5173\u952e\u8dc3\u8fc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u5b9a\u4f4d\u770b\uff0c\u5b83\u907f\u5f00\u4e86\u5df2\u7ecf\u62e5\u6324\u7684\u63d0\u793a\u5de5\u7a0b\u6218\u573a\uff0c\u9009\u62e9\u4e86\u4e00\u6761\u66f4\u5e95\u5c42\u3001\u66f4\u5de5\u7a0b\u5316\u7684\u8def\u5f84\u300279\u7968\u7684\u521d\u671f\u8868\u73b0\u4e0d\u7b97\u60ca\u8273\uff0c\u4f46\u8bc4\u8bba\u533a\u8d28\u91cf\u9ad8\uff0c\u7528\u6237\u63d0\u53ca\u7684\u201c\u81ea\u52a8\u56de\u5f52\u68c0\u6d4b\u201d\u548c\u201c\u5faa\u73af\u5de5\u4f5c\u6d41\u53ef\u89c6\u5316\u201d\u6070\u6070\u662f\u76ee\u524d\u6700\u5927\u7684\u529f\u80fd\u7f3a\u53e3\u3002\u5f53\u524d\u7248\u672c\u5047\u8bbe\u5de5\u4f5c\u6d41\u662fDAG\uff08\u6709\u5411\u65e0\u73af\u56fe\uff09\uff0c\u4f46\u771f\u5b9eAgent\u5e38\u51fa\u73b0\u5faa\u73af\u5d4c\u5957\u3001\u81ea\u8c03\u7528\u3001\u591a\u8f6e\u91cd\u8bd5\uff0c\u8fd9\u4f1a\u5bfc\u81f4\u540c\u4e00\u8282\u70b9\u88ab\u53cd\u590d\u6267\u884c\u4e14\u96be\u4ee5\u805a\u5408\u5206\u6790\uff0c\u8fd9\u662fPromptLayer\u9700\u5c3d\u5feb\u89e3\u51b3\u7684\u7ed3\u6784\u6027\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u201c\u53ef\u89c2\u6d4b\u6027\u201d\u4e00\u8bcd\u4f5c\u4e3a\u5356\u70b9\u5bf9\u5f00\u53d1\u8005\u6709\u5438\u5f15\u529b\uff0c\u4f46\u5bf9\u9884\u7b97\u51b3\u7b56\u8005\uff08\u5982CTO\uff09\u6216\u7a81\u53d1\u6545\u969c\u7684\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u60c5\u7eea\u51b2\u51fb\u529b\u4e0d\u8db3\u3002\u5982\u679c\u5b83\u80fd\u8fdb\u4e00\u6b65\u63d0\u4f9b\u201c\u6210\u672c\u9884\u8b66+\u5f02\u5e38\u5f52\u56e0\u201d\u7684\u81ea\u52a8\u5316\u544a\u8b66\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e8b\u540e\u68c0\u89c6\u7684\u89c6\u56fe\uff0c\u5c06\u4ece\u5de5\u5177\u8fdb\u5316\u4e3a\u6cbb\u7406\u5e73\u53f0\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u65b9\u5411\u6b63\u786e\u4f46\u5c1a\u5728\u534a\u9014\u7684\u4ea7\u54c1\uff0c\u524d\u666f\u53d6\u51b3\u4e8e\u80fd\u5426\u5feb\u901f\u8865\u9f50\u5168\u5468\u671f\u3001\u590d\u6742\u62d3\u6251\u7684\u53ef\u89c2\u6d4b\u80fd\u529b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u505c\u7559\u5728\u201c\u66f4\u597d\u770b\u7684\u65e5\u5fd7\u201d\u5c42\u9762\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">PromptLayer<\/span>\n <\/div>\n<div class=\"comment-content\">PromptLayer is AI observability for developers. Trace requests, workflows, token usage, latency, costs, and failures through a single timeline and waterfall view. Follow complete execution paths across multi-step AI systems, understand where failures occur, identify slow or expensive workflow steps, and debug AI applications with the same visibility developers expect from modern software systems.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<br \/>\nI’m Sam, a developer who spends a lot of time building AI-powered applications.<br \/>\nAs workflows became more complex, I found myself constantly asking questions like:<br \/>\n* Which model call failed?<br \/>\n* Why did this workflow suddenly get slower?<br \/>\n* Where did these tokens go?<br \/>\n* Which step generated this response?<br \/>\nMost AI tooling focused on prompts or playgrounds. I wanted something closer to how developers debug software: requests, traces, timelines, waterfalls, costs, and failures.<br \/>\nSo I built PromptLayer.<br \/>\nPromptLayer lets you instrument AI workflows and visualize the entire execution path, from individual model calls up to full workflow traces.<br \/>\nCurrent free beta includes:<br \/>\n* Request explorer<br \/>\n* Workflow tracing<br \/>\n* Waterfall views<br \/>\n* Token and latency tracking<br \/>\n* Model analytics<br \/>\n* JavaScript SDK<br \/>\n* Free beta access<\/p>\n<p>I’d genuinely love feedback from anyone building with OpenAI, Anthropic, or multi-step AI workflows.<\/p>\n<p>Thanks for checking it out.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sambenson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sambenson<\/a> This feels like a necessary layer as AI apps become more complex and multi-agent workflows become the norm. Developers are starting to need the same level of visibility for AI systems that they already expect from backend infrastructure and distributed systems. The waterfall\/timeline view especially makes sense for debugging reasoning chains and hidden cost leaks. What kinds of issues are teams discovering most often once they finally get full observability into their AI workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’ve noticed that once agents start calling multiple tools and sub-agents, debugging becomes harder than building the workflow itself.<\/p>\n<p>Are you seeing people use PromptLayer mostly for observability after things break, or are teams actively using the traces to improve agent behavior during development?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@samyak_sanklecha Great question. I\u2019m seeing both, but the more interesting use case is during development.<br \/>\nMost teams first look for observability after something breaks. Once they have traces, though, they start using them to understand prompt chains, inspect tool calls, compare model behaviour, and optimise costs before issues reach production.<br \/>\nThe goal isn\u2019t just debugging. It\u2019s making agent behaviour visible enough that improving it becomes much faster.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@samyak_sanklecha That\u2019s been my experience too. Once workflows start branching through tools and sub-agents, the hard part stops being model quality and becomes understanding why a particular outcome happened.<br \/>\nRight now I\u2019m mostly seeing teams review traces manually. The biggest challenge for many isn\u2019t catching regressions automatically yet, it\u2019s simply getting enough visibility to explain what happened in the first place.<br \/>\nI suspect automated evaluation and regression detection will eventually sit on top of trace data, but most teams still seem to be solving the observability problem first.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Just came across PromptLayer and honestly it looks like something a lot of AI builders genuinely need right now.<\/p>\n<p>One thing that caught my eye, the opening line “Observability for LLM apps” might be flying over alot of stressed users thinking “why did my AI just cost me $40 in one hour” or “why did it give that user a completely wrong answer”; not thinking in terms of observability.<\/p>\n<p>I took a quick crack at a different angle for your hero section, happy to send it over if you want to take a look, no cost or anything, just thought it could be useful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@gulfam_ejaz Sure, feel free to get in touch. You can find me on X off you want to drop a DM<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@german_merlo1 thank you!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>where did these tokens go’ is the question every team running agents eventually asks and nobody has a good answer for. the waterfall view for multi-step workflows is what makes this useful over just checking your api dashboard<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@tina_chhabra absolutely! I’m aiming to make token tracking as simple as possible. Thanks for your comment!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 waterfall visualization makes sense for sequential workflows, but agent loops introduce a wrinkle: the same step can execute dozens of times before terminating (or failing to). Does PromptLayer handle cycles in the execution graph, or does it assume DAG-shaped workflows? Specifically wondering whether it surfaces repeated-step patterns as a distinct signal rather than just summing token counts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ZMOC66MD2EBJAO\" class=\"app-title\">Drafted<\/a><\/p>\n<div class=\"one-liner\">Design a home instantly with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">77<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Drafted\u662f\u4e00\u6b3e\u5229\u7528AI\u751f\u6210\u4f4f\u5b85\u5efa\u7b51\u5e73\u9762\u56fe\u3001\u7acb\u9762\u56fe\u548c3D\u8bbe\u8ba1\u7684\u5de5\u5177\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u51e0\u5206\u949f\u5185\u5feb\u901f\u63a2\u7d22\u623f\u5c4b\u5e03\u5c40\u65b9\u6848\uff0c\u89e3\u51b3\u4f20\u7edf\u8bbe\u8ba1\u5468\u671f\u957f\u3001\u6210\u672c\u9ad8\u7684\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/a37dba25-8baf-4a0c-a52f-207f198063cc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wZJhBm7-OHI\"><source src=\"https:\/\/youtu.be\/wZJhBm7-OHI\" 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\/da9cc9cf-9c0d-447d-b1ca-66aa26ce3960.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\/556c685f-9b6f-45ce-a2cd-21c384e18fe9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1768b97-d5b8-449a-87d7-c8dd525904bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed227db2-499e-4bbc-b52a-c2ca30820ba7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/367d33d3-46ac-4201-bb61-a49a51b07d94.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f7b9773-4eff-480f-98c2-1583201168cb.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\">Home<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5efa\u7b51\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u751f\u6210\u6237\u578b\u56fe<\/span><br \/>\n <span class=\"tag\">\u4f4f\u5b85\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u5ba4\u5185\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e73\u9762\u56fe\u751f\u6210<\/span><br \/>\n <span class=\"tag\">3D\u4f4f\u5b85\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">CAD\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u5efa\u7b51\u5e08\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u623f\u4ea7\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u4ea7\u54c1\u4ece\u8349\u56fe\u5230\u53ef\u89c6\u5316\u8bbe\u8ba1\u7684\u5373\u65f6\u53cd\u9988\u4e0e\u75c5\u6bd2\u4f20\u64ad\u6f5c\u529b\uff0c\u4e3b\u8981\u5efa\u8bae\u4f18\u5316\u9996\u9875\u5c55\u793a\uff08\u5982\u52a0\u5165\u89c6\u9891\u548c\u6a21\u677f\u9884\u89c8\uff09\uff0c\u964d\u4f4e\u6ce8\u518c\u95e8\u69db\uff0c\u907f\u514d\u70b9\u51fb\u6a21\u677f\u5373\u5f3a\u5236\u767b\u5f55\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 Drafted\u7684\u4eae\u70b9\u4e0d\u5728\u4e8e\u5b83\u201c\u753b\u51fa\u4e86\u623f\u5b50\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u628a\u5efa\u7b51\u8bbe\u8ba1\u4e2d\u201c\u65e9\u671f\u53ef\u80fd\u6027\u63a2\u7d22\u201d\u8fd9\u4e2a\u73af\u8282\u4ece\u4e13\u4e1a\u58c1\u5792\u4e2d\u62bd\u79bb\u51fa\u6765\uff0c\u53d8\u6210\u4e86\u4e00\u79cd\u8fd1\u4e4e\u6e38\u620f\u5316\u7684\u4f53\u9a8c\u3002\u4f20\u7edf\u4e0a\uff0c\u4e1a\u4e3b\u60f3\u5c1d\u8bd5\u4e00\u7248\u6237\u578b\u65b9\u6848\uff0c\u4e0d\u4ec5\u9700\u8981\u5efa\u7b51\u5e08\u7684\u65f6\u95f4\u3001\u8d39\u7528\uff0c\u8fd8\u53d7\u9650\u4e8e\u6c9f\u901a\u6210\u672c\uff1b\u800cDrafted\u7528AI\u66ff\u4ee3\u4e86\u524d\u7aef\u8349\u56fe\u63a8\u6572\uff0c\u8ba9\u201c\u5047\u5982\u5367\u5ba4\u7ed9\u6b21\u5367\u52a0\u4e2a\u536b\u751f\u95f4\u201d\u8fd9\u79cd\u8bd5\u63a2\u6027\u9700\u6c42\u5728\u6570\u79d2\u5185\u53ef\u89c6\u5316\u3002120\u5929\u518512\u4e07\u7528\u6237\u300132\u4e07\u5957\u623f\u8bbe\u8ba1\u7684\u4f20\u64ad\u6570\u636e\u4e5f\u5370\u8bc1\u4e86\u201c\u5206\u4eab\u68a6\u60f3\u5bb6\u201d\u7684\u793e\u4ea4\u9a71\u52a8\u529b\u8fdc\u8d85CRM\u4e2d\u7406\u6027\u7684\u201c\u65e9\u9e1f\u6298\u6263\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u9762\u4e34\u7684\u6311\u6218\u4e5f\u5f88\u5178\u578b\uff1a\u4e00\u65e6\u8fdb\u5165\u201c\u771f\u6b63\u8981\u76d6\u697c\u201d\u7684\u9636\u6bb5\uff0cAI\u751f\u6210\u7684\u5e03\u5c40\u5408\u7406\u6027\u80fd\u5426\u7ecf\u53d7\u4f4f\u7ed3\u6784\u3001\u91c7\u5149\u89c4\u8303\u3001\u7ba1\u7ebf\u8d70\u5411\u7b49\u5de5\u7a0b\u7ea7\u9a8c\u8bc1\uff0c\u751a\u81f3\u662f\u5426\u80fd\u5bf9\u63a5\u672c\u5730\u5ba1\u6279\u6d41\u7a0b\uff0c\u624d\u662fB\u7aef\u5efa\u7b51\u5e08\u56e2\u961f\u662f\u5426\u613f\u610f\u4e3a\u751f\u4ea7\u7387\u4e70\u5355\u7684\u5206\u6c34\u5cad\u3002\u5f53\u524d\u8bc4\u8bba\u4e2d\u7528\u6237\u62d2\u7edd\u6ce8\u518c\u3001\u7b2c\u4e00\u773c\u7f3a\u4e4f\u5f15\u5bfc\u7684\u75db\u70b9\uff0c\u53cd\u6620\u51fa\u4ea7\u54c1\u76ee\u524d\u66f4\u504f\u5411C\u7aef\u7684\u201c\u7075\u611f\u5f15\u64ce\u201d\uff0c\u800c\u975e\u4e13\u4e1a\u5de5\u4f5c\u6d41\u63d2\u4ef6\u3002\u5982\u679cDrafted\u80fd\u5728\u51e0\u4e2a\u6708\u5185\u63a8\u51fa\u53ef\u7f16\u8f91\u7684CAD\u5bfc\u51fa\u5c42\u7ea7\uff0c\u5e76\u8ba9\u4e13\u4e1a\u7528\u6237\u5728AI\u8f93\u51fa\u57fa\u7840\u4e0a\u7cbe\u8c03\uff08\u800c\u975e\u5c01\u6b7b\u5165\u53e3\uff09\uff0c\u5b83\u5c31\u4e0d\u4ec5\u662f\u4e00\u4e2a\u201cAI\u901f\u5199\u677f\u201d\uff0c\u800c\u53ef\u80fd\u91cd\u65b0\u5b9a\u4e49\u4f4f\u5b85\u8bbe\u8ba1\u4ece\u201c\u7075\u611f\u201d\u5230\u201c\u65bd\u5de5\u56fe\u201d\u7684\u6700\u77ed\u8def\u5f84\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u9677\u5165\u201c\u597d\u770b\u4f46\u7528\u4e0d\u4e86\u201d\u7684AI Demo\u5bbf\u547d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Drafted<\/span>\n <\/div>\n<div class=\"comment-content\">It\u2019s never been easier to design your dream house. Draw any footprint, choose your rooms, and Drafted generates complete floor plans, elevations, and 3D home designs in seconds. Explore ideas instantly, customize layouts, and export CAD and PDF files when you’re ready to move forward. Over the last month, more than 120,000 people have come to the product and generated over 325,000 home designs. Most of our growth has come from viral social sharing and word of mouth.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b – Nick here, founder of Drafted.<\/p>\n<p>Before Drafted, we spent years helping people design and build custom homes. We repeatedly saw homeowners, architects, builders, and developers asking the same question:<\/p>\n<p>“Given these constraints, what could I design?”<\/p>\n<p>Surprisingly, answering that question is still slow and expensive. Exploring even a handful of alternatives often requires significant design work before anyone knows whether a direction is worth pursuing.<\/p>\n<p>We started experimenting with whether modern generative models could help. Existing image models could generate beautiful architectural images, but they struggled with floor plans because floor plans require spatial reasoning, geometry, and functional relationships between rooms.<\/p>\n<p>Over the last year, we’ve been building models specifically for residential architecture. Today, users can define room lists, square footage targets, footprint shapes, lot boundaries, and other constraints to generate complete floor plans, elevations, and 3D home designs in seconds.<\/p>\n<p>We’d love feedback from anyone interested in AI, architecture, construction, real estate, or design software. We’ll be here all day answering questions. Feel free to email me: <a href=\"mailto:Nick@drafted.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Nick@drafted.ai<\/a><\/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\/@primalnick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@primalnick<\/a> The traction numbers here are wild, but the bigger insight is probably how immediate the feedback loop feels. Being able to go from a rough footprint to a full visualized home concept in seconds makes experimentation addictive. The viral sharing makes a lot of sense too since people naturally want feedback on dream-home ideas. What kinds of layouts or design patterns are users generating most often right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow this is like really really cool. Im sorry i have no use to try it as its just not in my wheelhouse of projects \/ products i work with but i was just looking at the products today and i was really impressed with this. I have seen a lot of like make this room look good with Ai but you guys went to a whole other level with this.<\/p>\n<\/p>\n<p>I definitely think this project should have been upvoted higher. I feel bad as i usually test the products i feel are cool and leave feedback but just dont know where to even start with this one. I did go through the site a bit though and some small recommendation’s would be the landing page maybe should have some content or pics or video (this video you have here in ph is super compelling) but all these templates that if i click on take me to a login seems a little forceful. I just feel like its hard to learn exactly what you are about without being forced to sign up. I am no marketing expert what so ever, just wanted to point that out as its just my personal feelings. I thought it was just the product hunt slug page or something but i see your real homepage is the same. Anyway best of luck really amazing stuff!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n }\n });<\/p>\n<p> \/\/ 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commentsContainer.classList.contains('comments-container')) {\n commentsContainer.classList.toggle('open');\n }\n });\n });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-29 PH\u70ed\u699c | 2026-05-29 #1 Ava 2 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