Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-06<\/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 | 2026-05-06<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/B4UPX2JVYGVZFJ\" class=\"app-title\">Kanwas<\/a><\/p>\n<div class=\"one-liner\">An open-source brain for your team<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">412<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kanwas\u662f\u4e00\u4e2a\u5f00\u6e90\u534f\u4f5c\u5de5\u4f5c\u7a7a\u95f4\uff0c\u65e8\u5728\u89e3\u51b3\u56e2\u961f\u77e5\u8bc6\u5206\u6563\u3001\u4eba\u673a\uff08\u542bAI Agent\uff09\u4e0a\u4e0b\u6587\u5272\u88c2\u7684\u75db\u70b9\uff0c\u901a\u8fc7\u5b9e\u65f6\u753b\u5e03\u5c06\u5173\u952e\u77e5\u8bc6\u3001\u51b3\u7b56\u4e0e\u6570\u636e\u53d8\u4e3a\u53ef\u7f16\u8f91\u3001\u53ef\u8fed\u4ee3\u7684\u201c\u6d3b\u8111\u201d\uff0c\u8ba9\u4eba\u7c7b\u4e0e\u667a\u80fd\u4f53\u5728\u540c\u4e00\u73af\u5883\u4e0b\u9ad8\u6548\u534f\u4f5c\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8cb54eb6-549b-4e46-a9b6-e221c6f3d341.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3dad9a6-2764-4782-ae79-055198aad5a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f457d062-b69b-4e1d-9045-2a4c3f76c21c.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\/45fac04d-5d18-4d6e-a619-6cad44a39847.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/59YZlQqy_hc\"><source src=\"https:\/\/youtu.be\/59YZlQqy_hc\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">AI\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u753b\u5e03\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">Agent\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6218\u7565<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u81ea\u8fdb\u5316\u5927\u8111<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u79f0\u8d5e\u5176\u89e3\u51b3\u4e86\u591aAgent\u548c\u56e2\u961f\u77e5\u8bc6\u5206\u6563\u7684\u75db\u70b9\uff0c\u5c24\u5176\u8ba4\u53ef\u753b\u5e03\u754c\u9762\u4f18\u4e8e\u4f20\u7edf\u804a\u5929UI\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u975e\u6280\u672f\u56e2\u961f\u7684\u4e0a\u624b\u5f15\u5bfc\u4e0e\u7ec4\u7ec7\u65b9\u5f0f\uff1b\u591a\u7528\u6237\/Agent\u5e76\u53d1\u7f16\u8f91\u9ad8\u5229\u5bb3\u51b3\u7b56\u65f6\u7684\u7248\u672c\u4e0e\u51b2\u7a81\u7ba1\u7406\uff1b\u4e0eNotion+Claude\u7b49\u73b0\u6709\u65b9\u6848\u7684\u5dee\u5f02\u5316\u4ef7\u503c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Kanwas\u5728\u201cAI\u534f\u4f5c\u201d\u8fd9\u4e2a\u5df2\u7ecf\u62e5\u6324\u4e0d\u582a\u7684\u8d5b\u9053\u91cc\uff0c\u627e\u5230\u4e86\u4e00\u4e2a\u9887\u4e3a\u5201\u94bb\u7684\u5207\u5165\u70b9\uff1a\u5b83\u4e0d\u518d\u8bd5\u56fe\u7528\u804a\u5929\u6846\u53bb\u6846\u5b9a\u4eba\u7c7b\u4e0eAI\u7684\u4ea4\u6d41\uff0c\u8f6c\u800c\u62e5\u62b1\u4e86\u201c\u601d\u8003\u7a7a\u95f4\u201d\u800c\u975e\u201c\u5bf9\u8bdd\u8bb0\u5f55\u201d\u7684\u8303\u5f0f\u3002\u8fd9\u662f\u4e00\u4e2a\u503c\u5f97\u80af\u5b9a\u7684\u4ea7\u54c1\u54f2\u5b66\u8f6c\u5411\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2a\u77e5\u8bc6\u5e93\u6216\u8005\u534f\u4f5c\u753b\u5e03\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5b9a\u4e49\u201c\u4eba\u673a\u5171\u4eab\u4e0a\u4e0b\u6587\u201d\u7684\u534f\u8bae\u3002\u5f53\u5927\u591a\u6570\u4ea7\u54c1\u8fd8\u505c\u7559\u5728\u8ba9AI\u505a\u4f60\u7684\u79c1\u4eba\u52a9\u7406\u65f6\uff0cKanwas\u5df2\u7ecf\u5f00\u59cb\u5851\u9020\u201cAgent\u540c\u4e8b\u201d\u7684\u8ba4\u77e5\u73af\u5883\u3002\u8fd9\u79cd\u5c06\u56e2\u961f\u9690\u6027\u77e5\u8bc6\u2014\u2014\u90a3\u4e9b\u51b3\u7b56\u80cc\u540e\u7684\u63a8\u6f14\u3001\u6743\u8861\u548c\u76f4\u89c9\u2014\u2014\u7ed3\u6784\u5316\u3001\u53ef\u8ffd\u6eaf\u3001\u5e76\u53ef\u88abAI\u6d88\u8d39\u7684\u80fd\u529b\uff0c\u624d\u662f\u5b83\u6f5c\u5728\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5b83\u8bd5\u56fe\u540c\u65f6\u8ba8\u597d\u4eba\u7c7b\uff08\u63d0\u4f9b\u6df1\u5ea6\u7f16\u8f91\u4e0e\u753b\u5e03\u4f53\u9a8c\uff09\u548cAgent\uff08\u63d0\u4f9b\u7ed3\u6784\u5316\u3001\u53ef\u8c03\u7528\u7684\u4e0a\u4e0b\u6587\u8f93\u51fa\uff09\uff0c\u8fd9\u79cd\u201c\u517c\u987e\u201d\u6781\u6613\u5bfc\u81f4\u7279\u6027\u81c3\u80bf\u548c\u4f53\u9a8c\u5206\u88c2\uff0c\u6700\u7ec8\u8c01\u7684\u75db\u70b9\u90fd\u6ca1\u5f7b\u5e95\u89e3\u51b3\u3002\u5176\u6b21\uff0c\u201c\u81ea\u8fdb\u5316\u5927\u8111\u201d\u542c\u8d77\u6765\u6027\u611f\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u521d\u671f\u7684\u6df7\u4e71\u82e5\u6ca1\u6709\u8db3\u591f\u5f3a\u7684\u5f15\u5bfc\u673a\u5236\uff0c\u7528\u6237\u5f88\u53ef\u80fd\u5728\u586b\u9e2d\u5f0f\u5730\u503e\u5012\u4fe1\u606f\u540e\uff0c\u6536\u83b7\u7684\u4e0d\u662f\u667a\u6167\uff0c\u800c\u662f\u4e00\u4e2a\u903b\u8f91\u7011\u5e03\u3002\u6b64\u5916\uff0c\u5f00\u6e90Apache 2.0\u662f\u731b\u836f\uff0c\u65e2\u80fd\u5438\u5f15\u5f00\u53d1\u8005\u4fe1\u4efb\uff0c\u4e5f\u53ef\u80fd\u8ba9\u6838\u5fc3\u80fd\u529b\u88ab\u7ade\u54c1\u5feb\u901f\u590d\u5236\u5e76\u751f\u6001\u5316\u53cd\u8d85\u3002\u603b\u4f53\u800c\u8a00\uff0cKanwas\u8e29\u51c6\u4e86\u201cAgent\u5c06\u4ece\u5de5\u5177\u6f14\u53d8\u4e3a\u534f\u4f5c\u4f53\u201d\u7684\u884c\u4e1a\u62d0\u70b9\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u597d\u7528\u7684\u6982\u5ff5\u9a8c\u8bc1\u201d\u8fdb\u5316\u4e3a\u201c\u56e2\u961f\u65e5\u5e38\u65e0\u6cd5\u79bb\u5f00\u7684\u534f\u4f5c\u57fa\u5ea7\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u63a5\u4e0b\u6765\u5982\u4f55\u9a6f\u670d\u590d\u6742\u6027\uff0c\u5e76\u7528\u5b9e\u9645\u6848\u4f8b\u8bc1\u660e\u5176\u5de5\u4f5c\u6d41\u5bf9\u4e8e\u6218\u7565\u548c\u51b3\u7b56\u5c42\u7684\u4e0d\u53ef\u66ff\u4ee3\u6027\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u53e6\u4e00\u4e2a\u66f4\u6f02\u4eae\u7684Miro\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\">Kanwas<\/span>\n <\/div>\n<div class=\"comment-content\">For you, your agent, your coworker and their agent. It holds the team’s critical know-how, research, decisions and data. But it’s not a dead storage. It’s a workspace that makes the context workable for humans as well as agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Heyy builders! \ud83d\udc4b\ud83d\udc4b\ud83d\udc4b <\/p>\n<p>Meet Kanwas. Your teams brain. For you, your agent, your coworker and their agent.<\/p>\n<p>It holds your team’s critical know-how, research, decisions and data. But it’s not a dead storage. <\/p>\n<p>It’s a real-time collaborative workspace that makes the context workable for humans as well as agents.<\/p>\n<p>We love to run Kanwas for product discovery, positioning, competitors research as well as for GTM. To think things through. To do high-stakes decisions and have it all accessible by agents. <\/p>\n<p>Kanwas brain is self-evolving, so every input, insight, iteration and agent run makes the next one smarter.<\/p>\n<p>It’s made to be iterative, visible, fully editable so it fits your workflow. <\/p>\n<p>Hope you like it!!! \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>The distinction between convergent work (right answers exist) and divergent work (only judgment exists) is one of the clearest explanations I’ve read for why AI nails code and fumbles strategy and it makes Kanwas’s whole bet make sense. A shared context board where decisions, trade-offs, and reasoning compound over time is exactly what the divergent work needs. For seed-stage founding teams scaling past the point where everyone just <em>knows<\/em> the context instinctively, this is the tool they need to find before the knowledge starts leaking. I’ve added Kanwas to softrankings under the seed-stage collaboration stack for that reason.<br \/><a href=\"https:\/\/www.producthunt.com\/@johancutych\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> when does a team typically hit the wall where a shared context layer becomes essential rather than just 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> Congrats on the launch!<\/p>\n<p>I love anything centered around context for agents. Sharing and evolving context across humans and agents so things compound over time. That\u2019s what really makes tools start to feel powerful.<\/p>\n<p>Also really like the idea of making team knowledge \u201cworkable\u201d instead of just static docs.<\/p>\n<\/p>\n<p>Curious how teams are using this day-to-day \u2014 more for strategy \/ thinking like you mentioned, or also for execution workflows (technical documentation and job aid type workflows)?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> How does the self-evolving brain specifically handle versioning or conflicts when multiple agents\/humans edit high-stakes decisions simultaneously?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>as a solo founder, my ‘team’ is mostly just me and a handful of agents. keeping the context consistent across all of them is a full-time job. kanwas feels like it could save me hours of ‘re-explaining’ the product vision to my dev and marketing agents. awesome <a href=\"https:\/\/www.producthunt.com\/@johancutych\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> yeah like having the whole thinking in one space where it’s accessible by both humans and agents is like super power. you do better decisions + you go faster<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> I often use Kanwas for solo work too. The canvas interface is so much better than antyhing i have running locally. Also the CLI is a great way to give my AI agents a place to give me visibility into what is going on and share their output.<\/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\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> exactly! the best part is that you can still use your coding agents to pull the context and let it work on top of the same context rest of the agents have.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Not sponsored or anything: Been using this thing for a while, and LOVE it \ud83d\ude42 it helped a lot with getting my thoughts in order and writing great strategic docs \ud83d\ude42 <\/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\/@samuelbeek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuelbeek<\/a> your feedback and success story helped us shape the product the most. Super happy to have you on!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samuelbeek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuelbeek<\/a> Hey Sam, thank you for all your feedback and support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samuelbeek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuelbeek<\/a> Awesome to see you using it Sam! We are just starting<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@predrag_ristic1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"predrag_ristic1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@predrag_ristic1<\/a> Really like that you\u2019re not trying to force everything into chat bubbles. The industry somehow decided every AI product needs to look like another messaging app and it gets exhausting fast.<\/p>\n<\/p>\n<p>One thing I\u2019m curious about though is onboarding for non-technical teams. Engineers usually tolerate messy flexible systems because they understand the power behind them, but operations\/marketing\/sales teams often need stronger structure.<\/p>\n<\/p>\n<p>Have you noticed users naturally understanding how to organize work inside Kanwas, or do people initially create chaos everywhere before finding a workflow? Feels like this kind of product can become insanely powerful or completely overwhelming depending on first-time experience.<\/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\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> Thats a great point and something we are focusing on with kanwas a lot. The first onboarding + what to do after that.<\/p>\n<p>We worried about it a lot at the start but seeing user usage it seems most of them get it. I think canvas interface kind of helps here because most non technical people have used tools like figma or other canvases for creative work.<\/p>\n<p>That said we do plan to do a lot of educational content around kanwas very soon. To really help you get 100% out of it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@predrag_ristic1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@predrag_ristic1<\/a> <a href=\"https:\/\/www.producthunt.com\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> EXACTLY! this comment warms my heart. Canvas is something we’ve put a lot of effort into and takes a lot of our focus, but I really love it for creative work where the work doesn’t collapse. <\/p>\n<p>also everyone starts differently. Someone goes chaos first and then turn it into structure, others like to create structure first and keep it clean<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> Thank you for the nice comment and referencing on chat interfaces and our angle! <\/p>\n<p>For quite a while we were struggling if canvas view is the best approach, but for all of us in the team it clicked from the start, and it was even hard to describe what exactly is making us to feel like that. <\/p>\n<p>Happy to see that many people resonate with it, and find it more natural than chat ones. I guess it simulates the way the brain works, and also the flow when we are at the desk with pen and papers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>In the app and genuinely loving it within first 30 mins. You guys have built something great \ud83d\udcaa<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0bdcffdf-faf1-4c5e-915f-c1e4da09b2c5.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amanvirk1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanvirk1<\/a> this means a lot coming from you!! so good to see kanwas being used how it was intended to! \ud83d\udd25\ud83d\udd25\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amanvirk1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanvirk1<\/a> Thank you so much for the shoutout. Means a lot<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amanvirk1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanvirk1<\/a> exciting! so happy to see you as our user! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the human + agent angle is exactly the gap right now. most teams have context scattered across notion, slack, docs, claude projects, and neither humans nor agents can really use it well. excited to try this. congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@johancutych\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bas_fijneman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bas_fijneman<\/a> thanks!! Kanwas is the single place for the scattered context so both human and agents can be on the same page. We run whole Kanwas on Kanwas and it feels like super power. Looking forward to your feedback! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@bas_fijneman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bas_fijneman<\/a> Super happy that you like it! Let us know how it goes<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> <a href=\"https:\/\/www.producthunt.com\/@bas_fijneman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bas_fijneman<\/a> The scattered context is a real problem most teams are now facing. What works for use is to divide the context between working context and knowledge base.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Great idea! I have been struggling with all the rigid chat UIs out there that try to fit your worflow into a linear conversation. But that is not how brainstorming usually works. It is messy and canvas is a great solution to that!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zuse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zuse<\/a> yep collapsed outputs are hell, I’ve always liked canvas interface for any creative and iterative work. messy middle is the new moat!! thanks for shouts Tom!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zuse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zuse<\/a> Thank you! Team brainstorming session with Kanwas over Google Meet is one of our most favourite use cases. We all have the shared context, there is a visual reference to reason about, and we can ask the agent to check any facts or do some additional research as we go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zuse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zuse<\/a> Yep we love to use for these creative sessions. There really is no good tool to do this in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This actually hits a real pain point. Managing context between multiple agents is messy right now . Having one shared \u201cbrain\u201d feels like a big step forward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adrian_scott2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adrian_scott2<\/a> yep! Thats what we are solving!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@adrian_scott2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adrian_scott2<\/a> Yes, this is exactly the problem we were facing daily. Sharing context between different agents, and also within the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adrian_scott2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adrian_scott2<\/a> exactly! we are after solving this pain!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Before everything, really nice video!! Always good to see someone stepping it up in terms of effort + production \ud83d\ude0e Second, congrats on the launch!! In the world of AI, something like Kanwas is a breath of fresh air. Will be following closely! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chddaniel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chddaniel<\/a> thanks, my grandmas beautiful green garden really delivered haha. Can’t wait to see you cranking kanwas to the max for shipper!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@chddaniel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chddaniel<\/a> Thank you! I also love the video Johan made yesterday.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@chddaniel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chddaniel<\/a> happy you liked the video! curios to see what you will do in kanwas!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\u2019s fully editable. my biggest fear with “ai brains” is when they hallucinate a decision we never actually made. being able to step in and refine the context keeps the agents from going off the rails. <a href=\"https:\/\/www.producthunt.com\/@johancutych\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> exactly, we made it fully transparent and actually pleasurable to write and edit files. Cause that’s how you keep the context up to date and tight!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> <a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> Yes, having full control over the context is one of the most important features of Kanwas. In the future we would like to explore making even the thinking process and the context references in one conversaion visiable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> yep one of the biggest problems with current tools. And why we are making kanwas. Its made for introspecting your agents brain. This is how you get 10x output.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">This is awesome! Great work!<\/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\/@dianagetssocial1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dianagetssocial1<\/a> Thank you Diana! We poured our souls into this haha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dianagetssocial1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dianagetssocial1<\/a> means a lot coming from you Diana!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dianagetssocial1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dianagetssocial1<\/a> Thank you Diana \u2764\ufe0f happy to see 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\">Really appreciate the Apache 2.0 license here. Context tools should not be black boxes!<\/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\/@floschirmer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@floschirmer<\/a> <a href=\"https:\/\/www.producthunt.com\/@marek_vybiral\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"marek_vybiral\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marek_vybiral<\/a> chose well :)) we really think that if you commit into product like this, you should feel safe with your data<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@floschirmer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@floschirmer<\/a> Yes!! I think we all learned our lesson from tools that came before. You need something that can work with local agents + is interoperable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@floschirmer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@floschirmer<\/a> I agree completly and thank you for noticing the licensing specifics because it much more important than most people realise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work team, BTW, how should I think about this compared to Notion plus Claude, or Obsidian plus Claude Code?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Think of it as one package that does it all. You don’t have to cobble together 15 different plugins and tools to make this work. With all of this not running locally but online with realtime collab \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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> + miro, great for collaboration! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> it is out of the box setup, that you don’t need to maintain as your second job. plus it works for your whole team from day on<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have tried to make this work with Claude chats, Notion pages, GitHub issues, and random docs. The issue is not creating content, it is keeping context usable after the first session. Kanwas seems pointed at that exact gap.<\/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\/@isratjahan17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@isratjahan17<\/a> Yeah. We want to solve this problem in a comprehensive way once and for all. Automatically updating context that you can verify and edit. Not just a blob of 300 documents you have no idea what to do with.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@isratjahan17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@isratjahan17<\/a> the best context is tight and nuanced + compounding! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@isratjahan17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@isratjahan17<\/a> Exactly! Kanwas the single “home” where the team and agents can work, collaborate and store the results.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 use it everyday. It\u2019s great.<\/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\/@petrbrzek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petrbrzek<\/a> Thank you Petr! Love that you are our user from day 1! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@petrbrzek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petrbrzek<\/a> Thats great to hear Petr! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@petrbrzek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petrbrzek<\/a> \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea of treating team knowledge as something \u201cliving\u201d instead of static documentation is really interesting.<\/p>\n<p>Feels like the challenge over time is keeping the context actually useful instead of turning into another layer of noise as more humans and agents interact with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> and we really believe that, at least for now, it also needs to be transparent, readable, workable by humans. Thats how you get actually living knowledge base<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> Yep thats one of the biggest reasons we created kanwas. For ourselves first. Its very easy for context to get out of date. But if you can see it, iterate on it and have a smart agent that gardens it output of your LLMs becomes 10x better<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> I agree, that is definitely one of the things that we want to focus on a lot. AI is still not in the phase of taking care of it on its own, and on the other hand teams don’t have time to manage and update it, so we are trying to find a balance of keeping people in the loop by making agent support this flow, until we can bet on the complete solution from ai side<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Currently vibecoding my own app and constantly losing context across chat sessions relevant info gets buried in history and I can’t find it again. This is exactly what I’ve been missing. Great job, guys \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ondrejvostarek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ondrejvostarek<\/a> would love to hear how you run kanwas!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ondrejvostarek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ondrejvostarek<\/a> Nice, there is a native connection to Claude Code or Codex through the CLI tool + skill. Give it a try, you can capture the any context that needs to be stored just by asking the local agent. And you can easily share it with others. Personally it’s my favourite feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ondrejvostarek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ondrejvostarek<\/a> Thank you Ondrej! Would love to see you using Kanwas and hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Going to give this a go immediately! amazing work – thank you<\/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\/@ben_wynne_simmons\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_wynne_simmons<\/a> will be waiting for your feedback Ben!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ben_wynne_simmons\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_wynne_simmons<\/a> Great, let us know if there’s anything we can help you with! Also we appreciate and thought and feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ben_wynne_simmons\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_wynne_simmons<\/a> Exciting! Can’t wait to get your thoughts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super cool! Manually trying to keep context between team mates is such a pain at the moment. I can see how this would really fix it. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jessesibley_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jessesibley_<\/a> thanks Jesse! we are running whole Kanwas on Kanwas. And did you say hi to your agent? (i mentioned it in the video you know :)))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jessesibley_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jessesibley_<\/a> Thank you! Exactly, the pain of keeping the context flowing between us and the different AI platfroms \/ agents was why we decided to build Kanwas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jessesibley_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jessesibley_<\/a> Great to see you here Jesse, would love to hear your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Is there a way to work with different subsets of knowledge?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> sure you can literally select any doc, or even a line of text and work over that \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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Yes, you have a filesystem where you can organize the knowledge and agant can naturally navigate it based on your instructions. You can select specific documents and the agent knows to focus on these. You can also create fully separate workspaces.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@marek_vybiral good stuff. Thanks. \ud83d\ude4f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Great job! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@federico_terzi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@federico_terzi<\/a> Thank you Federico! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@federico_terzi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@federico_terzi<\/a> \ud83d\ude4f\ud83d\ude4f\ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@federico_terzi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@federico_terzi<\/a> Thanks! Hope you will 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>When anyone can build anything, knowing what to build is the most important thing. Kanwas will really help with this \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\/@alexchristou17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexchristou17<\/a> EXACTLY this!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexchristou17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexchristou17<\/a> Yeah, it was always the case but now when feature development is so much faster it’s the essence of building products.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@alexchristou17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexchristou17<\/a> yep the problem moved up a stack. We now need good tools to decide what to build \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>good one! upvoted!<\/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\/@nikolas_dimitroulakis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikolas_dimitroulakis<\/a> so appreciated! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nikolas_dimitroulakis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikolas_dimitroulakis<\/a> Thank you Nikolas!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nikolas_dimitroulakis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikolas_dimitroulakis<\/a> Thank you for the support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Not sure exactly how I could implement that at our company, but it will clearly fix a big problem for me.<\/p>\n<p>When I am brainstorming or researching on a certain topic, I end up with a big conversation. I need to scroll vertically on Claude or Gemini. The whiteboard form factor you’re proposing here would definitely help me organize my ideas and visualize them afterwards.<\/p>\n<p>Definitely worth an upvote and a complete test from me. \ud83d\ude42<\/p>\n<p>Congrats on the launch, btw, and best of luck!<\/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\/@baptiste_ncls\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@baptiste_ncls<\/a> yeah I love it because it doesn’t collapse my thinking. It’s great to iterate on the AIs output, cut out the bad parts, improve the ones that feels good! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@baptiste_ncls\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@baptiste_ncls<\/a> Thank you! Brainstorming and research are one of the strongest usecases for us too. The best part is that you can easily share the progress and the final output with your team and gove over it e.g. on a video call.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@baptiste_ncls\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@baptiste_ncls<\/a> Curious to get your feedback and insights after the test!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 for sure worth looking into. What I worry about is the space getting overfilled with content which becomes irrelevant over time. How do you plan to solve this issue? <\/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\/@josip_herceg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josip_herceg<\/a> Good to see you here Josip! yeah that’s a real issue, and we are bringing more schedule tasks soon so you can easily setup agent to run linting process to keeps things clean. <\/p>\n<p>the idea is to have like a gardener that goes through the context and finds things that contradicts, overlap, or are outdated and messy. Then to bring them to your attention so you can decide to weed them out or keep them<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josip_herceg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josip_herceg<\/a> Just want to mention the gardener is something I’m working on 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josip_herceg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josip_herceg<\/a> Yep thinking about this a lot. We will have something cool soon for this problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built something like this internally for our team – literally called it our Brain. The idea was they can use that context in Claude though and build skills against it, etc.<\/p>\n<p>Is that possible, or can you only execute tasks within Kanwas? I love the idea of a Brain we can all visualise & collaboratively maintain\/iterate in here but then use in claude. <\/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\/@tom_rudnai1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tom_rudnai1<\/a> Yes definitely. You can use Kanwas as the single source of truth for context that the whole team expands and edits and use it with other AI tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tom_rudnai1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tom_rudnai1<\/a> good to see you here Tom!!! Actually we built it so you can run any agent through CLI \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tom_rudnai1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tom_rudnai1<\/a> exactly! updates work in both directions. you can bring anything in kanwas and iterate on all your signals, and also local\/coding agent can pull the latest context and work with it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey product people. I am in charge of the canvas interface of Kanwas.<\/p>\n<p>Kanwas is built with the idea of moving from chats to shared spatial context space, where you, your team, and your agents can work together and build on top of it.<\/p>\n<p>My favourite part is being able to control context in the easy way, starting from scratch, or starting from yesterdays research, or just cross referencing latest positioning angle with the newest competitor updates.<\/p>\n<p>From the start of building it we are using it as team, and collaborating through all the challenges, from working on strategy and gtm, to updating feature specs, doing users insights from the posthog events and user calls, and even doing this product hunt launch.<\/p>\n<p>Happy to see you using it and getting the feedback! Here to answer any question!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Where does Kanwas fit if we use Notion for docs and Linear for tickets?<\/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\/@jakub_brabec\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakub_brabec<\/a> depends on how exactly you use them. From what I hear from our users Notion is often a graveyard of docs and Linear is tasks. <\/p>\n<p>Kanwas is the place where you figure out the WHAT. the messy middle. The place where you pull research, your own idea, user calls and data and start working on top of that, together with AI. <\/p>\n<\/p>\n<p>If output is like PRD it can go into Notion, if its a clear spec for coding agent Kanwas can push it to Linear. <\/p>\n<p>You can then keep the traces that lead you to decision in a board so you can come back to them later or let Kanwas tidy it up and update the brain for lasting context <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jakub_brabec\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakub_brabec<\/a> 2 things. Kanwas in the end is just of plan files (markdown, yaml, etc…) you can import and export and work with locally. Thats great if you want to use multiple agents.<\/p>\n<p>But also kanwas is a much nicer place to think. It makes it easy to create 10 different versions of your doc and compare them side by side and let agent work on all of them. It lets you explore tradeoffs, new ideas and brainstorm in a much more productive and fun 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jakub_brabec\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakub_brabec<\/a> Kanwas is more focused on active work with the AI agent, you can for example work on brainstorming session with a team on live call, craft a new copy for landing page, do some competitor research and then use the CLI and connections to store the artifacts in Notion and create tickets for Linear.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 opinionated is the agent? Does it mostly organize what is already there, or does it push back on assumptions and ask questions too?<\/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\/@cam_eddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cam_eddy<\/a> we’ve two modes, Direct that is behaving similar to coding agents, executing. <\/p>\n<\/p>\n<p>but the mode that I love the most is “get my brain going”, it’s made to ask you a lot of questions so it really gets your brain going and makes the outputs sharp thanks to your taste and judgment<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cam_eddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cam_eddy<\/a> We are really trying to do something different. Most AI tools will just produce more more and more output. We want to focus on quality instead. Output less, ask more and really think with the 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cam_eddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cam_eddy<\/a> Interesting question Cam! As <a href=\"https:\/\/www.producthunt.com\/@johancutych\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> already said we support 2 modes, but regardless of that you can update main instructions and your style and way of working to be more push back oriented<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 am glad this is not another closed workspace where everything disappears into a proprietary database. Markdown\/YAML plus Git history makes the product much easier to trust.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mahin_makkhy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahin_makkhy<\/a> This kind of interoperability was very important to us. We didn’t want to vendor lock users to some proprietary format but rather let them work on markdown files. <\/p>\n<p>Nice side-benefit of this is that you can use our CLI tool to export and import files easily <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mahin_makkhy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahin_makkhy<\/a> .md files are way to go!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mahin_makkhy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahin_makkhy<\/a> True! Markdowns are the way to go, and from our learnings agent works the best when it lives on top of it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6DYONUBX4ZQVHY\" class=\"app-title\">Shadow 2.0<\/a><\/p>\n<div class=\"one-liner\">The work your meetings create, done before they end<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">409<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Shadow 2.0 \u662f\u4e00\u6b3e\u5b9e\u65f6AI\u4ee3\u7406\uff0c\u5728\u5728\u7ebf\u4f1a\u8bae\u8fdb\u884c\u4e2d\u81ea\u52a8\u8bc6\u522b\u5e76\u6267\u884c\u5f85\u529e\u4e8b\u9879\uff08\u5982\u751f\u6210\u6587\u6863\u3001\u53d1\u9001\u90ae\u4ef6\u3001\u5b89\u6392\u65e5\u7a0b\uff09\uff0c\u8ba9\u7528\u6237\u5728\u6302\u65ad\u7535\u8bdd\u524d\u5c31\u5b8c\u6210\u6240\u6709\u4f1a\u540e\u5de5\u4f5c\uff0c\u5f7b\u5e95\u6d88\u706d\u201c\u4f1a\u540e\u4efb\u52a1\u5217\u8868\u201d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1d5af0b2-19d4-46e4-979d-8eabbd5b5478.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6546d62-5c79-4197-a25f-692d2a3f221e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ff3fbd7-752b-4df8-8519-24013aa2d607.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15aeb4b3-9cb9-4171-89b6-d71f8adf5ef6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90ad4c8f-63d1-439d-a3f4-3a9596c30a5f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c45d71f7-8620-4007-8da2-379f8f3a76ba.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\/d3e85b7a-3de4-4fac-9e22-e3c859244a3f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/gJ-PLqh4lpM\"><source src=\"https:\/\/youtu.be\/gJ-PLqh4lpM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Meetings<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f1a\u8bae\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4efb\u52a1\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4f1a\u540e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u7eaa\u8981<\/span><br \/>\n <span class=\"tag\">CRM\u66f4\u65b0<\/span><br \/>\n <span class=\"tag\">\u65e5\u7a0b\u5b89\u6392<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u75db\u70b9\uff1a\u4f1a\u540e\u9700\u82b1\u5927\u91cf\u65f6\u95f4\u5904\u7406\u90ae\u4ef6\u3001\u6587\u6863\u3001CRM\u66f4\u65b0\u7b49\u3002\u4e3b\u8981\u7591\u95ee\uff1a\u4e0eOtter\/Fireflies\u7b49\u8bb0\u7b14\u8bb0\u5de5\u5177\u7684\u672c\u8d28\u533a\u522b\uff1f\u80fd\u5426\u81ea\u52a8\u63a8\u9001\u5230Figma\u3001Productboard\u7b49\u5de5\u5177\uff1f\u7528\u6237\u5173\u6ce8\u201c\u6267\u884c\u201d\u800c\u975e\u201c\u8bb0\u5f55\u201d\uff0c\u5e76\u5e0c\u671b\u4fdd\u7559\u4eba\u5de5\u5ba1\u6838\u73af\u8282\u4ee5\u63a7\u5236\u654f\u611f\u64cd\u4f5c\u3002\u90e8\u5206\u7528\u6237\u8be2\u95ee\u591a\u4eba\u5927\uff08>10\u4eba\uff09\u4f1a\u8bae\u7684\u8bc6\u522b\u7cbe\u5ea6\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 Shadow 2.0 \u786e\u5b9e\u5207\u4e2d\u4e86\u4e00\u4e2a\u9ad8\u9891\u4e14\u6781\u5ea6\u75db\u82e6\u7684\u573a\u666f\u2014\u2014\u4f1a\u8bae\u5e76\u672a\u5728\u201c\u6302\u65ad\u201d\u65f6\u7ed3\u675f\uff0c\u53cd\u800c\u5f00\u542f\u4e86\u7e41\u7410\u7684\u201c\u4f1a\u540e\u5de5\u4f5c\u6d41\u201d\u3002\u7edd\u5927\u591a\u6570\u540c\u7c7b\u5de5\u5177\u6b62\u6b65\u4e8e\u201c\u8bb0\u5f55\u548c\u603b\u7ed3\u201d\uff0c\u672c\u8d28\u4e0a\u53ea\u662f\u7ed9\u7528\u6237\u751f\u6210\u4e86\u4e00\u5f20\u66f4\u7cbe\u7f8e\u7684\u201c\u5f85\u529e\u6e05\u5355\u201d\u3002\u800cShadow\u7684\u98a0\u8986\u6027\u5728\u4e8e\u5c06\u80fd\u529b\u4ece\u201c\u542c\u5199\u5458\u201d\u5347\u7ea7\u4e3a\u201c\u6267\u884c\u5e55\u50da\u201d\uff0c\u5b83\u5728\u4f1a\u8bae\u8fdb\u884c\u4e2d\u5c31\u5f00\u59cb\u52a8\u624b\u5e72\u6d3b\uff1a\u53d1\u90ae\u4ef6\u3001\u5efa\u6587\u6863\u3001\u5b9a\u65e5\u7a0b\uff0c\u8bd5\u56fe\u8ba9\u7528\u6237\u8d70\u51fa\u4f1a\u8bae\u5ba4\u65f6\uff0c\u6240\u6709\u5de5\u4f5c\u5df2\u7ecf\u5c18\u57c3\u843d\u5b9a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u4e2a\u4ea7\u54c1\u4ef7\u503c\u6e05\u6670\u4e14\u7280\u5229\uff0c\u4f46\u6311\u6218\u540c\u6837\u5de8\u5927\u3002\u7b2c\u4e00\uff0c\u6267\u884c\u5c42\u7684\u51fa\u9519\u6210\u672c\u8fdc\u9ad8\u4e8e\u8bb0\u5f55\u5c42\u3002AI\u8bef\u5224\u4e00\u4e2a\u201c\u4e0b\u6b21\u804a\u201d\u4e3a\u201c\u9884\u7ea6\u4f1a\u8bae\u201d\uff0c\u5c31\u53ef\u80fd\u9020\u6210\u5c34\u5c2c\u6216\u65e5\u7a0b\u6df7\u4e71\u3002\u867d\u7136\u56e2\u961f\u5f3a\u8c03\u201c\u4eba\u5de5\u5ba1\u6838\u5c42\u201d\u5b58\u5728\uff0c\u4f46\u82e5\u5ba1\u6838\u6bd4\u4f8b\u8fc7\u9ad8\uff0c\u6240\u8c13\u7684\u201c\u5b9e\u65f6\u9ad8\u6548\u201d\u5c06\u5927\u6253\u6298\u6263\u3002\u7b2c\u4e8c\uff0c\u6df1\u5ea6\u96c6\u6210\u4f9d\u8d56\u751f\u6001\u3002\u76ee\u524d\u7684Notion\u3001Gmail\u3001\u65e5\u5386\u53ea\u662f\u51b0\u5c71\u4e00\u89d2\uff0c\u7528\u6237\u771f\u6b63\u6e34\u671b\u7684CRM\u3001Jira\u3001Figma\u7b49\u6838\u5fc3\u751f\u4ea7\u529b\u5de5\u5177\u7684\u5b9e\u65f6\u53cc\u5411\u540c\u6b65\u624d\u662f\u62a4\u57ce\u6cb3\uff0c\u800c\u8fd9\u4e9b\u96c6\u6210\u5f80\u5f80\u9700\u8981\u6570\u767e\u4e2a\u4f01\u4e1a\u7ea7API\u7684\u7a33\u5b9a\u5bf9\u63a5\uff0c\u5de5\u7a0b\u590d\u6742\u5ea6\u9661\u589e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u89d2\u5ea6\u770b\uff0c\u8fd9\u4e2a\u4ea7\u54c1\u5b9a\u4f4d\u975e\u5e38\u7cbe\u51c6\uff1a\u7784\u51c6\u7684\u662f\u9ad8\u51c0\u503c\u3001\u9ad8\u4f1a\u8bae\u5bc6\u5ea6\u7684\u77e5\u8bc6\u5de5\u4f5c\u8005\uff08\u987e\u95ee\u3001\u9500\u552e\u3001\u521b\u59cb\u4eba\uff09\uff0c\u4ed6\u4eec\u613f\u610f\u4e3a\u201c\u6bcf\u5468\u8d62\u56de\u4e00\u4e2a\u5de5\u4f5c\u65e5\u201d\u4ed8\u8d39\u3002\u65e9\u671f\u91c7\u7528\u8005\u5fc5\u7136\u662f\u90a3\u4e9b\u88ab\u7410\u4e8b\u538b\u57ae\u7684\u201c\u4f1a\u8bae\u673a\u5668\u201d\uff0c\u4ed6\u4eec\u6700\u8feb\u5207\u7684\u9700\u6c42\u4e0d\u662f\u201c\u66f4\u667a\u80fd\u7684\u7b14\u8bb0\u201d\uff0c\u800c\u662f\u201c\u6709\u4eba\u80fd\u66ff\u6211\u5728\u4f1a\u540e\u64e6\u5c41\u80a1\u201d\u3002Shadow 2.0\u5982\u679c\u80fd\u6301\u7eed\u964d\u4f4e\u6267\u884c\u9519\u8bef\u7387\u5e76\u5feb\u901f\u6269\u5c55\u5de5\u5177\u94fe\uff0c\u6709\u671b\u91cd\u65b0\u5b9a\u4e49\u201c\u4f1a\u8bae\u751f\u4ea7\u529b\u201d\u8d5b\u9053\u2014\u2014\u8ba9\u4f1a\u8bae\u771f\u6b63\u6210\u4e3a\u601d\u8003\u4e0e\u51b3\u7b56\u7684\u573a\u6240\uff0c\u800c\u975e\u65b0\u4efb\u52a1\u7684\u751f\u4ea7\u7ebf\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\">Shadow 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Every online call creates a to-do list. Shadow clears it live. It understands your conversation, tracks what needs to happen, and executes tasks in real time. PDF creation, slide generation, CRM updates, follow-ups, and scheduling before the call ends. Our goal is to have no post-call work. Just stay focused while Shadow handles everything in the background. Starting with core workflows and expanding to everything your calls create.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>Shadow is a real-time AI on the call that completes your post-call to-dos while you’re still on the call<\/p>\n<\/p>\n<p><strong>The problem:<\/strong> A user told us something we couldn’t ignore:<\/p>\n<blockquote>\n<p>“I go into back-to-back calls. I miss my meals. Someone wants a proposal, someone wants metrics, someone wants a follow-up. I hang up, and there’s a new to-do list every single time. I feel like a robot just running endlessly.”<\/p>\n<\/blockquote>\n<p>We did the maths. 5 calls a day. 20 minutes of post-call admin. 5 days a week. That’s 8+ hours \u2014 one full working day \u2014 lost to busywork, every week.<\/p>\n<\/p>\n<p><strong>The solution:<\/strong> Shadow was already on the call. It already had the context. So we asked: what if it just handled the to-dos before you hung up?<\/p>\n<p>While you’re still talking, Shadow detects action items in real time and executes them. Today, that means:<\/p>\n<ul>\n<li>\n<p>\ud83d\udcdd Notion doc creation: notes and summaries written as you speak<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcc5 Follow-up meeting scheduling: booked before you hang up<\/p>\n<\/li>\n<li>\n<p>\ud83d\udce7 Draft email: written automatically based on what was discussed<\/p>\n<\/li>\n<\/ul>\n<p><strong>Coming soon:<\/strong> Slack, Salesforce, Jira, Google Sheets, PostHog, GitHub, LinkedIn, Twitter and more. This is just the start.<\/p>\n<\/p>\n<p><strong>What’s new in Shadow 2.0:<\/strong> We’ve moved from a browser app to a native desktop app.<\/p>\n<p>Shadow now:-<\/p>\n<ul>\n<li>\n<p>Auto-detects your meetings the moment they start, no manual setup<\/p>\n<\/li>\n<li>\n<p>No bot joins your call, invisible to everyone else. It just works.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who is it for?<\/strong> If you live on calls, sales, consulting, recruiting, ops, Shadow was built for you. Anyone who goes over back to back calls.<\/p>\n<\/p>\n<p>One question, If you could automate one thing that happens after every call, what would it be?<\/p>\n<p>Drop it below, it might be the next thing Shadow handles.<\/p>\n<\/p>\n<p>Shubham<\/p>\n<p>Co-Founder, Shadow<\/p>\n<p>shadowlabs.ai<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham16180\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham16180<\/a> Shubham said it perfectly.<\/p>\n<p>We\u2019re building Shadow because post-call work shouldn\u2019t wait until after the call – the context is already there while the conversation is happening.<\/p>\n<p>Today it handles emails, Notion docs, and scheduling in real time. The bigger vision is to let people leave calls with the actual work already done.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shubham16180\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham16180<\/a> One of the problems every industry, every professional role relates to.<br \/>As a dev, I hate updating tickets, creating tickets, Productivity tracking platforms had become counter-productive for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham16180\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham16180<\/a> Many congrats Shubham, Hersh and team! \ud83d\ude42 <\/p>\n<\/p>\n<p><strong>How I met the makers? <\/strong><\/p>\n<p>I first came across Shadow through the <a href=\"https:\/\/www.producthunt.com\/products\/velo-4\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"velo-4\" target=\"_blank\" rel=\"noopener\">@Velo<\/a> team and the moment they walked me through what they\u2019re building, my first thought was: \u201cWait\u2026 was this made for me?\u201d <\/p>\n<\/p>\n<p><strong>What is Shadow? <\/strong><\/p>\n<p>Shadow is a real-time AI agent that sits on your calls and turns conversations directly into done tasks (notes, follow-ups, docs, and next steps) before the meeting even ends. <\/p>\n<\/p>\n<p>As someone running a high-demand consulting business, I spend ~7 hours a day on calls and spoke with 1,300+ founders last year. After every call, I usually spend another 15\u201330 minutes processing notes, sending follow-up emails, and organizing next steps. <\/p>\n<\/p>\n<p><strong>Why I endorse it? <\/strong><\/p>\n<p>A tool like Shadow doesn\u2019t just sound useful, it feels like getting a full working day back every week. <\/p>\n<\/p>\n<p>I\u2019ve also had the chance to work closely with the team on feedback ahead of launch, and they\u2019ve been incredibly fast, agile and obsessed with getting better. <\/p>\n<\/p>\n<p>That combination of a sharp product and a hungry, execution-focused team is exactly why I\u2019m excited to endorse both Shadow and the ambitious makers building it! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We\u2019re excited to launch Shadow today.<\/p>\n<p>We started building Shadow because we kept seeing the same problem again and again: <strong>meetings don\u2019t really end when the call ends.<\/strong><\/p>\n<p>You finish the conversation, but the actual work is still waiting for you:<\/p>\n<ul>\n<li>\n<p>writing follow-ups, <\/p>\n<\/li>\n<li>\n<p>updating tools, <\/p>\n<\/li>\n<li>\n<p>creating notes, <\/p>\n<\/li>\n<li>\n<p>sharing docs, <\/p>\n<\/li>\n<li>\n<p>assigning next steps, and <\/p>\n<\/li>\n<li>\n<p>trying to remember everything that was promised.<\/p>\n<\/li>\n<\/ul>\n<p>Most AI meeting tools help capture what happened. That\u2019s useful, but we felt <strong>the bigger opportunity was not just capturing action items, but helping complete them while the conversation is still happening.<\/strong><\/p>\n<p>That\u2019s what Shadow is built for.<\/p>\n<p><strong>Shadow listens during the call, understands the context, and helps complete meeting actions in real time<\/strong> – so by the time the call ends, the follow-ups, updates, and next steps are already moving.<\/p>\n<p>We\u2019re still early, but we strongly believe meetings should lead to finished work, not more work after the meeting.<\/p>\n<p>Would love to hear your thoughts, feedback, and questions.<\/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\/@mayank_gupta40\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mayank_gupta40<\/a> Mayank is the AI (Anant Intelligence) behind our AI orchestration<\/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,<\/p>\n<p>Built Shadow because the real cost of a meeting isn’t the meeting, it’s the hour of follow-ups afterward. Shadow sits in your calls and handles the action items for you: emails sent, docs updated, tasks created. You just review and approve. Excited to share it with PH!<\/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\/@priyansh_agrawal2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyansh_agrawal2<\/a> Priyansh has been deep in building the actual \u201creview and approve\u201d layer – because the goal was never to let AI blindly do things on your behalf.<\/p>\n<p>Shadow should handle the busywork, but you stay in control before anything gets sent, created, or scheduled.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This sounds incredibly exciting, a strong, well-thought-out solution to a genuinely frustrating problem. It\u2019s amazing to think how seamlessly tasks could get done in no time, without needing constant hands-on effort.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trisha_khandelwal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trisha_khandelwal<\/a> Our team shares the excitement of the possibilities this product opens up! Feel free to share any particular use case you have in mind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trisha_khandelwal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trisha_khandelwal<\/a> AI taking over our jobs… jobs we didnt care about anyway \ud83d\ude1b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trisha_khandelwal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trisha_khandelwal<\/a> Exactly – the goal is to reduce the constant hands-on effort after every call without taking control away from the user.<\/p>\n<p>Shadow should quietly prepare the work in real time, and you just review\/approve what needs to happen.<\/p>\n<p>Curious – which task do you think people would want automated first: follow-up emails, docs, scheduling, or task creation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m the dev, AMA<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priyansh_agrawal2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyansh_agrawal2<\/a> Hahaaha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priyansh_agrawal2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyansh_agrawal2<\/a> Is there a page I can read about what tasks it can actually automate after calls? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Can it also handle figma updates on the fly? That would be crazy as hell<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jpinkman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jpinkman<\/a> not yet, but it\u2019s coming soon.<\/p>\n<p>We\u2019re starting with the most common meeting actions first \u2014 emails, docs, follow-ups, and calendar scheduling – but Figma updates on the fly is exactly the kind of workflow we want Shadow to handle next.<\/p>\n<p>Curious, what Figma action would you want it to do during a call – update copy, create a quick wireframe, or make design tweaks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jpinkman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jpinkman<\/a> Give ideas on your own risk… They may get implemented and launched<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">This is almost like a agent that listens to call and does things or am I missing something?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sourav_sanyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sourav_sanyal<\/a> Absolutely! It is hooked to any work that comes your way and lives to get it off your plate. More than agent, we aim to make a personal ai for you. One with personality and one who knows you! Would de<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sourav_sanyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sourav_sanyal<\/a> Yes! Shadow listens during the call, understands action items, and can complete things like emails, Notion docs, follow-ups, or calendar scheduling in real time.<\/p>\n<p>The key difference is that it doesn\u2019t just \u201cauto-do everything\u201d silently \u2014 the user stays in control and acknowledges actions before Shadow completes them.<\/p>\n<p>Curious, what would be the first thing you\u2019d want an agent to handle for you during a call?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sourav_sanyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sourav_sanyal<\/a> Imagine a product that offers you time.<br \/>And I’m sure you can’t put a price on that. … \ud83d\ude1b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hello Product Hunt \ud83d\udc4b<\/strong><\/p>\n<p>I’m Hersh, founding member at Shadow leading GTM. Wanted to share what we’ve learned building this.<\/p>\n<\/p>\n<p><strong>The pattern:<\/strong><\/p>\n<p>Over the last six months, I’ve spoken with hundreds of founders, freelancers, consultants, recruiters, and operators. Different roles, different industries. They all said some version of the same thing.<\/p>\n<p>“The actual call isn’t what’s killing me. It’s everything that comes after.”<\/p>\n<p>The follow-up email. The invoice. The doc share. The CRM update. The Notion recap. The next-step Slack message.<\/p>\n<p>A 30-minute call creates 90 minutes of work.<\/p>\n<\/p>\n<p><strong>Why this matters now:<\/strong><\/p>\n<p>We’ve spent a decade adding tools to capture more of what happens in our calls. Notetakers record it. Notion stores it. Slack notifies the team. Every one of those tools makes you do more after the call ends. Not less.<\/p>\n<p>We started Shadow with one question. What if the work just got done while the call was still happening?<\/p>\n<\/p>\n<p><strong>What we built:<\/strong><\/p>\n<p>Shadow runs on your call, understands what’s being asked for, and executes the work in real time.<\/p>\n<p>Someone asks for the doc. The link is in their inbox before they finish the question. Someone asks for the latest numbers. The data is on screen mid-conversation. Someone asks for a follow-up. It’s scheduled before you hang up.<\/p>\n<p>By the time you say goodbye, the to-do list is already done.<\/p>\n<\/p>\n<p><strong>Who it’s for:<\/strong><\/p>\n<p>Anyone whose day is shaped by meetings. Founders, freelancers, consultants, recruiters, ops leaders, sales teams. If you finish your day with a stack of admin that came from your calls, Shadow is for you.<\/p>\n<\/p>\n<p><strong>A question:<\/strong><\/p>\n<p>If you could automate one thing that happens after every call this week, what would it be? Genuinely curious. The answers might shape what we ship next.<\/p>\n<p>Hersh<br \/>Founding GTM<\/p>\n<p>shadowlabs.ai<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hersh_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hersh_singh<\/a> Hersh has been closest to the people we\u2019re building this for, and this pattern kept coming up again and again: the call is not the hard part, the work after the call is.<\/p>\n<p>That\u2019s why we\u2019re building Shadow as a real-time layer that doesn\u2019t just capture context, but helps complete the work while the context is still fresh.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">For people already using Otter\/Fireflies\/Granola-style tools, what\u2019s the most common \u201cbreaking point\u201d that makes them switch\u2014what specific post-call workflow finally becomes painful enough that a notetaker stops being enough?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> The breaking point we keep hearing is: the summary is useful, but it still leaves the user with another to-do list.<\/p>\n<\/p>\n<p>For people using Otter\/Fireflies\/Granola-style tools, the pain usually starts when the same post-call workflows repeat every day:<\/p>\n<ul>\n<li>\n<p>writing the follow-up email<\/p>\n<\/li>\n<li>\n<p>creating the recap\/doc\/proposal<\/p>\n<\/li>\n<li>\n<p>scheduling the next meeting<\/p>\n<\/li>\n<li>\n<p>updating CRM\/tasks<\/p>\n<\/li>\n<li>\n<p>sharing the right collateral<\/p>\n<\/li>\n<\/ul>\n<p>That\u2019s where a notetaker stops being enough. Shadow is trying to move from \u201chere\u2019s what happened\u201d to \u201chere\u2019s the work, already prepared for approval.\u201d<\/p>\n<\/p>\n<p>For sales\/consulting-heavy users, the biggest switch trigger seems to be follow-ups + proposal\/docs + CRM\/task updates after every call.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can it also help create user stories in productboard automatically? I go over lot of customer calls. I want AI to take my notes and put it in my tools<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raghav39\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raghav39<\/a> this is exactly the kind of workflow we want Shadow to handle.<\/p>\n<\/p>\n<p>Today, Shadow can capture the notes\/action items during the call and turn them into docs, follow-ups, or tasks. Productboard isn\u2019t live yet, but converting customer calls into structured user stories inside product tools is very much on the roadmap.<\/p>\n<\/p>\n<p>Curious – would you want it to create raw notes in Productboard first, or directly create polished user stories with problem, context, and acceptance criteria?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@raghav39 eventually yes. We will connect to all the enterprise tools used today to help users get relieved from the busy work<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Shadow schedule follow ups and send docs on its own, or is there still a human layer present? <\/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\/@soni_karan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soni_karan<\/a> Shadow understands the meeting context and is helpful enough to takeover much of your workload generated from everyday meetings, alongside, it is careful enough to not execute sensitive tasks, and wait for your approval.<\/p>\n<p>Think metrics brought for you instantly during call,<br \/>Mails drafted for you during call,<br \/>Calendar events scheduled for you during the call<br \/>Notion pages published for you during the call.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@soni_karan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soni_karan<\/a> here\u2019s still a human layer by design.<\/p>\n<p>Shadow can detect the follow-up, prepare the doc\/email, or set up the calendar invite in real time – but the user reviews and approves before anything gets sent or scheduled.<\/p>\n<p>We don\u2019t want AI silently acting on your behalf. We want it to remove the busywork while keeping you in control.<\/p>\n<p>Curious – would you be comfortable with auto-send for low-risk follow-ups, or should approval always stay mandatory?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@soni_karan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soni_karan<\/a> It does both and goes beyond. Shadow creates Notion docs, drafts emails, books follow-ups, all while you’re still on the call. Next up: BI tools, Jira, CRMs. The goal is simple: Give people their time back.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 one feels personal. I have struggled with the pile of follow-ups after almost every call, and it\u2019s honestly the most draining part of meetings for me. Love how clearly you have defined the problem and the direction to solve it. Really excited to see how this evolves.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikhagarg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhagarg<\/a> this means a lot – that pile of follow-ups after every call is exactly the pain we kept hearing again and again.<\/p>\n<p>We\u2019re trying to make the call itself the place where the work gets completed, not just captured for later.<\/p>\n<p>Curious – what\u2019s usually the most draining follow-up for you: writing emails, creating docs, updating tasks, or scheduling next steps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikhagarg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhagarg<\/a> worry no more, Shadow is here !<br \/>Start planning for what you’ll do with the immense free time coming your way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikhagarg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhagarg<\/a> Glad to hear! We want the world to know the meaning of productivity category! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually super relatable \ud83d\ude05 every call quietly turns into a mini to-do list. <br \/>Love the idea of handling things during the call instead of after. Curious how well it picks up on action items in meetings with larger groups (>10 people)<\/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\/@ajaykumar1018\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajaykumar1018<\/a> Hey Ajay, really glad it resonates!<\/p>\n<p>Great question, larger group calls are something we’re actively working towards. Right now Shadow works best in smaller focused calls, but scaling it up is on the roadmap. Would love to keep you in the loop as we get there!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ajaykumar1018\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ajaykumar1018\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajaykumar1018<\/a> exactly \u2014 that \u201cmini to-do list after every call\u201d pain is what pushed us to build this.<\/p>\n<p>For larger groups, we\u2019re focusing on picking up clear ownership, decisions, and next steps without turning every discussion point into noise.<\/p>\n<p>Curious – in your experience, do action items get missed more in large internal meetings or customer calls with multiple stakeholders?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ajaykumar1018\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajaykumar1018<\/a> Hi Ajay, glad to hear you resonate<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How is this different than the other AI meeting assistants? whats the differentiator? The innovation? The novelty? \ud83d\ude00 How does it stand out from the 1000s of live meeting HUD AI systems for meetings? Sorry for the roasty question. but you asked for it so here it is \ud83d\ude38<\/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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Sharing an analogy, one of our users gave, <br \/>“I have been paying salary to AI assistants that only had ears, finally something that comes with hands and legs… getting work done is what was needed, not dumping notes”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> fair question – and probably the right roast \ud83d\ude04<\/p>\n<\/p>\n<p>The way we think about it: most AI meeting assistants are built around <strong>capture<\/strong> – record the call, summarize it, extract action items, and give you something to process after.<\/p>\n<\/p>\n<p>Shadow is built around <strong>execution during the call<\/strong>.<\/p>\n<\/p>\n<p>So instead of ending with \u201chere are your action items,\u201d Shadow helps complete them while the context is still live – draft the follow-up email, create the doc, schedule the next meeting, prepare the next-step task – with the user reviewing\/approving before anything goes out.<\/p>\n<\/p>\n<p>The novelty isn\u2019t \u201cAI understands meetings.\u201d The bet is: <strong>meetings should end with the work already done, not with another to-do list.<\/strong><\/p>\n<\/p>\n<p>Curious – what would make this feel truly different for you: acting during the call, approval before execution, deeper tool integrations, or better context from past meetings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> fair roast!<\/p>\n<p>Most tools are just Voldemort’s diary: Self-writing, forever. We’re building a chief of staff.<\/p>\n<p>They’re stuck at note-taking. We’re solving getting work done. \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, folks! Just looking at it from a marketing angle, I think many people would be looking at Shadow AI and thinking: yet another AI notetaking tool.<\/p>\n<\/p>\n<p>What would be useful is knowing what makes Shadow AI different? What is the compelling use case that Granola, Fathom, Otter, Fireflies, Loom, and so many others don’t provide?<\/p>\n<p>Zoom notes and Gemini notes include action items in their summaries after the email.<\/p>\n<\/p>\n<p>A good start is a comparison matrix for people already using these existing notetaking tools on what Shadow AI can do that these other tools cannot.<\/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\/@peterclaridge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterclaridge<\/a> this is a very fair point – and honestly, probably the clearest thing we need to communicate better.<\/p>\n<\/p>\n<p>We\u2019re not trying to build a better notetaker. Tools like Granola, Fathom, Otter, Fireflies, Zoom notes, etc. are great at capturing what happened and summarizing it after the meeting.<\/p>\n<\/p>\n<p>The core difference with Shadow is execution during the call.<\/p>\n<\/p>\n<p>So instead of ending the call with \u201chere are your action items,\u201d Shadow helps turn those action items into finished work while the call is still happening – follow-up emails, docs, next-step scheduling, and eventually CRM\/task\/tool updates – with the user reviewing and approving before anything goes out.<\/p>\n<p>So the outcome we care about is not \u201cbetter notes.\u201d It\u2019s: you leave the call with the work already done.<\/p>\n<\/p>\n<p>Also fully agree on the comparison matrix. That\u2019s a great suggestion, and we should make this much clearer for people already using notetakers.<\/p>\n<\/p>\n<p>Curious – from a marketing angle, which workflow would make the difference most obvious first: follow-up emails, docs, scheduling, or CRM\/task updates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@peterclaridge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterclaridge<\/a> this is a very fair point – and probably the biggest thing we need to make clearer.<\/p>\n<p>We don\u2019t think of Shadow as a notetaker. Notetakers capture the meeting, summarize it, and give you action items after.<\/p>\n<\/p>\n<p>Shadow is built for what happens <strong>during the call<\/strong>: turning those action items into actual work while the context is still live – follow-up emails, docs, scheduling, and eventually CRM\/task\/tool updates – with the user reviewing and approving before anything goes out.<\/p>\n<\/p>\n<p>So the difference we\u2019re betting on is: meetings shouldn\u2019t end with a better to-do list. They should end with the work already done.<\/p>\n<\/p>\n<p>Also, +1 on the comparison matrix. That\u2019s a great idea, especially for people already using tools like Granola\/Fathom\/Otter\/Fireflies.<\/p>\n<\/p>\n<p>Curious from your marketing lens – which workflow would make this difference most obvious first: follow-up emails, docs, scheduling, or CRM\/task updates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterclaridge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterclaridge<\/a> Totally respect the notetaking tools, they’re great at what they do.<\/p>\n<p>But there’s a difference between a tool with ears and one with hands and legs.<\/p>\n<p>Notes tell you what happened. Shadow gets the work done. Yours to choose. \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Every call creators a to do list is such an accurate framing .Most of the pain starts after the meeting ends.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maali_baali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maali_baali<\/a> That\u2019s what we\u2019re trying to change with Shadow: instead of ending the call with more work, the follow-ups, docs, scheduling, and next steps are already prepared for review.<\/p>\n<\/p>\n<p>Curious – what\u2019s the most annoying post-call task for you: follow-up emails, notes\/docs, scheduling, or updating tasks\/CRM?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on reducing cognitive overload .Remembering action items across multiple meetings is exhausting even for highly organized teams.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_henry4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_henry4<\/a> That\u2019s the overload we\u2019re trying to reduce. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a genuine time saver. Especially since the end of a meeting is the time with lowest energy levels and maximum procrastination potential.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pavan_375\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pavan_375<\/a> ehe, now simply go out for a coffee post meeting, stress-free. ! \ud83d\ude1b <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is so cool. There have been many meeting recorders, but none that actually does the work for you!<\/div>\n<div class=\"comment-actions\">\n<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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Exactly, that\u2019s the core idea.<\/p>\n<\/p>\n<p>Meeting recorders and note-takers are useful, but we felt the real pain starts after the call – follow-ups, updates, docs, next steps, and all the small tasks that pile up.<\/p>\n<\/p>\n<p>We\u2019re trying to make meetings end with work already moving, not just with a better summary.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> and then came Shadow (beatdrop)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 sounds like a magical tool. Every meeting is not just like a meeting, it’s a list of to-do lists that you get. And I think if some parts or all parts of it can be taken care of, I think that’s fantastic. Congratulations on the launch. :)) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Really appreciate this, you\u2019ve captured the problem perfectly. Meetings quietly turning into to-do lists is exactly what we\u2019re trying to fix. If we can take even part of that off people\u2019s plates, that\u2019s a win for us. Thanks so much for the support! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Thank you, really appreciate it.<\/p>\n<\/p>\n<p>That\u2019s exactly the pain we\u2019re trying to solve. Meetings often look like one conversation, but they quietly create a bunch of follow-ups, updates, notes, docs, and next steps.<\/p>\n<\/p>\n<p>Our goal with Shadow is to take care of those tasks while the context is still fresh and the call is still happening, instead of leaving everything for later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>every call ends and ur evening is already booked with “send the proposal” and “share those metrics”.<\/p>\n<\/p>\n<p> most tools just summarize after the fact, shadow doing it live during the call is the right shift. congrats on 2.0 team !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> thanks for your support Saad!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> exactly – that evening pile-up is the pain we\u2019re trying to remove.<\/p>\n<\/p>\n<p>\u201cSend the proposal,\u201d \u201cshare the metrics,\u201d \u201cschedule the next call,\u201d \u201ccreate the recap\u201d – these shouldn\u2019t become a second workday after the meeting ends.<\/p>\n<\/p>\n<p>Shadow\u2019s bet is that if the context is already live during the call, the work should be prepared live too, with the user reviewing\/approving before anything goes out.<\/p>\n<\/p>\n<p>Curious – which one would save you the most time after calls: proposals, metrics sharing, follow-up emails, or CRM\/task updates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \u201cI feel like a robot just running endlessly\u201d line is painfully relatable \ud83d\ude05<\/p>\n<p>Really interesting direction feels like trust and timing will be everything for tools like this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> exactly – trust and timing are the hard parts here.<\/p>\n<\/p>\n<p>If Shadow acts too early, it feels risky. If it acts too late, it becomes just another post-call task list.<\/p>\n<\/p>\n<p>That\u2019s why we\u2019re building it around a review\/approval layer: Shadow prepares the work while the call is still happening, but the user stays in control before anything gets sent, created, or scheduled.<\/p>\n<\/p>\n<p>Curious – what would make you trust a tool like this faster: clear previews, approval before every action, or better control over what it\u2019s allowed to do?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this deal with the language switching mid-conversations if we speak multiple languages in the same conversation? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Shadow is built to handle mixed-language conversations by following the actual conversation context, not forcing everything into one language.<\/p>\n<\/p>\n<p>So if a call switches between English, Hindi, Spanish, etc., the transcript and action context can still be understood, and the final output can be created in the language that makes sense for the task – for example, an English follow-up email even if parts of the call were in another language.<\/p>\n<\/p>\n<p>Curious – when a call switches languages, what matters more to you: accurate transcript in the original language, or clean outputs in one language?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> try seeing it in action, even we get surprised how smoothly the transcript switches language.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The slide generation one got me. Everyone talks about follow-up emails and scheduling because those are obvious. But someone says “can you prep a deck for the next meeting” mid-call and Shadow just… does it? That’s the one that changes how the rest of the call feels.<br \/>\nCongrats on the launch Shubham. This one’s genuinely different.<\/div>\n<div class=\"comment-actions\">\n<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\/@rafay_farhan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rafay_farhan<\/a> exactly – follow-up emails and scheduling are useful, but they\u2019re also the obvious layer.<\/p>\n<\/p>\n<p>The more interesting part is when Shadow can take something from the conversation and turn it into a real work artifact – like a deck, proposal, NDA, quotation, or Jira ticket – while the context is still fresh.<\/p>\n<\/p>\n<p>That \u201ccan you prep a deck for the next meeting?\u201d moment is exactly the kind of workflow we want Shadow to own.<\/p>\n<\/p>\n<p>Curious – what kind of deck would be most useful for you: sales proposal, customer recap, internal update, or next-meeting prep?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very nice, love the idea. How is the AI aware of your company\u2019s products, processes and goals to make sure the tasks created from the call are correct ?<\/div>\n<div class=\"comment-actions\">\n<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\/@yuri_mihaileanu1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuri_mihaileanu1<\/a> Great question.<\/p>\n<\/p>\n<p>Shadow doesn\u2019t just rely on the call transcript. It needs company context too \u2014 things like your docs, past notes, product info, processes, and connected tools – so the task it creates is grounded in how your team actually works.<\/p>\n<\/p>\n<p>Also, we keep a human approval layer before anything important goes out. So Shadow can prepare the task in real time, but the user reviews\/approves it before it\u2019s sent, created, or scheduled.<\/p>\n<\/p>\n<p>Curious – for your team, would the most important context come from internal docs, CRM, past calls, or project\/task tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuri_mihaileanu1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuri_mihaileanu1<\/a> would love to hear your company’s knowledge base platforms<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea of an AI-assistant for video calls is great. I tested several tools while looking for the best solution for me and my team, but I still haven’t found the one I’d use regularly. The app looks great, although the setup process took some time. I’ll test it during an upcoming call. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lipkovskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lipkovskiy<\/a> The setup process point is well noted. We’ll come up with a work around. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@lipkovskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lipkovskiy<\/a> appreciate this – especially since you\u2019ve tried a few tools already.<\/p>\n<p>You\u2019re right on setup too. We\u2019re working on making that much smoother, because the product should feel useful before it feels like work to configure.<\/p>\n<p>Would love to hear how it goes on your upcoming call – what part of the setup felt slowest for you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Turning calls into completed work instead of just notes is a big shift.<\/p>\n<p>If execution during the call works reliably, this could be a game changer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@naitik_kapadia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naitik_kapadia<\/a> exactly – reliability is the whole game here.<\/p>\n<\/p>\n<p>The shift only matters if Shadow can understand the right action, prepare it with context, and still keep the user in control before anything is sent, created, or scheduled.<\/p>\n<\/p>\n<p>That\u2019s why we\u2019re starting with high-frequency workflows like follow-up emails, docs, and scheduling before expanding deeper into CRM\/task updates.<\/p>\n<\/p>\n<p>Curious – from a product perspective, what would make you trust execution during the call: approval before every action, clear action previews, undo\/edit controls, or better 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naitik_kapadia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naitik_kapadia<\/a> Hey Naitik, just imagine, you get off a call with nothing to do. All the major items, already done or drafted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great !<br \/>Does it also help me talk to my notes as well. Many a time, i want to come back to my meeting asking relavant questions about chat that happened.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sidharth_choraria1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sidharth_choraria1<\/a> yes, that\u2019s a big part of the experience we want to build.<\/p>\n<\/p>\n<p>Shadow should not just create notes, but make the meeting context usable later – so you can ask things like \u201cwhat did we decide?\u201d, \u201cwhat were the objections?\u201d, or \u201cwhat should I follow up on?\u201d<\/p>\n<\/p>\n<p>Curious – would you use this more to recall past decisions, find action items, or prep before the next meeting?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@sidharth_choraria1 yes this is part of our roadmap. Not only that future version of Shadow will help you out on the live call based on the past meeting context<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@shubham16180\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shubham16180\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham16180<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham16180\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham16180<\/a> <a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thank you from our team at Shadow Labs!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 have coding agent 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\/@khuzema_khomosi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khuzema_khomosi<\/a> Yes, definitely possible.<\/p>\n<\/p>\n<p>Right now we\u2019re starting with common meeting actions like Gmail, Calendar, and Notion. But a coding agent is a very interesting direction.<\/p>\n<\/p>\n<p>For example, during a product\/engineering call, Shadow could help create a Jira ticket, update docs, summarize a bug, or eventually connect with coding tools to prepare small changes.<\/p>\n<\/p>\n<p>Curious – would you find this more useful for creating tickets\/docs from engineering calls, or actually making small code changes from the discussion?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DLXL3IV2Y7S2VX\" class=\"app-title\">Superset 2.0<\/a><\/p>\n<div class=\"one-liner\">Run 100s of coding agents on any machine from anywhere<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">374<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Superset 2.0 \u662f\u4e00\u6b3e\u8ba9\u5f00\u53d1\u8005\u80fd\u5728\u4efb\u610f\u673a\u5668\u4e0a\u8fdc\u7a0b\u8fd0\u884c\u6570\u767e\u4e2a\u5e76\u884c\u7f16\u7801\u4ee3\u7406\u7684IDE\uff0c\u89e3\u51b3\u4e86\u5355\u673a\u7b97\u529b\u9650\u5236\u548c\u4ee3\u7406\u534f\u4f5c\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4eff094b-687d-4ced-b20f-3d4add937bb6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2696fcea-024a-47e0-b081-e699d12bf1c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c2b6f8c-f96d-42ec-b8c6-19c2b65e6bd2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4999401e-f416-4e2a-a821-31bbc8ad5e92.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f62f8c5-67fc-4dbb-b420-fb9ea685c9c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73990e59-c348-4298-b1ca-0c2540d31c3a.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\/92a97f95-b197-4367-bec5-aebb53ea6608.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=r0Wx1no0t7s\"><source src=\"https:\/\/www.youtube.com\/watch?v=r0Wx1no0t7s\" 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\">Text Editors<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5e76\u884c\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">IDE<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Git\u5de5\u4f5c\u6811<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">CLI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u6548\u7387<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79f0\u8d5e\u5176\u89e3\u51b3\u4e86Cursor\u3001Claude Code\u7684\u78c1\u76d8\u7a7a\u95f4\u548c\u7b49\u5f85\u74f6\u9888\uff0c\u652f\u6301\u5e76\u884c\u4ee3\u7406\u548c\u8fdc\u7a0b\u5de5\u4f5c\u7a7a\u95f4\u3002\u4e3b\u8981\u7591\u95ee\u5305\u62ec\uff1a\u5b89\u5168\u4e0e\u6743\u9650\u63a7\u5236\uff0c\u4ee3\u7406\u5728\u5927\u578b\u4ee3\u7801\u5e93\u4e2d\u7684\u51b2\u7a81\u534f\u8c03\uff0c\u4ee5\u53ca\u5b9e\u9645\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u9ad8\u5e76\u53d1\u4ee3\u7406\u4f7f\u7528\u6848\u4f8b\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 Superset 2.0 \u7684\u5347\u7ea7\u7edd\u975e\u7b80\u5355\u7684\u529f\u80fd\u8fed\u4ee3\uff0c\u800c\u662f\u5bf9\u201cAI\u65f6\u4ee3\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u201d\u7684\u4e00\u6b21\u5e95\u5c42\u91cd\u6784\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2aAI IDE\u201d\uff0c\u800c\u5728\u4e8e\u201c\u5206\u5e03\u5f0f\u4ee3\u7406\u7f16\u6392\u201d\u2014\u2014\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5355\u673a\u7b97\u529b\u4e0e\u591a\u4ee3\u7406\u5e76\u884c\u9700\u6c42\u7684\u4e0d\u5339\u914d\uff0c\u4ee5\u53ca\u201c\u7b49\u5f85\u4ee3\u7406\u8f93\u51fa\u201d\u6bd4\u201c\u5ba1\u67e5\u8f93\u51fa\u201d\u66f4\u8017\u65f6\u7684\u6548\u7387\u9ed1\u6d1e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c\u201c\u8fdc\u7a0b\u5de5\u4f5c\u7a7a\u95f4\u201d\u548c\u201c\u81ea\u52a8\u5316\u201d\u624d\u662f\u771f\u6b63\u7684\u6740\u62db\u3002\u524d\u8005\u8ba9\u5f00\u53d1\u8005\u6446\u8131\u672c\u5730\u786c\u4ef6\u675f\u7f1a\uff0c\u5c06\u7b97\u529b\u538b\u529b\u8f6c\u79fb\u81f3\u4e91\u7aef\u6216\u95f2\u7f6e\u670d\u52a1\u5668\uff0c\u540e\u8005\u5219\u8ba9\u4ee3\u7406\u4ece\u201c\u88ab\u52a8\u8c03\u7528\u201d\u8fdb\u5316\u5230\u201c\u4e3b\u52a8\u503c\u5b88\u201d\u3002\u8fd9\u79cd\u67b6\u6784\u4e0b\uff0c\u4ee3\u7406\u4e0d\u518d\u662f\u4e34\u65f6\u5de5\uff0c\u800c\u662f\u5e38\u9a7b\u7684\u201c\u6570\u5b57\u5de5\u7a0b\u5e08\u201d\uff0c\u80fd\u5b9e\u73b0\u4ee3\u7801\u5ba1\u67e5\u3001\u95ee\u9898\u5206\u8bca\u3001\u8de8\u65f6\u533a\u63a5\u529b\u7b49\u6301\u7eed\u7ea7\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecd\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u51b2\u7a81\u5904\u7406\u201d\u548c\u201c\u5b89\u5168\u8fb9\u754c\u201d\u7684\u8d28\u7591\u76f4\u6307\u6838\u5fc3\uff1a\u5f53\u6570\u767e\u4e2a\u4ee3\u7406\u5728\u76f8\u540c\u4ee3\u7801\u5e93\u4e2d\u5e76\u884c\u64cd\u4f5c\uff0c\u5982\u4f55\u907f\u514d\u903b\u8f91\u51b2\u7a81\u548c\u8d44\u6e90\u7ade\u6001\uff1f\u76ee\u524d\u4f9d\u8d56\u201c\u4ee3\u7406\u81ea\u6108\u201d\u548c\u4eba\u5de5\u4ecb\u5165\u7684\u65b9\u6848\u663e\u5f97\u8fc7\u4e8e\u7406\u60f3\u5316\uff0c\u5c24\u5176\u5728\u751f\u4ea7\u7ea7\u573a\u666f\u4e0b\uff0c\u7f3a\u4e4f\u7cbe\u5bc6\u7684\u5206\u5e03\u5f0f\u9501\u6216\u4efb\u52a1\u7f16\u6392\u673a\u5236\u53ef\u80fd\u5f15\u53d1\u707e\u96be\u3002\u6b64\u5916\uff0c\u8fdc\u7a0b\u8bbf\u95ee\u7684\u6743\u9650\u7c92\u5ea6\u8fd8\u505c\u7559\u5728\u201c\u7ec4\u7ec7\u2014\u7528\u6237\u201d\u5c42\u9762\uff0c\u7f3a\u4e4f\u5bf9\u51ed\u8bc1\u3001\u5bc6\u94a5\u7b49\u8d44\u4ea7\u7684\u5206\u7ea7\u63a7\u5236\uff0c\u5bf9\u4e8e\u8ffd\u6c42\u5b89\u5168\u5408\u89c4\u7684\u6210\u719f\u56e2\u961f\u800c\u8a00\u662f\u81f4\u547d\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aSuperset 2.0 \u4e3a\u672a\u6765\u201cAI\u5de5\u5382\u201d\u642d\u5efa\u4e86\u9aa8\u67b6\uff0c\u4f46\u5728\u7cbe\u7ec6\u63a7\u5236\u548c\u5b89\u5168\u76d1\u7ba1\u4e0a\u4ecd\u6709\u8840\u8089\u5f85\u586b\u5145\u3002\u5bf9\u4e8e\u6562\u4e8e\u5c1d\u9c9c\u76843\u4eba\u7cbe\u82f1\u56e2\u961f\uff0c\u5b83\u662f\u5229\u5668\uff1b\u5bf9\u4e8e\u6c42\u7a33\u7684\u4f01\u4e1a\u7ea7\u7ec4\u7ec7\uff0c\u5b83\u5c1a\u9700\u6253\u78e8\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\">Superset 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Run 100s parallel coding agents, offload them to different machines. Rewritten from scratch to support remote workspaces. Share and collaborate with teammates in realtime. Works for any CLI agent.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone!<\/p>\n<\/p>\n<p>The pace of shipping software keeps getting faster and it’s been so much fun building at the bleeding edge, and trying to help as many people ship products people love as possible. We’ve had quite the grind to get this one out so we’re hoping you all enjoy \ud83d\ude42<\/p>\n<p>New Features:<\/p>\n<ul>\n<li>\n<p>Remote workspaces – ship code across across devices \/ team members, continue working from anywhere<\/p>\n<\/li>\n<li>\n<p>Automations – schedule agents to pick up tasks for you later (think of Openclaw’s heartbeat feature)<\/p>\n<\/li>\n<li>\n<p>Superset CLI – gives agents superpowers, and unlocks powerful new workflows<\/p>\n<\/li>\n<li>\n<p>MCP refresh – works with v2 and backed by an expanded toolset<\/p>\n<\/li>\n<li>\n<p>A general app refresh – the same Superset you know and love, just a bit more elevated<\/p>\n<\/li>\n<\/ul>\n<p>I’d call this a push to get out the building blocks for everyone’s code factories, there’s crazy new workflows that are possible now that even we’re still discovering.<\/p>\n<p>Excited to see what you all build, and if you have any feedback, we’re here to help!<\/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\/@thesaddlepaddle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thesaddlepaddle<\/a> This feels like a solid step toward making agents workflows actually usable day-to-day, not just demos remote workspace and automations is a strong combo.<\/p>\n<p>Curious how you\u2019re thinking about visibility and control as things scale, because that\u2019s where this could really stand out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> The moment most developers hit when using Claude Code solo is that you’re spending more time waiting for the agent than you are reviewing its output which means your bottleneck is the tool, not the work. Running 10+ agents across isolated Git worktrees with a unified dashboard that pings you when they need attention is the right architecture for how a 1\u20133 person founding team should actually leverage AI in 2026. For seed-stage technical founders using coding agents as their primary dev leverage, this is exactly the kind of tool they need to find before they’re hiring engineers to solve a coordination problem that better tooling would eliminate. Added Superset to softrankings under the seed-stage engineering stack for that reason. <a href=\"https:\/\/www.producthunt.com\/@thesaddlepaddle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thesaddlepaddle<\/a> \u2014> what’s the highest number of parallel agents a power user has run simultaneously so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey all,<\/p>\n<\/p>\n<p>I’m Kiet, one of the creators of Superset. Originally created Superset as a local-first IDE with the ability to run dozens of coding agents in parallel on your machine. After many months and thousands workspaces created daily from users, we’re hitting the physical limit on a single laptop. Our users can have 30+ parallel workspaces on their machine running multiple coding agents each.<\/p>\n<\/p>\n<p>That’s why we built Superset 2.0. It’s a ground-up rewrite of the core Superset engine to allow for users to connect to any remote machine and run coding agents there as if it’s their local machine. This enables users to scale to hundreds of agents and be able to run with their agents from anywhere, even when their own laptop is off. <\/p>\n<\/p>\n<p>The last few months have seen incredible adoption from the most cutting edge teams from all over the world. I’m excited to see what you will build with Superset!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was using Cursor, then Claude Code, then CC inside Cursor, and finally switched to Superset and haven\u2019t looked back.<\/p>\n<\/p>\n<p>Awesome that I no longer need to worry about disk space limits killing my flow <\/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\/@dave_yen1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dave_yen1<\/a> thanks! We plan to keep it that way \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\/@dave_yen1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dave_yen1<\/a> we need to get you your remote Mac Mini setup!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dave_yen1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dave_yen1<\/a> thanks Dave!! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My go to IDE. Superset has totally replaced all others for me including Cursor and Conductor and is now my default for coding with agents.<\/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\/@roboalias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roboalias<\/a> That’s awesome to hear! Thank you for the support, let me know if you ever run into any issues<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@roboalias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roboalias<\/a> thanks Ali! Means a lot, we hope to keep earning that trust \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roboalias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roboalias<\/a> that\u2019s great to hear! \ud83d\ude4f thanks for sticking with us<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Remote workspaces are a big bet for \u201cwork from anywhere.\u201d How do you think about trust boundaries and least-privilege access when a workspace host has real credentials and repos\u2014what controls exist (or are planned) to prevent a misclick or compromised client from turning remote access into repo\/secret exposure?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> so we currently have it airtight at the following levels:<\/p>\n<\/p>\n<ol>\n<li>\n<p>Your desktop by default is not accessible for remote access (it doesn’t even load the module that has the ability to make the connection until you restart the desktop server). We actually recommend not turning it on and investing in remote workspaces with least-priviledge instead to improve security.<\/p>\n<\/li>\n<li>\n<p>Permission must be granted to access a remote workspace – by default nobody has access to your remote workspace, owners instead need to grant it to users in settings (and they have to be a part of your org).<\/p>\n<\/li>\n<\/ol>\n<p>Hope that makes sense! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just came here to genuinely support superset.<br \/>Have been using them since few weeks now. I don’t even touch anything other than superset now.<\/p>\n<p>They’ve really been a game changer for us.<br \/>We had our founding engineer come to SF all the way from Australia. And the first thing we did was got him a Mac so he could use Superset. You guys are genuinely amazing!<\/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\/@sshresthh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sshresthh<\/a> that’s amazing to hear! We should definitely have you guys over to the SF office at some point! And bring home some of the ugliest swag you’ve ever seen! <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2b84dc5-794d-475b-b5a1-87cc041deaa5.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@flyakiet I\u2019m so up for it man. Thanks for the invitation \ud83d\ude4c\ud83d\ude4c. We are a big fan of yours \ud83d\ude09 My co-founder always asks me to introduce him to you guys lol. \ud83d\ude02<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@reaganhsu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@reaganhsu<\/a> sick<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@reaganhsu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@reaganhsu<\/a> you the man<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Superset for a while now, and I’m excited to see it here. The team has been shipping a lot, tons of improvements each couple of days. I personally enjoy using it to run parallel agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vladzima\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vladzima<\/a> known entity! Thank you for the continued support and the constant feedback as always Vlad!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>been watching superset since v1 and the jump to remote workspaces is huge. running agents from anywhere even when ur laptop is off is the kind of thing that sounds simple but changes how u actually work. proud of the team for shipping this, congrats kiet and satya<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> thanks Saad, we’ll do our best to continue to keep making you proud!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Running multiple coding agents in parallel without the usual context switching chaos sounds like a huge productivity boost for dev teams. How Superset handles agent coordination when several agents touch related parts of the same codebase at once?<\/p>\n<p>Congrats @flyakiet<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@flyakiet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flyakiet<\/a> <a href=\"https:\/\/www.producthunt.com\/@hamza_afzal_butt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_afzal_butt<\/a> so we are exposing useful primitives \/ building blocks right now (agents can now spawn other agents, very soon agents will be able to send messages to other agents), but at the moment there’s no easy way to make sure agents don’t collide without human intervention.<\/p>\n<\/p>\n<p>The nice thing is agents are really good at recovering, I haven’t had a failed merge conflict in months now when I get CC to do it which makes it more manageable!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Out of curiosity, who is running 100 parallel agents on real production codebases and what is the workflow that earns its keep? What is the most surprising one you have seen?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a> Ah we aren’t running 100 yet to be honest – we can hover at 5-10 pretty consistently IMO!<\/p>\n<p>One of our more useful flows is issues triage, in which we ask claude to use the Superset MCP to grab issues -> investigate -> pass a prompt to a new workspace and agent to work on the groomed ticket.<\/p>\n<p>The automations are surprisingly useful too once you get a few running, because they also can spawn a bunch of agents themselves. I use it for sales stuff \/ email triage pretty frequently<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Been on Superset almost from day 1. It made my life so much easier when it comes to handling multiple terminals and multiple git worktrees in parallel. Such a game changer!<\/p>\n<p>So looking forward to this v2, in particular remote workspaces \ud83d\udd25. Keep rocking folks \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\/@juristr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juristr<\/a> It’s an honor, thank you! We’ll do our best to keep delivering \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@juristr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juristr<\/a> thank you so much Juri! Let me know if you ever have any issues or requests \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@juristr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juristr<\/a> thank you \ud83d\ude4f glad to hear it, we\u2019ll keep improving 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\">Do you guys support code reviews across models?<\/div>\n<div class=\"comment-actions\">\n<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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> right now we support 2 review paths<\/p>\n<\/p>\n<ol>\n<li>\n<p>All GitHub reviews and comments are pulled into the sidebar and can be brought into the agents<\/p>\n<\/li>\n<li>\n<p>All CLI agents for review will work out of the box since we work with any CLI agents like Claude Code, Codex, OpenCode, etc.<\/p>\n<\/li>\n<\/ol>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed1300d0-1015-4c5f-a065-d2d69c70a0cd.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Running Superset and love it! Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Coding just got 100x cooler!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Looks interesting!<\/p>\n<p>I suppose 100 agents run in different branches? How do you handle merge conflicts after or is it something a human should do?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> thanks, agents are surprisingly good at merge conflicts these days! I recommend making sure you merge not rebase though as I’ve seen agents mess up rebases pretty badly (and it’s harder to recover from).<\/p>\n<\/p>\n<p>Different branches is definitely our recommendation, as that way you can coordinate tasks so that you have fewer conflicts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 interesting part here is not more agents. It is whether teams can trust the orchestration once those agents are spread across machines and repos.<\/p>\n<\/p>\n<p>How are you handling permission boundaries, failure recovery and audit history when one agent changes code that another agent depends on?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pratikraj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pratikraj<\/a> that’s actually a class of issues we plan to invest in, but the main way to avoid these issues as always is to make sure agents are sufficiently isolated in sandboxes with least-privilege (one of the first steps is sandboxing which we now support). Agent audit history \/ failure recovery etc. is definitely a hot-button issue, we’ll do our best to discover what the best practices are for it \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been waiting for something that handles parallel agent runs without everything bleeding together. The sandboxed environments are the thing. Curious if it works well over SSH on a cheap VPS.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>An issue i face in every orchestrator is the “data modelling” in an application, spawning 10 different agents assume different schema for a data representation and add their own custom fields which leads to duplication, or “AI Slop” when trying to merge. Does superset have any plans to tackle this somehow? Very cool launch btw!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/OC7YL7YNUEQWUP\" class=\"app-title\">pay.sh<\/a><\/p>\n<div class=\"one-liner\">Discover, access, and pay for any API autonomously<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">282<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>pay.sh \u6784\u5efa\u4e86\u4e00\u5957\u5f00\u6e90\u3001\u5b9e\u65f6\u7684\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd\uff0c\u8ba9AI\u4ee3\u7406\u80fd\u591f\u65e0\u9700API\u5bc6\u94a5\u548c\u8ba2\u9605\uff0c\u81ea\u52a8\u53d1\u73b0\u5e76\u6309\u6b21\u8c03\u7528\u4ed8\u8d39\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6dfbe0c2-d140-483c-9933-eaacaefb04c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b13d37ab-712e-47d0-b8af-f65c46a2c23b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79792c4b-b500-4f04-8851-d7474a8092d3.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\/78f22d67-baa2-4886-9594-b41d0e41e6ae.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Bo0qRfuegqY\"><source src=\"https:\/\/youtu.be\/Bo0qRfuegqY\" 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\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">API\u6309\u6b21\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u65e0\u5bc6\u94a5\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">Google Cloud<\/span><br \/>\n <span class=\"tag\">x402\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u7ed3\u7b97<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u4ee3\u7406\u539f\u751f\u201d\u65b9\u5411\u548c\u7b80\u6d01\u6027\uff0c\u4f46\u63d0\u51fa\u5173\u952e\u62c5\u5fe7\uff1a\u4ee3\u7406\u5931\u63a7\u5bfc\u81f4\u5927\u91cf\u5fae\u652f\u4ed8\u6d88\u8017\u3002\u6709\u7528\u6237\u5efa\u8bae\u589e\u52a0\u9884\u7b97\u4e0a\u9650\u548c\u65ad\u8def\u5668\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5f53\u524d\u4f9d\u8d56\u7cfb\u7edf\u6388\u6743\uff0c\u540e\u7eed\u5c06\u63d0\u4f9b\u989d\u5ea6\u4e0e\u65f6\u95f4\u9650\u5236\u7b49\u7cbe\u7ec6\u63a7\u5236\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 pay.sh\u7684\u91ce\u5fc3\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u5b9a\u4e49AI\u7ecf\u6d4e\u4f53\u4e2d\u7684\u201c\u652f\u4ed8\u5c42\u201d\u6807\u51c6\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u4e0bAI\u4ee3\u7406\u751f\u6001\u7684\u75db\u70b9\uff1aAPI\u8c03\u7528\u4ecd\u505c\u7559\u5728\u4eba\u5de5\u7ba1\u7406\u7684\u201c\u8d26\u53f7+\u5bc6\u94a5+\u8ba2\u9605\u201d\u6a21\u5f0f\uff0c\u8fd9\u4e25\u91cd\u9650\u5236\u4e86\u4ee3\u7406\u7684\u81ea\u4e3b\u6027\u548c\u89c4\u6a21\u5316\u3002\u4e0eGoogle Cloud\u7b49\u5de8\u5934\u7684\u5408\u4f5c\uff0c\u4ee5\u53cax402\u3001MPP\u7b49\u6807\u51c6\u80cc\u4e66\uff0c\u8ba9\u5b83\u5728\u6280\u672f\u8def\u7ebf\u4e0a\u6709\u4e86\u73b0\u5b9e\u6839\u57fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u540c\u6837\u5c16\u9510\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u4ee3\u7406\u9677\u5165\u5faa\u73af\u70e7\u94b1\u201d\u4e0d\u662f\u8fb9\u7f18\u573a\u666f\uff0c\u800c\u662fAI\u81ea\u4e3b\u51b3\u7b56\u7684\u672c\u8d28\u98ce\u9669\u3002\u76ee\u524d\u4f9d\u9760\u7cfb\u7edf\u5f39\u7a97\u6388\u6743\uff08\u7c7b\u4f3cApple Pay\uff09\u7684\u65b9\u6848\uff0c\u672c\u8d28\u4e0a\u4ecd\u662f\u201c\u4eba\u8089\u95f8\u95e8\u201d\uff0c\u5e76\u672a\u771f\u6b63\u89e3\u51b3\u4ee3\u7406\u7684\u81ea\u4e3b\u6743\u4e0e\u8d22\u52a1\u63a7\u5236\u95f4\u7684\u77db\u76fe\u3002\u540e\u7eed\u6240\u8c13\u7684\u201c1\u7f8e\u51431\u5c0f\u65f6\u201d\u9884\u6388\u6743\u673a\u5236\uff0c\u4e5f\u53ea\u662f\u5c06\u98ce\u9669\u4ece\u5355\u6b21\u8f6c\u5ac1\u4e3a\u7a97\u53e3\u671f\uff0c\u5982\u679c\u4ee3\u7406\u5728\u8be5\u7a97\u53e3\u5185\u9ad8\u9891\u51fa\u9519\uff0c\u635f\u5931\u4f9d\u7136\u53ef\u63a7\u4f46\u96be\u9632\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u9690\u5fe7\u662f\u751f\u6001\u534f\u8c03\uff1a\u8981\u8ba9API\u63d0\u4f9b\u65b9\u4e3b\u52a8\u63a5\u5165PAY.md\u89c4\u8303\uff0c\u9700\u8981\u6781\u5f3a\u7684\u7f51\u7edc\u6548\u5e94\u548c\u6fc0\u52b1\u3002\u867d\u7136Solana\u3001Stripe\u7b49\u53c2\u4e0e\uff0c\u4f46\u5b9e\u9645\u5f00\u53d1\u8005\u8fc1\u79fb\u610f\u613f\u53d6\u51b3\u4e8e\u6210\u672c\u3001\u5ef6\u8fdf\u548c\u4fe1\u4efb\u3002\u5982\u679cpay.sh\u65e0\u6cd5\u5728\u521d\u671f\u63d0\u4f9b\u663e\u8457\u7684\u8d39\u7387\u4f18\u52bf\u6216\u4f53\u9a8c\u63d0\u5347\uff0c\u5b83\u53ef\u80fd\u6ca6\u4e3a\u201c\u53c8\u4e00\u4e2a\u6f02\u4eae\u7684CLI\u5de5\u5177\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cpay.sh\u65b9\u5411\u6b63\u786e\uff0c\u65f6\u673a\u7cbe\u51c6\uff0c\u4f46\u771f\u6b63\u7684\u4ef7\u503c\u5c06\u4ece\u201c\u8ba9\u4ee3\u7406\u80fd\u4ed8\u94b1\u201d\u6f14\u8fdb\u4e3a\u201c\u8ba9\u4ee3\u7406\u806a\u660e\u5730\u4ed8\u94b1\u201d\u3002\u8fd9\u9700\u8981\u8d85\u8d8a\u652f\u4ed8\u672c\u8eab\uff0c\u5d4c\u5165\u667a\u80fd\u9608\u503c\u3001\u98ce\u9669\u63a7\u5236\u548c\u5ba1\u8ba1\u80fd\u529b\u2014\u2014\u800c\u8fd9\u6b63\u662f\u5b83\u4ece\u652f\u4ed8\u5c42\u5347\u7ea7\u4e3a\u7ecf\u6d4e\u5c42\u7684\u5173\u952e\u4e00\u8dc3\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\">pay.sh<\/span>\n <\/div>\n<div class=\"comment-content\">In collaboration with Google Cloud, we’re building the open source real-time payment infrastructure for AI agents so they can discover and pay per call for any API.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a>! Hey everyone, I’m Ludo, maker of <a href=\"http:\/\/Pay.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay.sh<\/a> \ud83d\udc4b<\/p>\n<p>In collaboration with Google Cloud, we’re building the open source real-time payment infrastructure for AI agents so they can discover and pay per call for any API.<\/p>\n<\/p>\n<p>We are replacing sign-up pages, API tokens and subscription management with a new intuitive tech stack designed for agents to pay for services and goods.<\/p>\n<\/p>\n<p>It will be a long journey, and today we’re super excited to ship the following:<\/p>\n<ul>\n<li>\n<p>Agent Gateway for Google Cloud: a hosted proxy that allows agents to access major APIs including Gemini, Maps, BigQuery public datasets, and twelve others APIs.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/github.com\/solana-foundation\/pay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay<\/a>: a command-line tool for consuming this new generation of API endpoints. If you’re running some APIs, <a href=\"https:\/\/github.com\/solana-foundation\/pay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay<\/a> can also be deployed as a proxy. Local first, MIT Licensed.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/github.com\/solana-foundation\/pay-skills\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay-skills<\/a>: a catalog of high quality APIs, community-driven. Think `brew` for OpenAPI specs that can charge agents (PAY.md). MIT Licensed, PRs welcomed. Curated and monitored.<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"http:\/\/Pay.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay.sh<\/a> is built on top of strong standards (x402, MPP) involving players such as Cloudflare, Stripe, Solana Foundation, Coinbase and many others who understand this direction is inevitable.<\/p>\n<\/p>\n<p>To give it a try: <strong>brew install pay<\/strong>. Let us know what APIs you want added to <a href=\"http:\/\/Pay.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay.sh<\/a>, or any kind of feedback.<\/p>\n<\/p>\n<p>I’ll stay on top of your comments!<\/p>\n<\/p>\n<p>Ludo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> <a href=\"https:\/\/www.producthunt.com\/@ludovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ludovic<\/a> hreat work! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ludovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ludovic<\/a> humbled by this new collaboration with you! <a href=\"https:\/\/www.producthunt.com\/products\/axel-3\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"axel-3\" target=\"_blank\" rel=\"noopener\">@Axel<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/surfpool\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"surfpool\" target=\"_blank\" rel=\"noopener\">@Surfpool<\/a>, now <a href=\"https:\/\/pay.sh\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay.sh<\/a>… keep up the great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Nice work!<\/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>S\/O to makers <a href=\"https:\/\/www.producthunt.com\/@ludovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ludovic<\/a> and <a href=\"https:\/\/www.producthunt.com\/@vibhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vibhu<\/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>Love this direction – One command line to let your agents pay for any API. No accounts. No keys. No subscriptions needed.<\/p>\n<p>S\/O to makers <a href=\"https:\/\/www.producthunt.com\/@ludovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ludovic<\/a> <a href=\"https:\/\/www.producthunt.com\/@vibhu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vibhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vibhu<\/a> and the <a href=\"https:\/\/www.producthunt.com\/products\/solanafndn\" target=\"_blank\" rel=\"noopener\">@Solana Foundation<\/a> for this amazing contribution to the ecosystem.<\/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>can’t wait to hand this to my agent<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@redactedadrian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@redactedadrian<\/a> lfg! any APIs the team should add in priority for your use case? cc <a href=\"https:\/\/www.producthunt.com\/@ludovic\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ludovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ludovic<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The agent native angle is what stands out most .Feels like this isn’t just a dev tool but infrastructure for autonomous systems.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>exactly! to quote <a href=\"https:\/\/www.producthunt.com\/@nirbhikjangid\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nirbhikjangid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nirbhikjangid<\/a>: “<em>this can & will boost agentic commerce!<\/em>” – <a href=\"https:\/\/www.producthunt.com\/products\/solanafndn?comment=5344532\" target=\"_blank\" rel=\"noopener\">source<\/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>Pay-per-request, no API keys, agent-native \u2014 this is one of those primitives that quietly unlocks a category of products that just couldn’t ship before. The thing I’m most curious about is the failure mode: what happens when an agent gets into a feedback loop and burns through 10,000 micro-payments in a minute? I run a small AI alerts product around prediction markets called PolyMind, and the autonomous-decisions-on-noisy-signals problem is brutal even at fixed cost per call. With pay-per-request you’ve added a real money knob to the loop. Are you exposing budget caps \/ circuit breakers at the agent level, or leaving that to the agent runtime? Cool launch either way \u2014 congrats.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> !<\/p>\n<p>At the moment, we’re at a stage where agents clearly need supervision when they want to spend.<\/p>\n<p>Currently, every spending attempt is prompting an OS system authorization – (using TouchID on macOS – so Apple Pay like experience).<\/p>\n<p>The next step is “here is 1$, it’s valid for 1 hour, whatever is left after automatically returns to me”. <br \/>We’ll progressively give more knobs to play with to users \/ developers \/ agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<blockquote>\n<p>[<a href=\"https:\/\/pay.sh\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Pay.sh<\/a>] unlocks a category of products that just couldn’t ship before.<\/p>\n<\/blockquote>\n<p>This just made my day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> you might want to check out <a href=\"https:\/\/agentwonderland.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">agentwonderland.com<\/a>. Has built in controls for api\/agent providers and handles refunds automatically. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Coolest thing is its completely cli based and will bring ease to me on top of the AI agents I use. <\/p>\n<p>super cool ship \u2665\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@heyayushh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@heyayushh<\/a> <a href=\"https:\/\/www.producthunt.com\/@ludovic\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ludovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ludovic<\/a> is a \ud83d\udc10 – opinionated, with a taste for great dx<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, is it based on the x402 protocol \/ whitepaper ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxencecornet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxencecornet<\/a> exactly – <a href=\"http:\/\/pay.sh\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Pay.sh<\/a> is built on x402 and MPP. Your data remains yours, and your billing frictionless. Payments are handled automatically under the hood, settled in stablecoins on Solana, and paid to providers in fiat. The product is also fully open source. Explore the code, contribute, or build your own integration on <a href=\"https:\/\/github.com\/solana-foundation\/pay?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">GitHub<\/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>can’t wait to integrate this into my crypto tax api!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>looking forward to it! make sure to <a href=\"https:\/\/github.com\/solana-foundation\/pay?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">star the repo<\/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<\/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\/O3FI3XMXVFLPBR\" class=\"app-title\">Gyro Autopilot<\/a><\/p>\n<div class=\"one-liner\">100s of Dollars Could Be Sitting in Your Inbox \ud83d\udce5<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">232<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gyro Autopilot\u901a\u8fc7\u626b\u63cf\u7528\u6237\u90ae\u7bb1\uff0c\u81ea\u52a8\u8bc6\u522b\u5e76\u7533\u8bf7\u56e0\u822a\u73ed\u5ef6\u8bef\u3001\u53d6\u6d88\u7b49\u4ea7\u751f\u7684\u672a\u9886\u8d54\u507f\u91d1\uff0c\u89e3\u51b3\u7528\u6237\u56e0\u6d41\u7a0b\u7e41\u7410\u800c\u653e\u5f03\u7d22\u8d54\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c76cdd43-8128-40d3-9bde-b9868e075fb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54acb87c-f03f-4507-8fc1-7f2be7847b65.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\/896eb182-6321-48b8-b88c-c53855325c24.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71c29f5e-98e1-467d-8459-a7476eda5391.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca5b9ecd-c3c8-413a-8a9a-23070ff16b86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8721c620-bf4b-4850-9e95-29dc269d442f.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\/5705ef18-a207-4531-b3eb-4d83cca4704b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/C483keAIJRw\"><source src=\"https:\/\/youtu.be\/C483keAIJRw\" 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\">Travel<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Personal Finance<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u822a\u73ed\u8d54\u507f<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">AI\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7d22\u8d54\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c refund<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u8005\u6743\u76ca<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u88ab\u52a8\u6536\u5165<\/span><br \/>\n <span class=\"tag\">\u65e0\u98ce\u9669\u8bd5\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u53cd\u9988\u64cd\u4f5c\u7b80\u5355\u3001\u60ca\u559c\u5730\u53d1\u73b0\u9057\u5fd8\u822a\u73ed\u53ef\u83b7\u8d54\u3002\u5927\u91cf\u7528\u6237\u6210\u529f\u83b7\u5f97\u6570\u767e\u81f3\u6570\u5343\u7f8e\u5143\u9000\u6b3e\uff0c\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u65e0\u52b3\u800c\u83b7\u201d\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u5982\u4f55\u89e3\u6790\u591a\u683c\u5f0f\u591a\u8bed\u8a00\u7684\u822a\u7a7a\u516c\u53f8\u90ae\u4ef6\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 Gyro Autopilot\u7cbe\u51c6\u5207\u4e2d\u4e86\u822a\u7a7a\u8d54\u507f\u9886\u57df\u4e00\u4e2a\u5de8\u5927\u7684\u201c\u6548\u7387\u6d3c\u5730\u201d\u2014\u2014\u6bcf\u5e74\u6570\u5341\u4ebf\u7f8e\u5143\u7684\u65e0\u4eba\u8ba4\u9886\u8d54\u507f\u91d1\u3002\u5176\u4ea7\u54c1\u903b\u8f91\u6781\u5176\u806a\u660e\uff1a\u4e0d\u662f\u521b\u9020\u65b0\u9700\u6c42\uff0c\u800c\u662f\u6d88\u9664\u201c\u7d22\u8d54\u6d41\u7a0b\u7e41\u7410\u201d\u8fd9\u4e00\u6838\u5fc3\u963b\u788d\u3002\u901a\u8fc7\u90ae\u7bb1\u626b\u63cf+\u81ea\u52a8\u5316\u4ee3\u7406\uff0c\u5c06\u7528\u6237\u4ece\u7e41\u7410\u7684\u6587\u4e66\u3001\u62d2\u4fe1\u548c\u6f2b\u957f\u7b49\u5f85\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u771f\u6b63\u5b9e\u73b0\u4e86\u201c\u5de5\u5177\u5373\u670d\u52a1\uff0c\u670d\u52a1\u5373\u7ed3\u679c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u7684\u6838\u5fc3\u5171\u9e23\u70b9\u5e76\u975e\u6280\u672f\u672c\u8eab\uff0c\u800c\u662f\u201c\u9057\u5fd8\u7684\u822a\u73ed\u201d\u88ab\u610f\u5916\u5151\u73b0\u7684\u60ca\u559c\u611f\u3002\u8fd9\u79cd\u201c\u53d1\u73b0\u91d1\u201d\u7684\u4f53\u9a8c\uff0c\u4f20\u64ad\u529b\u6781\u5f3a\u3002\u4ea7\u54c1\u65b9\u806a\u660e\u5730\u91c7\u7528\u4e86\u201c\u4e0d\u6210\u529f\u4e0d\u6536\u8d39\u201d\u6a21\u5f0f\uff0c\u6781\u5927\u964d\u4f4e\u4e86\u7528\u6237\u5c1d\u8bd5\u7684\u5fc3\u7406\u95e8\u69db\uff0c\u8fd9\u6bd4\u4efb\u4f55\u5e7f\u544a\u90fd\u6709\u6548\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u822a\u7a7a\u516c\u53f8\u7684\u90ae\u4ef6\u683c\u5f0f\u3001\u4e0d\u540c\u56fd\u5bb6\u7684\u6cd5\u89c4\uff08\u5982\u6b27\u76dfEC261\u4e0e\u7f8e\u56fd\u5404\u5dde\u5dee\u5f02\uff09\u4ee5\u53ca\u7d22\u8d54\u6e20\u9053\u7684\u7a33\u5b9a\u6027\u3002\u90ae\u4ef6\u89e3\u6790\u7684\u51c6\u786e\u7387\u3001\u9762\u5bf9\u822a\u7a7a\u516c\u53f8\u201c\u800d\u8d56\u201d\u65f6\u7684\u6cd5\u52a1\u535a\u5f08\u80fd\u529b\uff0c\u624d\u662f\u957f\u671f\u62a4\u57ce\u6cb3\u3002\u76ee\u524d\u5927\u91cf\u597d\u8bc4\u53ef\u80fd\u96c6\u4e2d\u5728\u7b80\u5355\u6848\u4f8b\uff0c\u590d\u6742\u6216\u6613\u88ab\u62d2\u7684\u7d22\u8d54\u80fd\u5426\u540c\u6837\u9ad8\u6548\uff0c\u624d\u662f\u9a8c\u8bc1\u5176\u201c\u81ea\u52a8\u201d\u542b\u91d1\u91cf\u7684\u5173\u952e\u3002\u6b64\u5916\uff0c\u9690\u79c1\u662f\u60ac\u5728\u90ae\u7bb1\u626b\u63cf\u7c7b\u4ea7\u54c1\u4e0a\u7684\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\uff0c\u4ea7\u54c1\u9700\u8981\u5c06\u5b89\u5168\u4fe1\u4efb\u4ece\u53e3\u53f7\u843d\u5b9e\u4e3a\u53ef\u9a8c\u8bc1\u7684\u6280\u672f\u7ec6\u8282\u3002\u6574\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u6a21\u5f0f\u6e05\u6670\u3001\u65f6\u673a\u51c6\u786e\u3001\u4f53\u9a8c\u4f18\u96c5\u7684\u201c\u75db\u70b9\u6536\u5272\u673a\u201d\uff0c\u4f46\u540e\u7eed\u80fd\u5426\u89c4\u6a21\u5316\u5904\u7406\u590d\u6742\u6848\u4f8b\u5e76\u5efa\u7acb\u6cd5\u5f8b\u58c1\u5792\uff0c\u5c06\u51b3\u5b9a\u5b83\u4ece\u201c\u597d\u5de5\u5177\u201d\u8715\u53d8\u4e3a\u201c\u597d\u751f\u610f\u201d\u7684\u4e0a\u9650\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\">Gyro Autopilot<\/span>\n <\/div>\n<div class=\"comment-content\">Scan your inbox for unclaimed flight money from delays, cancellations, overbookings, and more. Gyro Autopilot finds what you\u2019re owed and claims it automatically. No win, no fee. No commitment. No credit card.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! Product Hunt! \ud83d\udc4b <br \/>I\u2019m Jonathan Attias, co-founder of <strong>GYRO<\/strong>.<\/p>\n<p>Our team spent years building products around AI, automation, and payments. Honestly, the team built something that feels a bit like magic.<\/p>\n<p>We started GYRO after noticing a broken reality:<\/p>\n<p>Billions in flight compensation go unclaimed every year.<br \/>Not because people aren\u2019t eligible.<br \/>Because the process is exhausting.<\/p>\n<p>Forms, rejections, waiting, support tickets. Most people simply give up.<\/p>\n<p>So we built something different.<\/p>\n<p>Connect your email.<br \/>GYRO finds delayed flights, checks eligibility, files claims automatically, and helps users get paid.<\/p>\n<p>No lawyers.<br \/>No paperwork.<br \/>No back and forth with airlines.<\/p>\n<p>The big shift for us was understanding this:<\/p>\n<p>People don\u2019t want another tool.<br \/>They want the outcome.<\/p>\n<p>One moment that made us realize we were onto something:<br \/>A user found thousands of euros from old flights they completely forgot about. <br \/>Then it kept happening again and again.<\/p>\n<p>Today, hundreds of thousands of flights have already gone through the system.<\/p>\n<p>Guess the name fits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>33<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jonathanattias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonathanattias<\/a> And don’t let me even start with the terrible damage made to Vivaldi \ud83e\udd79<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@jonathanattias that\u2019s awesome man!<\/div>\n<div class=\"comment-actions\">\n<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\/@jonathanattias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonathanattias<\/a> This is such a smart approach. Your point about “people don’t want another tool, they want the outcome” is exactly the shift I’m trying to make with my own project right now (an inline translator). Forcing users to do “paperwork” or jump through hoops kills adoption every time.<\/p>\n<p>Finding thousands of euros from forgotten flights is an insane “aha!” moment for a user.<\/p>\n<p>I\u2019m curious about the email scanning side-since airline emails come in so many different formats and languages, did you have to build custom parsers for each major airline, or are you relying entirely on LLMs to extract the flight data?<\/p>\n<p>Really clean value prop. Upvoted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Didn\u2019t expect anything when I tried this ended up getting money back from a flight I completely forgot about \ud83e\udd2f<\/p>\n<p>If you have old flight emails\u2026 just try it. Takes a minute.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dor_shoshan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dor_shoshan<\/a> Crazy how much money gets lost just because people don\u2019t know they\u2019re eligible. This is exactly why we built it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dor_shoshan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dor_shoshan<\/a> That’s the best kind of surprise! And you’re right – it literally takes a minute. Thanks for the recommendation, Dor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Found money is the best money \ud83d\udcb8. I spent about a minute going through my old flight emails and ended up with a refund I wasn\u2019t even expecting. If you\u2019ve traveled at all in the last year or two, you might be sitting on some cash. Just try it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dor_shenkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dor_shenkar<\/a> Love this. Most people have no idea how much money is just sitting there hidden in old flight emails \u2708\ufe0f\ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dor_shenkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dor_shenkar<\/a> Thanks for the support Dor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dor_shenkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dor_shenkar<\/a> “Found money is the best money” – 100%. Thanks for trying it out and spreading the word, Dor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 had low expectations but i gave it a try and WOW, it found a flight i totally forgot about. So easy!<\/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\/@omri_baumer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_baumer1<\/a> Glad you like it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_baumer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_baumer1<\/a> Love hearing this. Most people don\u2019t realize how many eligible flights are just buried in their inbox waiting to be claimed<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@omri_baumer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_baumer1<\/a> Love the reaction! That’s exactly what Autopilot is built for – finding the flights you forgot about and turning them into money. Thanks for giving it a shot, Omri!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve definitely left money on the table because the claims process is very stressful.<\/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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> We feel you Othman, thanks for sharing. But now you know where find us \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> You\u2019re definitely not alone.<br \/>A lot of people give up somewhere between the forms, waiting, and back-and-forth with airlines. That friction is exactly why so much compensation never gets claimed \u2708\ufe0f\ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"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> Exactly – that’s the whole reason we built this. The money is yours, the process shouldn’t be what stops you from getting it. Let Autopilot handle the stressful part!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a frequent flyer, this product reimbursed me over $3,500 in the past year.<\/p>\n<\/p>\n<p>Can\u2019t wait to see what this year will bring.<\/p>\n<\/p>\n<p>Never thought I\u2019d find myself secretly hoping for delayed flights lol<\/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\/@natalie_rubin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalie_rubin<\/a> This might be the first product in history that makes people look at delays a little differently \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@natalie_rubin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalie_rubin<\/a> $3,500 is incredible, Natalie! And haha – we’ve heard that from a few users, the “secretly hoping for delays” effect. That means we’re doing something right!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>In a quick and easy check with a convenient process,I discovered that I\u2019m eligible for a refund on an old flight that was delayed by several hours. In additional we landed at a different destination, and I found out that I\u2019m also entitled to compensation.<\/p>\n<p>Highly recommend, very user friendly and convenient interface.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naori_rosenberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naori_rosenberg<\/a> Love hearing this.<br \/>What feels like \u201cjust a bad flight day\u201d can actually turn into real compensation, and most people never even check. Glad the process felt simple and smooth <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@naori_rosenberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naori_rosenberg<\/a> Wow, a delay AND a different destination – that’s a double win! Thanks for the kind words about the interface, we worked hard to make it simple. Appreciate the recommendation!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you\u2019ve had delayed\/canceled flights, do yourself a favor and check this.<\/p>\n<p>I found out I was eligible and got money back with almost no effort.<\/p>\n<p>low effort, high reward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___12520268dd96c9b5183fb8e\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___12520268dd96c9b5183fb8e<\/a> This is exactly how it should feel.<br \/>A few clicks, almost no effort, and money back from flights you already forgot about <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@new_user___12520268dd96c9b5183fb8e\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___12520268dd96c9b5183fb8e<\/a> “Low effort, high reward” – couldn’t have said it better ourselves. Thanks for spreading the word, Dvir!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just tried it – super smooth experience.<\/p>\n<p>Connected my email and it quickly surfaced flights I didn\u2019t even think about.<\/p>\n<p>Love how simple the whole process feels.<\/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\/@noa_ayoun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noa_ayoun<\/a> Love hearing this.<br \/>That moment when forgotten flights suddenly turn into potential money back never gets old \u2708\ufe0f\ud83d\udcb8 <br \/>Glad the experience felt smooth and simple.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@noa_ayoun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noa_ayoun<\/a> Thank you Noa! We put a lot of work into making the experience as frictionless as possible – connect your email and we handle the rest. Glad it shows!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just discovered I about $1,000 in claims and submitted a refund through your platform \ud83d\ude42<br \/>Finally a great way where leveraging AI for personal finance!<\/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\/@asaf_fybish\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asaf_fybish<\/a> This is exactly the kind of thing we dreamed about building.<br \/>AI that doesn\u2019t just save time, but actually finds real money people didn\u2019t even know they had \u2708\ufe0f\ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@asaf_fybish\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asaf_fybish<\/a> $1,000 – that’s amazing, Asaf! Glad Autopilot could find that for you. And yes, this is exactly what AI should be doing – putting money back in people’s pockets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Manifesting this kind of surprise in my inbox immediately \ud83d\ude2d\ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___1262026c483a3b53664161a\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1262026c483a3b53664161a<\/a> Haha love the energy! Give it a try and let us know what Autopilot finds in your inbox!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@new_user___1262026c483a3b53664161a\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1262026c483a3b53664161a<\/a> The best kind of email is \u201cyou\u2019re eligible for compensation\u201d \ud83d\ude02\u2708\ufe0f\ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! I’ve definitely had flights delayed or canceled and never bothered to chase the refund because it felt like too much hassle. If this actually digs through my inbox and handles it for me, that’s a no-brainer. Going to try it out.<\/p>\n<h2><\/h2>\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\/@roman_prodan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_prodan<\/a> This is exactly the problem we wanted to solve.<br \/>Most people are eligible for compensation, they just never want to deal with the headache of airlines, forms, and follow-ups \u2708\ufe0f\ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roman_prodan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_prodan<\/a> That’s exactly the problem we’re solving, Roman. Most people just let it go because the process is painful. Autopilot does the digging for you – hope it finds something good!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 got money for an old British flight that got delayed. Thanks!<\/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\/@flow3d\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flow3d<\/a> Love hearing that \u2708\ufe0f\ud83d\udcb8<br \/>Those old delayed flights are exactly the kind of thing people forget about, until suddenly they turn into real money back.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@flow3d\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flow3d<\/a> Love it! British Airways delays are more common than people think. Glad we could recover that for you, Omri!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 one of those why didn’t this exist earlier? ideas .The friction in claiming flight compensation is real.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ethan_walker14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethan_walker14<\/a> Totally.<br \/>The money was always there, the process was just painful enough that most people never claimed it \u2708\ufe0f\ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was waiting for this thing for so long! Let\u2019s go! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@izakiyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@izakiyan<\/a> Thanks Yaniv! The wait is over – let us know how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@izakiyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@izakiyan<\/a> Thank you Yaniv!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 wasn\u2019t expecting much, but decided to give it a shot, and I\u2019m honestly impressed. It uncovered a flight I had completely overlooked, and the whole process was incredibly simple.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yuval_fishel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuval_fishel<\/a> That’s exactly the kind of story we love hearing. Most people have no idea they’re sitting on money from old flights. Glad we could surface that for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love products that just find money you didn\u2019t know you had.<\/p>\n<p>Gave it a try and actually got compensated for an old flight.<\/p>\n<p>super smooth experience too \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dar_ger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dar_ger<\/a> This is exactly the feeling we hoped to create \u2708\ufe0f\ud83d\udcb8<br \/>Open it, connect, and suddenly discover money from flights you completely forgot about. <br \/>Glad the experience felt smooth \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\/@dar_ger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dar_ger<\/a> That’s awesome to hear, Dar! The whole idea is to find money that’s already yours but you never had the time or energy to claim. Happy it worked 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>I am just trying it and it found a flight that you have to go through manually and i have to sign a document on docusign – what’s the point if i have to go and find all the info again to fill in the form – this should have been automatic and shoudl require only the signature <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fanis_poulinakis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fanis_poulinakis<\/a> Totally fair feedback, and you\u2019re right.<br \/>The goal is for this process to become fully automatic, with the signature being the only thing the user needs to do. We\u2019re already pushing hard in that direction and improving the flow every week \u2708\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations \ud83c\udf8a <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> 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>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@norel_eitan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"norel_eitan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@norel_eitan<\/a> <br \/>Quick question, does this work across all airlines globally, or is it limited to specific regions\/regulations like EU261?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks Abdul! Great question. We currently cover claims under EU261, UK Air Passenger Rights, US DOT regulations, and Canadian APPR – so it works for flights touching Europe, the UK, US, and Canada. That covers the majority of international routes. We’re expanding to more regions soon. If you’ve flown through any of those, Autopilot will find what you’re owed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 great and I bet it scales in a way too. Why stop at just flight credits. I have credits for free pickleball games in my inbox, reward points for Starbucks that have an expiration date, etc.<\/p>\n<\/p>\n<p>Confident this can grow into a much much larger business over time. Love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the friction point fanis raised is actually the most interesting product design challenge here. the value prop is zero effort, so any step that breaks that contract feels jarring even if its just a signature. the docusign moment is probably unavoidable for legal reasons on certain claim types but it would land completely differently if the form was pre-filled and the only action was literally one tap to sign. the closer it gets to that the more the “magic” framing holds up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m one of those people that loves taking advantage of rewards. But flight compensation is one I’ve never known how to claim. Even last week my flight was delayed over 2 hours AFTER we boarded the plane. <\/p>\n<p>I can see this product succeeding because of how opaque the whole process naturally is. When a service improves the customer experience and helps them MAKE money, it is usually a recipe for success. Great work and I will give it a try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Interesting. Do you guys also support class action lawsuit claims?<\/p>\n<p>Apple is supposed to give money to Siri users.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/RYM7QLUSFPSIEN\" class=\"app-title\">Custom Integrations by Databox<\/a><\/p>\n<div class=\"one-liner\">Bring missing data into Databox without writing code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">202<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Custom Integrations by Databox \u8ba9\u7528\u6237\u65e0\u9700\u7f16\u5199\u4ee3\u7801\u5373\u53ef\u5c06\u4efb\u610f API \u63a5\u5165 Databox\uff0c\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u96c6\uff0c\u81ea\u52a8\u540c\u6b65\u5230\u5df2\u6709\u5de5\u4f5c\u6d41\u4e2d\uff0c\u5f7b\u5e95\u89e3\u51b3\u5728\u5173\u952e\u5de5\u5177\u56e0\u7f3a\u5c11\u539f\u751f\u96c6\u6210\u800c\u88ab\u8feb\u4f7f\u7528\u7535\u5b50\u8868\u683c\u3001\u624b\u5de5\u811a\u672c\u6216\u4f9d\u8d56\u5de5\u7a0b\u56e2\u961f\u7ef4\u62a4\u7684\u62a5\u8868\u65ad\u6863\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2de1673f-1d43-4e7c-ba3b-92152fd85232.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ed4ad64-f443-4996-8ecd-3adb20961c0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6ffb856-e320-4a02-9f3f-344a61017a5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acb2b1e0-d8f2-4fbe-8827-687c7e703e6c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e618f68-e819-4531-94a8-13ca985688ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d212a41-0efe-4377-b70e-79bc56635ae1.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\/e74dc906-683c-488a-b8f2-687e7d241c82.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/UOE73SFNgtk\"><source src=\"https:\/\/youtu.be\/UOE73SFNgtk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801API\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u62a5\u8868<\/span><br \/>\n <span class=\"tag\">RevOps<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u8fde\u63a5\u5668<\/span><br \/>\n <span class=\"tag\">API\u6570\u636e\u63a5\u5165<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e\u96c6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u201c\u624b\u52a8\u5bfc\u51fa\u5230\u7535\u5b50\u8868\u683c\u6216\u4f9d\u8d56\u5de5\u7a0b\u56e2\u961f\u7ef4\u62a4\u8106\u5f31\u8fde\u63a5\u201d\u7684\u957f\u671f\u75db\u70b9\uff0c\u5c24\u5176\u8d5e\u8bb8\u5176\u5bf9\u975e\u6807\u51c6\u5206\u9875\u3001OAuth2\u7b49\u590d\u6742\u8ba4\u8bc1\u7684\u81ea\u52a8\u5316\u5904\u7406\u3002\u6709\u7528\u6237\u5efa\u8bae\u4e0d\u8981\u8fc7\u5ea6\u4f9d\u8d56AI\u8ba1\u7b97\uff0c\u5b98\u65b9\u56de\u5e94\u6f84\u6e05AI\u4e0d\u76f4\u63a5\u8ba1\u7b97\u539f\u59cb\u6570\u636e\uff0c\u800c\u662f\u57fa\u4e8e\u5df2\u540c\u6b65\u7684\u7ed3\u6784\u5316\u6570\u636e\u96c6\u63d0\u4f9b\u67e5\u8be2\u754c\u9762\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u4e00\u5de5\u5177\u7684\u4ef7\u503c\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u201c\u4f01\u4e1a\u7ea7\u6570\u636e\u7c98\u5408\u201d\u75db\u70b9\u2014\u2014\u975e\u5934\u90e8\u5de5\u5177\u7684\u62a5\u8868\u96c6\u6210\u3002\u5e02\u9762\u4e0a\u5927\u591a\u6570BI\u4ea7\u54c1\u7ade\u76f8\u63a8\u51fa\u201cAI\u6d1e\u5bdf\u201d\u65f6\uff0cDatabox\u9009\u62e9\u53cd\u5411\u6784\u7b51\u6570\u636e\u57fa\u77f3\u7684\u5b8c\u6574\u6027\u3002\u4ece\u7528\u6237\u53cd\u9988\u770b\uff0c\u5176\u771f\u6b63\u5a01\u6151\u529b\u4e0d\u5728\u201c\u65e0\u4ee3\u7801\u201d\uff0c\u800c\u5728\u5bf9\u975e\u6807\u51c6\u5206\u9875\u3001OAuth2\u7b49\u590d\u6742\u534f\u8bae\u7684\u540e\u53f0\u4f18\u96c5\u5904\u7406\uff0c\u8fd9\u624d\u662f\u8ba9\u5206\u6790\u5e08\u3001RevOps\u56e2\u961f\u4ece\u201c\u7ef4\u62a4\u811a\u672c\u7684\u5669\u68a6\u201d\u4e2d\u771f\u6b63\u89e3\u8131\u7684\u5173\u952e\u6280\u672f\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n 8+\u70b9\u8d5e\u7684\u8bc4\u8bba\u65e0\u4e0d\u6307\u5411\u4e00\u70b9\uff1a\u6b64\u524d\u56e2\u961f\u88ab\u201c\u5bfc\u51fa\u2192\u7c98\u8d34\u2192\u7ef4\u6301\u2192\u5d29\u6e83\u201d\u7684\u5faa\u73af\u6d88\u8017\u5927\u91cf\u9690\u5f62\u4eba\u529b\u6210\u672c\uff0c\u800c\u8be5\u529f\u80fd\u5c06\u8fd9\u4e00\u90e8\u5206\u4ece\u9690\u6027\u5de5\u7a0b\u503a\u53d8\u4e3a\u4e86\u81ea\u52a8\u5316\u8d44\u4ea7\u3002CEO\u8f7b\u677e\u4e0a\u624b\uff0cAI\u5206\u6790\u5e08\uff08Genie\uff09\u57fa\u4e8e\u5168\u91cf\u7ed3\u6784\u5316\u6570\u636e\u800c\u975e\u91c7\u6837\u63a8\u7406\uff0c\u6253\u901a\u4e86\u6570\u636e\u4e0e\u6d1e\u5bdf\u95f4\u7684\u6700\u540e\u4e00\u516c\u91cc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u89c6\u89d2\u4e0b\uff0c\u8be5\u529f\u80fd\u7684\u6218\u7565\u4ef7\u503c\u5728\u4e8e\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u7684\u5b8c\u6574\u6027\u2014\u2014\u6b63\u5982\u56e2\u961f\u6240\u8bf4\uff0c\u201cAI\u572818\u4e2a\u6708\u540e\u662f\u5546\u54c1\uff0c\u4f46\u5e72\u51c0\u3001\u5b8c\u6574\u7684\u6570\u636e\u96c6\u4e0d\u662f\u201d\u3002\u672a\u6765Databox\u82e5\u6301\u7eed\u5f3a\u5316\u8fd9\u4e2a\u201c\u81ea\u670d\u52a1API\u4e2d\u5fc3\u201d\uff0c\u6709\u671b\u5efa\u7acb\u533a\u522b\u4e8e\u591a\u6570BI\u5382\u5546\u7684\u201c\u6570\u636e\u5c42\u62a4\u57ce\u6cb3\u201d\u3002\u5f53\u524d\u98ce\u9669\u5728\u4e8e\uff1aAPI\u8fde\u63a5\u7a33\u5b9a\u6027\u968f\u65f6\u95f4\u63a8\u79fb\u548c\u534f\u8bae\u53d8\u66f4\u7684\u957f\u671f\u7ef4\u62a4\u80fd\u529b\uff0c\u4ee5\u53ca\u4e0e\u5df2\u6709\u5927\u578b\u6570\u636e\u96c6\u6210\u5e73\u53f0\uff08\u5982Zapier\u3001Fivetran\uff09\u7684\u529f\u80fd\u9519\u4f4d\u7ade\u4e89\u3002\u603b\u4e4b\uff0c\u8fd9\u662f\u4e00\u4e2a\u201c\u6734\u7d20\u4f46\u81f4\u547d\u201d\u7684\u4ea7\u54c1\uff0c\u4e13\u6cbb\u6570\u636e\u96c6\u6210\u4e2d\u201c\u53ea\u5dee\u90a3\u4e00\u4e2a\u5de5\u5177\u201d\u7684\u5f3a\u8feb\u75c7\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\">Custom Integrations by Databox<\/span>\n <\/div>\n<div class=\"comment-content\">Custom Integrations lets you connect virtually any API to Databox without writing code. Turn API responses into structured datasets and analyze them alongside your other sources to get a complete view of performance.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Davorin from the Databox team, and today we\u2019re excited to share something we\u2019ve been working on for a while: <strong>Custom Integrations.<\/strong><\/p>\n<p>Every team has a tool that runs a critical part of the business but doesn\u2019t connect to their reporting. So to work with that data, teams export it into spreadsheets, maintain scripts, or rely on engineering to build and fix connections.<\/p>\n<p>These workarounds get the job done, but they take time to set up, break easily, and create ongoing work for the people managing them.<\/p>\n<p>Custom Integrations solves that.<\/p>\n<p>It lets you connect virtually any API to Databox and turn the response into a structured dataset without writing code. Once the connection is set up, the data syncs automatically and becomes part of your existing workflow. You can build metrics, visualize them on dashboards, or analyze them with our AI Analyst.<\/p>\n<p>That opens up a lot of possibilities. You could pull historical S&P 500 data and overlay it on your HubSpot pipeline to find seasonality in your sales cycle. Or connect a niche tool your team depends on, like a partner referral system, and finally see its performance next to the rest of your reporting.<\/p>\n<p>Here\u2019s what this means for your team:<\/p>\n<ul>\n<li>\n<p><strong>Work with complete data:<\/strong> Bring in data from tools that weren\u2019t part of your reporting and analyze performance without gaps<\/p>\n<\/li>\n<li>\n<p><strong>Eliminate ongoing maintenance:<\/strong> Replace manual exports and fragile workflows with automated syncing<\/p>\n<\/li>\n<li>\n<p><strong>Give your team direct access to data:<\/strong> Anyone can explore performance and get answers on their own, without waiting on an analyst or engineer <\/p>\n<\/li>\n<\/ul>\n<p>Custom Integrations is built for analysts, RevOps teams, and agencies who want to eliminate reporting gaps. <\/p>\n<p>We\u2019d love your input \ud83d\udc47<\/p>\n<p><strong>What\u2019s the one tool you wish your reporting stack supported\u2014but doesn\u2019t today?<\/strong><\/p>\n<p>Thanks for checking it out \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davorin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davorin<\/a> Many congratulations Davorin, Ziga and team on shipping this! \ud83d\ude42<\/p>\n<\/p>\n<p>I\u2019m excited to be hunting Databox again today after their previous launch, <a href=\"https:\/\/www.producthunt.com\/products\/databox\/launches\/genie-by-databox\" target=\"_blank\" rel=\"noopener\">Genie<\/a>.<\/p>\n<\/p>\n<p>This time, the team is tackling one of the most painful gaps in reporting: all those critical tools that don\u2019t have a native integration and force you into spreadsheets, scripts, or ongoing engineering favors.<\/p>\n<\/p>\n<p><strong>Custom Integrations by Databox<\/strong> lets you connect virtually any API without writing code and turn those responses into structured datasets that sync automatically.<\/p>\n<\/p>\n<p>Once connected, that data becomes part of your existing Databox workflow… you can build metrics, visualize them on dashboards, and even analyze everything with their AI Analyst side by side with your existing sources for a truly complete view of performance.<\/p>\n<\/p>\n<p>What I love about this launch is how it removes the \u201cexport to sheet \/ maintain a fragile workaround \/ ping engineering\u201d loop for analysts, RevOps teams, and agencies, and instead gives them direct, self-serve access to the data they rely on.<\/p>\n<\/p>\n<p>Give it a spin today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I know that this is a business tool.. but boy did I have some fun with this feature. Since everything has an API these days, you really do get to report on anything and everything. Excited to see how this feature skyrockets.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74dc7f89-0721-40c5-9365-384ac62c3565.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4036f8aa-80dc-4e88-89ce-1eac16861b47.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tested Custom Integrations against a few APIs we had been unable to connect before – tools with non-standard pagination and OAuth2 flows. All of them connected cleanly and the datasets synced without issues. For anyone who has spent time maintaining workarounds for this kind of thing, the difference in reliability is immediately noticeable.<\/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\/@tadej_kelc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tadej_kelc<\/a> This is exactly the kind of feedback that matters – non-standard pagination and OAuth2 were the two things that broke the most setups with the old approach, so hearing they held up cleanly is good to know. The reliability gap is real and it’s usually invisible until something breaks at the wrong moment.<\/p>\n<p>Appreciate you actually putting it through its paces rather than just taking our word for it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>From a technical standpoint, what makes Custom Integrations solid is what it handles behind the scenes – OAuth2, pagination modes, dynamic date values, time zone handling. Each of these sounds minor until it is the thing that breaks your connection. Getting all of that into a setup any analyst can configure without writing code is the real achievement here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats to the whole team on this launch. It has been a long road and seeing it out in the world is genuinely satisfying. If you are a data analyst or ops person who has been working around a missing integration for months – this one is for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so easy a CEO can do it. <\/p>\n<p>When this launched, I spent my saturday morning building an integration with AuthoredUp, the tool I use to publish and analyze my Linkedin posts. <\/p>\n<\/p>\n<p>I then built a Claude skill that connnects to the Databox MCP to help me draft my posts. It looks through my past post’s performance and analyzes why certain posts perform better than others. Then, it uses that to propose post angles, validate my hooks, draft my outlines, and edit my drafts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I work across a lot of client accounts, and the recurring problem is always the same – data sitting in a tool that does not connect anywhere, so it never makes it into reporting. Custom Integrations gives us a way to handle that without escalating to engineering or maintaining brittle automations. Build the connection, get the dataset, move on.<\/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\/@masa_sajko1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masa_sajko1<\/a> thanks Masa. This is exactly the use case we built it for. The “escalate to engineering or maintain something fragile” loop is the thing we kept hearing from agencies – and it’s the worst kind of tax on your time because it never really goes away, it just keeps coming back.<\/p>\n<p>The “build it, get the dataset, move on” framing is actually how we think about it too. Once it’s set up, it just runs. Curious what kinds of tools you’ve been dealing with – whether you’ve already tried connecting something through it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We spent a lot of time thinking about what it means for data to actually be accessible – not just technically available, but something any person on the team can use without needing to understand the pipeline behind it. Custom Integrations is built around that. You connect it once, and from that point forward the data is just there for anyone who needs it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch? Every BI tool is shipping “AI insights” right now. In 18 months, what’s the part of Databox that <em>isn’t<\/em> a commodity?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maks_bilski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maks_bilski<\/a> Fair challenge, and honestly a great question.<\/p>\n<p>The “AI insights” layer is table stakes in 18 months, you’re right. What doesn’t commoditize as fast is the data layer underneath it. Most BI tools will have a chat interface – fewer will have a truly complete, unified dataset that the AI can actually reason over. The moat isn’t the AI. It’s whether your data is in good enough shape, and complete enough, for the AI to give you answers you can trust.<\/p>\n<p>That’s what we’re building toward. Custom Integrations is one piece of it – the bet is that the team with the most complete, cleanest data foundation wins, not the team with the fanciest model on top of a pile of gaps. Genie is only as good as what’s connected to it.<\/p>\n<p>18 months from now – that’s the part we’re not willing to cede.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super proud to be part of the team behind this. Custom Integrations has shown up in so many customer conversations, usually right after someone lists all the tools they <em>can\u2019t<\/em> live without and we all collectively sigh \ud83d\ude04<br \/>Seeing it come to life like this, and done properly, is a big milestone. Massive shoutout to everyone who brought it over the line.<\/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>There is always at least one tool in every team’s stack that does not connect to their reporting. Something internal, something niche, something built before anyone thought about APIs. Custom Integrations is the answer to that – not a workaround, not a one-off script, but a connection that syncs automatically and becomes part of your workflow the same way every other integration does.<\/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 on launch! The problem is real, I struggled with it firsthand, while running my previous company. The only thing: I hope you don’t rely purely on AI provided calculations, since now and then it tends to be incorrect.<\/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\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Thanks Davit – glad this resonates from firsthand experience. That’s exactly the gap we set out to close.<\/p>\n<p>On your point about AI calculations: totally fair concern, and worth clarifying what’s happening under the hood. Genie doesn’t calculate on your raw data – it queries a structured dataset that’s already been synced from your API. So when you ask a question, you’re getting answers drawn from your actual source data, not from AI inference. The AI part is just the natural language interface – the numbers themselves come from the same place they always did.<\/p>\n<p>Happy to dig into any specifics if you want to poke at a real use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the ‘export to spreadsheets’ loop is basically a part-time job for revops teams at this point. \ud83d\ude05 every time a client asks for a metric from a niche tool, we end up in a manual sync nightmare. being able to turn an api response into a structured dataset without code is a massive time-saver. <a href=\"https:\/\/www.producthunt.com\/@zigapotocnik\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zigapotocnik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zigapotocnik<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> “Part-time job for RevOps” is painfully accurate – and it’s one of those things that never makes it onto anyone’s official task list but somehow eats hours every week. The structured dataset piece is what makes it stick: you set it up once and that particular spreadsheet export just stops existing. Glad it landed for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Simple idea but high impact .Getting all your data in one place without code is still harder than it should be this moves things forward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elliot_grant1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elliot_grant1<\/a> Exactly the framing we had in mind – the idea isn’t new, but the execution gap was real. “Harder than it should be” is what we kept hearing, so that’s what we went after. Appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>From a sales ops perspective, Custom Integrations are powerful because they unlock every tool in your stack, not just the popular ones. The niche platform your SDRs love, the legacy system finance runs on, the internal tool no vendor will ever build a connector for. All of it can flow into the same dashboards as your CRM and revenue data.<\/p>\n<p>That means one full picture of performance, faster answers for leadership, and trends you can actually see across the whole funnel. If it has an API, it can drive your reporting. Nothing in your stack is off-limits anymore.<\/p>\n<p>Combine this with Genie AI Analyst and the possibilities are unlimited.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>One of the things that makes Custom Integrations genuinely useful for ongoing reporting is that the datasets sync automatically. You are not managing a one-time import or triggering a refresh manually. The data stays current, which means the reports built on top of it stay current too. That is the difference between a connection teams keep and one they quietly stop using.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I always see how custom integrations are a huge headache for any developer to deal with. This will be interesting to see how it can be used for better integrations around accounting workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> The developer dependency is exactly what we wanted to remove – not because developers shouldn’t be involved, but because waiting on one to connect a data source is the wrong use of everyone’s time. Accounting workflows are an interesting case – a lot of the tools finance teams rely on have APIs that just never get connected to reporting. Would be curious what your stack looks like at Trufflow and whether there’s a specific gap you’re working around.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 long tail of tools nobody integrates is the actual pain. coming from analytics myself, ive lost full afternoons stitching csvs from some niche tool nobody else uses just to get one chart. being able to point at any api and get a clean dataset out the other side is the kind of unsexy infra work that quietly saves teams hours every week.<\/p>\n<\/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>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> “Unsexy infra work that quietly saves hours” is probably the most accurate description of what this is – and exactly the kind of thing that never gets celebrated but everyone feels when it’s gone. Lost afternoons stitching CSVs for one chart is a real cost that just doesn’t show up anywhere. Appreciate the kind words, and glad it resonates from someone who’s lived it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ND23TL2JPB5YK4\" class=\"app-title\">Alumni Founder<\/a><\/p>\n<div class=\"one-liner\">The tool that maps founder networks for any company<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">180<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u952e\u8f93\u5165\u516c\u53f8\u6216\u5927\u5b66\u540d\u79f0\uff0c\u5373\u53ef\u53ef\u89c6\u5316\u5448\u73b0\u5176\u521b\u59cb\u4eba\u6821\u53cb\u7f51\u7edc\u56fe\u8c31\uff0c\u5e2eVC\u3001\u9500\u552e\u548c\u521b\u59cb\u4eba\u5feb\u901f\u53d1\u73b0\u6f5c\u5728\u5408\u4f5c\u6216\u63a8\u8350\u8def\u5f84\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0dae3969-4305-4c4d-9371-23787144f8b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6bd87eb7-3ff6-46ef-bfc9-a7a6e0a8386f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b02a12a1-758d-4f7c-a83d-1ad62bdc9459.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0e27400-2393-4f8f-b4ad-2f1cc892eec3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/320943a1-f64a-463b-9006-4fed69b9e7b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/606e5b93-419d-4a5d-a5b6-f011f1b8d0bb.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\">Venture Capital<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521b\u59cb\u4eba\u7f51\u7edc\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u6821\u53cb\u5173\u7cfb\u6620\u5c04<\/span><br \/>\n <span class=\"tag\">VC\u5bfb\u6e90<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6696\u5f15\u8350<\/span><br \/>\n <span class=\"tag\">\u5171\u540c\u521b\u59cb\u4eba\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5173\u7cfb\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u7ba1\u9053\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u6570\u636e\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7f51\u7edc\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Crunchbase\u589e\u5f3a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u529f\u80fd\u806a\u660e\u4e14\u5b9e\u7528\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u62fc\u51d1\u6570\u636e\uff08LinkedIn+Crunchbase\uff09\u7684\u75db\u70b9\u3002\u4f46\u79fb\u52a8\u7aef\u4f53\u9a8c\u5dee\u3001\u5b9a\u4ef7\u6df7\u4e71\u662f\u4e3b\u8981\u69fd\u70b9\uff1b\u540c\u65f6\u6709\u53cd\u9988\u6570\u636e\u51c6\u786e\u6027\u4e0d\u8db3\uff0c\u4e14\u7f3a\u4e4f\u90ae\u7bb1\/\u7535\u8bdd\u7b49\u76f4\u63a5\u8054\u7cfb\u65b9\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Alumni Founder \u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u5c06\u201c\u521b\u59cb\u4eba\u795e\u8bdd\u201d\u4ece\u53d9\u8ff0\u6545\u4e8b\u7cfb\u7edf\u5316\u4e3a\u4e00\u5957\u53ef\u67e5\u8be2\u3001\u53ef\u5ea6\u91cf\u7684\u6570\u636e\u56fe\u8c31\u3002\u8fd9\u79cd\u201c\u7f51\u7edc\u5373\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u601d\u8def\u2014\u2014\u5c24\u5176\u901a\u8fc7\u201c\u91cd\u53e0\u5f3a\u5ea6\u201d\uff08\u540c\u56e2\u961f\u3001\u540c\u65f6\u671f\uff09\u548c\u201c\u878d\u8d44\u989d\u201d\u4e24\u4e2a\u7ef4\u5ea6\u7684\u53e0\u52a0\uff0c\u8ba9\u5173\u7cfb\u4e0d\u518d\u662f\u865a\u65e0\u7684\u4eba\u8109\u800c\u662f\u53ef\u91cf\u5316\u7684\u4fe1\u53f7\u2014\u2014\u786e\u5b9e\u5bf9VC\u7684deal sourcing\u548c\u9500\u552e\u56e2\u961f\u7684\u70ed\u7ebf\u7d22\u6784\u5efa\u63d0\u4f9b\u4e86\u5b9e\u8d28\u6027\u597d\u5904\u3002\u4ea7\u54c1\u5207\u5165\u70b9\u7cbe\u51c6\uff1a\u6293\u4f4f\u4e86\u201c\u4eba\u4eba\u90fd\u8c08\u8bbaPayPal\u9ed1\u624b\u515a\/Stripe\u6821\u53cb\uff0c\u4f46\u65e0\u4eba\u80fd\u5feb\u901f\u53ef\u89c6\u5316\u201d\u8fd9\u4e2a\u8ba4\u77e5\u7f3a\u53e3\u3002\u4f46\u51b7\u9759\u5ba1\u89c6\uff0c\u5176\u62a4\u57ce\u6cb3\u4e3b\u8981\u5efa\u7acb\u5728\u6570\u636e\u5e95\u5c42\uff08Crunchbase+LinkedIn\u6574\u5408\u6a21\u578b\uff09\uff0c\u800c\u975e\u4ea7\u54c1\u4f53\u9a8c\u6216\u7f51\u7edc\u6548\u5e94\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u624b\u673a\u7aef\u7cdf\u7cd5\u201d\u201c\u5b9a\u4ef7\u6df7\u4e71\u201d\u4ee5\u53ca\u201c\u6570\u636e\u53ef\u80fd\u4e0d\u51c6\u786e\u201d\u7b49\u53cd\u9988\uff0c\u53cd\u6620\u51fa\u5f53\u524d\u7248\u672c\u79bb\u201c\u5f00\u7bb1\u5373\u7528\u201d\u8fd8\u6709\u8ddd\u79bb\u3002\u540c\u7c7b\u5de5\u5177\u5982Apollo\u6216SimilarWeb\u5728B2B\u9500\u552e\u573a\u666f\u5df2\u6709\u79ef\u7d2f\uff0c\u7ade\u4e89\u4e0d\u53ef\u5ffd\u89c6\u3002\u6700\u5927\u7591\u95ee\u5728\u4e8e\uff1a\u5f53\u6570\u636e\u6e90\uff08crustdata\uff09\u6210\u4e3a\u5355\u54c1\u65f6\uff0c\u80fd\u5426\u901a\u8fc7\u201c\u7f51\u7edc\u56fe\u8c31\u201d\u7684\u805a\u7c7b\u548c\u9884\u6d4b\u80fd\u529b\u2014\u2014\u6bd4\u5982\u81ea\u52a8\u9884\u6d4b\u54ea\u4e2a\u7279\u5b9a\u516c\u53f8\u4f1a\u5b75\u5316\u51fa\u4e0b\u4e00\u4e2a\u72ec\u89d2\u517d\u2014\u2014\u5f62\u6210\u5dee\u5f02\u5316\uff0c\u800c\u975e\u505c\u7559\u5728\u201c\u6f02\u4eae\u7684\u4ea4\u4e92\u5f0f\u6570\u636e\u5e93\u201d\u3002\u53e6\u5916\uff0c\u6709\u610f\u5ffd\u7565\u90ae\u7bb1\/\u8054\u7cfb\u4eba\u4fe1\u606f\u4ee5\u4e3b\u63a8API\uff0c\u867d\u662f\u5546\u4e1a\u5316\u7b56\u7565\uff0c\u5374\u635f\u5bb3\u4e86\u201c\u4e00\u7ad9\u5f0f\u75db\u89e3\u51b3\u201d\u7684\u7528\u6237\u76f4\u89c9\u3002\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u662f\u5bf9\u4eba\u529b\u5de5\u4f5c\uff08\u624b\u52a8\u6252\u6570\u636e\uff09\u7684\u7ebf\u6027\u4f18\u5316\uff0c\u4f46\u8981\u6210\u4e3a\u98a0\u8986\u6027\u4ea7\u54c1\uff0c\u8fd8\u9700\u8981\u5728\u6570\u636e\u5b9e\u65f6\u6027\u3001\u79fb\u52a8\u7aef\u4f53\u9a8c\u548c\u667a\u80fd\u63a8\u8350\u4e0a\u4e0b\u66f4\u5927\u529f\u592b\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\">Alumni Founder<\/span>\n <\/div>\n<div class=\"comment-content\">Enter any company or university and see the complete founder network it produced. Who spun out, how they’re connected, how strong those connections are, and how much they’ve raised – mapped as a live visual graph. Used by VCs for deal sourcing, sales teams for warm intros, and founders looking for co-founders.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b<\/p>\n<p>Mapping founder networks is one of those things that sounds simple but is actually a massive pain. You’re bouncing between LinkedIn, Crunchbase, and Google trying to piece together who came out of a company, what they built, and how they’re connected and you still end up with an incomplete picture.<\/p>\n<p>Alumni Finder does it in one shot. Enter any company and it instantly maps the entire founder alumni network as a visual graph.<\/p>\n<p>Here’s what that looks like in practice:<\/p>\n<p>Type in Stripe and you’ll see Daniela Amodei (Anthropic), Anurag Goel (Render), Jenn Knight (AgentSync) – all former Stripe employees who went on to raise hundreds of millions. You can see who overlapped with who, which teams they came from, and whether their connection is strong (same team, same time) or partial (same company, different era).<\/p>\n<p>The graph shows:<\/p>\n<p>\ud83c\udf10 Full founder alumni network – every founder that spun out of a company or university<br \/>\ud83d\udd17 Connection strength – strong overlap (same team, same tenure) vs. partial overlap (same company, different time)<br \/>\ud83d\udcb0 Funding raised – so you know who built something real<br \/>\ud83c\udfc6 Cross-company benchmarks – compare which orgs produce the strongest founder networks side by side<\/p>\n<p>A few ways people are using it:<\/p>\n<p>VCs use it to source deals from specific talent pipelines – type in Palantir or Stripe and see every founder that came out, how much they’ve raised, and whether they overlap with your existing portfolio.<\/p>\n<p>Sales teams use it to map warm intro paths into target accounts – find a former colleague who now works at the company you’re trying to get into.<\/p>\n<p>Founders use it to find co-founders – see who from your old company has already made the leap into startups.<\/p>\n<p>Angels and scouts use it to get ahead of deal flow – spot emerging founders from strong talent pipelines before they’re on everyone’s radar.<\/p>\n<p>Corp dev teams use it to track where talent from acquired companies landed and what they built next.<\/p>\n<p>And a lot of people just use it for fun too by finding who in their alma mater have become founders!<\/p>\n<p>Check it out here: <a href=\"https:\/\/tools.crustdata.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/tools.crustdata.com<\/a><br \/>Let us know if you have any feedback!<\/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>Many congratulations <a href=\"https:\/\/www.producthunt.com\/@nithish_a1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nithish_a1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithish_a1<\/a> <a href=\"https:\/\/www.producthunt.com\/@mhimed\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mhimed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mhimed<\/a> and team! \ud83d\ude42 <\/p>\n<\/p>\n<p>This is a such a smart way to productize something everyone in tech talks about (PayPal mafia, Stripe alumni, YC networks) but almost no one can actually map without a ton of manual digging. <\/p>\n<\/p>\n<p>What gets me most excited about Alumni Founder is that it turns those loose \u201cfounder lore\u201d stories into a living, queryable graph you can actually use for work whether you\u2019re a VC sourcing from specific talent pipelines, a sales team hunting for warm intros, or a founder looking for your next co-founder from a past company or alma mater. <\/p>\n<\/p>\n<p>The ability to see overlap strength (same team, same time, etc.) plus funding raised makes these networks immediately actionable, not just pretty visualizations. <\/p>\n<\/p>\n<p>Huge kudos to the <a href=\"https:\/\/www.producthunt.com\/products\/crustdata-3\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"crustdata-3\" target=\"_blank\" rel=\"noopener\">@Crustdata<\/a> team for shipping this. It feels like a foundational infrastructure layer for anyone who believes the next generation of iconic companies will come out of today\u2019s best talent hubs. Super excited to be hunting this one! \ud83d\ude42 <\/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\/@nithish_a1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithish_a1<\/a> Congratulations on the launch! Mapping networks is so difficult and time consuming. I think making those “overlaps” easier to spot in networks is just great.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Tried it on the mobile. Not good. Desktop version is better. <\/p>\n<p>Pricing is a bit confusing.<\/p>\n<p>Good idea though. Good luck.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seeing spin outs visually mapped is powerful. That’s how a lot of great companies actually emerge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I remember back then when I was choosing schools, we were doing that with completely random information from random websites. As a founder I would have loved to compare schools by the amount that has the most active alumni community and of founders and the one that produced more founders <\/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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> I had this exact same thought. In addition to the use cases <a href=\"https:\/\/www.producthunt.com\/@nithish_a1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nithish_a1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithish_a1<\/a> listed, being able to visualize an actual network isn’t just useful for professionals but students and juniors 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Hey Ben thanks for this feedback. Coming soon maybe \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 paypal mafia and stripe alumni stuff is talked about constantly but nobody could actually map it without spending a weekend on linkedin and crunchbase. turning that into a live graph with overlap strength and funding context is genuinely useful, not just a cool visualization. excited to see what people surface with it. <\/p>\n<\/p>\n<p>cool stuff !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is amazing. as someone who supports startup founders, this is really helpful. i think it will also be great for creating content about founders. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@heyitsirenechan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@heyitsirenechan<\/a> Exactly Irene! Apart from the utilitarian purposes, there’s a lot of fun ways people can use this tool<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>whoa this is amazing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhilash_chowdhary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhilash_chowdhary<\/a> Thanks Abhilash!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Reminds me a little of another startup called Interlink but their use case is helping (mostly young) candidates recruit better by minimizing time spent in the Handshake>LinkedIn>Gmail>Networking Call>Interview>Job twister. <\/p>\n<\/p>\n<p>I like the use case here and definitely think it could be helpful to map university networks for younger college grads.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the time-to-value. Some of the results are inaccurate though. How fresh is the data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are we also able to find the emails and phone contacts of them?? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> We have emails and phone contacts in our API, unfortunately, its not available in the tool at the moment. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IVDIEGU2INHVQ7\" class=\"app-title\">WOZCODE<\/a><\/p>\n<div class=\"one-liner\">Cut Claude Code costs by up to 50%<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">164<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WOZCODE \u662f\u4e00\u6b3e\u9488\u5bf9 Claude Code \u7684\u63d2\u4ef6\uff0c\u901a\u8fc7\u4f18\u5316\u4e0a\u4e0b\u6587\u7ba1\u7406\u548c\u5de5\u5177\u8c03\u7528\u6d41\u7a0b\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5c06\u4ee4\u724c\u6d88\u8017\u964d\u4f4e\u9ad8\u8fbe 55%\uff0c\u5e76\u63d0\u5347\u4efb\u52a1\u5b8c\u6210\u901f\u5ea6\uff0c\u89e3\u51b3 AI \u7f16\u7801\u4ee3\u7406\u4e2d\u666e\u904d\u5b58\u5728\u7684\u6d6a\u8d39\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5dfb8384-f036-4c6c-aa2d-a319f04f9f90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55107d1c-5d90-4918-a43a-38cd17fba862.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93743121-bb51-4ad6-95b7-2dd6f316b8c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f4cbf74-8b3f-406b-a06f-d3ab76a22eca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5f63c47-a1cc-4b41-a0e7-37154f4bfda5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec66f488-5b54-4b50-8c9c-2951d0154902.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bee13f39-6fcf-40c4-89ce-12af617c19a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/811a72dd-673b-486a-94db-0b4b8ee14504.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\/ef39e2f9-5f69-483c-89de-adf99b6a62fb.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/xSZwA0HPMLQ?si=Ys4BypOKx2h_EMbl\"><source src=\"https:\/\/youtu.be\/xSZwA0HPMLQ?si=Ys4BypOKx2h_EMbl\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7801\u4ee3\u7406\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">Claude Code\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4ee4\u724c\u6210\u672c\u8282\u7701<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u538b\u7f29\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u6279\u5904\u7406\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u57fa\u51c6\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u542f\u52a8\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">Token\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u5bf9\u4ee4\u724c\u6d6a\u8d39\u7684\u9488\u5bf9\u6027\u4f18\u5316\uff0c\u5c24\u5176\u5728\u5927\u9879\u76ee\u573a\u666f\u4e0b\u6548\u679c\u663e\u8457\uff1b\u90e8\u5206\u7528\u6237\u63d0\u51fa\u514d\u8d39\u989d\u5ea6\u6d88\u8017\u8fc7\u5feb\u3001\u4ed8\u8d39\u5c42\u7ea7\u4e0d\u900f\u660e\u7684\u75db\u70b9\uff0c\u5e0c\u671b\u6539\u8fdb\uff1b\u6709\u4e13\u4e1a\u7528\u6237\u597d\u5947\u5176\u5b9e\u73b0\u539f\u7406\uff08\u5982\u5de5\u5177\u5c42\u62e6\u622a vs \u6a21\u578b\u8def\u7531\uff09\uff0c\u5e76\u5e0c\u671b\u83b7\u5f97\u66f4\u6e05\u6670\u7684\u57fa\u51c6\u6d4b\u8bd5\u91cd\u73b0\u65b9\u6cd5\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 WOZCODE \u7684\u5207\u5165\u70b9\u7cbe\u51c6\u4e14\u806a\u660e\uff1a\u5b83\u6ca1\u6709\u8bd5\u56fe\u201c\u8d85\u8d8a\u201dClaude Code\uff0c\u800c\u662f\u5728\u5176\u8106\u5f31\u7684\u6267\u884c\u5c42\u4e0a\u8865\u4e86\u4e00\u5200\u2014\u2014\u5373\u5927\u91cf\u4e0a\u4e0b\u6587\u88ab\u65e0\u6548\u91cd\u8bfb\u3001\u8bfb\u5199\u73af\u8fc7\u591a\u5bfc\u81f4\u4ee4\u724c\u6d6a\u8d39\u3002\u8fd9\u79cd\u201c\u6548\u7387\u5c42\u201d\u601d\u8def\u4e0e\u5b9e\u9645\u7528\u6237\u75db\u70b9\u7684\u5339\u914d\u5ea6\u6781\u9ad8\uff0c\u8bc4\u8bba\u4e2d\u591a\u6b21\u63d0\u5230\u201c\u89c2\u5bdf\u5230\u4e00\u534a\u4ee4\u724c\u88ab\u6d6a\u8d39\u201d\u5c31\u662f\u94c1\u8bc1\u3002\u6280\u672f\u4e0a\uff0c\u5176\u6838\u5fc3\u52a8\u4f5c\u662f\u901a\u8fc7\u5b9a\u5236\u5de5\u5177\u5c06\u201c\u67e5\u627e\u5e76\u7f16\u8f913\u4e2a\u6587\u4ef6\u201d\u8fd9\u7c7b\u64cd\u4f5c\u4ece12\u6b21\u8c03\u7528\u538b\u7f29\u4e3a2\u6b21\uff0c\u5927\u5e45\u51cf\u5c11\u53cd\u590d\u91cd\u8bfb\u3002\u8fd9\u79cd\u4f18\u5316\u903b\u8f91\u4e0d\u4f9d\u8d56\u6a21\u578b\u672c\u8eab\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u5de5\u7a0b\u5c42\u9762\u7684\u201c\u62bd\u6c34\u673a\u201d\uff0c\u628a Claude Code \u5e95\u5c42\u7684\u9ad8\u9891\u4f4e\u6548\u5faa\u73af\u76f4\u63a5\u66ff\u6362\u6389\uff0c\u6548\u679c\u662f\u8089\u773c\u53ef\u89c1\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u5e76\u4e0d\u610f\u5473\u7740 WOZCODE \u65e0\u61c8\u53ef\u51fb\u3002\u8bc4\u8bba\u4e2d\u4e00\u4f4d\u7528\u6237\u53cd\u9988\u201c$100\u514d\u8d39\u989d\u5ea6\u51e0\u5c0f\u65f6\u7528\u5b8c\uff0c\u4ed8\u8d39\u5c42\u7ea7\u4e0d\u900f\u660e\u201d\u76f4\u63a5\u66b4\u9732\u4e86\u5546\u4e1a\u5316\u900f\u660e\u5ea6\u95ee\u9898\uff1a\u81ea\u79f0\u80fd\u8282\u7701\u6210\u672c\uff0c\u5374\u4e0d\u5148\u5c55\u793a\u6e05\u695a\u4ed8\u8d39\u68af\u5ea6\uff0c\u6709\u70b9\u53cd\u76f4\u89c9\u3002\u53e6\u5916\uff0c\u5176\u57fa\u51c6\u6d4b\u8bd5\uff08Terminal Bench 2.0 \u63d0\u534711\u4e2a\u70b9\uff09\u867d\u7136\u6709\u6570\u636e\u652f\u6491\uff0c\u4f46\u7f3a\u4e4f\u5bf9\u201c\u4efb\u52a1\u7c7b\u578b\u5dee\u5f02\u201d\u7684\u7ec6\u81f4\u5212\u5206\uff0c\u8de8\u4e1a\u52a1\u573a\u666f\u7684\u9002\u914d\u6027\u5c1a\u672a\u88ab\u5145\u5206\u9a8c\u8bc1\u3002\u66f4\u5173\u952e\u7684\u662f\u2014\u2014\u65e2\u7136\u201c\u6d6a\u8d39\u201d\u662f\u539f\u751fClaude Code\u7684\u673a\u5236\uff0c\u672a\u6765 Anthropic \u662f\u5426\u53ef\u80fd\u5728\u4e0b\u4e2a\u5927\u7248\u672c\u5185\u751f\u4f18\u5316\u8fd9\u90e8\u5206\u903b\u8f91\uff1f\u5982\u679c\u662f\uff0c\u90a3\u4e48\u4f5c\u4e3a\u5916\u6302\u63d2\u4ef6\u7684 WOZCODE \u5c06\u9762\u4e34\u88ab\u539f\u751f\u53d6\u4ee3\u7684\u98ce\u9669\u3002\u5b83\u7684\u62a4\u57ce\u6cb3\u5e76\u4e0d\u7b97\u6df1\uff0c\u6838\u5fc3\u5728\u4e8e\u7528\u6237\u4e60\u60ef\u548c\u65e9\u671f\u96c6\u6210\u89e6\u53d1\u7684\u9ad8\u5207\u6362\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cWOZCODE \u662f\u4e00\u4e2a\u52a1\u5b9e\u3001\u5229\u57fa\u4e14\u6709\u4e00\u5b9a\u6280\u672f\u58c1\u5792\u7684\u6548\u7387\u5de5\u5177\uff0c\u9002\u7528\u4e8e\u5bf9\u6210\u672c\u654f\u611f\u3001\u8ffd\u6c42\u6781\u901f\u8fed\u4ee3\u7684\u4e2d\u9ad8\u7ea7\u5f00\u53d1\u8005\u6216\u56e2\u961f\uff0c\u4f46\u957f\u8fdc\u6765\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u5728\u201cAI\u4ee3\u7406\u914d\u5957\u751f\u6001\u201d\u4e2d\u6682\u65f6\u5403\u9999\u7684\u8fc7\u6e21\u4ea7\u54c1\uff0c\u800c\u975e\u6301\u4e45\u6027\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\">WOZCODE<\/span>\n <\/div>\n<div class=\"comment-content\">WOZCODE is an efficiency layer for Claude Code. It helps developers spend fewer tokens, finish tasks faster, and improve agent performance without switching IDEs, subscriptions, or workflows. Install it in two commands and get more value from every Claude Code session.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunters! \ud83d\udc4b<\/p>\n<p>I’m Ben, Cofounder of Woz.<\/p>\n<p>A few months ago the world changed. Claude Code with Opus 4.5 made coding agents more powerful than ever before.<\/p>\n<p>We loved the productivity gains, but when we dug into the session logs, we found something painful: <strong>half of our tokens were being burned on erroneous reads and re-reads after edits.<\/strong> Paying a premium for productivity is one thing. <strong>Paying a premium for wasted tokens is incredibly frustrating.<\/strong><\/p>\n<p>So we went under the hood of Claude Code and found ways to make it dramatically more efficient.<\/p>\n<p>Today we’re launching <strong>WOZCODE<\/strong>, a Claude Code plugin that makes it:<\/p>\n<p>Up to <strong>55% cheaper<\/strong><\/p>\n<p>Up to <strong>40% faster<\/strong> <\/p>\n<p><strong>+11 points higher<\/strong> on Terminal Bench 2.0<\/p>\n<p>Full breakdown of how it works \u2192<a href=\"https:\/\/www.wozcode.com\/how-it-works\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <\/a><a href=\"http:\/\/wozcode.com\/how-it-works\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">wozcode.com\/how-it-works<\/a><\/p>\n<p><strong>What this means for you as a Claude Code user:<\/strong> <\/p>\n<p>\u2192 More output before hitting usage limits <\/p>\n<p>\u2192 Significant savings on API costs <\/p>\n<p>\u2192 Faster completion of tasks (power users are adding 300+ extra gent coding hours per month!)<\/p>\n<p><strong>How to use it:<\/strong> <\/p>\n<p>WOZCODE is an <strong>official Claude Code plugin, approved by Anthropic.<\/strong> It works anywhere you use Claude Code. Installs in two commands, uses your existing Claude subscription, and drops into your current workflow (CLI, Claude Desktop, VS Code, Conductor, Superset, etc.).<\/p>\n<p><strong>\ud83c\udf81 Launch day offer:<\/strong> WOZCODE is free to try, and anyone who creates an account before midnight PT today gets an additional <strong>$100 in savings. Get started at <\/strong><a href=\"https:\/\/www.wozcode.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/www.wozcode.com\/<\/strong><\/a><\/p>\n<p><strong>Our team is online and happy to answer any questions. Look forward to hearing from you and seeing how much you save!<\/strong><\/p>\n<p><strong>Claude loves burning your tokens. Now you don\u2019t have to let it!<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Really interesting direction. Token waste and unnecessary context reads become very noticeable once projects grow. Nice to see someone focusing on the efficiency layer instead of adding more abstraction on top.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ben_collins4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_collins4<\/a> Claude Code is a beast, but you’re spot on about the token burn-it’s painful to watch credits disappear on redundant reads. I\u2019m currently building Fenly (an inline translator), so I\u2019ve been obsessing over LLM efficiency and latency lately, especially after some “brutal” user feedback about my engine speed yesterday.<\/p>\n<p>A 55% cost reduction is a massive claim. I\u2019m curious about the technical side: how are you preventing those erroneous re-reads? Are you intercepting the CLI calls to optimize the file-reading logic, or is it more about clever context pruning before it hits the model?<\/p>\n<p>Definitely going to try this out to save my own tokens. Congrats on the launch, Ben!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! Brad here, Cofounder and CTO @ Woz.<\/p>\n<\/p>\n<p>Couldn\u2019t be more excited for you to see what we\u2019ve been building. People always ask: faster, cheaper, better\u2026 sounds too good to be true. So how does it actually work?<\/p>\n<p>At the core we\u2019ve improved the way Claude Code optimizes context and all the benefits are downstream from that. <\/p>\n<p>Instead of relying solely on the default tools inside Claude Code, WOZCODE uses a set of custom tools designed for efficiency and context optimization. For example, in vanilla Claude Code, a simple “find and edit 3 files” takes 12+ calls (3\u00d7 Glob\/Grep + 3\u00d7 Read + 3\u00d7 Edit + 3x Verify Read). By the final step, it\u2019s reprocessing all prior output as input tokens.<\/p>\n<p>WOZCODE collapses that to 2 calls (1\u00d7 Search + 1\u00d7 batch Edit). Context stays small, so every step that follows is cheaper and faster. Over a 30-prompt session, that compounding effect adds up fast.<\/p>\n<p>Happy to answer any questions you may have. You can also check out <a href=\"https:\/\/www.wozcode.com\/how-it-works\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.wozcode.com\/how-it-works<\/a> to see benchmarks and more technical detail.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The cost angle is super relevant. Especially once you move beyond experimentation.<\/p>\n<p>I\u2019m currently using Claude Code to build an internal dashboard, and token usage adds up faster than expected.<\/p>\n<p>How are you optimizing for cost without compromising output quality or context depth?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sayani970\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sayani970<\/a> The sad reality is that most of your token use today in Claude Code is just wasted. Why read an entire file (and then carry it through in the context on every LLM roundtrip until the next compaction…) if only a snippet is needed? WOZCODE increases the quality and remains high throughout all your coding sessions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sayani970\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sayani970<\/a> Hey Sayani, great question. We’ve actually observed that WOZCODE improves output quality. AS a data point, WOZCODE with Opus 4.7 scores 80.2% on Terminal Bench 2.0 compared to 69% for Claude Code alone.<\/p>\n<p>We apply many techniques to deliver cost benefits, but the bulk of the savings come from more token efficient tools. This keeps the context higher quality for longer. More detail here: <a href=\"https:\/\/www.wozcode.com\/how-it-works\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.wozcode.com\/how-it-works<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the cost angle is one of the few honest framings out there right now. we run a heavy claude code workload internally and the bill jumps the moment you go from prototyping to actual production loops, so this hit close to home.<\/p>\n<\/p>\n<p>two things i would love your take on:<\/p>\n<\/p>\n<p>what is the model-routing logic under the hood, is it static rules per task type or something more dynamic that adapts to prompt characteristics? curious because we have found heuristic-based routing starts breaking once heavy tool-calling enters the picture.<\/p>\n<\/p>\n<p>and on the 50% number, is that measured like-for-like on the same task graph or an aggregate across mixed workloads? not pushing back, just trying to understand what setup we would need to reproduce something similar internally.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@whateverneveranywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whateverneveranywhere<\/a> Hey Ava, thanks for the questions. We do limited model routing. The majority of the benefits come from better context handling. We provide Claude Code with more token efficient tools so the context stays high quality longer. You can read more about it here: <a href=\"https:\/\/www.wozcode.com\/how-it-works\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.wozcode.com\/how-it-works<\/a><\/p>\n<p>We show several benchmarks on our website for various types of real world coding tasks. Those benchmarks compare WOZCODE against vanilla Claude Code. However, we encourage everyone to run benchmarks on their own codebase with the types of task they do most often. Once you have WOZCODE installed you can run \/woz-benchmark to run your own benchmarks<\/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>half of every claude code session is just rereads after edits, ive watched it happen in real time and felt the bill for it. fixing it at the tool layer instead of bolting on another wrapper is the right move. <\/p>\n<\/p>\n<p>cool stuff guys !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> Thanks Saad. Glad our approach is resonating with you. Eager for any feedback once you’ve had a chance to try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hey <a href=\"https:\/\/www.producthunt.com\/@ben_collins4\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ben_collins4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_collins4<\/a> <br \/>been using this on claude max 20x plan, the token optimisation is real. I hit the $100 free tier limit in a few hours though, which is kind of ironic for a tool that saves tokens. couldn’t see what the paid tier limits would be before upgrading, so I paused there. would love clearer upgrade transparency and smoother onboarding.<br \/>great job, rooting for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ben_collins4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_collins4<\/a> <a href=\"https:\/\/www.producthunt.com\/@hmakinci\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hmakinci<\/a> Savings do add up quick! Send me the email you signed up with and I’ll grant you a bonus!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hmakinci\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hmakinci<\/a> Hey Hasan, glad you got value out of the product. The paid tier gives unlimited usage!<\/p>\n<p>You can also get $200 of savings credits per month if you create an account with a corporate email.<\/p>\n<p>Hope that’s helpful<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b2037b5-31a6-484e-8372-301c9f3a01ad.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Must use product. Been using it for the past little while, and I can finally calm my token-nerves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vishv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishv<\/a> token nerves are real. Thanks Vish. Glad you’re getting value from the product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We recently refactored our entire platform using Wozcode and it saved us weeks. Setup and auth have been a little messy at times, but overall it\u2019s been a game changer for us at Passive. One of the biggest differences is that we hit Claude limits way less often now, which lets us stay in flow and keep building for much longer without constantly resetting context or starting over. The whole development process just feels cleaner, faster, and more structured. Love the product and look forward to seeing it get even better moving forward!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tj_collins\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tj_collins<\/a> Thanks TJ! Glad you are seeing the impact in your business. Love hearing how WOZCODE is making a measurable difference for startup teams<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">The extra 300+ hours per month is wild. How do you think this shifts the balance between solo devs and larger teams? Great idea and Congratulations!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> It is wild. In general, WOZCODE gives even more leverage to power users who are running 5+ agents in parallel. Can be both solo devs and startup teams<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> For a individual who can be on the Claude Max subscription, we help you not hit your limits as fast, but for a corporate team who has to use the insanely high API pricing, the benefits can be felt even more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First I really dig the design of the site! Second cutting the cost of CC, sounds like a dream haha, we can ship more! Thanks for a great product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> thanks Johan. Glad you like the Woz Wizard \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the simplicity of it! Wondering how you are measuring how much the session would have cost without WOZ. Is it an estimate or you can somehow figure it out precisely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@massimoalbarello\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@massimoalbarello<\/a> <\/p>\n<p>Great question. For token and cost savings it’s pretty straight forward. Our tools map against Claude Code’s native tools so we can simply calculate calls saved and and token usage x pricing for each call. Time savings is based on calls saved and a per-call roundtrip time. This roundtrip time is an estimate that we calibrate against our internal benchmarks.<\/p>\n<p>see more at <a href=\"https:\/\/www.wozcode.com\/how-it-works\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.wozcode.com\/how-it-works<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e4c113c-285c-4a56-8b13-aa5dcf8ac495.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve always thought that there was a way to more efficiently save credits for AI agents. Will this also help Claude Code keep it’s efficiency and learning for preferred results?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>but I wonder, why not just use Pi instead of Claude Code in general? Pi coding agent uses barely no tokens, so token aware users should switch their agent harness, no?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/JNUH7PXL56W6MY\" class=\"app-title\">Contrario<\/a><\/p>\n<div class=\"one-liner\">The AI recruiting platform powered by expert recruiters<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">158<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Contrario \u7ed3\u5408\u4e13\u5bb6\u62db\u8058\u7f51\u7edc\u4e0eAI\u667a\u80fd\u4f53\uff0c\u5728Slack\u4e2d\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5904\u740690%\u7684\u62db\u8058\u5de5\u4f5c\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u62db\u4eba\u65f6\u9ad8\u8d28\u91cf\u5019\u9009\u4eba\u96be\u56de\u590d\u3001\u96be\u5339\u914d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d804029-54b3-40be-adfe-b5c6db6b010c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0af9f872-33e6-43b3-8925-362fb8944cf6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f7c1bda-686d-4a4b-bdcd-331bbdb3d9bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/476fcd4f-4ef4-4fba-9c6d-7a6e2f20fb9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4076020-b4fc-4ead-bacb-83f6449bdcb9.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\/11494b0c-0f08-4338-b0ca-1013335e357d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/H4LNOK6toss\"><source src=\"https:\/\/youtu.be\/H4LNOK6toss\" 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\">Hiring<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5019\u9009\u4eba\u7b5b\u9009<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a<\/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\u517615\u5929\u62db\u6838\u5fc3\u56e2\u961f\u7684\u6548\u7387\uff0c\u5173\u6ce8AI\u4e0e\u62db\u8058\u5b98\u7684\u534f\u4f5c\u53cd\u9988\u673a\u5236\uff08\u5982override\u5b9e\u65f6\u5b66\u4e60\uff09\u3001\u662f\u5426\u96c6\u6210ATS\u53caSlack\u3001\u662f\u5426\u652f\u6301\u975e\u6280\u672f\u5c97\uff08\u786e\u8ba4\u652f\u6301GTM\/Ops\uff09\u3001\u5019\u9009\u4eba\u80cc\u666f\u6838\u67e5\u4ecd\u9760\u7b2c\u4e09\u65b9\u3001\u51b7\u542f\u52a8\u95ee\u9898\u4f9d\u8d56\u7c7b\u4f3c\u5c97\u4f4d\u6570\u636e\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 Contrario\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5b83\u6ca1\u6709\u91cd\u8e48\u201cAI\u5b8c\u5168\u66ff\u4ee3\u62db\u8058\u201d\u7684\u8986\u8f99\u2014\u2014\u8fd9\u4e2a\u9886\u57df\u91ccSaaS\u5de5\u5177\u5806\u780c\u529f\u80fd\uff0c\u5374\u89e3\u51b3\u4e0d\u4e86\u6838\u5fc3\u95ee\u9898\uff1a\u4f18\u79c0\u5019\u9009\u4eba\u6839\u672c\u4e0d\u9e1f\u90a3\u4e9b\u6a21\u677f\u5316\u79c1\u4fe1\u3002\u5b83\u628a\u201c\u771f\u4eba\u62db\u8058\u4e13\u5bb6\u201d\u548c\u201cAI\u81ea\u52a8\u8c03\u5ea6\u201d\u7f1d\u5408\u8d77\u6765\uff0c\u65e2\u7528\u4e13\u5bb6\u7684\u4eba\u8109\u548c\u6c9f\u901a\u80fd\u529b\u64ac\u52a8\u5019\u9009\u4eba\uff0c\u53c8\u7528\u667a\u80fd\u4f53\u5904\u7406\u7b5b\u9009\u3001\u534f\u8c03\u3001\u6392\u671f\u8fd9\u4e9b\u9ad8\u91cd\u590d\u5ea6\u5de5\u4f5c\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u62ff\u4eba\u505a\u62a4\u57ce\u6cb3\uff0c\u800c\u975e\u7eaf\u6280\u672f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u4ea7\u54c1\u903b\u8f91\u7acb\u5f97\u4f4f\uff1a\u5bf9\u4e8e\u521d\u521b\u516c\u53f8\uff0c15\u5929\u5efa\u5de5\u7a0b\u56e2\u961f\u7684\u6848\u4f8b\u5f88\u6709\u8bf4\u670d\u529b\uff1b\u800c\u5bf9GTM\u3001\u8fd0\u8425\u7b49\u975e\u6280\u672f\u5c97\uff0c\u5176\u201c\u4e13\u5bb6\u5339\u914d+AI\u8f85\u52a9\u201d\u6a21\u5f0f\u53cd\u800c\u56e0\u4f9b\u9700\u6d41\u52a8\u66f4\u5feb\u800c\u6548\u7387\u66f4\u9ad8\u3002\u56de\u5e16\u4e2dCTO\u5bf9AI\u5b66\u4e60\u673a\u5236\u7684\u62c6\u89e3\u4e5f\u5b9e\u5728\u2014\u2014override\u540e\u5b9e\u65f6\u91cd\u6253\u5206\uff0c\u4f46\u8981\u4f9d\u9760\u62db\u8058\u5b98\u6807\u8bb0\u539f\u56e0\u6765\u5206\u79bb\u6709\u6548\u4fe1\u53f7\u4e0e\u566a\u58f0\uff0c\u8fd9\u6bd4\u8bb8\u591a\u201c\u9ed1\u76d2AI\u201d\u5766\u8bda\u5f97\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6311\u6218\u4e5f\u5f88\u660e\u663e\uff1a\u4e00\u662f\u51b7\u542f\u52a8\u5bf9\u5b8c\u5168\u65b0\u9896\u89d2\u8272\u7684\u8986\u76d6\u4ecd\u662f\u76f2\u533a\uff0c\u867d\u7528\u540c\u7c7b\u5c97\u4f4d\u6570\u636e\u7f13\u89e3\uff0c\u4f46\u672c\u8d28\u4e0a\u4f9d\u8d56\u5386\u53f2\u7ecf\u9a8c\u5e93\u7684\u5e7f\u5ea6\uff1b\u4e8c\u662f\u4ea7\u54c1\u4f53\u9a8c\u8fc7\u5ea6\u6346\u7ed1Slack\uff0c\u5bf9\u4e60\u60efATS\u5b8c\u6574\u5de5\u4f5c\u6d41\u7684HR\u53ef\u80fd\u5f62\u6210\u8ba4\u77e5\u95e8\u69db\uff0c\u5373\u4fbf\u5df2\u9002\u914dAshby\u7b49\u4e3b\u6d41\u5e73\u53f0\uff0c\u83b7\u5ba2\u8f6c\u5316\u4ecd\u6709\u6469\u64e6\uff1b\u4e09\u662f\u201c20%\u9996\u5355\u6298\u6263\u201d\u7684\u8425\u9500\u7565\u663e\u4f20\u7edf\uff0c\u96be\u4ee5\u5339\u914d\u5176\u201c\u5f15\u9886\u62db\u8058\u65b0\u6d6a\u6f6e\u201d\u7684\u53d9\u4e8b\u91ce\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cContrario\u5728\u4ea7\u54c1-\u5e02\u573a\u5951\u5408\u5ea6\u4e0a\u8e29\u51c6\u4e86\u201c\u4fe1\u4efb\u7f3a\u53e3\u201d\u2014\u2014\u4f01\u4e1a\u4e3b\u4e0d\u518d\u76f8\u4fe1\u7eaf\u81ea\u52a8\u5316\u5de5\u5177\u80fd\u641e\u5b9a\u62db\u8058\uff0c\u800c\u5b83\u7528\u201c\u4eba+AI\u201d\u7684\u6df7\u5408\u4f53\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u9a8c\u8bc1\u7684\u66ff\u4ee3\u65b9\u6848\u3002\u4f46\u80fd\u5426\u4ece\u5c0f\u4f17\u7684\u521b\u59cb\u4eba\u5708\u5c42\u6269\u5c55\u5230\u89c4\u6a21\u5316\u4f01\u4e1a\uff0c\u8fd8\u9700\u770b\u5176\u4e13\u5bb6\u7f51\u7edc\u7684\u4f9b\u7ed9\u5f39\u6027\u548c\u6210\u672c\u63a7\u5236\u80fd\u5426\u8dd1\u901a\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\">Contrario<\/span>\n <\/div>\n<div class=\"comment-content\">Recruiting tools won’t get you the hire. The right team will. Contrario combines a network of expert recruiters with AI agents built for hiring. Our recruiters and agents handle 90% of the work \u2014 sourcing, screening, coordination, and closing \u2014 all from Slack via natural language. With every decision, the system learns your bar and surfaces better candidates over time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! Arya here, Co-Founder & CEO of <a href=\"https:\/\/www.producthunt.com\/products\/contrario\" target=\"_blank\" rel=\"noopener\">@Contrario<\/a><\/p>\n<\/p>\n<p>My team and I have spent the last 18 months building Contrario in the recruiting space. What\u2019s happening now is that SaaS and AI recruiting tools are everywhere, with people claiming they have proprietary tech that can help you find the most \u201ccracked\u201d talent. <\/p>\n<\/p>\n<p>What people do not tell you is that even the best recruiting tools can\u2019t guarantee that strong talent will reply and interview at your company. That is just not how it works. After working with 200+ businesses and going through YC, what we learned is that the real way to win talent is the best expert recruiters working for you \u2014 curating targeted outreach messages, doubling down on what’s working, and selling the company’s vision in every interview.<\/p>\n<\/p>\n<p>So we built Contrario to do exactly that. Check us out: <a href=\"https:\/\/contrario.ai?utm_source=producthunt&utm_medium=organic_social&utm_campaign=feature-launch&utm_content=founder-post\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.contrario.ai\/<\/a> <\/p>\n<p>You import your open jobs, and Contrario will: <\/p>\n<ul>\n<li>\n<p>generate a curated JD with ideal profiles, companies, and more<\/p>\n<\/li>\n<li>\n<p>find and assign expert recruiters who already made similar hires<\/p>\n<\/li>\n<li>\n<p>surface high-quality talent interested in working at your company<\/p>\n<\/li>\n<li>\n<p>schedule interviews for you based on your availability<\/p>\n<\/li>\n<li>\n<p>and learn from feedback until we find the right candidate<\/p>\n<\/li>\n<\/ul>\n<p>So instead of a slow manual recruiting agency or paying for first-gen AI tools, you get an agentic platform that does everything for you.<\/p>\n<p>A few outcomes: <\/p>\n<ul>\n<li>\n<p>An AI marketing startup hired their core engineering team of 4 in 15 days.<\/p>\n<\/li>\n<li>\n<p>A people data company hired 2 AEs and 2 operations people in <1 month.<\/p>\n<\/li>\n<li>\n<p>And 150+ candidates hired in <12 months since starting Contrario including <a href=\"https:\/\/www.producthunt.com\/products\/wisprflow\" target=\"_blank\" rel=\"noopener\">@Wispr Flow<\/a><\/p>\n<\/li>\n<\/ul>\n<p>The future of recruiting is humans and agents working together as one. Contrario is leading this wave. <\/p>\n<p><strong>Who is Contrario for?<\/strong><\/p>\n<p>Founders making hires. Engineering managers expanding the team. Heads of talent and in-house recruiters looking to grow the team. Anyone who has to hire but doesn’t want manual processes and a lack of high-quality candidates to be a bottleneck.<\/p>\n<\/p>\n<p>\ud83c\udf81 <strong>For the PH community:<\/strong><\/p>\n<p>Try Contrario today, and if it clicks, get 20% off your first hire, no matter the role.<\/p>\n<\/p>\n<p>Get started by booking a demo: <a href=\"https:\/\/www.contrario.ai\/book-a-demo?utm_source=producthunt&utm_medium=organic_social&utm_campaign=company-features&utm_content=founder-post-demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.contrario.ai\/book-a-demo<\/a> and select \u201cProduct Hunt\u201d<\/p>\n<\/p>\n<p>What\u2019s the next urgent hire you need to make? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>45<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arya_marwaha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arya_marwaha<\/a> Huge congrats on the launch! That 15-day turnaround for a core engineering team is seriously impressive. Love that you are cutting through the noise of first-gen AI tools to focus on what actually closes talent. Bridging the gap between automated workflows and expert recruiters feels like the exact right play for the current market. Regarding the feedback loop mechanism you mentioned\u2014does the platform learn primarily from the hiring manager’s feedback on candidate profiles, or does it also incorporate feedback from the candidates post-interview?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@arya_marwaha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arya_marwaha<\/a> cool stuff!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! CTO & co-founder here \ud83d\udc4b<\/p>\n<p>Really proud of what our team built here at Contrario. Excited to launch today and would love any feedback from the PH community!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>38<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@soodadityab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soodadityab<\/a> Aditya is the brain behind our incredible software and product. If anyone has any tech specific questions, he’s here all day to answer!<\/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>Does Contrario integrate with an ATS too, or is Slack basically the whole interface?<\/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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Hey Thami! Yes Contrario integrates with all major ATS providers (Ashby, Lever, Workday) so you can use that alongside the Slack interface. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> wondering which ATS system you need supported?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> Hey \ud83d\udc4b<\/p>\n<\/p>\n<p>I won\u2019t take much of your time.<\/p>\n<\/p>\n<p>Most businesses are losing customers not because their service is bad, but because their online presence doesn\u2019t convince people to trust them.<\/p>\n<\/p>\n<p>If your website looks outdated or unclear, people simply leave\u2026 and go to your competitor.<\/p>\n<\/p>\n<p>I help fix that.<\/p>\n<\/p>\n<p>At Elite Web Studio, I build clean, fast, and high-converting websites that make your business look professional and bring in real clients.<\/p>\n<\/p>\n<p>No stress, no complicated talk \u2014 just a website that actually works for your business.<\/p>\n<\/p>\n<p>If you want your brand to start attracting the right customers online, I\u2019m here to help \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a recruiter, I tend to be skeptical. However, I can tell you that working with the Contrario team the past year has been great. Hard working, innovative, passionate about clients and candidates. <\/p>\n<\/p>\n<p>Other companies promise that they will address your hiring with volume and pure breadth of recruitment coverage. Contrario focuses on applying the right matched recruiters with needs resulting is a fast, yet personal experience.<\/p>\n<\/p>\n<p>Proud of what the team has accomplished. <\/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\/@tteshara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tteshara<\/a> it’s been a pleasure having you on the platform, Tony, and seeing the success you’ve had with the combination of software\/agents and incredible clients who are responsive and engaged. Curious, what’s been the most valuable part of the platform for you? What’s the biggest feedback you have for us?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch. the network-of-recruiters-plus-AI-agents framing actually makes a lot of sense given how broken the candidate side feels right now.<\/p>\n<\/p>\n<p>we see this from the other angle, helping candidates parse and respond to recruiter outreach. so much of what comes through still reads like a template that did not bother checking the resume. the human-in-loop piece you describe sounds like exactly the part that makes calibration possible.<\/p>\n<\/p>\n<p>two questions if you have a sec:<\/p>\n<\/p>\n<p>what does the feedback loop look like between an agent and the recruiter when a candidate does not fit but is close on one dimension. does the agent learn from the override or wait for an explicit retrain?<\/p>\n<\/p>\n<p>and how do you handle the cold-start problem for a startup hiring its first five engineers, where there is no past hire data to calibrate against?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@whateverneveranywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whateverneveranywhere<\/a> Hi Ava thanks for the support, and glad you agree with the human-in-the-loop component! <\/p>\n<\/p>\n<p>On your first question: within a role, the agent updates in real time off overrides. this means if you relax a dimension on one candidate, the rest of the slate gets rescored within minutes. cross-role generalization is gated though, since one recruiter’s “close enough” is another’s “not even close,” so global updates only happen during periodic calibration passes over many overrides. the thing that made it actually work was asking recruiters to tag <em>why<\/em> on each override (calibration vs one-off vs exploration) and that’s what separates retrain signal from noise. <\/p>\n<\/p>\n<p>On your second question: we’ve placed enough founding engineers across pre-seed and seed startups that we calibrate from comparable roles rather than the company’s own history. the cold start is really only a problem when both the role <em>and<\/em> the archetype are novel, which is rare. <\/p>\n<\/p>\n<p>Curious, how do you think we approach completely novel roles with no past hiring data, and do you think the feedback loop between our agent and recruiter right now is the most effective it can be? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 work with the Contrario team at Listen and appreciate the human recruiters + AI agents approach to recruiting. We’ve seen great candidates come through the platform for our growth team. Curious which types of roles have been the strongest fit so far across customers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dianadlim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dianadlim<\/a> It\u2019s been great partnering with the Listen team! We have definitely seen the highest liquidity among GTM\/ops and remote engineering roles just from a supply standpoint. However in-person engineers are always in demand and it\u2019s interesting how the talent flows based on how well that particular company is doing. For example, a well known Series B startup can command much better engineering talent than earlier Seed companies who are more reliant on referrals.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this only for tech roles or can it work for ops, sales, and GTM hires too?<\/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\/@tigran_karapetyan11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tigran_karapetyan11<\/a> works for ops, sales, and GTM hires too! In fact fill rates are faster for these types of hires!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 does this process feel different\/same for the recruited? <\/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\/@mariegael\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mariegael<\/a> Hey Mariegael great question! On the candidate side, it feels the same in the sense that you’re still working with the human recruiter throughout the entire process, who is your champion and advocate. It feels different because we’ve added features like curated lists where you can indicate interest in certain jobs that let you become more engaged as a candidate. What features would be most valuable to you as a candidate being recruited?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool stuff, how much time does it take human recruiters to perform a background check and verify the Recruiter Agent was not manipulated or lied into hiring a candidate?<\/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\/@yamanbicer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yamanbicer<\/a> Hey Yaman that\u2019s a very important question! Right now we still use third-party software to confirm background checks and aren\u2019t reliant on agents. On verifying the recruiter agents, they\u2019re primarily responsible for tasks related to scheduling, coordination, and auto-filling submission notes for now, rather than high-stakes decisions like hiring a candidate. When do you think an agent, if ever, will be ready to take on these 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>fantastic team and product! Contrario is a cornerstone partner that has brought us key team members <a href=\"https:\/\/www.producthunt.com\/@arya_marwaha\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"arya_marwaha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arya_marwaha<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chris_pisarski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chris_pisarski<\/a> thanks Chris, it\u2019s a pleasure to be partnered with Crustdata!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that! Do you plug directly into slack?<\/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\/@alexandre_berkovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexandre_berkovic<\/a> indeed we do \ud83d\ude42 and we have MCP agents that can take actions on behalf of customers like scheduling interviews and moving candidates forward <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the honest framing about tools not being able to make great talent reply to u is the part most ai recruiting pitches skip. pairing expert recruiters with agents instead of trying to fully automate the human bit is a way more believable angle. hell ya !!<\/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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> Thanks for the support Saad! Curious – what parts feel automatable by agents now vs. required by humans? Do you think that will change at all in the next 5 years?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! On the candidate side, do the rejections come with feedback or help the recruiters generate a feedback? This could help both sides to get good matches.<\/p>\n<p>And on the recruiting side, do you plan to have integration to apps such as Granola to ingest notes into feedback?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gunes_ozgun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gunes_ozgun<\/a> Great questions G\u00fcne\u015f! <\/p>\n<\/p>\n<p>Every rejection comes with detailed feedback, and we even collect specific interview-level feedback from the ATS. For example, if you didn’t perform well in the technical, what are the reasons why, based on a specific scorecard. This is communicated directly to the recruiters and candidates!.<\/p>\n<\/p>\n<p>On the recruiting side, we currently integrate with Fathom note-taker to transcribe + enhance JDs, and an internal notetaker called Notario that join recruiters’ phones\/video screening calls so they can auto-fill notes faster! <\/p>\n<\/p>\n<p>On the recruiter side, do you think it would be valuable to build other integrations with companies like Granola, Otter AI, 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the curated jd feature sounds lowkey useful. writing job descriptions is the one task i always procrastinate on. does the agent suggest which companies to poach from or do we provide the 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<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> Appreciate it. We include green flags, red flags, ideal candidates, + ideal companies based on the intake transcript. Either you can manually tell us what companies to include, or our agent auto-suggests companies in similar industries to list. As long as we don’t actively work with them, we can list them on the internal recruiter JD! Wonder if this agent would be a useful feature for you on ideal companies and candidates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do hiring managers get to see recruiter ratings or track records before they’re assigned?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@deven_lathiya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deven_lathiya<\/a> Yes HMs can see recruiter track records and relevant experience upon request. Today, because our network of expert recruiters is intentionally curated + relatively small, we\u2019re able to match companies with recruiters using performance data and internal ML models rather than public ratings. We may expand the visibility of recruiter performance metrics as the network scales, but the idea is to work with a highly-vetted group of recruiters who each have demonstrated strengths is the core thesis 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>this is super cool! need to give this a spin for kanwas!! btw love the slick design of landing page, you guys rock<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> Thanks your team is killint it – need to give kanwas a spin for our ops + eng team. \ud83d\ude0a Shoutout our Product Designer for creating our landing page! How did you design your website, by the way? Looks pretty neat!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/VYJAW7OMYVFKMS\" class=\"app-title\">Ads in ChatGPT<\/a><\/p>\n<div class=\"one-liner\">Create, manage, and measure your ChatGPT ad campaigns<\/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>Ads in ChatGPT \u662f\u4e00\u4e2a\u9762\u5411\u7f8e\u56fd\u5e7f\u544a\u4e3b\u7684\u81ea\u52a9\u5e7f\u544a\u7ba1\u7406\u5e73\u53f0\uff0c\u65e8\u5728\u89e3\u51b3\u4f01\u4e1a\u5728ChatGPT\u5bf9\u8bdd\u573a\u666f\u4e2d\u96be\u4ee5\u81ea\u52a9\u521b\u5efa\u3001\u7ba1\u7406\u5e76\u8861\u91cf\u5e7f\u544a\u6295\u653e\u6548\u679c\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc5ba01c-240e-4add-9209-ebb2a7028d9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd75f013-66b5-4d72-a6c7-319abdb8ca34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b090df29-1bc0-4d16-90bf-6a6ca862a929.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7f8a906-1d23-41c1-b3af-be7274db5d72.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0567f13-d362-4724-b7ba-28afa6decaa3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88881829-c815-4b56-9471-e9e41f0b9110.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\/395f8530-1d4e-439e-a0eb-1ee8fe111ff9.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=oIehXl9z9YY\"><source src=\"https:\/\/www.youtube.com\/watch?v=oIehXl9z9YY\" 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\">Advertising<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e7f\u544a\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">ChatGPT\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a9\u6295\u653e<\/span><br \/>\n <span class=\"tag\">CPC\u7ade\u4ef7<\/span><br \/>\n <span class=\"tag\">CPM\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u6548\u679c\u8861\u91cf<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u6ce8\u610f\u529b\u53d8\u73b0<\/span><br \/>\n <span class=\"tag\">AI\u5546\u4e1a\u5316<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u5f52\u56e0<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u5e7f\u544a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5173\u6ce8\u5e7f\u544a\u5f62\u5f0f\u4e0e\u7528\u6237\u4f53\u9a8c\u7684\u5e73\u8861\uff0c\u62c5\u5fe7\u5e72\u6270\u5bf9\u8bdd\u81ea\u7136\u6d41\u7545\u6027\uff1b\u5bf9\u4ec5\u9650\u7f8e\u56fd\u5730\u533a\u611f\u5230\u9057\u61be\uff1b\u6709\u7528\u6237\u8d28\u7591\u5b9e\u9645\u529f\u80fd\u5c1a\u672a\u5b8c\u5168\u4e0a\u7ebf\uff0c\u76ee\u524d\u4ec5\u662f\u767b\u8bb0\u8868\u5355\uff1b\u6b64\u5916\uff0c\u5bf9\u5e7f\u544a\u5f52\u56e0\u548c\u5168\u7403\u53ef\u7528\u65f6\u95f4\u63d0\u51fa\u7591\u95ee\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Ads in ChatGPT\u7684\u63a8\u51fa\uff0c\u672c\u8d28\u4e0a\u662fOpenAI\u5728\u201c\u81ea\u7136\u6ce8\u610f\u529b\u201d\u4e0e\u201c\u751f\u4ea7\u529b\u6536\u8d39\u201d\u4e24\u6761\u5546\u4e1a\u5316\u8def\u5f84\u4e0a\u7684\u4e00\u6b21\u660e\u786e\u62bc\u6ce8\u3002\u4ece\u4ea7\u54c1\u529f\u80fd\u770b\uff0c\u5b83\u5e76\u6ca1\u6709\u98a0\u8986\u6027\u521b\u65b0\u2014\u2014CPC\/CPM\u3001Campaign\u7ba1\u7406\u3001\u8f6c\u5316\u8861\u91cf\uff0c\u8fd9\u5957\u5de5\u5177\u94fe\u5728Google Ads\u548cMeta Ads\u4e2d\u65e9\u5df2\u6210\u719f\u3002\u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u201c\u5e7f\u544a\u4f4d\u201d\u672c\u8eab\uff1aChatGPT\u7684\u5bf9\u8bdd\u6d41\u662f\u9ad8\u5ea6\u7ebf\u6027\u7684\uff0c\u7528\u6237\u5e26\u7740\u660e\u786e\u610f\u56fe\u8fdb\u5165\uff0c\u5e7f\u544a\u82e5\u5f3a\u884c\u63d2\u5165\uff0c\u6781\u6613\u6253\u65ad\u8ba4\u77e5\u8fde\u8d2f\u6027\uff0c\u5bfc\u81f4\u70b9\u51fb\u7387\u4e0e\u7528\u6237\u4f53\u9a8c\u53cc\u8f93\u3002\u76ee\u524d\u8bc4\u8bba\u4e2d\u201c\u5982\u4f55\u8ba9\u5e7f\u544a\u50cf\u5efa\u8bae\u800c\u975e\u566a\u97f3\u201d\u7684\u8ffd\u95ee\uff0c\u6070\u6070\u70b9\u51fa\u4e86\u8fd9\u7c7bAI\u5e7f\u544a\u7684\u6838\u5fc3\u56f0\u5883\uff1a\u4f20\u7edf\u641c\u7d22\u5e7f\u544a\u662f\u201c\u7528\u6237\u627e\u7b54\u6848\uff0c\u5e7f\u544a\u987a\u4fbf\u63a8\u201d\uff0c\u800cChatGPT\u662f\u201c\u76f4\u63a5\u7ed9\u7b54\u6848\uff0c\u5e7f\u544a\u6210\u4e86\u591a\u4f59\u7684\u8def\u6807\u201d\u3002\u9664\u975eOpenAI\u80fd\u627e\u5230\u201c\u5728\u56de\u7b54\u4e2d\u81ea\u7136\u690d\u5165\u8d5e\u52a9\u5546\u4e0a\u4e0b\u6587\u201d\u7684\u683c\u5f0f\uff08\u6bd4\u5982\u63a8\u8350\u67d0\u4e2a\u5de5\u5177\u5b8c\u6210\u7528\u6237\u6b63\u5728\u8fdb\u884c\u7684\u4efb\u52a1\uff09\uff0c\u5426\u5219\u5e7f\u544a\u5f88\u5bb9\u6613\u6ca6\u4e3a\u5bf9\u8bdd\u4e2d\u7684\u201c\u5f39\u7a97\u201d\uff0c\u5f15\u53d1\u7528\u6237\u53cd\u611f\u3002\u6b64\u5916\uff0c\u5f53\u524d\u4ec5\u9650\u7f8e\u56fd\u3001\u529f\u80fd\u672a\u5168\u91cf\u4e0a\u7ebf\u7684\u72b6\u6001\uff0c\u4e5f\u8bf4\u660eOpenAI\u5bf9\u5e7f\u544a\u4e3b\u548c\u7528\u6237\u5bb9\u5fcd\u5ea6\u7684\u6d4b\u8bd5\u6781\u4e3a\u8c28\u614e\u3002\u77ed\u671f\u770b\uff0c\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u5411\u8d44\u672c\u5e02\u573a\u8bb2\u6545\u4e8b\u7684\u53d9\u4e8b\u5de5\u5177\uff1b\u957f\u671f\u770b\uff0c\u5b83\u6210\u8d25\u7684\u5173\u952e\u4e0d\u5728\u4e8e\u6295\u653e\u6548\u7387\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5b9a\u4e49\u51fa\u201c\u975e\u4fb5\u5165\u5f0fAI\u539f\u751f\u5e7f\u544a\u201d\u7684\u8303\u5f0f\u2014\u2014\u76ee\u524d\u8fd8\u5dee\u5f97\u8fdc\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\">Ads in ChatGPT<\/span>\n <\/div>\n<div class=\"comment-content\">OpenAI is expanding ChatGPT ads with a beta self-serve Ads Manager for US advertisers, partner-based buying, CPC bidding, CPM campaigns, conversion measurement, and aggregated reporting, while keeping ads clearly labeled and separate from ChatGPT answers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>ChatGPT ads are moving from a limited, high-touch pilot into something much more like a real self-serve ad platform.<\/p>\n<p>OpenAI is now rolling out <a href=\"https:\/\/ads.openai.com\/auth\/signup\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Ads Manager Beta<\/a> for US advertisers, where businesses can register, add billing, set budgets and bids, upload ad creatives, create campaigns and ad groups, launch ads, and monitor performance. In other words, it starts to look much closer to the <strong>ad platforms marketers already know<\/strong>.<\/p>\n<p>The buying side is getting more complete too. CPC bidding now sits alongside CPM, with reporting for impressions, clicks, spend, CTR, average CPC \/ CPM, and conversions when measurement is set up.<\/p>\n<p>One route is monetizing natural attention. Another is charging for productivity. ChatGPT ads make that split much more visible. Maybe one of these becomes the classic AI business model, or maybe the real answer is still being invented?<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> i would just note – that nothing is rolled out yet. all they done so far is a form to register.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m particularly interested in ChatGPT’s ad display formats, ad placement sizes, their impact on user experience, and when it will be available to global users. I haven’t seen any ads while using ChatGPT, only screenshots on online media.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Oh boy, sad that it is only available in the US now \ud83d\ude22<\/p>\n<p>Really curious to see how this thing will convert…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Advertising inside LLMs feels like the next frontier, but it\u2019s definitely a hard problem to solve without breaking the user\u2019s flow. I\u2019m currently building an inline translator (Fenly), so I spend a lot of time thinking about non-intrusive UI in chat environments.<\/p>\n<p>My main question is about the user experience: How do you ensure the ads feel like helpful suggestions rather than just “noise” in the middle of a conversation? Also, how are you guys handling the attribution side\u2014is it easy to track if a chat actually led to a conversion?<\/p>\n<p>Really curious to see where this goes. 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<\/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\/3GSEG4IY2YGR73\" class=\"app-title\">Gas City 1.0<\/a><\/p>\n<div class=\"one-liner\">build your own software factory<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">141<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gas City \u662f\u4e00\u4e2a\u5f00\u6e90\u5e73\u53f0\uff0c\u901a\u8fc7\u7f16\u6392 Claude Code\u3001Codex \u7b49AI\u7f16\u7801\u4ee3\u7406\uff0c\u5c06\u5b83\u4eec\u7684\u975e\u786e\u5b9a\u6027\u8f93\u51fa\u8f6c\u5316\u4e3a\u4ea7\u54c1\u7ea7\u89e3\u51b3\u65b9\u6848\uff0c\u5e2e\u52a9\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u6784\u5efa\u3001\u90e8\u7f72\u3001\u8fd0\u7ef4\u4ea7\u54c1\u7684\u201c\u8f6f\u4ef6\u5de5\u5382\u201d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/513f8db7-e191-4ecc-b1f2-cff3e709a0e7.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7db9c769-2d3e-4206-87c8-3598a09d3a60.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46090f73-1576-463a-bc10-a6d34be025bd.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5de5\u5382<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\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\u5c06AI\u7f16\u7801\u4ee3\u7406\u89c6\u4e3a\u53ef\u7f16\u6392\u7684\u751f\u4ea7\u7cfb\u7edf\uff0c\u800c\u975e\u5b64\u7acb\u5de5\u5177\uff0c\u4f7f\u201c\u8f6f\u4ef6\u5de5\u5382\u201d\u843d\u5730\u3002\u540c\u65f6\u6709\u8bc4\u8bba\u8be2\u95ee\u5176\u5982\u4f55\u4e0eGitHub PR\u3001CI\u3001\u672c\u5730\u5f00\u53d1\u7b49\u73b0\u6709\u6d41\u7a0b\u8854\u63a5\uff0c\u4f5c\u8005\u56de\u5e94\u6b63\u6784\u5efa\u9ed8\u8ba4\u5de5\u4f5c\u6d41Pack\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 Gas City \u8bd5\u56fe\u89e3\u51b3\u5f53\u524dAI\u7f16\u7801\u5de5\u5177\u6700\u5c34\u5c2c\u7684\u73b0\u72b6\uff1a\u5355\u4e2a\u4ee3\u7406\u5199\u4ee3\u7801\u723d\uff0c\u4f46\u7ec4\u5408\u4f5c\u4e1a\u3001\u8d28\u91cf\u5bf9\u9f50\u3001\u6301\u7eed\u90e8\u7f72\u5168\u5d29\u3002\u628a\u201cAgent\u7f16\u961f\u201d\u5f53\u4f5c\u5206\u5e03\u5f0f\u5de5\u4eba\u6765\u7ba1\u7406\uff0c\u5e76\u8f93\u51fa\u201cPack\u201d\u4f5c\u4e3a\u6807\u51c6\u5316\u5de5\u4f5c\u6d41\u5355\u5143\uff0c\u65b9\u5411\u662f\u5bf9\u7684\uff0c\u4f46\u672c\u8d28\u8fd8\u662f\u628a\u6df7\u4e71\u7684\u4ee3\u7406\u8f93\u51fa\u5f53\u4f5c\u6d41\u6c34\u7ebf\u539f\u6599\u6765\u201c\u540e\u5904\u7406\u201d\u2014\u2014\u8fd9\u6cbb\u6807\u4e0d\u6cbb\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5b83\u4e0d\u518d\u9f13\u5439\u201cAI\u66ff\u4f60\u5199\u4ee3\u7801\u201d\uff0c\u800c\u662f\u627f\u8ba4AI\u662f\u201c\u975e\u786e\u5b9a\u6027\u7684\u9ad8\u4ea7\u51fa\u4f53\u201d\uff0c\u4f60\u9700\u8981\u4e00\u4e2a\u5de5\u5382\u6765\u6d88\u5316\u5b83\u7684\u5e9f\u54c1\u548c\u4e0d\u7a33\u5b9a\u4ea7\u51fa\u3002\u8fd9\u79cd\u52a1\u5b9e\u6001\u5ea6\u503c\u5f97\u80af\u5b9a\uff0c\u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\uff1a\u5b83\u4f9d\u8d56\u7684CLI\u4ee3\u7406\uff08Claude Code\u3001Codex\u7b49\uff09\u672c\u8eab\u7684\u8d28\u91cf\u57fa\u7ebf\u5e76\u4e0d\u7a33\u5b9a\uff0c\u5de5\u5382\u518d\u9ad8\u6548\uff0c\u539f\u6599\u82e5\u52a3\u8d28\uff0c\u4ea7\u51fa\u4ecd\u65e7\u6709\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ece\u7528\u6237\u8bc4\u8bba\u53ef\u89c1\uff0c\u56e2\u961f\u5c1a\u672a\u7ed9\u51fa\u4e0eGitHub CI\u3001\u672c\u5730\u5f00\u53d1\u7b49\u6210\u719f\u5de5\u5177\u94fe\u7684\u6e05\u6670\u96c6\u6210\u8def\u5f84\u3002\u62ff\u201cStay tuned\u201d\u642a\u585e\uff0c\u8bf4\u660e\u5f53\u524d\u8fd8\u505c\u7559\u5728\u7406\u5ff5\u5c55\u793a\u9636\u6bb5\u3002\u9f13\u5439\u201cpick three\u201d\u5f0f\u7684\u5168\u80fd\u4ea4\u4ed8\uff0c\u66f4\u591a\u662f\u8425\u9500\u8bdd\u672f\uff0c\u5b9e\u9645\u6548\u679c\u53d6\u51b3\u4e8e\u4f60\u613f\u610f\u4e3a\u8fd9\u4e2a\u5de5\u5382\u6295\u5165\u591a\u5c11\u4e8c\u6b21\u914d\u7f6e\u7684\u4ee3\u4ef7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1aGas City\u662fAI\u65f6\u4ee3\u7684Jenkins\uff0c\u9700\u8981\u7528\u6237\u81ea\u5df1\u642d\u5efa\u6d41\u6c34\u7ebf\u3001\u8c03\u53c2\u3001\u5199\u63d2\u4ef6\u3002\u5b83\u7684\u4ef7\u503c\u5728\u4e8e\u6846\u67b6\u601d\u7ef4\uff0c\u800c\u975e\u5f00\u7bb1\u5373\u7528\u3002\u5bf9\u4e8e\u666e\u901a\u56e2\u961f\uff0c\u53ef\u80fd\u4ecd\u5728\u201c\u5de5\u5177\u5b64\u5c9b\u548c\u5168\u6808\u5e9f\u54c1\u201d\u4e4b\u95f4\u6323\u624e\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\">Gas City 1.0<\/span>\n <\/div>\n<div class=\"comment-content\">The successor to Gas Town, Gas City is the OSS platform software engineers use to build software factories that builds, deploys, operates, and maintains their software products. Orchestrate your favorite CLI coding agents (Claude Code, Codex, Gemini, and more) to their non-deterministic output into product-quality solutions. features, schedule, quality: pick three.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Software engineers today are struggling with the expectations of their organizations that they leverage coding agents to move at vibe coding speeds while still maintaining the production quality required to solve enterprise-sized problems.<\/p>\n<p>In the old days, the motto was “features, quality and schedule: pick two.” Today organizations expect that agentic engineering deliver all three. And with software factories and Gas City, we can do exactly that for the first time in software engineering history.<\/p>\n<p>Myself and Julian are the OSS stewards of the Gaslandia ecosystem, including Beads, Gas Town and Gas City.<\/p>\n<p>For me, Gas City represents the pinnacle of 25 years as a product leader building tools and ecosystems for software engineers.<\/p>\n<p>Julian is the chief architect of and contributor to Gas City, building the software factory that itself runs Gas City at a velocity heretofore unknown in the world of software projects of any kind.<\/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>Really like how this release treats AI coding agents as an orchestrated production system instead of isolated tools, making \u201csoftware factories\u201d feel like an actual operational model rather than a buzzword.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Gas City introduces a clear workspace model (Cities + Rigs) and packaging model (Packs). What tools does this sit alongside in a real engineering stack (GitHub PR flow, CI, issue trackers, local dev env), and what does an end-to-end workflow look like from \u2018task created\u2019 to \u2018merged and deployed\u2019 without adding new process overhead?<\/div>\n<div class=\"comment-actions\">\n<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>Hey <a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> We built Gas City to be a platform for build any software factory you want with “packs.’ In fact the original Gas Town comes out of the box in Gas City as a pack. We did that because we’re still learning as an industry what the answer to your question is. <\/p>\n<\/p>\n<p>That said, we’re busy building out a pack with default answers to those questions for people to get started with. Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ACSGGEQ3SYT5RO\" class=\"app-title\">Realtime TTS-2<\/a><\/p>\n<div class=\"one-liner\">Voice AI that feels as good as it sounds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">138<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Realtime TTS-2 \u662f\u4e00\u6b3e\u9762\u5411\u5b9e\u65f6\u5bf9\u8bdd\u573a\u666f\u7684\u8bed\u97f3\u5408\u6210\u5f15\u64ce\uff0c\u901a\u8fc7\u8bad\u7ec3\u5bf9\u8bdd\u8bed\u6599\u548c\u81ea\u7136\u8bed\u8a00\u63a7\u5236\uff0c\u89e3\u51b3\u4e86\u8bed\u97f3AI\u201c\u50cf\u5ff5\u7a3f\u201d\u800c\u975e\u201c\u50cf\u804a\u5929\u201d\u7684\u75db\u70b9\uff0c\u8ba9\u7528\u6237\u80fd\u591f\u751f\u6210\u8bed\u8c03\u3001\u60c5\u611f\u548c\u53e3\u97f3\u5747\u53ef\u5b9e\u65f6\u8c03\u8282\u7684\u201c\u6d3b\u4eba\u201d\u58f0\u97f3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d664c70d-6508-4575-b613-a937f59db6c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea49af95-10df-460f-a2f1-36067115d26d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0dcf78c2-723f-496b-b26a-c1ef36413c1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2d0a41a-b171-4c26-a1b6-93bc4ae61865.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b0d61fd-ea8f-4602-a9ba-ed9935f166b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f282392-42e4-4d58-9850-6e317a5b5d4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d1f60a3-a92c-4b96-9b08-89eda3c34cd9.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\/5542c657-452c-4c8e-8da9-693543a87d0d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Y82bWkYKOMw\"><source src=\"https:\/\/www.youtube.com\/watch?v=Y82bWkYKOMw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bed\u8a00\u8bed\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3AI<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u8f6c\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0fTTS<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u699c<\/span><br \/>\n <span class=\"tag\">Inworld<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u591a\u6570\u7528\u6237\u79f0\u8d5e\u5176\u81ea\u7136\u8bed\u8a00\u63a7\u5236\u548c\u8de8\u8bed\u8a00\u80fd\u529b\uff0c\u8ba4\u4e3a\u201c\u8bad\u7ec3\u5bf9\u8bdd\u800c\u975e\u6717\u8bfb\u201d\u662f\u6b63\u786e\u65b9\u5411\u3002\u4f46\u6709\u7528\u6237\u53cd\u9988\u8bed\u97f3\u8f6c\u8bed\u97f3\u6a21\u5f0f\u5b58\u5728\u5e7b\u89c9\u3001\u56de\u7b54\u4e0d\u4e00\u81f4\u3001\u97f3\u8d28\u5f85\u63d0\u5347\uff0c\u53e6\u4e00\u7528\u6237\u6279\u8bc4\u542c\u8d77\u6765\u4ecd\u50cf\u6709\u58f0\u4e66\u6717\u8bfb\uff0c\u7f3a\u4e4f\u771f\u6b63\u4eba\u611f\u3002\u5b98\u65b9\u56de\u590d\u89e3\u91ca\u4e86\u6280\u672f\u5b9a\u4f4d\u5e76\u9080\u8bf7\u6d4b\u8bd5\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 Realtime TTS-2 \u7684\u5b9a\u4f4d\u7cbe\u51c6\u5730\u8e29\u5728\u4e86\u201c\u8bed\u97f3AI\u7684\u6050\u6016\u8c37\u8fb9\u7f18\u201d\u2014\u2014\u5927\u591a\u6570TTS\u4ea7\u54c1\u628a\u201c\u6717\u8bfb\u5f97\u51c6\u786e\u201d\u5f53\u4f5c\u7ec8\u70b9\uff0c\u800c\u5b83\u8bd5\u56fe\u628a\u201c\u542c\u5f97\u50cf\u4eba\u201d\u4f5c\u4e3a\u8d77\u70b9\u3002\u4ece\u4ea7\u54c1\u4ecb\u7ecd\u770b\uff0c\u516d\u9879\u5347\u7ea7\u4e2d\u771f\u6b63\u6709\u58c1\u5792\u7684\u662f\u201c\u5bf9\u8bdd\u5f0f\u8bed\u6599\u8bad\u7ec3\u201d\u548c\u201c\u591a\u8f6e\u4e0a\u4e0b\u6587\u611f\u77e5\u201d\uff0c\u8fd9\u89e3\u51b3\u4e86\u884c\u4e1a\u901a\u75c5\uff1a\u8bed\u97f3\u4ee3\u7406\u542c\u8d77\u6765\u50cf\u5ba2\u670d\u5ff5\u7a3f\u800c\u975e\u771f\u4eba\u4ea4\u8c08\u3002\u81ea\u7136\u8bed\u8a00\u63a7\u5236\u8bed\u97f3\u65b9\u5411\uff08\u5982\u201c\u75b2\u60eb\u4f46\u6e29\u6696\u201d\uff09\u6bd4\u9884\u8bbe\u60c5\u7eea\u6807\u7b7e\u66f4\u7075\u6d3b\uff0c\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u5bf9\u7528\u6237\u7684prompt\u5de5\u7a0b\u80fd\u529b\u6709\u8981\u6c42\uff0c\u53ef\u80fd\u589e\u52a0\u4f7f\u7528\u95e8\u69db\u3002\u8de8\u8bed\u8a00\u4fdd\u6301\u97f3\u8272\u4e00\u81f4\u6027\u662f\u786c\u529f\u592b\uff0c100+\u8bed\u8a00\u5207\u6362\u80fd\u529b\u76f4\u63a5\u5bf9\u51c6\u5168\u7403\u5316\u5e94\u7528\u573a\u666f\uff08\u5982\u8bed\u8a00\u5b66\u4e60\u3001\u591a\u8bed\u79cd\u5ba2\u670d\uff09\u3002\u4e0d\u8fc7\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u201c\u8bed\u97f3\u8f6c\u8bed\u97f3\u5e7b\u89c9\u201d\u201c\u97f3\u8d28\u4e0d\u8db3\u201d\u7b49\u95ee\u9898\u503c\u5f97\u8b66\u60d5\uff1a\u5f53\u4ea7\u54c1\u5f3a\u8c03\u201c\u50cf\u771f\u4eba\u201d\uff0c\u7528\u6237\u5c31\u4f1a\u4ee5\u771f\u4eba\u6807\u51c6\u8981\u6c42\u5b83\u3002\u76ee\u524dTTS-2\u5728\u81ea\u7136\u5ea6\u4e0a\u4ecd\u53ef\u80fd\u900a\u4e8eOpenAI\u7684Alloy\u7b49\u7ade\u54c1\uff0c\u4e14\u5176\u771f\u5b9e\u6548\u679c\u9ad8\u5ea6\u4f9d\u8d56\u5e94\u7528\u573a\u666f\u2014\u2014\u5728\u77ed\u53e5\u5bf9\u8bdd\u4e2d\u8868\u73b0\u53ef\u80fd\u4f18\u4e8e\u957f\u6bb5\u843d\u3002\u4e00\u53e5\u8bdd\u8bc4\u4ef7\uff1a\u65b9\u5411\u5bf9\u4e86\uff0c\u7ec6\u8282\u8fd8\u9700\u6253\u78e8\uff1b\u60f3\u6210\u4e3a\u201c\u8bed\u97f3\u754c\u7684GPT\u201d\uff0c\u5f97\u5148\u8ba9\u7528\u6237\u542c\u4e0d\u51fa\u8fd9\u662fAI\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\">Realtime TTS-2<\/span>\n <\/div>\n<div class=\"comment-content\">Realtime TTS 1.5 is #1 on Artificial Analysis, voted best in blind tests by thousands of real users. TTS-2 builds on that with six major upgrades: natural language voice direction for tone, emotion, speed, and pitch. Text-based voice design, where you describe a voice in words and generate it. Cross-lingual synthesis across 100+ languages preserving speaker identity. IPA phonetic control for brand names and rare words. And improved alphanumeric pronunciation. Try it free at inworld.ai\/tts.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! We’re back! I’m Kylan, CEO and co-founder of<a href=\"https:\/\/www.producthunt.com\/products\/inworld-ai\" target=\"_blank\" rel=\"noopener\"> @Inworld<\/a>.<\/p>\n<\/p>\n<p>Some of you might remember when we launched Inworld TTS here. It went on to become the #1 ranked voice AI on Artificial Analysis, voted best in blind listening tests by thousands of real users. That meant a lot to us, so we went back and rebuilt the model from the ground up.<\/p>\n<\/p>\n<p>Today we’re launching Realtime TTS 2.0. Try the live speech-to-speech experience at <a href=\"http:\/\/realtime.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">realtime.ai<\/a>. <\/p>\n<p>Here’s the thing we kept hearing from builders: voice AI was built for audiobooks and voiceovers. It sounds good, but it sounds like a human reading from a script. If you’ve ever talked to a voice agent and thought “something feels off,” that’s why. Realtime conversation is a completely different problem, and we decided to solve it.<\/p>\n<p>What can you build with it?<\/p>\n<ul>\n<li>\n<p><strong>Companion apps<\/strong> that adapt to your user’s mood and tone in real time through natural language voice direction<\/p>\n<\/li>\n<li>\n<p><strong>Language tutors<\/strong> that switch languages mid-session with the same voice, no re-recording<\/p>\n<\/li>\n<li>\n<p><strong>Characters<\/strong> that sound exactly how you describe them with text-based voice design<\/p>\n<\/li>\n<li>\n<p><strong>Support agents<\/strong> that get every code, name, and number right with improved alphanumeric handling and International Phonetic Alphabet (IPA) support<\/p>\n<\/li>\n<\/ul>\n<p>So what actually changed?<\/p>\n<\/p>\n<p><strong>Natural conversationality.<\/strong> We trained the model on conversational speech instead of narration. You get natural rhythm, breath, micro-pauses, the cadence humans actually use when they talk to each other. Every voice you build on TTS 2.0 sounds like a person in conversation, not a narrator.<\/p>\n<\/p>\n<p><strong>Conversational awareness.<\/strong> TTS 2.0 is informed by the full audio context of the multi-turn exchange. Not just the current sentence, the whole conversation. How it speaks adapts to how it was spoken to. A line delivered after a joke lands differently than the same line after bad news. The model knows the difference because it heard what came before.<\/p>\n<\/p>\n<p><strong>Full voice direction.<\/strong> You steer the model with natural language the way you’d direct a voice actor. Not preset emotion tags, full descriptions: “act like you just got home from a long day, tired but warm.” Combined with inline controls for specific moments ([whispering], [sigh], [excited]), the voice is as controllable as it is expressive.<\/p>\n<\/p>\n<p><strong>Text-based voice design.<\/strong> Describe a voice in plain text, generate it. “A posh british man, aged 30-40, speaking deliberately” Iterate on the prompt until it fits, save it, deploy it. No casting calls, no recording booth.<\/p>\n<\/p>\n<p><strong>Crosslingual fluency.<\/strong> One voice across 100+ languages with on-the-fly switching inside a single generation. Your voice identity is preserved across every language. No re-recording, no managing separate voices per locale.<\/p>\n<\/p>\n<p>Realtime TTS 1.5 is still #1 on the leaderboard. TTS 2.0 takes that quality and adds everything that was missing to uplevel realtime conversation.<\/p>\n<\/p>\n<p>Learn more at<a href=\"https:\/\/inworld.ai\/tts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <\/a><a href=\"http:\/\/inworld.ai\/tts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">inworld.ai\/tts<\/a>. Happy to answer any questions in the comments.<\/p>\n<\/p>\n<p>\u2013 Kylan<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, Andreas from the Inworld team! I’ve been pumped about this launch for weeks and I’m so excited that we finally get share TTS-2 with you all. If you want to hear what it can do, jump into the playground at inworld.ai\/tts and try voice design or steering for yourself or play with our realtime demo at <a href=\"http:\/\/realtime.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">realtime.ai<\/a>. Would love to hear your reactions!<\/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>#1 TTS just got better!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m most excited about the improvements made in cross-lingual. It’s so seamless to have an engaging conversation and switch between multiple languages like English, Hindi, then French and it’s the same voice. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>training on conversation instead of narration is the right call. every voice agent ive tried sounds like an audiobook reading my support ticket back. <\/p>\n<\/p>\n<p>congrats team !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Realtime TTS 2 is our best model yet. <\/p>\n<\/p>\n<p>It’s designed to be a frontend of a voice interfaced application of any kind and scale.<\/p>\n<p>Besides naturalness and multilingual quality improvements, in this iteration, this model can’t<em> be<\/em> actually called a “yet another” TTS. Because similarly to speech-to-speech models, Realtime TTS 2.0 was trained to<em> <\/em>be<em> explicitly steered<\/em> to provide the most appropriate response, given the conversation context and agent’s goal.<\/p>\n<\/p>\n<p>Check it out! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The voice control seems to be crazy good, you can just describe the tone and it gets really close without all the tweaking. Feels more usable than most TTS tools I\u2019ve tested. I am gonna test 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\">Pushing the frontier! Congrats to the team and thank you to all of the partners and customers whose feedback has helped shape TTS-2. Onwards and upwards!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So I tried it, Speech to Speech. It confuses itself and hallucinates very quickly with just basic questions and conversation, I asked both bots how are you, what are you doing today, and what are you doing for dinner. Both gave me completely different spectrum of answers. They gave alot of filler responses like hey, hmm, huh, which I can understand why those are there. But Jason started telling me how to increase the gain of my television set, and Sarah thought I was going to a party. Also the vocal fidelity is alot to desire, in speech to speech. Just my honest feedback so far. Keep at it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@frank_cefalu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frank_cefalu<\/a> thanks for sharing this feedback and for creating a new Product Hunt account to post it. Just to be clear, it’s a voice synthesis technology, not sure how LLM model halucinations apply here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 #1 TTS on Artificial Analysis just got a major capability upgrade. Most voice AI hears what you say. Realtime TTS-2 hears how you say it.<\/p>\n<p>Had a great conversation with Myles. Highly recommend trying it yourself at <a href=\"http:\/\/realtime.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">realtime.ai<\/a>. It’s truly impressive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It sounds too much like audio book narration. I guess it was trained on that input? Same thing that plagues every single elevenlabs voice. The only voice that sounds human out there is the alloy voice from open ai. and thats an old ai voice. its so strange. this field should be wide open. competative. whats going on ? what an I missing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Did you try Myles on realtime.ai? Curious what feels off there for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TQHE4CU4Y3RL4X\" class=\"app-title\">DevAlly<\/a><\/p>\n<div class=\"one-liner\">AI powered accessibility compliance for teams who ship fast <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">134<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DevAlly \u5229\u7528AI\u5c06\u65e0\u969c\u788d\u5408\u89c4\u6d41\u7a0b\u4ece\u201c\u51fa\u62a5\u544a\u201d\u5347\u7ea7\u4e3a\u201c\u53ef\u6267\u884c\u7684\u5de5\u4f5c\u6d41\u201d\uff0c\u5e2e\u52a9\u4ea7\u54c1\u56e2\u961f\u5728\u6b27\u76dfEAA\u3001\u7f8e\u56fdADA\u548cSection 508\u6807\u51c6\u4e0b\uff0c\u81ea\u52a8\u751f\u6210\u4f18\u5148\u7ea7\u6392\u5e8f\u7684\u4fee\u590d\u4efb\u52a1\u6e05\u5355\u3001\u4ee3\u7801\u7ea7\u4fee\u590d\u5efa\u8bae\u53ca\u5b9e\u65f6\u5408\u89c4\u4eea\u8868\u677f\uff0c\u89e3\u51b3\u5de5\u7a0b\u3001\u6cd5\u5f8b\u4e0e\u4ea7\u54c1\u56e2\u961f\u4e4b\u95f4\u5173\u4e8e\u65e0\u969c\u788d\u5408\u89c4\u7684\u534f\u540c\u96be\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b55c129-0caa-494c-acde-ffde30ef18c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79c27951-4452-4b19-bda1-f7d1efc93e75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b51f6869-049d-458c-a320-cf4a067cb75a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e346c542-1f9b-465e-ba7f-9a62a0100f98.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b831916-f6d6-4ad7-8020-0fc7ccf7d7de.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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u969c\u788d\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u7ea7\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">VPAT\u751f\u6210<\/span><br \/>\n <span class=\"tag\">ADA\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">EAA\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">Section 508<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u4eea\u8868\u677f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u4ece\u62a5\u544a\u5230\u5de5\u4f5c\u6d41\u7684\u521b\u65b0\uff0c\u79f0\u8d5e\u754c\u9762\u7f8e\u89c2\u3002\u6838\u5fc3\u95ee\u9898\u6765\u81ea\u4e00\u4f4d\u7528\u6237\uff1a\u5982\u4f55\u626b\u63cf\u9700\u767b\u5f55\u7684\u5e94\u7528\u3001\u80fd\u5426\u7528\u4e8e\u4e34\u65f6\u6d4b\u8bd5\u73af\u5883\uff08\u5982Firebase\u6d4b\u8bd5\u7f51\u7ad9\uff09\u3002\u5b98\u65b9\u56de\u590d\u652f\u6301\u901a\u8fc7\u5de5\u4f5c\u6d41\u6784\u5efa\u5668\u5b58\u50a8\u51ed\u636e\uff0c\u5e76\u5efa\u8bae\u9884\u7ea6\u6f14\u793a\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 DevAlly\u7684\u5fae\u5999\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u5e76\u6ca1\u6709\u53d1\u660e\u4e00\u4e2a\u65b0\u5e02\u573a\u2014\u2014\u65e0\u969c\u788d\u5408\u89c4\u5de5\u5177\u65e9\u5df2\u62e5\u6324\uff0cAx\u3001Wave\u3001Lighthouse\u7b49\u524d\u8f88\u5404\u5360\u5c71\u5934\u3002\u5b83\u771f\u6b63\u505a\u5230\u7684\uff0c\u662f\u628a\u5408\u89c4\u4ece\u201c\u6cd5\u5f8b\u90e8\u95e8\u7684\u5ba1\u8ba1\u75db\u70b9\u201d\u91cd\u65b0\u5b9a\u4e49\u4e3a\u201c\u5de5\u7a0b\u56e2\u961f\u7684\u4ea4\u4ed8\u8282\u70b9\u201d\u3002\u5927\u591a\u6570\u5de5\u5177\u505c\u7559\u5728\u201c\u544a\u8bc9\u4f60\u54ea\u91cc\u4e0d\u884c\u201d\uff0c\u800cDevAlly\u5c1d\u8bd5\u7ed9\u51fa\u201c\u8fd9\u4e00\u884c\u4ee3\u7801\u600e\u4e48\u6539\u201d\u3002\u8fd9\u79cd\u4ece\u68c0\u6d4b\u5230\u4fee\u590d\u7684\u95ed\u73af\uff0c\u5207\u4e2d\u4e86\u201c\u5408\u89c4\u843d\u5730\u96be\u201d\u7684\u6839\u672c\u77db\u76fe\uff1a\u4e0d\u662f\u53d1\u73b0\u4e0d\u4e86\u95ee\u9898\uff0c\u800c\u662f\u4fee\u590d\u6210\u672c\u4e0e\u4f18\u5148\u7ea7\u4e0d\u6e05\u3002\u4ea7\u54c1\u6f14\u793a\u4e2d\u5f3a\u8c03VPAT\u5b9e\u65f6\u751f\u6210\u548c\u91c7\u8d2d\u56e2\u961f\u5bf9\u63a5\uff0c\u4e5f\u63ed\u793a\u4e86\u4e00\u4e2a\u806a\u660e\u7b56\u7565\u2014\u2014\u5c06\u5408\u89c4\u4ece\u5185\u90e8\u6210\u672c\u8f6c\u5316\u4e3a\u9500\u552e\u7b79\u7801\u3002\u4e0d\u8fc7\uff0cAI\u751f\u6210\u7684\u4ee3\u7801\u7ea7\u4fee\u590d\u5728\u590d\u6742\u4ea4\u4e92\u903b\u8f91\uff08\u5982\u52a8\u6001\u8868\u5355\u3001\u5355\u9875\u5e94\u7528\u8def\u7531\u5207\u6362\uff09\u4e2d\u7684\u51c6\u786e\u7387\uff0c\u4ee5\u53ca\u5927\u578b\u56e2\u961f\u5bf9\u5de5\u4f5c\u6d41\u6743\u9650\u7ba1\u7406\u7684\u8981\u6c42\uff0c\u8bc4\u8bba\u4e2d\u5e76\u672a\u6df1\u5165\u89e6\u53ca\u3002\u603b\u4f53\u770b\uff0cDevAlly\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u5bf9\u201c\u5408\u89c4\u6d41\u7a0b\u4e2d\u65e0\u4eba\u8d1f\u8d23\u7684\u90a3\u6bb5\u7070\u8272\u5730\u5e26\u201d\u8fdb\u884c\u4e86\u4ea7\u54c1\u5316\u586b\u7a7a\uff0c\u8fd9\u4e00\u586b\u7a7a\u5728\u6b27\u76dfEAA\u5f3a\u5236\u6267\u884c\u7a97\u53e3\u671f\u7684\u5f53\u4e0b\uff0c\u65f6\u673a\u7cbe\u51c6\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\">DevAlly<\/span>\n <\/div>\n<div class=\"comment-content\">Whether you\u2019re starting or scaling your accessibility compliance program, DevAlly helps product teams automate and streamline compliance under EAA, ADA and Section 508.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey folks \ud83d\udc4b I’m Cormac, co-founder of DevAlly.<\/p>\n<p>We built DevAlly because accessibility compliance kept falling into the same gap between what legal needed, what engineering could prioritize, and what product teams were actually shipping.<\/p>\n<p>Most testing tools give you a report, whereas DevAlly gives you a workflow. <br \/>Simply scan your product, and you’ll get a backlog of issues prioritized by severity, with code-level fixes. When you’ve addressed your issues you can generate VPATs and compliance dashboards in realtime, giving customer procurement teams exactly what they’re asking for.<\/p>\n<p>We’re a small team out of Ireland and this is our first Product Hunt launch. We would love your honest feedback, especially if you’re in QA, engineering, or product development. <\/p>\n<p>Ask us anything \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cormacchisholm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cormacchisholm<\/a> Great work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cormacchisholm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cormacchisholm<\/a> Very excited to be part of this team and looking forward to seeing how it is used! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super psyched be launching DevAlly to the world today! Creating a more accessible world for everyone, one web app or website at a time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So excited to be launching DevAlly today! AI is making it easier to build software than ever. We’re here to make sure what you build works for everyone.<\/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>Delighted that what we’ve built is finally out in the open. If you’ve ever found yourself landed with an accessibility audit and overwhelmed at where to begin, this is what you’ve been missing \u2b50\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome product guys! <\/p>\n<p>Some very clear messaging on the landing page with striking visuals so your web designer is excellent. <\/p>\n<\/p>\n<p>I used it to scan my websites homepage and I actually got a near perfect result! Yay. <\/p>\n<p>I didn’t get to try using it on my application thought and I’m wondering how does it handle getting passed the authentification step? <\/p>\n<p>And would there be a way to run this against, for example, a temporary test environment website. For example the test-website features for firebase.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tryexcept\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tryexcept<\/a> Thanks Jay!<\/p>\n<p>Our designer <a href=\"https:\/\/www.producthunt.com\/@andressalombardo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"andressalombardo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andressalombardo<\/a> is world class and is helping demonstrate that designing accessible products doesn’t mean it can’t still be beautiful. <\/p>\n<p>You can easily test authenticated apps with our workflow builder, where you can store usernames and passwords or authentication keys. We’d be delighted to give you a demo -> <a href=\"https:\/\/devally.com\/demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/devally.com\/demo<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>accessibility always ends up in that weird limbo where legal flags it, eng deprioritises it, and product just ships. going from a report to an actual prioritized backlog with code level fixes is the part that turns it into work people will actually do. <\/p>\n<\/p>\n<p>congrats on the launch guys !!! really cool stuff.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Delighted to be launching DevAlly today! Very proud to have our work out in the open and excited for what’s to come!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Massively proud of the team behind this launch. Getting to build alongside people this sharp, on a mission to genuinely improves the web for everyone, is a rare combination. Excited to finally share what we’ve been working on!<\/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<\/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\/OLQD63EADJSM7B\" class=\"app-title\">damnlines.com<\/a><\/p>\n<div class=\"one-liner\">No one likes waiting in a damn line. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>damnlines.com\u901a\u8fc7\u5b9e\u65f6\u6444\u50cf\u5934\u76d1\u63a7\u7ebd\u7ea6\u9910\u5385\u548c\u573a\u6240\u7684\u6392\u961f\u4eba\u6570\uff0c\u4e3a\u6d88\u8d39\u8005\u63d0\u4f9b\u6392\u961f\u7b49\u5f85\u65f6\u95f4\u4fe1\u53f7\uff0c\u89e3\u51b3\u201c\u4e0d\u77e5\u9053\u4f55\u65f6\u53bb\u624d\u4e0d\u4f1a\u767d\u6392\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ee85ab9-c0b7-4ae7-9267-16421af0abd7.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\/a9affdec-03dc-45a0-8fe4-ace1a866bea2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25a05ce8-8f12-4420-b0c1-2f2d7b916834.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Sensors<\/span><br \/>\n <span class=\"tag\">Video cameras<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6392\u961f\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u961f\u5217<\/span><br \/>\n <span class=\"tag\">\u7b49\u5f85\u65f6\u95f4<\/span><br \/>\n <span class=\"tag\">\u7ebd\u7ea6\u5e02<\/span><br \/>\n <span class=\"tag\">\u9910\u5385<\/span><br \/>\n <span class=\"tag\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/span><br \/>\n <span class=\"tag\">\u6444\u50cf\u5934\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u57ce\u5e02\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u9910\u996e\u4f53\u9a8c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u591a\u6570\u7528\u6237\u8ba4\u53ef\u5176\u72ec\u7279\u6027\u548c\u5b9e\u7528\u6027\uff0c\u5c24\u5176\u5bf9\u7ebd\u7ea6\u201c\u6392\u961f\u6587\u5316\u201d\u6709\u5171\u9e23\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u5e0c\u671b\u8986\u76d6\u66f4\u591a\u5730\u533a\uff08\u4e0d\u4ec5\u9650\u7ebd\u7ea6\uff09\u3001\u589e\u52a0\u66f4\u591a\u5730\u70b9\uff08\u5982Ceres Pizza\u7b49\uff09\uff0c\u4ee5\u53ca\u671f\u5f85\u5168\u7403\u63a8\u5e7f\u3002\u5c11\u6570\u7528\u6237\u5efa\u8bae\u589e\u52a0\u66f4\u591a\u6444\u50cf\u5934\u548c\u5730\u70b9\u76d1\u63a7\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 damnlines.com\u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u5782\u76f4\u573a\u666f+\u786c\u6838\u6280\u672f\u201d\u4ea7\u7269\u2014\u2014\u7528\u8ba1\u7b97\u673a\u89c6\u89c9\u76ef\u7740\u7ebd\u7ea6\u6700\u706b\u7684\u51e0\u5bb6\u5e97\u95e8\u53e3\u7684\u6392\u961f\u60c5\u51b5\u3002\u5b83\u89e3\u51b3\u7684\u75db\u70b9\u662f\u771f\u5b9e\u4e14\u9ad8\u9891\u7684\uff1a\u5728\u7ebd\u7ea6\uff0c\u6392\u961f\u7684\u8fb9\u9645\u6210\u672c\u6781\u9ad8\uff0c\u65f6\u95f4\u4e0d\u6bd4\u91d1\u94b1\u5ec9\u4ef7\u3002\u4ea7\u54c1\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u793e\u4ea4\u76f2\u76d2\u201d\u53d8\u6210\u201c\u6570\u636e\u900f\u660e\u201d\uff0c\u8ba9\u7528\u6237\u4ece\u201c\u5230\u4e86\u624d\u77e5\u9053\u8981\u4e0d\u8981\u6392\u201d\u53d8\u4e3a\u201c\u51fa\u95e8\u524d\u5c31\u77e5\u9053\u503c\u4e0d\u503c\u5f97\u53bb\u201d\u3002\u76ee\u524d\u752810\u4e2a\u6444\u50cf\u5934\u76d1\u63a7\u6709\u9650\u5730\u70b9\uff0c\u770b\u8d77\u6765\u662fMVP\uff08\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\uff09\uff0c\u4f46\u6838\u5fc3\u58c1\u5792\u4e0d\u5728\u786c\u4ef6\uff0c\u800c\u5728\u6570\u636e\u79ef\u7d2f\u548c\u7528\u6237\u4fe1\u4efb\u7684\u5efa\u7acb\uff1a\u4e00\u65e6\u7528\u6237\u4e60\u60ef\u51fa\u95e8\u524d\u770b\u4e00\u773c\u6392\u961f\u6570\u636e\uff0c\u5207\u6362\u6210\u672c\u4f1a\u5f88\u9ad8\uff0c\u4e14\u672a\u6765\u53ef\u62d3\u5c55\u81f3\u9884\u7ea6\u63d0\u9192\u3001\u5386\u53f2\u5cf0\u503c\u9884\u6d4b\u751a\u81f3\u9ec4\u725b\u9884\u8b66\u3002\u4f46\u95ee\u9898\u540c\u6837\u660e\u663e\u2014\u2014\u8986\u76d6\u8303\u56f4\u6781\u7a84\uff0c\u6280\u672f\u53ef\u590d\u5236\u6027\u9ad8\uff0c\u4e14\u672c\u5730\u5316\u592a\u5f3a\uff08\u53ea\u670d\u52a1\u7ebd\u7ea6\uff09\u3002\u82e5\u4e0d\u80fd\u8fc5\u901f\u6269\u5c55\u5230\u5176\u4ed6\u57ce\u5e02\u6216\u54c1\u7c7b\uff08\u5982\u535a\u7269\u9986\u3001\u94f6\u884c\u3001\u6e38\u4e50\u573a\uff09\uff0c\u5c06\u96be\u4ee5\u6446\u8131\u201c\u6781\u5ba2\u5c0f\u5de5\u5177\u201d\u7684\u5bbf\u547d\u3002\u6b64\u5916\uff0c\u9690\u79c1\u548c\u5546\u4e1a\u5408\u4f5c\u98ce\u9669\u4e5f\u4e0d\u53ef\u5ffd\u89c6\uff1a\u5546\u94fa\u662f\u5426\u540c\u610f\u88ab\u76d1\u63a7\uff1f\u6444\u50cf\u5934\u6570\u636e\u5982\u4f55\u8131\u654f\uff1f\u4e00\u65e6\u6267\u6cd5\u6216\u76d1\u7ba1\u4ecb\u5165\uff0c\u4ea7\u54c1\u53ef\u80fd\u9762\u4e34\u5408\u89c4\u6311\u6218\u3002\u603b\u4f53\u6765\u770b\uff0c\u8fd9\u662f\u4e00\u4e2a\u201c\u5c0f\u800c\u7f8e\u4f46\u96be\u505a\u5927\u7684\u5b9e\u9a8c\u6027\u4ea7\u54c1\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">damnlines.com<\/span>\n <\/div>\n<div class=\"comment-content\">No one likes waiting in a damn line. Track live line activity for NYC restaurants and venues with real-time queue snapshots and wait-time signals. See wait times at L’Industrie, Salt Hank’s, and more.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We have 10 cameras currently and hope to monitor every damn line across NYC. Computer vision counts the number of people in each frame, multiple times per minute. Now we know the best time to visit NYC’s top spots without waiting a minute.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m a fan. NYC’s line culture is next level.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ten cameras pointed at the most cursed lines in nyc is exactly the kind of weirdly specific project that makes the internet fun. <\/p>\n<\/p>\n<p>yolo crunching frame counts to tell me when to roll up to lindustrie is genuinely useful too tbhh..<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Only in NYC?? Wish it covered more locations.. Amazing concept though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 absolutely love when I know about a product before I see it on PH! Keep up the great work, great product and pumped to see how it scales. <\/p>\n<\/p>\n<p>I also live right outside of Ceres Pizza and it could use a camera! Its between Prince Street Pizza and and the new L’Industrie location on Grand and gets packed for tickets in the morning<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 gold! It would be a brilliant idea to make it worldwide. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Very very useful! I have always had fascination of wanting to know the queue status at a place before going there. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BQ5N3YLTA52PFP\" class=\"app-title\">Magic<\/a><\/p>\n<div class=\"one-liner\">Blend your content into real-world locations<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Magic \u662f\u4e00\u6b3e\u5c06\u4ea7\u54c1\u56fe\u7247\u81ea\u52a8\u5d4c\u5165\u771f\u5b9e\u4e16\u754c\u89c6\u9891\u5b9e\u666f\uff08\u5982\u5df4\u9ece\u3001\u65f6\u4ee3\u5e7f\u573a\u3001\u4e1c\u4eac\uff09\u7684 AI \u5de5\u5177\uff0c\u5e2e\u52a9\u7535\u5546\u54c1\u724c\u4ee5\u6781\u4f4e\u6210\u672c\u5feb\u901f\u751f\u6210\u9ad8\u8d28\u91cf\u3001\u98ce\u683c\u7edf\u4e00\u7684\u8425\u9500\u89c6\u9891\uff0c\u7701\u53bb\u4f20\u7edf\u62cd\u6444\u7684\u8017\u65f6\u4e0e\u4e0d\u786e\u5b9a\u6027\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f81b7763-5864-43aa-abee-1c9370da1796.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\/74c981ff-a7d2-4368-99c1-cec756d64492.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\/d8f2ab07-8961-4dd2-b47c-db2b6b038884.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\/09419c18-4e04-49c3-b059-7aaecf3c67cc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/plHTZNi-XrE\"><source src=\"https:\/\/youtu.be\/plHTZNi-XrE\" 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\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5b9e\u666f\u690d\u5165<\/span><br \/>\n <span class=\"tag\">\u6a21\u677f\u5316\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5185\u5bb9\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">VFX<\/span><br \/>\n <span class=\"tag\">A\/B\u6d4b\u8bd5\u7d20\u6750<\/span><br \/>\n <span class=\"tag\">\u4f4e\u6210\u672c\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">\u771f\u5b9e\u573a\u666f\u5408\u6210<\/span><br \/>\n <span class=\"tag\">AI\u4e00\u81f4\u6027\u8f93\u51fa<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u4e00\u81f4\u6027\u201d\u75db\u70b9\u7684\u5b9a\u4f4d\uff0c\u5e76\u8d5e\u8d4f\u5bf9\u4f20\u7edf\u62cd\u6444\u7684\u6210\u672c\u98a0\u8986\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a10%\u5931\u8d25\u6848\u4f8b\u8868\u73b0\u5982\u4f55\uff1f\u9690\u79c1\u4e0e\u7248\u6743\u5f52\u5c5e\u4e0d\u660e\u786e\uff0c\u4e0a\u4f20\u7d20\u6750\u548c\u6570\u636e\u5b58\u50a8\u653f\u7b56\u9700\u6e05\u6670\uff1b\u754c\u9762\u6d4f\u89c8\u4f53\u9a8c\u6742\u4e71\uff0c\u6a21\u677f\u5206\u7c7b\u548c\u5f15\u5bfc\u6709\u5f85\u4f18\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 Magic \u5207\u4e2d\u7684\u662f\u7535\u5546\u54c1\u724c\u5728\u201c\u5185\u5bb9\u6548\u7387\u201d\u4e0e\u201c\u5ba1\u7f8e\u7a33\u5b9a\u201d\u4e4b\u95f4\u7684\u5939\u7f1d\u2014\u2014\u4f20\u7edf\u62cd\u6444\u8d35\u4e14\u6162\uff0c\u7eaf AI \u751f\u6210\u53c8\u5f80\u5f80\u4e0d\u53ef\u63a7\u3002\u5176\u5356\u70b9\u201c90%\u4e00\u6b21\u6027\u901a\u8fc7\u7387\u201d\u548c\u201c1\u7f8e\u5143\u66ff\u4ee35000\u7f8e\u5143\u201d\u786e\u5b9e\u4e0d\u662f\u7a7a\u8bdd\uff0c\u56e0\u4e3a\u5b83\u5e76\u6ca1\u6709\u5728 AI \u6587\u672c\u751f\u6210\u89c6\u9891\u7684\u8001\u8def\u4e0a\u6b7b\u78d5\uff0c\u800c\u662f\u9009\u62e9\u4e86\u4e00\u6761\u66f4\u52a1\u5b9e\u7684\u8def\u5f84\uff1a\u57fa\u4e8e\u771f\u5b9e\u5b9e\u666f\u7d20\u6750\u505a\u4e0a\u5c42\u5408\u6210\u3002\u8fd9\u610f\u5473\u7740\u5b83\u907f\u5f00\u4e86\u201c\u516d\u6839\u624b\u6307\u201d\u548c\u201c\u5e27\u95f4\u8df3\u53d8\u201d\u7684 AI \u901a\u75c5\uff0c\u4e5f\u5929\u7136\u89c4\u907f\u4e86\u4f7f\u7528\u751f\u6210\u5f0f AI \u53ef\u80fd\u89e6\u53d1\u7684\u7248\u6743\u4e89\u8bae\uff08\u5b9e\u666f\u672c\u8eab\u5c31\u6765\u81ea\u5408\u6cd5\u62cd\u6444\uff09\u3002\u4ea7\u54c1\u5f62\u6001\u5f88\u806a\u660e\uff1a\u628a\u521b\u610f\u6267\u884c\u538b\u7f29\u6210\u201c\u9009\u6a21\u677f+\u62d6\u4ea7\u54c1\u201d+\u201c\u4e00\u952e\u751f\u6210\u201d\uff0c\u7cbe\u51c6\u6253\u51fb\u7535\u5546\u56e2\u961f\u201c\u51fa\u7269\u6599-\u4e0a\u6d4b\u8bd5\u201d\u7684\u65e5\u5e38\u8fed\u4ee3\u6d41\u6c34\u7ebf\u3002\u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\uff1a\u8bc4\u8bba\u4e2d\u5df2\u7ecf\u6709\u7528\u6237\u63d0\u5230\u9690\u79c1\u6761\u6b3e\u7f3a\u5931\u3001\u4e0a\u4f20\u7d20\u6750\u4ea7\u6743\u5f52\u5c5e\u6a21\u7cca\uff0c\u8fd9\u5728\u54c1\u724c\u5ba2\u6237\u770b\u6765\u662f\u81f4\u547d\u9690\u60a3\u3002\u53e6\u5916\uff0c\u201c350+ \u6a21\u677f\u201d\u770b\u8d77\u6765\u4e30\u5bcc\uff0c\u4f46\u771f\u6b63\u80fd\u5e2e\u52a9\u54c1\u724c\u5efa\u7acb\u5dee\u5f02\u5316\u53d9\u4e8b\u7684\u6a21\u677f\u4f9d\u7136\u5be5\u5be5\u2014\u2014\u4f60\u53ef\u4ee5\u5728\u65f6\u4ee3\u5e7f\u573a\u653e\u4e2a\u6d17\u53d1\u6c34\u74f6\uff0c\u4f46\u5982\u4f55\u8ba9\u8857\u5934\u6210\u4e3a\u201c\u6545\u4e8b\u7684\u80cc\u666f\u201d\u800c\u4e0d\u662f\u201c\u4e00\u4e2a\u8857\u5934\u80cc\u666f\u201d\uff0cMagic \u76ee\u524d\u53ea\u505c\u7559\u5728\u5bf9\u7b2c\u4e09\u65b9\u521b\u4f5c\u8005\u7684\u4f9d\u8d56\u4e0a\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u89c6\u89c9\u8d34\u7247\u5de5\u5382\u201d\uff0c\u800c\u4e0d\u662f\u5185\u5bb9\u6218\u7565\u7684\u8d4b\u80fd\u8005\u3002\u5bf9\u4e2d\u5c0f\u5356\u5bb6\u6765\u8bf4\uff0c\u8fd9\u53ef\u80fd\u662f\u76ee\u524d\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684\u83b7\u5ba2\u89c6\u9891\u65b9\u6848\uff1b\u5bf9\u6709\u54c1\u724c\u8c03\u6027\u8ffd\u6c42\u7684\u5927\u5ba2\u6237\u800c\u8a00\uff0c\u5b83\u73b0\u5728\u8fd8\u53ea\u662f\u4e00\u4e2a\u5907\u9009\u9879\uff0c\u800c\u975e\u66ff\u4ee3\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\">Magic<\/span>\n <\/div>\n<div class=\"comment-content\">Upload your content, choose from 350+ templates, and watch the magic happen \u2014 your product placed inside real filmed footage from Paris, Times Square, Tokyo and beyond. The most consistent results on the market: sharp logos, accurate colors, predictable quality every time. Trusted by L’Or\u00e9al, Anua, Renova, Verge, and brands across 50+ countries. Starting from $1 per video.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I had a chance to be on a billboard and appreciate that! \ud83d\ude00 Have a nice launch! \ud83d\ude42 <\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> you mean this one?<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b5b0fad-6b91-4b78-b9f9-b8b215a3963d.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I’m Artur, co-founder of Magic. We built this after watching e-commerce brands waste weeks and thousands of dollars on product content that still looked average. The problem wasn’t budget – it was consistency. AI tools gave 30\u201340% usable outputs. Studios were slow and expensive. We’ve built a system that reliably turns any product image into professional content – videos, packshots, UGC – with 90% first-try success. Today, we serve brands and marketplaces across 50+ countries.<br \/>\nHappy to answer anything – brutal questions welcome.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The 350+ template approach for product-in-real-locations is genuinely useful for fast iteration on creative \u2014 most teams I’ve seen still pay agencies for one-off shoots they don’t even A\/B test. One adjacent angle I keep thinking about: layering narrative\/context onto the location rather than just placing product. I built StoryRoute for travel storytelling and the gap I keep bumping into is that “city as background” is solved; “city as a meaningful place” isn’t. Are you planning template variants where the location itself becomes the message, not just the backdrop?<\/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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Good point, Samir. I think it’s important to have the space for storytelling.<\/p>\n<\/p>\n<p>We’re developing what we call the spatial intelligence inside Magic, where you can literally overlay high-quality computer graphics and generative AI on top of the real video without the need to render or regenerate the entire video.<\/p>\n<\/p>\n<p>Talking about storytelling, so far this part is covered by the creative community we work closely with. However, we are planning to open the possibility to upload and create your own templates as well as create the storylines.<\/p>\n<\/p>\n<p>I will check your product; maybe we can collaborate in some 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>Hey! \ud83d\udc4b I’m Ivan, co-founder of <a href=\"https:\/\/app.omagic.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Magic<\/a>.<\/p>\n<p>My team has been deep in AR\/XR and 3D graphics for 10+ years. We know this space inside out.<\/p>\n<p>About a year ago we started Magic – honestly, because our users kept asking for the same thing: <\/p>\n<p>“Beautiful videos without the AI weirdness”<\/p>\n<p>No prompts, no guessing, no “why does this person have six fingers.” <strong>Just open a template, get a great video.<\/strong><\/p>\n<p>We come from computer graphics, so quality was never negotiable for us. Our approach is pretty different from most AI video tools – we work with <strong>real footage and add digital content on top<\/strong>. That’s why the output is predictable. Brands need that.<\/p>\n<\/p>\n<p>The moment I knew we were onto something: an agency told us they’d just spent $5,000 on a video. They made the same thing in Magic for $1. That kind of story kept coming.<\/p>\n<\/p>\n<p>Hundreds of thousands of people have tried it now. Guess the name fits…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The problem wasn’t budget, it was consistency’ that’s the line. That reframe alone is better positioning than most AI creative tools manage in an entire landing page. Brutal question as requested: what does failure look like in the 10% that doesn’t work first try? That’s where I’d want to stress-test this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive work! It\u2019s refreshing to see an AI video tool built specifically for e\u2011commerce rather than general animation. The VFX and packshot templates make my product look like it\u2019s in a real commercial, and the pricing feels fair for small businesses. Would love to see more templates for apparel or packaging in future updates. The concept of drag\u2011and\u2011drop product videos is exciting, but the site felt cluttered and I had trouble scrolling through categories. I also couldn\u2019t locate any clear privacy or data\u2011use statements. Before I\u2019d feel comfortable uploading my product shots, can you clarify how images are stored and who owns the generated content? Better onboarding materials would go a long way. Keep it up \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=\"comment-item\">\n<div class=\"comment-content\">\n<p>real footage with ai layered on top sidesteps the uncanny ai look and the copyright headaches in one move. <\/p>\n<\/p>\n<p>smart angle honestly !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> Thank you! We simply based this on the feedback of the users who had been feeling that the shift is happening, but they were not satisfied with the AI slop.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SJ3TB6LQZ55VKQ\" class=\"app-title\">Magic Studio by Once UI<\/a><\/p>\n<div class=\"one-liner\">Turn Once UI into a $10k agency<\/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>Magic Studio\u662f\u4e00\u4e2a\u57fa\u4e8eOnce UI\u7684\u767d\u6807\u524d\u7aef\u7cfb\u7edf\uff0c\u4e3a\u81ea\u7531\u804c\u4e1a\u8005\u548c\u673a\u6784\u63d0\u4f9b\u5373\u7528\u578b\u843d\u5730\u9875\u3001\u4eea\u8868\u76d8\u3001\u6587\u6863\u53ca\u5de5\u4f5c\u5ba4\u7ad9\u70b9\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u542f\u52a8\u5e76\u9500\u552e\u9ad8\u7aef\u524d\u7aef\u9879\u76ee\uff0c\u4ece\u201c\u505a\u9879\u76ee\u201d\u5347\u7ea7\u4e3a\u201c\u8fd0\u8425\u5de5\u4f5c\u5ba4\u201d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38874910-e673-46d6-968a-e2203f6b6bfd.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\/1895816c-a261-434c-a7c3-b746899cfbb0.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\/2eb6e571-9423-4293-bb69-2fe4f1c87673.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\/050c765d-ab28-4a4e-9086-1029a6dc4817.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\/7ac5d4d7-9a98-4326-b134-8730583de344.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Freelance<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u767d\u6807\u524d\u7aef\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u81ea\u7531\u804c\u4e1a\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5de5\u4f5c\u5ba4<\/span><br \/>\n <span class=\"tag\">Next.js<\/span><br \/>\n <span class=\"tag\">UI\u7ec4\u4ef6\u5e93<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u4ea4\u4ed8<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5316\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u9ad8\u5ba2\u5355\u4ef7\u9879\u76ee<\/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\u5546\u4e1a\u4ef7\u503c\uff0c\u8ba4\u4e3a\u201c\u7cfb\u7edf+AI\u201d\u6a21\u5f0f\u7cbe\u51c6\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\u9501\u5b9a\u6027\u4e0e\u53ef\u79fb\u690d\u6027\uff1a\u4e00\u65e6\u57fa\u4e8eMagic Studio\u6784\u5efa\u9879\u76ee\uff0c\u5982\u4f55\u8131\u79bb\u5176\u6846\u67b6\uff1f\u5b98\u65b9\u56de\u590d\u8868\u793a\uff0c\u4f9d\u8d56Once UI\u548cNext.js\u786e\u5b9e\u9650\u5236\u8fc1\u79fb\uff0c\u4f46\u6570\u767e\u9884\u7f6e\u7ec4\u4ef6\u548c\u5feb\u901f\u4ea4\u4ed8\u80fd\u529b\u7684\u4f18\u52bf\u8fdc\u5927\u4e8e\u9650\u5236\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 Magic Studio\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5b83\u6ca1\u6709\u8bd5\u56fe\u53d1\u660e\u65b0\u8f6e\u5b50\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u4e2d\u4e86\u524d\u7aef\u670d\u52a1\u5546\u7684\u4e00\u4e2a\u9690\u5f62\u75db\u70b9\u2014\u2014\u4f60\u6709\u6280\u672f\uff0c\u4f46\u4f60\u6ca1\u201c\u4ea7\u54c1\u201d\u3002\u4ece\u524d\u7aef\u5f00\u53d1\u8005\u5230\u524d\u7aef\u5de5\u4f5c\u5ba4\uff0c\u7f3a\u7684\u4e0d\u662f\u4ee3\u7801\u80fd\u529b\uff0c\u800c\u662f\u4e00\u4e2a\u53ef\u91cd\u590d\u9500\u552e\u3001\u53ef\u5feb\u901f\u590d\u5236\u7684\u201c\u670d\u52a1\u4ea7\u54c1\u5316\u201d\u6846\u67b6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c\u5b83\u628a\u201c\u5356\u9879\u76ee\u201d\u8fd9\u4ef6\u4e8b\u672c\u8eab\u505a\u6210\u4e86\u4e00\u5957\u6a21\u677f\uff1a\u5de5\u4f5c\u5ba4\u5b98\u7f51\u3001\u63d0\u6848\u7d20\u6750\u3001\u4ea4\u4ed8\u811a\u624b\u67b6\u4e00\u5e94\u4ff1\u5168\uff0c\u964d\u4f4e\u4e86\u4ece\u63a5\u5355\u5230\u6ea2\u4ef7\u7684\u5fc3\u7406\u95e8\u69db\u548c\u64cd\u4f5c\u6210\u672c\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u9501\u5b9a\u6027\u7684\u8d28\u7591\u5f88\u5173\u952e\u2014\u2014\u9009\u62e9Magic Studio\u672c\u8d28\u662f\u9009\u62e9\u4e86\u4e00\u6574\u5957\u6280\u672f\u6808\u62bc\u6ce8\uff08Next.js + Once UI\uff09\uff0c\u8fd9\u5bf9\u4e8e\u8ffd\u6c42\u7075\u6d3b\u6027\u7684\u8d44\u6df1\u56e2\u961f\u53ef\u80fd\u662f\u684e\u688f\uff0c\u4f46\u5bf9\u4e8e\u521a\u8d77\u6b65\u3001\u9700\u8981\u5feb\u901f\u8dd1\u901a\u5546\u4e1a\u95ed\u73af\u7684\u81ea\u7531\u804c\u4e1a\u8005\uff0c\u8fd9\u79cd\u201c\u6709\u9650\u5ea6\u7684\u9501\u5b9a\u201d\u53cd\u800c\u964d\u4f4e\u4e86\u51b3\u7b56\u590d\u6742\u5ea6\uff0c\u8ba9\u4ed6\u4eec\u80fd\u805a\u7126\u5728\u5ba2\u6237\u83b7\u53d6\u548c\u4ea4\u4ed8\u8d28\u91cf\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n AI\u7684\u89d2\u8272\u5728\u8fd9\u91cc\u662f\u6da6\u6ed1\u5242\u800c\u975e\u5f15\u64ce\uff1a\u7cfb\u7edf\u672c\u8eab\u7684\u4ef7\u503c\u5728\u4e8e\u7ec4\u7ec7\u5316\u548c\u54c1\u724c\u5316\uff0cAI\u53ea\u662f\u8fdb\u4e00\u6b65\u6324\u538b\u4e86\u4ece\u8bbe\u8ba1\u5230\u90e8\u7f72\u7684\u6469\u64e6\uff0c\u8ba9\u201c\u5356\u6a21\u677f\u201d\u770b\u8d77\u6765\u66f4\u50cf\u201c\u5356\u670d\u52a1\u201d\u3002Magic Studio\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u662f\u6280\u672f\uff0c\u800c\u662f\u5b83\u628a\u201c\u524d\u7aef\u5de5\u4f5c\u5ba4\u201d\u8fd9\u4e2a\u6a21\u7cca\u6982\u5ff5\u505a\u6210\u4e86\u53ef\u8d2d\u4e70\u3001\u53ef\u5dee\u8bc4\u7684\u5546\u54c1\u3002\u5982\u679c\u540e\u7eed\u80fd\u8ba9\u7528\u6237\u66f4\u5bb9\u6613\u5728\u4ea4\u4ed8\u540e\u8fc1\u79fb\u6216\u5265\u79bb\uff0c\u6216\u63d0\u4f9b\u66f4\u7ec6\u5206\u7684\u884c\u4e1a\u6a21\u677f\uff0c\u4e0a\u9650\u4f1a\u66f4\u9ad8\u2014\u2014\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u6b21\u6027\u63d0\u5347\u5ba2\u5355\u4ef7\uff0c\u800c\u975e\u5efa\u7acb\u957f\u671f\u58c1\u5792\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\">Magic Studio by Once UI<\/span>\n <\/div>\n<div class=\"comment-content\">Magic Studio is a white-label frontend system built on Once UI. It gives you everything you need to launch and sell high-end frontend projects: landing pages, dashboards, docs, and a studio site \u2014 all consistent and ready to customise. Built for freelancers, agencies, and developers who want to sell premium work without starting from scratch.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey, I\u2019m Lorant \u2014 creator of Once UI.<\/p>\n<p>A lot of developers can build great UIs. But very few can actually sell high-end frontend work.<\/p>\n<p>So we built Magic Studio:<br \/>\n\u2192 a white-label frontend system<br \/>\n\u2192 studio landing page + pre-built templates<br \/>\n\u2192 consistent design system<br \/>\n\u2192 ready to brand as your own<\/p>\n<p>The goal is simple:<br \/>\nHelp you go from \u201cI build stuff\u201d<br \/>\nto \u201cI run a $5k\u2013$20k frontend studio\u201d<\/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\/@lorant_one\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lorant_one<\/a> Love this idea \ud83d\ude80<\/p>\n<p>Turning Once UI into a full white-label system for selling frontend projects is super practical, especially for freelancers and agencies.<\/p>\n<p>You could also consider listing it on AI directories like iSEOAI for more visibility.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “system + AI = revenue stream” framing is sharper than most launches articulate it. The pattern that makes this work isn’t actually the AI \u2014 it’s that someone with strong opinions packaged a defensible system, and the AI just removes friction on top. I see this same dynamic with niche knowledge channels: people who quietly build genuinely useful expertise on YouTube end up converting better than the polished generalist channels (I run a small modeling channel on YouTube: <a href=\"https:\/\/www.youtube.com\/@Mod3Loop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/@Mod3Loop<\/a> and the highest-converting videos are also the ugliest). Curious how Once UI is thinking about lock-in vs. portability \u2014 if I build a $10k engagement on top of Magic Studio, what’s the story when I want to fork the 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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> I appreciate your thoughts, I share the same perspective! AI is great, but AI + systems are the real winners in my opinion.<\/p>\n<p>With the Once UI Pro subscription (that unlocks the Magic Studio template, plus several others for landing page, dashboard, documentation, ecommerce store, etc. as GitHub repos) you can deliver as many client projects as you wish.<\/p>\n<p>These templates are built on top of our open-source design system that handles easy customization and comes with hundreds of pre-built components. Using this framework means that you are locking in to Next.js and Once UI – which clearly has solid benefits, but also limits portability.<\/p>\n<p>However, for many people, the benefits will tremenduously outweight the limitations: you get a professional agency website out of the box, with high-value offers and all resources to help you ship these offers as fast as possible \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Lorant!<\/p>\n<p>Really clean work on this. Love how polished everything feels without being overcomplicated. Definitely looks like something that actually speeds up building instead of adding more layers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jexcellence\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jexcellence<\/a> Thank you Justin, glad you like the concept! \ud83e\udd29<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MFTAI7UTOMPM4J\" class=\"app-title\">Spotit<\/a><\/p>\n<div class=\"one-liner\">Your cursor’s tutor. For every Mac app. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Spotit \u662f\u4e00\u6b3e Mac \u7aef AI \u64cd\u4f5c\u6307\u5f15\u5de5\u5177\uff0c\u901a\u8fc7\u622a\u53d6\u5f53\u524d\u7a97\u53e3\u753b\u9762\uff0c\u7528\u81ea\u7136\u8bed\u8a00\u95ee\u7b54\u7cbe\u51c6\u9ad8\u4eae\u4e0b\u4e00\u6b65\u70b9\u51fb\u4f4d\u7f6e\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\u5b66\u4e60\u590d\u6742\u8f6f\u4ef6\u64cd\u4f5c\uff0c\u5f7b\u5e95\u544a\u522b\u53cd\u590d\u641c\u7d22\u83dc\u5355\u548c\u6559\u7a0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c7a431f7-59b4-4a40-915c-8587bfccb43f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ffe5387-fc23-4d41-89c8-7edd8963574c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16a0a0eb-4648-4430-9729-55c2dca626fb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e17fecd-86cb-42d9-86f9-f3133d8446be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8162b4c-d80e-4df7-b0b6-e4d903c65851.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c61e3061-5e8a-45f5-b215-cf88ced81e99.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\/0ccf23ba-58f9-44a2-b634-176b10ddf13b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/F5IzsqsGXyo\"><source src=\"https:\/\/youtu.be\/F5IzsqsGXyo\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac \u5e94\u7528<\/span><br \/>\n <span class=\"tag\">AI \u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u64cd\u4f5c\u6307\u5f15<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u6559\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Photoshop<\/span><br \/>\n <span class=\"tag\">Figma<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b<\/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\u5fc3\u9690\u79c1\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u4ec5\u622a\u53d6\u5f53\u524d\u7a97\u53e3\uff0c\u622a\u56fe\u53d1\u81f3\u4e91\u7aef\uff08EU\uff09\u7ecf Anthropic \u5904\u7406\u5373\u4e22\u5f03\uff0c\u4e0d\u5b58\u76d8\uff0c\u4f46\u654f\u611f\u6587\u4ef6\u5efa\u8bae\u6700\u5c0f\u5316\u3002\u6709\u7528\u6237\u671f\u5f85 Windows \u7248\u3002\u53e6\u6709\u8c03\u4f83\u9519\u8fc7 YC \u7533\u8bf7\u622a\u6b62\uff0c\u4f46\u6574\u4f53\u8bc4\u4ef7\u504f\u5411\u8ba4\u53ef UI \u548c\u60f3\u6cd5\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 Spotit \u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\u5b83\u9009\u62e9\u4e86\u201c\u4e0d\u66ff\u4ee3\u7528\u6237\u201d\u3002\u5f53\u5927\u591a\u6570 AI \u4ea7\u54c1\u90fd\u5728\u62fc\u547d\u66ff\u4f60\u5b8c\u6210\u5de5\u4f5c\u3001\u8ba9\u4f60\u53d8\u61d2\u65f6\uff0cSpotit \u53cd\u5176\u9053\u800c\u884c\u2014\u2014\u5b83\u53ea\u6307\u51fa\u201c\u70b9\u51fb\u54ea\u91cc\u201d\uff0c\u4f46\u8ba9\u4f60\u4eb2\u624b\u53bb\u70b9\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u54f2\u5b66\u7cbe\u51c6\u523a\u4e2d\u4e86\u201c\u7528\u8fc7\u5c31\u5fd8\u201d\u8fd9\u4e00\u5b66\u4e60\u6096\u8bba\uff1a\u4eba\u53ea\u6709\u5728\u4eb2\u81ea\u64cd\u4f5c\u65f6\u624d\u4f1a\u5f62\u6210\u808c\u8089\u8bb0\u5fc6\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u5b9e\u65f6\u4ea4\u4e92\u5f0f\u6587\u6863\u201d\uff0c\u4f46\u53c8\u6bd4\u4efb\u4f55\u89c6\u9891\u6559\u7a0b\u6216 ChatGPT \u8f93\u51fa\u90fd\u66f4\u76f4\u63a5\u2014\u2014\u56e0\u4e3a\u5b83\u76f4\u63a5\u4f5c\u7528\u5728\u4f60\u7684\u771f\u5b9e\u5c4f\u5e55\u4e0a\uff0c\u514d\u53bb\u4e86\u201c\u627e\u5bf9\u5e94\u6309\u94ae\u201d\u7684\u8ba4\u77e5\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5b83\u7684\u7f3a\u9677\u540c\u6837\u660e\u663e\u3002\u5f53\u524d\u4f9d\u8d56\u4e91\u7aef\u89c6\u89c9\u5904\u7406\uff08\u622a\u56fe\u53d1\u5f80 Anthropic\uff09\uff0c\u9690\u79c1\u5c42\u9762\u5b58\u5728\u5929\u7136\u77ed\u677f\uff0c\u5373\u4fbf\u5f00\u53d1\u8005\u627f\u8bfa\u4e0d\u5b58\u50a8\uff0c\u654f\u611f\u884c\u4e1a\u7528\u6237\u4f9d\u7136\u4f1a\u72b9\u8c6b\u3002\u7eaf\u672c\u5730\u6a21\u578b\u8dd1\u5728 Mac \u4e0a\u662f\u672a\u6765\u7684\u5fc5\u9009\u9879\uff0c\u4f46\u77ed\u671f\u7b97\u529b\u6210\u672c\u4e0d\u4f4e\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u7684\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u201c\u957f\u5c3e\u573a\u666f\u201d\u7684\u8986\u76d6\u7387\u2014\u2014\u5bf9\u4e8e\u7528\u6237\u6700\u5e38\u7528\u7684 Photoshop \u8499\u7248\u3001Figma \u88c1\u526a\u7b49\u6807\u51c6\u64cd\u4f5c\uff0cSpotit \u8868\u73b0\u53ef\u80fd\u5f88\u597d\uff0c\u4f46\u9047\u5230\u51b7\u95e8\u8f6f\u4ef6\u6216\u6df1\u5ea6\u5b9a\u5236\u5316\u64cd\u4f5c\uff0cAI \u7684\u8bc6\u522b\u51c6\u786e\u7387\u4f1a\u9aa4\u964d\u3002\u76ee\u524d\u7684\u6f14\u793a\u66f4\u50cf\u4e00\u4e2a\u201cdemo\u201d\uff0c\u771f\u6b63\u8981\u53d8\u6210\u65e5\u6d3b\u5de5\u5177\uff0c\u9700\u8981\u6301\u7eed\u6807\u6ce8\u548c\u4f18\u5316\u5927\u91cf\u5e94\u7528\u7684\u64cd\u4f5c\u903b\u8f91\u56fe\u8c31\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b80\u5355\u6765\u8bf4\uff0cSpotit \u662f\u4e00\u4e2a\u597d\u60f3\u6cd5\u4f46\u5c1a\u672a\u5b8c\u5168\u9a8c\u8bc1\u7684\u4ea7\u54c1\u3002\u5b83\u89e3\u51b3\u7684\u4e0d\u662f\u201c\u4e0d\u4f1a\u7528\u201d\u7684\u95ee\u9898\uff0c\u800c\u662f\u201c\u61d2\u5f97\u5b66\u201d\u7684\u501f\u53e3\u3002\u5bf9\u4e8e\u90a3\u4e9b\u613f\u610f\u82b1\u5341\u79d2\u63d0\u95ee\u800c\u975e\u4e24\u5206\u949f\u62ff\u624b\u673a\u67e5\u6559\u7a0b\u7684\u7528\u6237\uff0c\u5b83\u786e\u5b9e\u80fd\u7f29\u77ed\u5b66\u4e60\u6b63\u53cd\u9988\u5faa\u73af\u3002\u4f46\u82e5\u65e0\u6cd5\u5728\u9690\u79c1\u3001\u51c6\u786e\u7387\u548c\u8de8\u5e73\u53f0\u8986\u76d6\u4e0a\u7ad9\u7a33\uff0c\u5b83\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u597d\u5947\u5fc3\u5de5\u5177\u201d\u2014\u2014\u7528\u8fc7\u4e00\u6b21\uff0c\u611f\u52a8\u4e00\u4e0b\uff0c\u7136\u540e\u5403\u7070\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\">Spotit<\/span>\n <\/div>\n<div class=\"comment-content\">Press a key on your Mac. Ask “how do I mask a layer in Photoshop?” Spotit highlights the next click. Walks you through every step. You do the clicking. You learn as you go. Next time, you won’t need it for that thing.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We built Spotit because we kept watching people – smart people – get stuck on apps they have been using for years. Hunting through menus. Googling “how do I crop in Figma” for the fifth time. Asking ChatGPT and getting back a wall of text describing buttons they couldn’t find.<\/p>\n<p>Spotit lives next to your cursor on macOS.<\/p>\n<p>Press \u2303\u2325 anywhere. Ask a question in plain English. Spotit points at the exact next thing to click, on your actual screen. for one tap answers that’s it. For longer tasks, it walks you through every step.<\/p>\n<p>You do all the clicking yourself. That’s the point. Most AI tools want to do the work for you. Spotit shows you how, so you actually learn it. Next time, you won’t need AI for that thing.<\/p>\n<p>It’s a Mac app, available today. Free to try.<\/p>\n<p>Three things I’d love your help with:<br \/>1. Try it in the app you know least well \u2014 that’s where it shines<br \/>2. Tell me what app you wished it worked better in<br \/>3. Roast the onboarding if it’s bad<\/p>\n<p>I’ll be here all day answering everything.<\/p>\n<p>\u2014 David<\/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>quick question on the privacy side is it processing the screen locally or is my ui being sent to a server? working on some sensitive client stuff so gotta be sure. clean ui btw. <a href=\"https:\/\/www.producthunt.com\/@davidtzuke\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davidtzuke\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davidtzuke<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> Good question. Active window only, not the full screen. The screenshot goes to our Supabase backend (EU), forwards to Anthropic’s Claude Sonnet via OpenRouter for processing, and is discarded after the response. Never stored on our servers, never written to disk on your Mac. <\/p>\n<p>What we log: your question text, the response, confidence score, and which app you were in. We do not log screenshots, audio, or window contents beyond the matched element label.<\/p>\n<p>For sensitive client work specifically: I’d close or minimize the NDA file before pressing \u2325\u2318. The active window is what gets captured, so anything else on screen stays private. Fully on-device vision is on the roadmap for a future version. Full privacy policy: <a href=\"http:\/\/getspotit.com\/privacy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">getspotit.com\/privacy<\/a><\/p>\n<p>– David<\/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>“YC Application” – <a href=\"https:\/\/www.producthunt.com\/@gustaf\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gustaf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gustaf<\/a> Check it out! We missed the deadline!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Loved working and using this project, I hope you guys will have fun using it!<\/p>\n<\/p>\n<p>-Ciprian<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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’ll be waiting for the expansion, i’m not a Mac user. Onboarding seems fine. Maybe more definitive content<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6N2A4XQ2YDIM3J\" class=\"app-title\">GetDynasty<\/a><\/p>\n<div class=\"one-liner\">Exit tax-free using Trusts. For startup founders.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GetDynasty\u5c06\u5bcc\u88d5\u5bb6\u65cf\u529e\u516c\u5ba4\u4f7f\u7528\u7684QSBS\u4fe1\u6258\u5806\u53e0\u7b56\u7565\u4ea7\u54c1\u5316\uff0c\u5e2e\u52a9\u521d\u521b\u521b\u59cb\u4eba\u53ca\u65e9\u671f\u5458\u5de5\u4ee5\u4f20\u7edf\u6210\u672c\u7684\u4e00\u5c0f\u90e8\u5206\u5b9e\u73b0\u9000\u51fa\u65f6\u514d\u7a0e\uff0c\u6700\u9ad8\u53ef\u89c4\u907f\u8d851500\u4e07\u7f8e\u5143\u7684\u8d44\u672c\u5229\u5f97\u7a0e\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d1dd79e-9268-4707-88cc-941dd7f6d0ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d5a9cad-e605-4748-a6fd-57adb3bfb810.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88839400-4b14-47bf-9321-a3e5c34158b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4927c734-a9b9-46d8-aec8-d748a03ec380.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1ef6a96-d13b-4a95-b0d8-d8fdf5c2c9be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55c87e81-b114-4753-b27a-ca1bc75229d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/563f31da-da28-4c65-8f1a-9f96de8ac634.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dced6294-6f89-414d-ad47-9be7c927c1e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5100a915-db59-4e30-9302-bd55fc727e9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f734923-fa69-4251-80e3-ba4fb72db409.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\/45d68032-3865-4560-8e47-45c5f2a1e230.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/mCsZihZy9FE\"><source src=\"https:\/\/youtu.be\/mCsZihZy9FE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Legal<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7a0e\u6536\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">QSBS\u5806\u53e0<\/span><br \/>\n <span class=\"tag\">\u4fe1\u6258\u8bbe\u7acb<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u9000\u51fa<\/span><br \/>\n <span class=\"tag\">\u7a0e\u52a1\u7b79\u5212<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u8d44\u4ea7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8282\u7a0e\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Carta\u524d\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">trust-as-a-service<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u4e2d\u521b\u59cb\u4eba\u56e2\u961f\u89e3\u91ca\u4e86\u81ea\u8eab\u9057\u61be\uff08\u56e0\u672a\u63d0\u524d\u89c4\u5212\u800c\u591a\u7f34\u7a0e\uff09\uff0c\u5f3a\u8c03\u901a\u8fc7\u8f6f\u4ef6+\u6301\u724c\u4fe1\u6258\u516c\u53f8\u964d\u4f4e\u95e8\u69db\u548c\u6210\u672c\u3002\u7528\u6237\u53cd\u54cd\u79ef\u6781\uff0c\u6709\u795d\u8d3a\u8bed\u548c\u9080\u7ea6\u94fe\u63a5\u3002\u6838\u5fc3\u5efa\u8bae\u662f\uff1a\u8d8a\u65e9\uff08\u80a1\u4efd\u4ef7\u503c\u4f4e\u65f6\uff09\u8bbe\u7acb\uff0c\u6548\u679c\u8d8a\u597d\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 GetDynasty\u5207\u4e2d\u4e86\u4e00\u4e2a\u975e\u5e38\u201c\u9690\u79d8\u4f46\u75db\u611f\u6781\u5f3a\u201d\u7684\u521b\u4e1a\u771f\u95ee\u9898\uff1a\u521b\u59cb\u4eba\u6700\u7ec8\u62ff\u5230\u624b\u7684\u94b1\uff0c\u88ab\u7a0e\u52a1\u5403\u6389\u8fd1\u4e09\u5206\u4e4b\u4e00\u3002\u800c\u9876\u7ea7\u5bcc\u8c6a\u7528QSBS\u4fe1\u6258\u5806\u53e0\u5408\u6cd5\u5b8c\u6210\u96f6\u7a0e\u8d1f\u9000\u51fa\uff0c\u8fd9\u5957\u73a9\u6cd5\u8fc7\u53bb\u53ea\u5bf9\u201c\u79c1\u4eba\u5f8b\u6240\u5ba2\u6237\u201d\u5f00\u653e\u3002Dynasty\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u964d\u7ef4\u666e\u60e0\u201d\u2014\u2014\u628a\u539f\u672c20-50k\u7f8e\u91d1\u3001\u6d41\u7a0b\u9ed1\u7bb1\u7684\u5b9a\u5236\u5316\u670d\u52a1\uff0c\u53d8\u62101500\u7f8e\u91d1\/\u5e74\u3001\u8f6f\u4ef6\u5f15\u5bfc+\u6301\u724c\u4fe1\u6258\u516c\u53f8\u515c\u5e95\u7684\u6807\u51c6\u4ea7\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u5b83\u786e\u5b9e\u89e3\u51b3\u4e86\u9ad8\u4ef7\u503c\u4f46\u4f4e\u9891\u7684\u51b3\u7b56\u96be\u9898\uff1a\u7a0e\u6536\u4f18\u60e0\u7a97\u53e3\u4e0e\u80a1\u6743\u589e\u503c\u65f6\u5e8f\u9ad8\u5ea6\u8026\u5408\uff0c\u8d8a\u65e9\u67b6\u6784\u8d8a\u6709\u6548\uff0c\u4f46\u591a\u6570\u4eba\u5fd9\u4e8e\u521b\u4e1a\u800c\u5ffd\u7565\u3002Dynasty\u4ee5\u201c\u8f6f\u4ef6+\u4fe1\u6258\u724c\u7167\u201d\u53cc\u91cd\u58c1\u5792\uff0c\u964d\u4f4e\u4e86\u521b\u59cb\u4eba\u7684\u8ba4\u77e5\u4e0e\u64cd\u4f5c\u95e8\u69db\uff0c\u590d\u7528\u4e86Carta\u56e2\u961f\u6240\u64c5\u957f\u7684\u201c\u6d41\u7a0b\u6807\u51c6\u5316\u201d\u6253\u5e95\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u51b7\u9759\u770b\u5f85\u7684\u662f\uff1a1\uff09QSBS\u672c\u8eab\u6709\u590d\u6742\u7684\u6cd5\u5f8b\u9002\u7528\u6761\u4ef6\uff08\u5982C-corp\u3001\u4e94\u5e74\u6301\u6709\u671f\u3001\u8d44\u4ea7\u9650\u5236\uff09\uff0c\u4ea7\u54c1\u867d\u7136\u7b80\u5316\u6d41\u7a0b\uff0c\u4f46\u6700\u7ec8\u5408\u89c4\u8d23\u4efb\u4f9d\u7136\u843d\u5728\u7a0e\u52a1\u987e\u95ee\u8eab\u4e0a\uff0c\u8f6f\u4ef6\u65e0\u6cd5\u627f\u8bfa100%\u514d\u7a0e\uff1b2\uff09\u4fe1\u6258\u7ba1\u7406\u6d89\u53ca\u957f\u4e45\u671f\u7684\u5229\u76ca\u4e0e\u6240\u6709\u6743\u7ed3\u6784\uff0c\u4ee51500\u7f8e\u5143\u5e74\u8d39\u662f\u5426\u80fd\u8986\u76d6\u6301\u7eed\u3001\u7a33\u5065\u7684\u53d7\u6258\u7ba1\u7406\u98ce\u9669\uff1f3\uff09\u76ee\u524d\u6838\u5fc3\u573a\u666f\u5728\u201c\u5373\u5c06\u6709\u5b9a\u4ef7\u8f6e\u6b21\u201d\u4e4b\u540e\u7684\u65e9\u671f\u7ed3\u6784\u8bbe\u7f6e\uff0c\u800c\u4e00\u65e6\u80a1\u6743\u5feb\u901f\u589e\u503c\uff0c\u56e0\u8d60\u4e0e\u7a0e\u9650\u5236\uff0c\u7b56\u7565\u5f39\u6027\u4f1a\u6025\u901f\u4e0b\u964d\uff0c\u4ea7\u54c1\u6838\u5fc3\u7528\u6237\u7fa4\u5176\u5b9e\u76f8\u5f53\u7a84\u2014\u2014\u4e0d\u662f\u6240\u6709\u201c\u770b\u8d77\u6765\u7b26\u5408\u6761\u4ef6\u7684\u521b\u59cb\u4eba\u201d\u90fd\u80fd\u53d7\u76ca\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cGetDynasty\u662f\u201c\u7a0e\u6cd5\u5957\u5229\u7684\u4ea7\u54c1\u5316\u201d\uff0c\u65b9\u5411\u6b63\u786e\uff0c\u5e02\u573a\u6e34\u6c42\u3002\u4f46\u521b\u59cb\u4eba\u6700\u6015\u7684\u5f80\u5f80\u4e0d\u662f\u7a0e\u592a\u9ad8\uff0c\u800c\u662f\u89c4\u5212\u540e\u4f9d\u7136\u88ab\u201c\u4e0d\u5408\u89c4\u201d\u53cd\u566c\u3002\u8fd9\u4e2a\u4ea7\u54c1\u7684\u957f\u671f\u62a4\u57ce\u6cb3\uff0c\u4e0d\u662f\u4ee3\u7801\uff0c\u800c\u662f\u6cd5\u5f8b\u4e0e\u7a0e\u52a1\u670d\u52a1\u7684\u771f\u5b9e\u5c65\u7ea6\u80fd\u529b\uff0c\u4ee5\u53ca\u662f\u5426\u80fd\u5728\u89c4\u6a21\u5316\u540e\u7ef4\u6301\u6848\u4f8b\u5c42\u9762\u7684\u9ad8\u80dc\u7387\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\">GetDynasty<\/span>\n <\/div>\n<div class=\"comment-content\">The tax strategy wealthy founders use to exit tax-free, now available to every founder. Most founders lose ~30% of their wealth to taxes at exit, while family offices and ultra-wealthy entrepreneurs use QSBS Stacking to exit tax-free. Dynasty productizes the entire process, so every founder can access the most powerful tax strategy in startup history at a fraction of the traditional cost.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Alessandro here, CEO and Co-Founder of <a href=\"https:\/\/www.getdynasty.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Dynasty<\/a>.<\/p>\n<p>We\u2019re excited to launch Dynasty: a platform that <strong>helps founders exit tax-free using Trusts<\/strong>. <\/p>\n<p>We help founders plan, create, and administer trusts to stack their QSBS exemption (up to $15M+ in potential tax-free gains) at a fraction of the traditional cost, allowing them to take advantage of the greatest tax strategy in the history of startups: <strong>QSBS Trust Stacking.<\/strong><\/p>\n<p>\u2022 \u2022 \u2022<\/p>\n<p><strong>A little context on why we built this:<\/strong><\/p>\n<p>We were the<strong> <\/strong>founding team at Carta (first sales hire, first PM, first engineer, and first exec). We helped scale the business from $0 ARR to $300M+, and eventually had a life-changing equity outcome.<\/p>\n<p>But when we sold, we paid the maximum capital gains tax (23.8% federal + 13% California).<\/p>\n<p>After we left, we learned something that completely changed our perspective: an angel investor friend who <strong>cashed out $40M paid $0 in taxes (perfectly legally) by using QSBS trust stacking<\/strong>. They\u2019d set up trusts for their family and gifted portions of their QSBS shares into those trusts early, multiplying their exemption.<\/p>\n<p>Each trust got up to $15M in tax-free gains could be used as trust-funds for the beneficiaries, and as investment vehicles to compound wealth.<\/p>\n<p>We couldn\u2019t believe it. The strategy existed, it was legal, and it worked, but it was basically locked behind private-client law firms, opaque processes, and $20\u201350k+ engagements.<\/p>\n<p>\u2022 \u2022 \u2022<\/p>\n<p><strong>So we built Dynasty to make it accessible to any founder or early employee.<\/strong><\/p>\n<p>Dynasty productizes the full workflow: planning \u2192 legal structuring \u2192 trust creation \u2192 compliance \u2192 administration \u2192 ongoing support, all guided step-by-step through software so you don\u2019t need to understand trust law or tax code.<\/p>\n<p>Even more impactful: trust administration is handled through our professionally licensed trust company, so maintaining these trusts is dramatically cheaper and easier than the traditional route \u2014 helping you actually capture the benefit at exit. <strong>We are the only venture-backed software company to also be a licensed trust company.<\/strong><\/p>\n<p>If you\u2019re gearing up for a priced round (or even just curious what you could shield), <strong>the earlier you explore this, the better.<\/strong> These structures are simplest and most effective when your shares are still low in value due to gift tax implications.<\/p>\n<p>\u2022 \u2022 \u2022<\/p>\n<p><strong>\ud83e\udd1d PH DEAL: $300 OFF Sign-Up<\/strong> Our pricing is $1,500\/year for up to four trusts. PH founders\/early employees who come via this launch will get $300 off there first year. Offer ends May 15th. <\/p>\n<p>\u2022 \u2022 \u2022<\/p>\n<p><strong>What we\u2019ve done so far:<\/strong><\/p>\n<p>Since we launched in July 2025, we\u2019ve served <strong>over 400 founders<\/strong>, angel investors, and early employees, and created over 1000 trusts for QSBS Stacking alone.<\/p>\n<p>We\u2019re here all day so feel free to ask anything. If you want to learn more, we welcome you to <a href=\"https:\/\/www.getdynasty.com\/book-a-call\/?location=hero_cta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">book a time with our team<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alessandro_chesser1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alessandro_chesser1<\/a> Hey guys! Jordi here from the video.<\/p>\n<\/p>\n<p>If you would like to learn more or get started, feel free to book a 30 minute call with us here: <a href=\"https:\/\/www.getdynasty.com\/book-a-call\/?location=nav-mobile\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Book a call<\/a><\/p>\n<\/p>\n<p>We can discuss how set up would work for your personal equity situation, and answer any questions you have.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can’t wait to save founders billions with you guys! Congrats! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sophia_amorusooo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sophia_amorusooo<\/a> thanks Sophia! Proud to have you on board.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/U5FLZTKBN4GM32\" class=\"app-title\">Open Finance MCP<\/a><\/p>\n<div class=\"one-liner\">Access your bank data in ChatGPT & Claude via Open Finance<\/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>Open Finance MCP \u8ba9\u7528\u6237\u901a\u8fc7\u5df4\u897f\u5f00\u653e\u91d1\u878d\u4f53\u7cfb\uff0c\u76f4\u63a5\u5728ChatGPT\u6216Claude\u7b49AI\u52a9\u624b\u4e2d\u7528\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u81ea\u5df1\u7684\u94f6\u884c\u6d41\u6c34\uff0c\u7701\u53bb\u624b\u52a8\u7ffb\u8d26\u7684\u9ebb\u70e6\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9bcdfa65-2a87-4a4c-9e61-10ce283f9495.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0753d343-8506-41fc-b9bb-12b3c714deda.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e715ef2e-4f72-4ae6-a8b3-ba5c012e1824.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u653e\u91d1\u878d<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u6570\u636eAPI<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u5df4\u897f\u592e\u884c<\/span><br \/>\n <span class=\"tag\">\u94f6\u884c\u6d41\u6c34\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u8d22\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u643a\u5e26\u6743<\/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\u5bf9AI\u76f4\u63a5\u8bbf\u95ee\u94f6\u884c\u6570\u636e\u611f\u5230\u60ca\u8bb6\u4e14\u5173\u6ce8\u9690\u79c1\uff1b\u5f00\u53d1\u8005\u5173\u5fc3\u591a\u94f6\u884c\u591a\u8d26\u6237\u652f\u6301\u53ca\u67e5\u8be2\u9650\u989d\uff1b\u5efa\u8bae\u589e\u52a0\u94f6\u884c\u62a5\u8868\u5bfc\u5165\u66ff\u4ee3\u76f4\u63a5\u8fde\u63a5\uff0c\u964d\u4f4e\u5b89\u5168\u7126\u8651\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Open Finance MCP\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u89e3\u51b3\u4e86AI\u65f6\u4ee3\u201c\u6570\u636e\u5b64\u5c9b\u201d\u4e0e\u201c\u7528\u6237\u63a7\u5236\u6743\u201d\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u5b83\u4e0d\u662f\u53c8\u4e00\u4e2a\u8bb0\u8d26APP\uff0c\u800c\u662f\u4e00\u6839\u6807\u5c3a\u2014\u2014\u4e08\u91cf\u4e86\u201c\u91d1\u878d\u6570\u636e\u53ef\u643a\u5e26\u6743\u201d\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u53ef\u843d\u5730\u6027\u3002\u5176\u6838\u5fc3\u521b\u65b0\u5e76\u975eAI\u63a5\u53e3\u672c\u8eab\uff0c\u800c\u662f\u501f\u52a9\u5df4\u897f\u592e\u884c\u7279\u8bb8\u7684\u5f00\u653e\u91d1\u878d\u6807\u51c6\uff08LGPD\u4e0eOAuth\u878d\u5408\uff09\uff0c\u5c06\u6570\u636e\u4ea4\u4e92\u7684\u5408\u89c4\u6210\u672c\u5185\u90e8\u5316\u3002\u8fd9\u610f\u5473\u7740\u7528\u6237\u53ef\u4ee5\u5728\u4fdd\u6709\u5b8c\u6574\u63a7\u5236\u6743\uff08\u968f\u65f6\u64a4\u9500\u3001\u660e\u786e\u6388\u6743\uff09\u7684\u524d\u63d0\u4e0b\uff0c\u8ba9AI\u5b9e\u65f6\u53c2\u4e0e\u4e2a\u4eba\u8d22\u52a1\u5206\u6790\u3002\u8fd9\u4e00\u70b9\u5bf9\u5168\u7403\u5f00\u53d1\u8005\u662f\u4e00\u4e2a\u91cd\u8981\u542f\u793a\uff1a\u91d1\u878d\u79d1\u6280\u4ea7\u54c1\u7684\u62a4\u57ce\u6cb3\u5df2\u4ece\u5355\u4e00\u529f\u80fd\u8f6c\u5411\u534f\u8bae\u5c42\u5408\u89c4\u80fd\u529b\u3002\u4f46MVP\u9636\u6bb5\u6bcf\u59295\u6b21\u67e5\u8be2\u3001\u5355\u8d26\u6237\u5355\u94f6\u884c\u9650\u5236\uff0c\u66b4\u9732\u4e86\u4ea7\u54c1\u5c1a\u5904\u201c\u6982\u5ff5\u9a8c\u8bc1\u201d\u9636\u6bb5\uff0c\u8fdc\u672a\u89e3\u51b3\u9ad8\u9891\u4f7f\u7528\u4e0e\u591a\u94f6\u884c\u805a\u5408\u7684\u771f\u5b9e\u9700\u6c42\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u5728\u7528\u6237\u65b0\u9c9c\u611f\u6d88\u9000\u524d\uff0cCumbuca\u80fd\u5426\u5c06\u8fd9\u4e00\u201c\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u53ef\u4fe1\u8d56\u7684\u201c\u65e5\u5e38\u52a9\u624b\u201d\u2014\u2014\u5c24\u5176\u662f\u9762\u4e34\u7528\u6237\u5bf9\u9690\u79c1\u6cc4\u9732\u7684\u672c\u80fd\u6050\u60e7\u65f6\uff0c\u4ec5\u6709\u6280\u672f\u5408\u89c4\u8bf4\u8f9e\u4e0d\u8db3\u4ee5\u6d88\u9664\u6050\u60e7\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u76ee\u524d\u6781\u5176\u4f9d\u8d56\u5df4\u897f\u76d1\u7ba1\u6846\u67b6\uff0c\u96be\u590d\u5236\u5230\u7f8e\u56fd\u6216\u5370\u5ea6\u3002\u82e5\u60f3\u5168\u7403\u5316\uff0c\u5c31\u9700\u8981\u62bd\u8c61\u51fa\u901a\u7528MCP\u63a5\u53e3\u9002\u914d\u4e0d\u540c\u5e02\u573a\u7684\u5f00\u653e\u94f6\u884c\u6807\u51c6\u3002\u9510\u8bc4\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u6781\u597d\uff0c\u4f46\u8bf7\u522b\u8ba9\u201c\u76d1\u7ba1\u7ea2\u5229\u201d\u6210\u4e3a\u552f\u4e00\u58c1\u5792\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Open Finance MCP<\/span>\n <\/div>\n<div class=\"comment-content\">What if your AI assistant could see your actual bank statements? The Open Finance Data MCP connects your bank account to ChatGPT, Claude, and any MCP-compatible AI \u2014 through Brazil’s Open Finance. Ask about spending, get summaries, analyze patterns in natural language. No account needed \u2014 authenticate via Open Finance (your CPF + your bank). Your data, your control \u2014 revoke anytime. Setup takes 2 minutes. Built by Cumbuca, a licensed Payment Institution in Brazil.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually crazy, didn’t know you could just plug Open Finance data straight into an AI agent like this. The built-in governance is what makes this actually usable in the real world. We need something like this for India’s AA framework too honestly. How does it handle cases where the data owner needs to manually approve access?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yash_singhal9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yash_singhal9<\/a> Would love to see an MCP for AA framework!!! <\/p>\n<p>On manual approval: the flow is actually quite elegant. When you connect an account, we (as a licensed ITP) initiate the consent request, you get redirected to your own bank’s interface, where you authenticate and explicitly approve what data you’re sharing and for how long. Then you get redirected back to the app with an active consent. It’s essentially OAuth, but for financial data, standardized at the protocol level and enforced by the Central Bank, so giving consent to get your data from any institution in Brazil has the exact same flow. No one can skip it or shortcut it.<\/p>\n<p>Revocation is symmetric: you can go back to your bank’s interface at any time and kill the consent. The MCP gets an authorization error on the next API call immediately.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks cool! But how about the privacy aspects? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sriram_gk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sriram_gk<\/a>Privacy is actually a core constraint of the protocol, not just a policy, the whole thing runs on Brazil’s regulated Open Finance infrastructure, which is governed by the Central Bank and subject to LGPD (Brazil’s data protection law, analogous to GDPR).<\/p>\n<p>A few specifics: you can only link an account that shares your own tax ID (CPF), so there’s no way to access someone else’s data. Consent is explicit and scoped, you choose which accounts and data types to share, and can revoke it anytime from your bank’s own app. The MCP never touches credentials; it receives an access token after you’ve authenticated and consented through your bank directly. We don’t store financial data also, each call fetches live data within the scope of your active consent.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! Bruno from Cumbuca here.<\/p>\n<p>We’re a Payment Institution authorized by Brazil’s Central Bank, and we work with Open Finance infrastructure every day. We had this idea that kept nagging us: Open Finance exists to give people control over their financial data. AI assistants are everywhere. Why can’t I just ask Claude “what did I spend on food last month?” and get an answer from my actual bank account?<\/p>\n<p>So we built it. The Open Finance Data MCP is a Model Context Protocol server that connects your bank account to any MCP-compatible AI assistant (Claude, ChatGPT, etc.) through Brazil’s Open Finance ecosystem.<\/p>\n<p>How it works:<\/p>\n<p>– You add our MCP server URL to your AI client<br \/>\n– First time you ask a financial question, it redirects you to authenticate via Open Finance (your CPF + your bank \u2014 standard, regulated flow)<br \/>\n– After that, you can query your bank data in natural language<\/p>\n<p>What makes this different from personal finance apps:<\/p>\n<p>– No account to create. Authentication is 100% via Open Finance.<br \/>\n– Your data isn’t stored on our servers \u2014 it’s queried in real time.<br \/>\n– You can revoke access at any time.<br \/>\n– It works inside the AI tools you already use daily.<\/p>\n<p>Current scope (MVP):<\/p>\n<p>– Bank statements (one account, one bank)<br \/>\n– Rate limit: ~5 queries\/day<\/p>\n<p>We believe Open Finance only fulfills its promise when regular people can actually *use* their data. AI is the most natural interface for that. This is our attempt to democratize access to what was supposed to be accessible all along.<\/p>\n<p>MCP server URL: <a href=\"http:\/\/www.cumbuca.com\/MCP\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.cumbuca.com\/MCP<\/a><\/p>\n<p>This is part of Cumbuca Launch Week \u2014 we’re shipping 4 tools this week to make Brazil’s financial ecosystem more accessible. <\/p>\n<p>Questions for the community:<\/p>\n<p>– What financial data would you query first if your AI could see your bank account?<br \/>\n– For developers building with MCP \u2014 what’s been your experience so far? What’s missing?<br \/>\n– Would you use this for personal budgeting, business expense tracking, or something else entirely?<\/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\/@bruno_cury\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bruno_cury<\/a> Does multi-bank mean multiple MCP server instances, or one server handling multiple consents? The five-query-per-day limit makes me wonder how this works once you connect a second bank.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Connecting bank data directly to AI assistants sounds useful\u2026 but I\u2019d definitely think twice before linking financial accounts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yogesh40\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yogesh40<\/a> Agreed; maybe a new feature to implement is to guide users based on their bank on how to export their monthly reports to feed in instead? The convenience of a direct connection is real, but seems scary.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PWVQ2GX7VV3VRV\" class=\"app-title\">moar<\/a><\/p>\n<div class=\"one-liner\">Your documents. AI ready. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>moar\u901a\u8fc7AI\u534f\u540c\u4f18\u5316\u7684\u6587\u6863\u538b\u7f29\u5f15\u64ce\uff0c\u5c06\u5927\u6587\u4ef6\u8f6c\u5316\u4e3a\u4fdd\u7559\u8bed\u4e49\u7684Markdown\/CSV\uff0c\u89e3\u51b3\u4e86\u5411ChatGPT\u3001Claude\u7b49AI\u5de5\u5177\u4e0a\u4f20\u6587\u6863\u65f6\u201c\u6587\u4ef6\u8fc7\u5927\u201d\u6216\u201c\u683c\u5f0f\u566a\u97f3\u5bfc\u81f4\u63a8\u7406\u964d\u7ea7\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f70ed9c1-0716-4d68-9756-abdfd84f8971.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8bddc8e3-47f1-41bf-b3b9-018d8fc636fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u6863\u9884\u5904\u7406<\/span><br \/>\n <span class=\"tag\">Token\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">Markdown\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">AI\u517c\u5bb9\u6027<\/span><br \/>\n <span class=\"tag\">\u683c\u5f0f\u6e05\u6d17<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7a97\u53e3\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4ebaGavin\u8be6\u8ff0\u5f00\u53d1\u52a8\u673a\uff1a\u4eba\u7c7b\u6587\u6863\u7684\u683c\u5f0f\u5197\u4f59\uff08\u5982\u5143\u6570\u636e\u3001\u7a7a\u5355\u5143\u683c\uff09\u5bfc\u81f4AI\u5904\u7406\u6548\u7387\u4f4e\u4e0b\uff0cmoar\u7b97\u6cd5\u7531AI\u6a21\u578b\u672c\u8eab\u201c\u8bad\u7ec3\u201d\u800c\u6210\uff0c\u5b9e\u73b095% Token\u8282\u7701\u4e14\u96f6\u8bed\u4e49\u635f\u5931\u3002\u5f3a\u8c03\u4ea7\u54c1\u7eaf\u672c\u5730\u3001\u6c38\u4e45\u514d\u8d39\uff0c\u8bda\u6073\u9080\u8bf7\u7528\u6237\u6d4b\u8bd5\u6781\u7aef\u6848\u4f8b\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 moar\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u201c\u786c\u9700\u6c42\u201d\uff1aAI\u5de5\u5177\u7684\u8f93\u5165\u8d28\u91cf\u9e3f\u6c9f\u3002\u7528\u6237\u652f\u4ed8\u9ad8\u6602\u7684\u8ba2\u9605\u8d39\uff0c\u5b9e\u9645\u5374\u5728\u4e3a\u6587\u6863\u4e2d\u7684\u201c\u5305\u88c5\u5783\u573e\u201d\u4e70\u5355\u2014\u2014PPTX\u7684\u6837\u5f0f\u5143\u6570\u636e\u3001XLSX\u7684\u7a7a\u884c\u3001PDF\u7684\u5d4c\u5165\u5b57\u4f53\uff0c\u8fd9\u4e9b\u5bf9\u4eba\u7c7b\u89c6\u89c9\u53cb\u597d\u7684\u5143\u7d20\uff0c\u5bf9\u5927\u6a21\u578b\u53ea\u6709\u62d6\u7d2f\u3002moar\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5e76\u975e\u7b80\u5355\u505a\u683c\u5f0f\u8f6c\u6362\uff08\u90a3\u662fPandoc\u7684\u6d3b\uff09\uff0c\u800c\u662f\u5c06\u6587\u6863\u89c6\u4e3a\u201cAI\u7684\u9972\u6599\u201d\uff0c\u901a\u8fc7\u4e0e\u6a21\u578b\u5bf9\u8bdd\u5f0f\u7684\u8fed\u4ee3\u6d4b\u8bd5\uff0c\u8bc6\u522b\u5e76\u5254\u966480%\u4ee5\u4e0a\u7684\u975e\u8bed\u4e49Token\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u5fc5\u987b\u51b7\u9759\u770b\u5f85\u5176\u5ba3\u4f20\u7684\u201c95% 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\u5f53\u524d\u5c40\u9650\u4e5f\u5f88\u660e\u663e\uff1a\u4ec5\u965050MB\u6587\u4ef6\u5355\u4f53\u5904\u7406\uff0c\u7f3a\u4e4f\u6279\u91cf\u6d41\u6c34\u7ebf\u4f5c\u4e1a\u80fd\u529b\uff1b\u53ea\u8f93\u51faMD\u548cCSV\uff0c\u4e22\u5931\u4e86\u539f\u6587\u4ef6\u7684\u89c6\u89c9\u5e03\u5c40\uff0c\u5bf9\u4e8e\u9700\u8981\u4fdd\u7559\u8868\u683c\u8fb9\u6846\u3001\u56fe\u7247\u6807\u6ce8\u7684\u573a\u666f\uff08\u5982\u5b66\u672f\u8bba\u6587\uff09\u652f\u6301\u6709\u9650\u3002\u4f5c\u4e3a\u514d\u8d39\u5de5\u5177\uff0c\u5b83\u662f\u6587\u6863\u5165AI\u524d\u7684\u201c\u6e05\u9053\u592b\u201d\uff0c\u4ef7\u503c\u52a1\u5b9e\u3002\u4f46\u82e5\u60f3\u6210\u4e3a\u771f\u6b63\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5b83\u9700\u8981\u8bc1\u660e\uff1a\u5f53\u9762\u5bf9\u6df7\u5408\u5185\u5bb9\uff08\u5982\u9875\u7709\u9875\u811a\u542b\u5173\u952e\u4f1a\u8bae\u4ee3\u7801\uff09\u65f6\uff0c\u5b83\u7684\u201c\u4f18\u5316\u201d\u4e0d\u4f1a\u53d8\u6210\u201c\u8bef\u4f24\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\">moar<\/span>\n <\/div>\n<div class=\"comment-content\">No more “file too large.” moar extracts real structure from any document and delivers clean, right-sized Markdown or CSV for every AI tool you use including ChatGPT, Claude and Gemini. Up to 95% token savings. Zero loss of meaning. Supports nine formats: PDF, DOCX, PPTX, XLSX, CSV, TXT, MD, JSON and HTML. Files up to 50 MB each. moar is built from the ground up to be 100% private. Your documents never leave your device.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Product Hunt,<\/p>\n<p>I’m Gavin, the creator of moar.<\/p>\n<p>Almost from the moment I started using AI tools, I kept hitting the same wall: I’d drop a long document into Claude or ChatGPT and get “file too large” or watch response quality drop because the model was wading through bloated inputs.<\/p>\n<p>When I opened the source files of these docs, I found layers of formatting metadata, repeated headers, empty cells and other clutter the AI had to read but didn’t actually need. I was paying for a premium subscription and burning most of my context window on pure noise.<\/p>\n<p>I started doing some digging and came to realize that our documents are formatted and designed for human verbosity, not AI comprehension. And then it hit me: to get better results for a human like me, I needed to first make it better for AI.<\/p>\n<p>So I stopped guessing at what AI tools need from documents and I asked them. moar’s optimization algorithms have been co-designed with ChatGPT, Claude, Gemini and other LLMs. Every optimization step tested against what the models actually use versus what they ignore.<\/p>\n<p>Through a series of structured conversations, side-by-side output testing and iterative feedback loops, they told me exactly which formatting metadata is dead weight, which structural cues matter, where bloat costs them attention.<\/p>\n<p>The result is up to 95% token savings with zero loss of meaning for AI tools.<\/p>\n<p>Non-negotiables from day one:<br \/>– moar is 100% private by design. No server, no uploads, no logs. Your documents never leave your device.<br \/>– moar’s AI-native document optimization engine is and always will be free.<\/p>\n<p>Would love your feedback, especially weird files or edge cases I haven’t seen yet. Honest critique very welcome.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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{"id":214,"date":"2026-05-07T12:08:48","date_gmt":"2026-05-07T04:08:48","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/07\/2026-05-06\/"},"modified":"2026-05-07T12:08:48","modified_gmt":"2026-05-07T04:08:48","slug":"2026-05-06","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/07\/2026-05-06\/","title":{"rendered":"PH\u70ed\u699c | 2026-05-06"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-06<\/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 | 2026-05-06<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/B4UPX2JVYGVZFJ\" class=\"app-title\">Kanwas<\/a><\/p>\n<div class=\"one-liner\">An open-source brain for your team<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">412<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kanwas\u662f\u4e00\u4e2a\u5f00\u6e90\u534f\u4f5c\u5de5\u4f5c\u7a7a\u95f4\uff0c\u65e8\u5728\u89e3\u51b3\u56e2\u961f\u77e5\u8bc6\u5206\u6563\u3001\u4eba\u673a\uff08\u542bAI Agent\uff09\u4e0a\u4e0b\u6587\u5272\u88c2\u7684\u75db\u70b9\uff0c\u901a\u8fc7\u5b9e\u65f6\u753b\u5e03\u5c06\u5173\u952e\u77e5\u8bc6\u3001\u51b3\u7b56\u4e0e\u6570\u636e\u53d8\u4e3a\u53ef\u7f16\u8f91\u3001\u53ef\u8fed\u4ee3\u7684\u201c\u6d3b\u8111\u201d\uff0c\u8ba9\u4eba\u7c7b\u4e0e\u667a\u80fd\u4f53\u5728\u540c\u4e00\u73af\u5883\u4e0b\u9ad8\u6548\u534f\u4f5c\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8cb54eb6-549b-4e46-a9b6-e221c6f3d341.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3dad9a6-2764-4782-ae79-055198aad5a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f457d062-b69b-4e1d-9045-2a4c3f76c21c.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\/45fac04d-5d18-4d6e-a619-6cad44a39847.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/59YZlQqy_hc\"><source src=\"https:\/\/youtu.be\/59YZlQqy_hc\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">AI\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u753b\u5e03\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">Agent\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6218\u7565<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u81ea\u8fdb\u5316\u5927\u8111<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u79f0\u8d5e\u5176\u89e3\u51b3\u4e86\u591aAgent\u548c\u56e2\u961f\u77e5\u8bc6\u5206\u6563\u7684\u75db\u70b9\uff0c\u5c24\u5176\u8ba4\u53ef\u753b\u5e03\u754c\u9762\u4f18\u4e8e\u4f20\u7edf\u804a\u5929UI\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u975e\u6280\u672f\u56e2\u961f\u7684\u4e0a\u624b\u5f15\u5bfc\u4e0e\u7ec4\u7ec7\u65b9\u5f0f\uff1b\u591a\u7528\u6237\/Agent\u5e76\u53d1\u7f16\u8f91\u9ad8\u5229\u5bb3\u51b3\u7b56\u65f6\u7684\u7248\u672c\u4e0e\u51b2\u7a81\u7ba1\u7406\uff1b\u4e0eNotion+Claude\u7b49\u73b0\u6709\u65b9\u6848\u7684\u5dee\u5f02\u5316\u4ef7\u503c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Kanwas\u5728\u201cAI\u534f\u4f5c\u201d\u8fd9\u4e2a\u5df2\u7ecf\u62e5\u6324\u4e0d\u582a\u7684\u8d5b\u9053\u91cc\uff0c\u627e\u5230\u4e86\u4e00\u4e2a\u9887\u4e3a\u5201\u94bb\u7684\u5207\u5165\u70b9\uff1a\u5b83\u4e0d\u518d\u8bd5\u56fe\u7528\u804a\u5929\u6846\u53bb\u6846\u5b9a\u4eba\u7c7b\u4e0eAI\u7684\u4ea4\u6d41\uff0c\u8f6c\u800c\u62e5\u62b1\u4e86\u201c\u601d\u8003\u7a7a\u95f4\u201d\u800c\u975e\u201c\u5bf9\u8bdd\u8bb0\u5f55\u201d\u7684\u8303\u5f0f\u3002\u8fd9\u662f\u4e00\u4e2a\u503c\u5f97\u80af\u5b9a\u7684\u4ea7\u54c1\u54f2\u5b66\u8f6c\u5411\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2a\u77e5\u8bc6\u5e93\u6216\u8005\u534f\u4f5c\u753b\u5e03\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5b9a\u4e49\u201c\u4eba\u673a\u5171\u4eab\u4e0a\u4e0b\u6587\u201d\u7684\u534f\u8bae\u3002\u5f53\u5927\u591a\u6570\u4ea7\u54c1\u8fd8\u505c\u7559\u5728\u8ba9AI\u505a\u4f60\u7684\u79c1\u4eba\u52a9\u7406\u65f6\uff0cKanwas\u5df2\u7ecf\u5f00\u59cb\u5851\u9020\u201cAgent\u540c\u4e8b\u201d\u7684\u8ba4\u77e5\u73af\u5883\u3002\u8fd9\u79cd\u5c06\u56e2\u961f\u9690\u6027\u77e5\u8bc6\u2014\u2014\u90a3\u4e9b\u51b3\u7b56\u80cc\u540e\u7684\u63a8\u6f14\u3001\u6743\u8861\u548c\u76f4\u89c9\u2014\u2014\u7ed3\u6784\u5316\u3001\u53ef\u8ffd\u6eaf\u3001\u5e76\u53ef\u88abAI\u6d88\u8d39\u7684\u80fd\u529b\uff0c\u624d\u662f\u5b83\u6f5c\u5728\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5b83\u8bd5\u56fe\u540c\u65f6\u8ba8\u597d\u4eba\u7c7b\uff08\u63d0\u4f9b\u6df1\u5ea6\u7f16\u8f91\u4e0e\u753b\u5e03\u4f53\u9a8c\uff09\u548cAgent\uff08\u63d0\u4f9b\u7ed3\u6784\u5316\u3001\u53ef\u8c03\u7528\u7684\u4e0a\u4e0b\u6587\u8f93\u51fa\uff09\uff0c\u8fd9\u79cd\u201c\u517c\u987e\u201d\u6781\u6613\u5bfc\u81f4\u7279\u6027\u81c3\u80bf\u548c\u4f53\u9a8c\u5206\u88c2\uff0c\u6700\u7ec8\u8c01\u7684\u75db\u70b9\u90fd\u6ca1\u5f7b\u5e95\u89e3\u51b3\u3002\u5176\u6b21\uff0c\u201c\u81ea\u8fdb\u5316\u5927\u8111\u201d\u542c\u8d77\u6765\u6027\u611f\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u521d\u671f\u7684\u6df7\u4e71\u82e5\u6ca1\u6709\u8db3\u591f\u5f3a\u7684\u5f15\u5bfc\u673a\u5236\uff0c\u7528\u6237\u5f88\u53ef\u80fd\u5728\u586b\u9e2d\u5f0f\u5730\u503e\u5012\u4fe1\u606f\u540e\uff0c\u6536\u83b7\u7684\u4e0d\u662f\u667a\u6167\uff0c\u800c\u662f\u4e00\u4e2a\u903b\u8f91\u7011\u5e03\u3002\u6b64\u5916\uff0c\u5f00\u6e90Apache 2.0\u662f\u731b\u836f\uff0c\u65e2\u80fd\u5438\u5f15\u5f00\u53d1\u8005\u4fe1\u4efb\uff0c\u4e5f\u53ef\u80fd\u8ba9\u6838\u5fc3\u80fd\u529b\u88ab\u7ade\u54c1\u5feb\u901f\u590d\u5236\u5e76\u751f\u6001\u5316\u53cd\u8d85\u3002\u603b\u4f53\u800c\u8a00\uff0cKanwas\u8e29\u51c6\u4e86\u201cAgent\u5c06\u4ece\u5de5\u5177\u6f14\u53d8\u4e3a\u534f\u4f5c\u4f53\u201d\u7684\u884c\u4e1a\u62d0\u70b9\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u597d\u7528\u7684\u6982\u5ff5\u9a8c\u8bc1\u201d\u8fdb\u5316\u4e3a\u201c\u56e2\u961f\u65e5\u5e38\u65e0\u6cd5\u79bb\u5f00\u7684\u534f\u4f5c\u57fa\u5ea7\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u63a5\u4e0b\u6765\u5982\u4f55\u9a6f\u670d\u590d\u6742\u6027\uff0c\u5e76\u7528\u5b9e\u9645\u6848\u4f8b\u8bc1\u660e\u5176\u5de5\u4f5c\u6d41\u5bf9\u4e8e\u6218\u7565\u548c\u51b3\u7b56\u5c42\u7684\u4e0d\u53ef\u66ff\u4ee3\u6027\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u53e6\u4e00\u4e2a\u66f4\u6f02\u4eae\u7684Miro\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\">Kanwas<\/span>\n <\/div>\n<div class=\"comment-content\">For you, your agent, your coworker and their agent. It holds the team’s critical know-how, research, decisions and data. But it’s not a dead storage. It’s a workspace that makes the context workable for humans as well as agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Heyy builders! \ud83d\udc4b\ud83d\udc4b\ud83d\udc4b <\/p>\n<p>Meet Kanwas. Your teams brain. For you, your agent, your coworker and their agent.<\/p>\n<p>It holds your team’s critical know-how, research, decisions and data. But it’s not a dead storage. <\/p>\n<p>It’s a real-time collaborative workspace that makes the context workable for humans as well as agents.<\/p>\n<p>We love to run Kanwas for product discovery, positioning, competitors research as well as for GTM. To think things through. To do high-stakes decisions and have it all accessible by agents. <\/p>\n<p>Kanwas brain is self-evolving, so every input, insight, iteration and agent run makes the next one smarter.<\/p>\n<p>It’s made to be iterative, visible, fully editable so it fits your workflow. <\/p>\n<p>Hope you like it!!! \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>The distinction between convergent work (right answers exist) and divergent work (only judgment exists) is one of the clearest explanations I’ve read for why AI nails code and fumbles strategy and it makes Kanwas’s whole bet make sense. A shared context board where decisions, trade-offs, and reasoning compound over time is exactly what the divergent work needs. For seed-stage founding teams scaling past the point where everyone just <em>knows<\/em> the context instinctively, this is the tool they need to find before the knowledge starts leaking. I’ve added Kanwas to softrankings under the seed-stage collaboration stack for that reason.<br \/><a href=\"https:\/\/www.producthunt.com\/@johancutych\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> when does a team typically hit the wall where a shared context layer becomes essential rather than just 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> Congrats on the launch!<\/p>\n<p>I love anything centered around context for agents. Sharing and evolving context across humans and agents so things compound over time. That\u2019s what really makes tools start to feel powerful.<\/p>\n<p>Also really like the idea of making team knowledge \u201cworkable\u201d instead of just static docs.<\/p>\n<\/p>\n<p>Curious how teams are using this day-to-day \u2014 more for strategy \/ thinking like you mentioned, or also for execution workflows (technical documentation and job aid type workflows)?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> How does the self-evolving brain specifically handle versioning or conflicts when multiple agents\/humans edit high-stakes decisions simultaneously?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>as a solo founder, my ‘team’ is mostly just me and a handful of agents. keeping the context consistent across all of them is a full-time job. kanwas feels like it could save me hours of ‘re-explaining’ the product vision to my dev and marketing agents. awesome <a href=\"https:\/\/www.producthunt.com\/@johancutych\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> yeah like having the whole thinking in one space where it’s accessible by both humans and agents is like super power. you do better decisions + you go faster<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> I often use Kanwas for solo work too. The canvas interface is so much better than antyhing i have running locally. Also the CLI is a great way to give my AI agents a place to give me visibility into what is going on and share their output.<\/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\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> exactly! the best part is that you can still use your coding agents to pull the context and let it work on top of the same context rest of the agents have.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Not sponsored or anything: Been using this thing for a while, and LOVE it \ud83d\ude42 it helped a lot with getting my thoughts in order and writing great strategic docs \ud83d\ude42 <\/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\/@samuelbeek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuelbeek<\/a> your feedback and success story helped us shape the product the most. Super happy to have you on!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samuelbeek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuelbeek<\/a> Hey Sam, thank you for all your feedback and support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samuelbeek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuelbeek<\/a> Awesome to see you using it Sam! We are just starting<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@predrag_ristic1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"predrag_ristic1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@predrag_ristic1<\/a> Really like that you\u2019re not trying to force everything into chat bubbles. The industry somehow decided every AI product needs to look like another messaging app and it gets exhausting fast.<\/p>\n<\/p>\n<p>One thing I\u2019m curious about though is onboarding for non-technical teams. Engineers usually tolerate messy flexible systems because they understand the power behind them, but operations\/marketing\/sales teams often need stronger structure.<\/p>\n<\/p>\n<p>Have you noticed users naturally understanding how to organize work inside Kanwas, or do people initially create chaos everywhere before finding a workflow? Feels like this kind of product can become insanely powerful or completely overwhelming depending on first-time experience.<\/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\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> Thats a great point and something we are focusing on with kanwas a lot. The first onboarding + what to do after that.<\/p>\n<p>We worried about it a lot at the start but seeing user usage it seems most of them get it. I think canvas interface kind of helps here because most non technical people have used tools like figma or other canvases for creative work.<\/p>\n<p>That said we do plan to do a lot of educational content around kanwas very soon. To really help you get 100% out of it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@predrag_ristic1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@predrag_ristic1<\/a> <a href=\"https:\/\/www.producthunt.com\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> EXACTLY! this comment warms my heart. Canvas is something we’ve put a lot of effort into and takes a lot of our focus, but I really love it for creative work where the work doesn’t collapse. <\/p>\n<p>also everyone starts differently. Someone goes chaos first and then turn it into structure, others like to create structure first and keep it clean<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> Thank you for the nice comment and referencing on chat interfaces and our angle! <\/p>\n<p>For quite a while we were struggling if canvas view is the best approach, but for all of us in the team it clicked from the start, and it was even hard to describe what exactly is making us to feel like that. <\/p>\n<p>Happy to see that many people resonate with it, and find it more natural than chat ones. I guess it simulates the way the brain works, and also the flow when we are at the desk with pen and papers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>In the app and genuinely loving it within first 30 mins. You guys have built something great \ud83d\udcaa<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0bdcffdf-faf1-4c5e-915f-c1e4da09b2c5.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amanvirk1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanvirk1<\/a> this means a lot coming from you!! so good to see kanwas being used how it was intended to! \ud83d\udd25\ud83d\udd25\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amanvirk1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanvirk1<\/a> Thank you so much for the shoutout. Means a lot<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amanvirk1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanvirk1<\/a> exciting! so happy to see you as our user! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the human + agent angle is exactly the gap right now. most teams have context scattered across notion, slack, docs, claude projects, and neither humans nor agents can really use it well. excited to try this. congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@johancutych\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bas_fijneman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bas_fijneman<\/a> thanks!! Kanwas is the single place for the scattered context so both human and agents can be on the same page. We run whole Kanwas on Kanwas and it feels like super power. Looking forward to your feedback! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@bas_fijneman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bas_fijneman<\/a> Super happy that you like it! Let us know how it goes<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> <a href=\"https:\/\/www.producthunt.com\/@bas_fijneman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bas_fijneman<\/a> The scattered context is a real problem most teams are now facing. What works for use is to divide the context between working context and knowledge base.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Great idea! I have been struggling with all the rigid chat UIs out there that try to fit your worflow into a linear conversation. But that is not how brainstorming usually works. It is messy and canvas is a great solution to that!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zuse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zuse<\/a> yep collapsed outputs are hell, I’ve always liked canvas interface for any creative and iterative work. messy middle is the new moat!! thanks for shouts Tom!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zuse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zuse<\/a> Thank you! Team brainstorming session with Kanwas over Google Meet is one of our most favourite use cases. We all have the shared context, there is a visual reference to reason about, and we can ask the agent to check any facts or do some additional research as we go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zuse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zuse<\/a> Yep we love to use for these creative sessions. There really is no good tool to do this in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This actually hits a real pain point. Managing context between multiple agents is messy right now . Having one shared \u201cbrain\u201d feels like a big step forward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adrian_scott2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adrian_scott2<\/a> yep! Thats what we are solving!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@adrian_scott2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adrian_scott2<\/a> Yes, this is exactly the problem we were facing daily. Sharing context between different agents, and also within the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adrian_scott2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adrian_scott2<\/a> exactly! we are after solving this pain!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Before everything, really nice video!! Always good to see someone stepping it up in terms of effort + production \ud83d\ude0e Second, congrats on the launch!! In the world of AI, something like Kanwas is a breath of fresh air. Will be following closely! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chddaniel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chddaniel<\/a> thanks, my grandmas beautiful green garden really delivered haha. Can’t wait to see you cranking kanwas to the max for shipper!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@chddaniel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chddaniel<\/a> Thank you! I also love the video Johan made yesterday.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@chddaniel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chddaniel<\/a> happy you liked the video! curios to see what you will do in kanwas!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\u2019s fully editable. my biggest fear with “ai brains” is when they hallucinate a decision we never actually made. being able to step in and refine the context keeps the agents from going off the rails. <a href=\"https:\/\/www.producthunt.com\/@johancutych\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> exactly, we made it fully transparent and actually pleasurable to write and edit files. Cause that’s how you keep the context up to date and tight!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> <a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> Yes, having full control over the context is one of the most important features of Kanwas. In the future we would like to explore making even the thinking process and the context references in one conversaion visiable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> yep one of the biggest problems with current tools. And why we are making kanwas. Its made for introspecting your agents brain. This is how you get 10x output.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">This is awesome! Great work!<\/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\/@dianagetssocial1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dianagetssocial1<\/a> Thank you Diana! We poured our souls into this haha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dianagetssocial1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dianagetssocial1<\/a> means a lot coming from you Diana!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dianagetssocial1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dianagetssocial1<\/a> Thank you Diana \u2764\ufe0f happy to see 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\">Really appreciate the Apache 2.0 license here. Context tools should not be black boxes!<\/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\/@floschirmer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@floschirmer<\/a> <a href=\"https:\/\/www.producthunt.com\/@marek_vybiral\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"marek_vybiral\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marek_vybiral<\/a> chose well :)) we really think that if you commit into product like this, you should feel safe with your data<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@floschirmer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@floschirmer<\/a> Yes!! I think we all learned our lesson from tools that came before. You need something that can work with local agents + is interoperable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@floschirmer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@floschirmer<\/a> I agree completly and thank you for noticing the licensing specifics because it much more important than most people realise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work team, BTW, how should I think about this compared to Notion plus Claude, or Obsidian plus Claude Code?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Think of it as one package that does it all. You don’t have to cobble together 15 different plugins and tools to make this work. With all of this not running locally but online with realtime collab \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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> + miro, great for collaboration! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> it is out of the box setup, that you don’t need to maintain as your second job. plus it works for your whole team from day on<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have tried to make this work with Claude chats, Notion pages, GitHub issues, and random docs. The issue is not creating content, it is keeping context usable after the first session. Kanwas seems pointed at that exact gap.<\/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\/@isratjahan17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@isratjahan17<\/a> Yeah. We want to solve this problem in a comprehensive way once and for all. Automatically updating context that you can verify and edit. Not just a blob of 300 documents you have no idea what to do with.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@isratjahan17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@isratjahan17<\/a> the best context is tight and nuanced + compounding! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@isratjahan17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@isratjahan17<\/a> Exactly! Kanwas the single “home” where the team and agents can work, collaborate and store the results.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 use it everyday. It\u2019s great.<\/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\/@petrbrzek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petrbrzek<\/a> Thank you Petr! Love that you are our user from day 1! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@petrbrzek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petrbrzek<\/a> Thats great to hear Petr! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@petrbrzek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petrbrzek<\/a> \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea of treating team knowledge as something \u201cliving\u201d instead of static documentation is really interesting.<\/p>\n<p>Feels like the challenge over time is keeping the context actually useful instead of turning into another layer of noise as more humans and agents interact with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> and we really believe that, at least for now, it also needs to be transparent, readable, workable by humans. Thats how you get actually living knowledge base<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> Yep thats one of the biggest reasons we created kanwas. For ourselves first. Its very easy for context to get out of date. But if you can see it, iterate on it and have a smart agent that gardens it output of your LLMs becomes 10x better<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> I agree, that is definitely one of the things that we want to focus on a lot. AI is still not in the phase of taking care of it on its own, and on the other hand teams don’t have time to manage and update it, so we are trying to find a balance of keeping people in the loop by making agent support this flow, until we can bet on the complete solution from ai side<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Currently vibecoding my own app and constantly losing context across chat sessions relevant info gets buried in history and I can’t find it again. This is exactly what I’ve been missing. Great job, guys \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ondrejvostarek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ondrejvostarek<\/a> would love to hear how you run kanwas!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ondrejvostarek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ondrejvostarek<\/a> Nice, there is a native connection to Claude Code or Codex through the CLI tool + skill. Give it a try, you can capture the any context that needs to be stored just by asking the local agent. And you can easily share it with others. Personally it’s my favourite feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ondrejvostarek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ondrejvostarek<\/a> Thank you Ondrej! Would love to see you using Kanwas and hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Going to give this a go immediately! amazing work – thank you<\/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\/@ben_wynne_simmons\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_wynne_simmons<\/a> will be waiting for your feedback Ben!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ben_wynne_simmons\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_wynne_simmons<\/a> Great, let us know if there’s anything we can help you with! Also we appreciate and thought and feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ben_wynne_simmons\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_wynne_simmons<\/a> Exciting! Can’t wait to get your thoughts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super cool! Manually trying to keep context between team mates is such a pain at the moment. I can see how this would really fix it. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jessesibley_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jessesibley_<\/a> thanks Jesse! we are running whole Kanwas on Kanwas. And did you say hi to your agent? (i mentioned it in the video you know :)))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jessesibley_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jessesibley_<\/a> Thank you! Exactly, the pain of keeping the context flowing between us and the different AI platfroms \/ agents was why we decided to build Kanwas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jessesibley_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jessesibley_<\/a> Great to see you here Jesse, would love to hear your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Is there a way to work with different subsets of knowledge?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> sure you can literally select any doc, or even a line of text and work over that \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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Yes, you have a filesystem where you can organize the knowledge and agant can naturally navigate it based on your instructions. You can select specific documents and the agent knows to focus on these. You can also create fully separate workspaces.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@marek_vybiral good stuff. Thanks. \ud83d\ude4f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Great job! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@federico_terzi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@federico_terzi<\/a> Thank you Federico! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@federico_terzi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@federico_terzi<\/a> \ud83d\ude4f\ud83d\ude4f\ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@federico_terzi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@federico_terzi<\/a> Thanks! Hope you will 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>When anyone can build anything, knowing what to build is the most important thing. Kanwas will really help with this \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\/@alexchristou17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexchristou17<\/a> EXACTLY this!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexchristou17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexchristou17<\/a> Yeah, it was always the case but now when feature development is so much faster it’s the essence of building products.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@alexchristou17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexchristou17<\/a> yep the problem moved up a stack. We now need good tools to decide what to build \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>good one! upvoted!<\/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\/@nikolas_dimitroulakis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikolas_dimitroulakis<\/a> so appreciated! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nikolas_dimitroulakis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikolas_dimitroulakis<\/a> Thank you Nikolas!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nikolas_dimitroulakis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikolas_dimitroulakis<\/a> Thank you for the support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Not sure exactly how I could implement that at our company, but it will clearly fix a big problem for me.<\/p>\n<p>When I am brainstorming or researching on a certain topic, I end up with a big conversation. I need to scroll vertically on Claude or Gemini. The whiteboard form factor you’re proposing here would definitely help me organize my ideas and visualize them afterwards.<\/p>\n<p>Definitely worth an upvote and a complete test from me. \ud83d\ude42<\/p>\n<p>Congrats on the launch, btw, and best of luck!<\/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\/@baptiste_ncls\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@baptiste_ncls<\/a> yeah I love it because it doesn’t collapse my thinking. It’s great to iterate on the AIs output, cut out the bad parts, improve the ones that feels good! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@baptiste_ncls\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@baptiste_ncls<\/a> Thank you! Brainstorming and research are one of the strongest usecases for us too. The best part is that you can easily share the progress and the final output with your team and gove over it e.g. on a video call.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@baptiste_ncls\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@baptiste_ncls<\/a> Curious to get your feedback and insights after the test!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 for sure worth looking into. What I worry about is the space getting overfilled with content which becomes irrelevant over time. How do you plan to solve this issue? <\/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\/@josip_herceg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josip_herceg<\/a> Good to see you here Josip! yeah that’s a real issue, and we are bringing more schedule tasks soon so you can easily setup agent to run linting process to keeps things clean. <\/p>\n<p>the idea is to have like a gardener that goes through the context and finds things that contradicts, overlap, or are outdated and messy. Then to bring them to your attention so you can decide to weed them out or keep them<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josip_herceg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josip_herceg<\/a> Just want to mention the gardener is something I’m working on 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josip_herceg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josip_herceg<\/a> Yep thinking about this a lot. We will have something cool soon for this problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built something like this internally for our team – literally called it our Brain. The idea was they can use that context in Claude though and build skills against it, etc.<\/p>\n<p>Is that possible, or can you only execute tasks within Kanwas? I love the idea of a Brain we can all visualise & collaboratively maintain\/iterate in here but then use in claude. <\/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\/@tom_rudnai1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tom_rudnai1<\/a> Yes definitely. You can use Kanwas as the single source of truth for context that the whole team expands and edits and use it with other AI tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tom_rudnai1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tom_rudnai1<\/a> good to see you here Tom!!! Actually we built it so you can run any agent through CLI \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tom_rudnai1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tom_rudnai1<\/a> exactly! updates work in both directions. you can bring anything in kanwas and iterate on all your signals, and also local\/coding agent can pull the latest context and work with it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey product people. I am in charge of the canvas interface of Kanwas.<\/p>\n<p>Kanwas is built with the idea of moving from chats to shared spatial context space, where you, your team, and your agents can work together and build on top of it.<\/p>\n<p>My favourite part is being able to control context in the easy way, starting from scratch, or starting from yesterdays research, or just cross referencing latest positioning angle with the newest competitor updates.<\/p>\n<p>From the start of building it we are using it as team, and collaborating through all the challenges, from working on strategy and gtm, to updating feature specs, doing users insights from the posthog events and user calls, and even doing this product hunt launch.<\/p>\n<p>Happy to see you using it and getting the feedback! Here to answer any question!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Where does Kanwas fit if we use Notion for docs and Linear for tickets?<\/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\/@jakub_brabec\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakub_brabec<\/a> depends on how exactly you use them. From what I hear from our users Notion is often a graveyard of docs and Linear is tasks. <\/p>\n<p>Kanwas is the place where you figure out the WHAT. the messy middle. The place where you pull research, your own idea, user calls and data and start working on top of that, together with AI. <\/p>\n<\/p>\n<p>If output is like PRD it can go into Notion, if its a clear spec for coding agent Kanwas can push it to Linear. <\/p>\n<p>You can then keep the traces that lead you to decision in a board so you can come back to them later or let Kanwas tidy it up and update the brain for lasting context <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jakub_brabec\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakub_brabec<\/a> 2 things. Kanwas in the end is just of plan files (markdown, yaml, etc…) you can import and export and work with locally. Thats great if you want to use multiple agents.<\/p>\n<p>But also kanwas is a much nicer place to think. It makes it easy to create 10 different versions of your doc and compare them side by side and let agent work on all of them. It lets you explore tradeoffs, new ideas and brainstorm in a much more productive and fun 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jakub_brabec\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakub_brabec<\/a> Kanwas is more focused on active work with the AI agent, you can for example work on brainstorming session with a team on live call, craft a new copy for landing page, do some competitor research and then use the CLI and connections to store the artifacts in Notion and create tickets for Linear.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 opinionated is the agent? Does it mostly organize what is already there, or does it push back on assumptions and ask questions too?<\/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\/@cam_eddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cam_eddy<\/a> we’ve two modes, Direct that is behaving similar to coding agents, executing. <\/p>\n<\/p>\n<p>but the mode that I love the most is “get my brain going”, it’s made to ask you a lot of questions so it really gets your brain going and makes the outputs sharp thanks to your taste and judgment<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cam_eddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cam_eddy<\/a> We are really trying to do something different. Most AI tools will just produce more more and more output. We want to focus on quality instead. Output less, ask more and really think with the 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cam_eddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cam_eddy<\/a> Interesting question Cam! As <a href=\"https:\/\/www.producthunt.com\/@johancutych\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> already said we support 2 modes, but regardless of that you can update main instructions and your style and way of working to be more push back oriented<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 am glad this is not another closed workspace where everything disappears into a proprietary database. Markdown\/YAML plus Git history makes the product much easier to trust.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mahin_makkhy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahin_makkhy<\/a> This kind of interoperability was very important to us. We didn’t want to vendor lock users to some proprietary format but rather let them work on markdown files. <\/p>\n<p>Nice side-benefit of this is that you can use our CLI tool to export and import files easily <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mahin_makkhy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahin_makkhy<\/a> .md files are way to go!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mahin_makkhy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahin_makkhy<\/a> True! Markdowns are the way to go, and from our learnings agent works the best when it lives on top of it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6DYONUBX4ZQVHY\" class=\"app-title\">Shadow 2.0<\/a><\/p>\n<div class=\"one-liner\">The work your meetings create, done before they end<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">409<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Shadow 2.0 \u662f\u4e00\u6b3e\u5b9e\u65f6AI\u4ee3\u7406\uff0c\u5728\u5728\u7ebf\u4f1a\u8bae\u8fdb\u884c\u4e2d\u81ea\u52a8\u8bc6\u522b\u5e76\u6267\u884c\u5f85\u529e\u4e8b\u9879\uff08\u5982\u751f\u6210\u6587\u6863\u3001\u53d1\u9001\u90ae\u4ef6\u3001\u5b89\u6392\u65e5\u7a0b\uff09\uff0c\u8ba9\u7528\u6237\u5728\u6302\u65ad\u7535\u8bdd\u524d\u5c31\u5b8c\u6210\u6240\u6709\u4f1a\u540e\u5de5\u4f5c\uff0c\u5f7b\u5e95\u6d88\u706d\u201c\u4f1a\u540e\u4efb\u52a1\u5217\u8868\u201d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1d5af0b2-19d4-46e4-979d-8eabbd5b5478.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6546d62-5c79-4197-a25f-692d2a3f221e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ff3fbd7-752b-4df8-8519-24013aa2d607.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15aeb4b3-9cb9-4171-89b6-d71f8adf5ef6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90ad4c8f-63d1-439d-a3f4-3a9596c30a5f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c45d71f7-8620-4007-8da2-379f8f3a76ba.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\/d3e85b7a-3de4-4fac-9e22-e3c859244a3f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/gJ-PLqh4lpM\"><source src=\"https:\/\/youtu.be\/gJ-PLqh4lpM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Meetings<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f1a\u8bae\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4efb\u52a1\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4f1a\u540e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u7eaa\u8981<\/span><br \/>\n <span class=\"tag\">CRM\u66f4\u65b0<\/span><br \/>\n <span class=\"tag\">\u65e5\u7a0b\u5b89\u6392<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u75db\u70b9\uff1a\u4f1a\u540e\u9700\u82b1\u5927\u91cf\u65f6\u95f4\u5904\u7406\u90ae\u4ef6\u3001\u6587\u6863\u3001CRM\u66f4\u65b0\u7b49\u3002\u4e3b\u8981\u7591\u95ee\uff1a\u4e0eOtter\/Fireflies\u7b49\u8bb0\u7b14\u8bb0\u5de5\u5177\u7684\u672c\u8d28\u533a\u522b\uff1f\u80fd\u5426\u81ea\u52a8\u63a8\u9001\u5230Figma\u3001Productboard\u7b49\u5de5\u5177\uff1f\u7528\u6237\u5173\u6ce8\u201c\u6267\u884c\u201d\u800c\u975e\u201c\u8bb0\u5f55\u201d\uff0c\u5e76\u5e0c\u671b\u4fdd\u7559\u4eba\u5de5\u5ba1\u6838\u73af\u8282\u4ee5\u63a7\u5236\u654f\u611f\u64cd\u4f5c\u3002\u90e8\u5206\u7528\u6237\u8be2\u95ee\u591a\u4eba\u5927\uff08>10\u4eba\uff09\u4f1a\u8bae\u7684\u8bc6\u522b\u7cbe\u5ea6\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 Shadow 2.0 \u786e\u5b9e\u5207\u4e2d\u4e86\u4e00\u4e2a\u9ad8\u9891\u4e14\u6781\u5ea6\u75db\u82e6\u7684\u573a\u666f\u2014\u2014\u4f1a\u8bae\u5e76\u672a\u5728\u201c\u6302\u65ad\u201d\u65f6\u7ed3\u675f\uff0c\u53cd\u800c\u5f00\u542f\u4e86\u7e41\u7410\u7684\u201c\u4f1a\u540e\u5de5\u4f5c\u6d41\u201d\u3002\u7edd\u5927\u591a\u6570\u540c\u7c7b\u5de5\u5177\u6b62\u6b65\u4e8e\u201c\u8bb0\u5f55\u548c\u603b\u7ed3\u201d\uff0c\u672c\u8d28\u4e0a\u53ea\u662f\u7ed9\u7528\u6237\u751f\u6210\u4e86\u4e00\u5f20\u66f4\u7cbe\u7f8e\u7684\u201c\u5f85\u529e\u6e05\u5355\u201d\u3002\u800cShadow\u7684\u98a0\u8986\u6027\u5728\u4e8e\u5c06\u80fd\u529b\u4ece\u201c\u542c\u5199\u5458\u201d\u5347\u7ea7\u4e3a\u201c\u6267\u884c\u5e55\u50da\u201d\uff0c\u5b83\u5728\u4f1a\u8bae\u8fdb\u884c\u4e2d\u5c31\u5f00\u59cb\u52a8\u624b\u5e72\u6d3b\uff1a\u53d1\u90ae\u4ef6\u3001\u5efa\u6587\u6863\u3001\u5b9a\u65e5\u7a0b\uff0c\u8bd5\u56fe\u8ba9\u7528\u6237\u8d70\u51fa\u4f1a\u8bae\u5ba4\u65f6\uff0c\u6240\u6709\u5de5\u4f5c\u5df2\u7ecf\u5c18\u57c3\u843d\u5b9a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u4e2a\u4ea7\u54c1\u4ef7\u503c\u6e05\u6670\u4e14\u7280\u5229\uff0c\u4f46\u6311\u6218\u540c\u6837\u5de8\u5927\u3002\u7b2c\u4e00\uff0c\u6267\u884c\u5c42\u7684\u51fa\u9519\u6210\u672c\u8fdc\u9ad8\u4e8e\u8bb0\u5f55\u5c42\u3002AI\u8bef\u5224\u4e00\u4e2a\u201c\u4e0b\u6b21\u804a\u201d\u4e3a\u201c\u9884\u7ea6\u4f1a\u8bae\u201d\uff0c\u5c31\u53ef\u80fd\u9020\u6210\u5c34\u5c2c\u6216\u65e5\u7a0b\u6df7\u4e71\u3002\u867d\u7136\u56e2\u961f\u5f3a\u8c03\u201c\u4eba\u5de5\u5ba1\u6838\u5c42\u201d\u5b58\u5728\uff0c\u4f46\u82e5\u5ba1\u6838\u6bd4\u4f8b\u8fc7\u9ad8\uff0c\u6240\u8c13\u7684\u201c\u5b9e\u65f6\u9ad8\u6548\u201d\u5c06\u5927\u6253\u6298\u6263\u3002\u7b2c\u4e8c\uff0c\u6df1\u5ea6\u96c6\u6210\u4f9d\u8d56\u751f\u6001\u3002\u76ee\u524d\u7684Notion\u3001Gmail\u3001\u65e5\u5386\u53ea\u662f\u51b0\u5c71\u4e00\u89d2\uff0c\u7528\u6237\u771f\u6b63\u6e34\u671b\u7684CRM\u3001Jira\u3001Figma\u7b49\u6838\u5fc3\u751f\u4ea7\u529b\u5de5\u5177\u7684\u5b9e\u65f6\u53cc\u5411\u540c\u6b65\u624d\u662f\u62a4\u57ce\u6cb3\uff0c\u800c\u8fd9\u4e9b\u96c6\u6210\u5f80\u5f80\u9700\u8981\u6570\u767e\u4e2a\u4f01\u4e1a\u7ea7API\u7684\u7a33\u5b9a\u5bf9\u63a5\uff0c\u5de5\u7a0b\u590d\u6742\u5ea6\u9661\u589e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u89d2\u5ea6\u770b\uff0c\u8fd9\u4e2a\u4ea7\u54c1\u5b9a\u4f4d\u975e\u5e38\u7cbe\u51c6\uff1a\u7784\u51c6\u7684\u662f\u9ad8\u51c0\u503c\u3001\u9ad8\u4f1a\u8bae\u5bc6\u5ea6\u7684\u77e5\u8bc6\u5de5\u4f5c\u8005\uff08\u987e\u95ee\u3001\u9500\u552e\u3001\u521b\u59cb\u4eba\uff09\uff0c\u4ed6\u4eec\u613f\u610f\u4e3a\u201c\u6bcf\u5468\u8d62\u56de\u4e00\u4e2a\u5de5\u4f5c\u65e5\u201d\u4ed8\u8d39\u3002\u65e9\u671f\u91c7\u7528\u8005\u5fc5\u7136\u662f\u90a3\u4e9b\u88ab\u7410\u4e8b\u538b\u57ae\u7684\u201c\u4f1a\u8bae\u673a\u5668\u201d\uff0c\u4ed6\u4eec\u6700\u8feb\u5207\u7684\u9700\u6c42\u4e0d\u662f\u201c\u66f4\u667a\u80fd\u7684\u7b14\u8bb0\u201d\uff0c\u800c\u662f\u201c\u6709\u4eba\u80fd\u66ff\u6211\u5728\u4f1a\u540e\u64e6\u5c41\u80a1\u201d\u3002Shadow 2.0\u5982\u679c\u80fd\u6301\u7eed\u964d\u4f4e\u6267\u884c\u9519\u8bef\u7387\u5e76\u5feb\u901f\u6269\u5c55\u5de5\u5177\u94fe\uff0c\u6709\u671b\u91cd\u65b0\u5b9a\u4e49\u201c\u4f1a\u8bae\u751f\u4ea7\u529b\u201d\u8d5b\u9053\u2014\u2014\u8ba9\u4f1a\u8bae\u771f\u6b63\u6210\u4e3a\u601d\u8003\u4e0e\u51b3\u7b56\u7684\u573a\u6240\uff0c\u800c\u975e\u65b0\u4efb\u52a1\u7684\u751f\u4ea7\u7ebf\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\">Shadow 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Every online call creates a to-do list. Shadow clears it live. It understands your conversation, tracks what needs to happen, and executes tasks in real time. PDF creation, slide generation, CRM updates, follow-ups, and scheduling before the call ends. Our goal is to have no post-call work. Just stay focused while Shadow handles everything in the background. Starting with core workflows and expanding to everything your calls create.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>Shadow is a real-time AI on the call that completes your post-call to-dos while you’re still on the call<\/p>\n<\/p>\n<p><strong>The problem:<\/strong> A user told us something we couldn’t ignore:<\/p>\n<blockquote>\n<p>“I go into back-to-back calls. I miss my meals. Someone wants a proposal, someone wants metrics, someone wants a follow-up. I hang up, and there’s a new to-do list every single time. I feel like a robot just running endlessly.”<\/p>\n<\/blockquote>\n<p>We did the maths. 5 calls a day. 20 minutes of post-call admin. 5 days a week. That’s 8+ hours \u2014 one full working day \u2014 lost to busywork, every week.<\/p>\n<\/p>\n<p><strong>The solution:<\/strong> Shadow was already on the call. It already had the context. So we asked: what if it just handled the to-dos before you hung up?<\/p>\n<p>While you’re still talking, Shadow detects action items in real time and executes them. Today, that means:<\/p>\n<ul>\n<li>\n<p>\ud83d\udcdd Notion doc creation: notes and summaries written as you speak<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcc5 Follow-up meeting scheduling: booked before you hang up<\/p>\n<\/li>\n<li>\n<p>\ud83d\udce7 Draft email: written automatically based on what was discussed<\/p>\n<\/li>\n<\/ul>\n<p><strong>Coming soon:<\/strong> Slack, Salesforce, Jira, Google Sheets, PostHog, GitHub, LinkedIn, Twitter and more. This is just the start.<\/p>\n<\/p>\n<p><strong>What’s new in Shadow 2.0:<\/strong> We’ve moved from a browser app to a native desktop app.<\/p>\n<p>Shadow now:-<\/p>\n<ul>\n<li>\n<p>Auto-detects your meetings the moment they start, no manual setup<\/p>\n<\/li>\n<li>\n<p>No bot joins your call, invisible to everyone else. It just works.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who is it for?<\/strong> If you live on calls, sales, consulting, recruiting, ops, Shadow was built for you. Anyone who goes over back to back calls.<\/p>\n<\/p>\n<p>One question, If you could automate one thing that happens after every call, what would it be?<\/p>\n<p>Drop it below, it might be the next thing Shadow handles.<\/p>\n<\/p>\n<p>Shubham<\/p>\n<p>Co-Founder, Shadow<\/p>\n<p>shadowlabs.ai<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham16180\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham16180<\/a> Shubham said it perfectly.<\/p>\n<p>We\u2019re building Shadow because post-call work shouldn\u2019t wait until after the call – the context is already there while the conversation is happening.<\/p>\n<p>Today it handles emails, Notion docs, and scheduling in real time. The bigger vision is to let people leave calls with the actual work already done.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shubham16180\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham16180<\/a> One of the problems every industry, every professional role relates to.<br \/>As a dev, I hate updating tickets, creating tickets, Productivity tracking platforms had become counter-productive for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham16180\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham16180<\/a> Many congrats Shubham, Hersh and team! \ud83d\ude42 <\/p>\n<\/p>\n<p><strong>How I met the makers? <\/strong><\/p>\n<p>I first came across Shadow through the <a href=\"https:\/\/www.producthunt.com\/products\/velo-4\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"velo-4\" target=\"_blank\" rel=\"noopener\">@Velo<\/a> team and the moment they walked me through what they\u2019re building, my first thought was: \u201cWait\u2026 was this made for me?\u201d <\/p>\n<\/p>\n<p><strong>What is Shadow? <\/strong><\/p>\n<p>Shadow is a real-time AI agent that sits on your calls and turns conversations directly into done tasks (notes, follow-ups, docs, and next steps) before the meeting even ends. <\/p>\n<\/p>\n<p>As someone running a high-demand consulting business, I spend ~7 hours a day on calls and spoke with 1,300+ founders last year. After every call, I usually spend another 15\u201330 minutes processing notes, sending follow-up emails, and organizing next steps. <\/p>\n<\/p>\n<p><strong>Why I endorse it? <\/strong><\/p>\n<p>A tool like Shadow doesn\u2019t just sound useful, it feels like getting a full working day back every week. <\/p>\n<\/p>\n<p>I\u2019ve also had the chance to work closely with the team on feedback ahead of launch, and they\u2019ve been incredibly fast, agile and obsessed with getting better. <\/p>\n<\/p>\n<p>That combination of a sharp product and a hungry, execution-focused team is exactly why I\u2019m excited to endorse both Shadow and the ambitious makers building it! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We\u2019re excited to launch Shadow today.<\/p>\n<p>We started building Shadow because we kept seeing the same problem again and again: <strong>meetings don\u2019t really end when the call ends.<\/strong><\/p>\n<p>You finish the conversation, but the actual work is still waiting for you:<\/p>\n<ul>\n<li>\n<p>writing follow-ups, <\/p>\n<\/li>\n<li>\n<p>updating tools, <\/p>\n<\/li>\n<li>\n<p>creating notes, <\/p>\n<\/li>\n<li>\n<p>sharing docs, <\/p>\n<\/li>\n<li>\n<p>assigning next steps, and <\/p>\n<\/li>\n<li>\n<p>trying to remember everything that was promised.<\/p>\n<\/li>\n<\/ul>\n<p>Most AI meeting tools help capture what happened. That\u2019s useful, but we felt <strong>the bigger opportunity was not just capturing action items, but helping complete them while the conversation is still happening.<\/strong><\/p>\n<p>That\u2019s what Shadow is built for.<\/p>\n<p><strong>Shadow listens during the call, understands the context, and helps complete meeting actions in real time<\/strong> – so by the time the call ends, the follow-ups, updates, and next steps are already moving.<\/p>\n<p>We\u2019re still early, but we strongly believe meetings should lead to finished work, not more work after the meeting.<\/p>\n<p>Would love to hear your thoughts, feedback, and questions.<\/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\/@mayank_gupta40\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mayank_gupta40<\/a> Mayank is the AI (Anant Intelligence) behind our AI orchestration<\/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,<\/p>\n<p>Built Shadow because the real cost of a meeting isn’t the meeting, it’s the hour of follow-ups afterward. Shadow sits in your calls and handles the action items for you: emails sent, docs updated, tasks created. You just review and approve. Excited to share it with PH!<\/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\/@priyansh_agrawal2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyansh_agrawal2<\/a> Priyansh has been deep in building the actual \u201creview and approve\u201d layer – because the goal was never to let AI blindly do things on your behalf.<\/p>\n<p>Shadow should handle the busywork, but you stay in control before anything gets sent, created, or scheduled.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This sounds incredibly exciting, a strong, well-thought-out solution to a genuinely frustrating problem. It\u2019s amazing to think how seamlessly tasks could get done in no time, without needing constant hands-on effort.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trisha_khandelwal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trisha_khandelwal<\/a> Our team shares the excitement of the possibilities this product opens up! Feel free to share any particular use case you have in mind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trisha_khandelwal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trisha_khandelwal<\/a> AI taking over our jobs… jobs we didnt care about anyway \ud83d\ude1b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trisha_khandelwal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trisha_khandelwal<\/a> Exactly – the goal is to reduce the constant hands-on effort after every call without taking control away from the user.<\/p>\n<p>Shadow should quietly prepare the work in real time, and you just review\/approve what needs to happen.<\/p>\n<p>Curious – which task do you think people would want automated first: follow-up emails, docs, scheduling, or task creation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m the dev, AMA<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priyansh_agrawal2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyansh_agrawal2<\/a> Hahaaha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priyansh_agrawal2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyansh_agrawal2<\/a> Is there a page I can read about what tasks it can actually automate after calls? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Can it also handle figma updates on the fly? That would be crazy as hell<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jpinkman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jpinkman<\/a> not yet, but it\u2019s coming soon.<\/p>\n<p>We\u2019re starting with the most common meeting actions first \u2014 emails, docs, follow-ups, and calendar scheduling – but Figma updates on the fly is exactly the kind of workflow we want Shadow to handle next.<\/p>\n<p>Curious, what Figma action would you want it to do during a call – update copy, create a quick wireframe, or make design tweaks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jpinkman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jpinkman<\/a> Give ideas on your own risk… They may get implemented and launched<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">This is almost like a agent that listens to call and does things or am I missing something?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sourav_sanyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sourav_sanyal<\/a> Absolutely! It is hooked to any work that comes your way and lives to get it off your plate. More than agent, we aim to make a personal ai for you. One with personality and one who knows you! Would de<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sourav_sanyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sourav_sanyal<\/a> Yes! Shadow listens during the call, understands action items, and can complete things like emails, Notion docs, follow-ups, or calendar scheduling in real time.<\/p>\n<p>The key difference is that it doesn\u2019t just \u201cauto-do everything\u201d silently \u2014 the user stays in control and acknowledges actions before Shadow completes them.<\/p>\n<p>Curious, what would be the first thing you\u2019d want an agent to handle for you during a call?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sourav_sanyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sourav_sanyal<\/a> Imagine a product that offers you time.<br \/>And I’m sure you can’t put a price on that. … \ud83d\ude1b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hello Product Hunt \ud83d\udc4b<\/strong><\/p>\n<p>I’m Hersh, founding member at Shadow leading GTM. Wanted to share what we’ve learned building this.<\/p>\n<\/p>\n<p><strong>The pattern:<\/strong><\/p>\n<p>Over the last six months, I’ve spoken with hundreds of founders, freelancers, consultants, recruiters, and operators. Different roles, different industries. They all said some version of the same thing.<\/p>\n<p>“The actual call isn’t what’s killing me. It’s everything that comes after.”<\/p>\n<p>The follow-up email. The invoice. The doc share. The CRM update. The Notion recap. The next-step Slack message.<\/p>\n<p>A 30-minute call creates 90 minutes of work.<\/p>\n<\/p>\n<p><strong>Why this matters now:<\/strong><\/p>\n<p>We’ve spent a decade adding tools to capture more of what happens in our calls. Notetakers record it. Notion stores it. Slack notifies the team. Every one of those tools makes you do more after the call ends. Not less.<\/p>\n<p>We started Shadow with one question. What if the work just got done while the call was still happening?<\/p>\n<\/p>\n<p><strong>What we built:<\/strong><\/p>\n<p>Shadow runs on your call, understands what’s being asked for, and executes the work in real time.<\/p>\n<p>Someone asks for the doc. The link is in their inbox before they finish the question. Someone asks for the latest numbers. The data is on screen mid-conversation. Someone asks for a follow-up. It’s scheduled before you hang up.<\/p>\n<p>By the time you say goodbye, the to-do list is already done.<\/p>\n<\/p>\n<p><strong>Who it’s for:<\/strong><\/p>\n<p>Anyone whose day is shaped by meetings. Founders, freelancers, consultants, recruiters, ops leaders, sales teams. If you finish your day with a stack of admin that came from your calls, Shadow is for you.<\/p>\n<\/p>\n<p><strong>A question:<\/strong><\/p>\n<p>If you could automate one thing that happens after every call this week, what would it be? Genuinely curious. The answers might shape what we ship next.<\/p>\n<p>Hersh<br \/>Founding GTM<\/p>\n<p>shadowlabs.ai<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hersh_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hersh_singh<\/a> Hersh has been closest to the people we\u2019re building this for, and this pattern kept coming up again and again: the call is not the hard part, the work after the call is.<\/p>\n<p>That\u2019s why we\u2019re building Shadow as a real-time layer that doesn\u2019t just capture context, but helps complete the work while the context is still fresh.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">For people already using Otter\/Fireflies\/Granola-style tools, what\u2019s the most common \u201cbreaking point\u201d that makes them switch\u2014what specific post-call workflow finally becomes painful enough that a notetaker stops being enough?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> The breaking point we keep hearing is: the summary is useful, but it still leaves the user with another to-do list.<\/p>\n<\/p>\n<p>For people using Otter\/Fireflies\/Granola-style tools, the pain usually starts when the same post-call workflows repeat every day:<\/p>\n<ul>\n<li>\n<p>writing the follow-up email<\/p>\n<\/li>\n<li>\n<p>creating the recap\/doc\/proposal<\/p>\n<\/li>\n<li>\n<p>scheduling the next meeting<\/p>\n<\/li>\n<li>\n<p>updating CRM\/tasks<\/p>\n<\/li>\n<li>\n<p>sharing the right collateral<\/p>\n<\/li>\n<\/ul>\n<p>That\u2019s where a notetaker stops being enough. Shadow is trying to move from \u201chere\u2019s what happened\u201d to \u201chere\u2019s the work, already prepared for approval.\u201d<\/p>\n<\/p>\n<p>For sales\/consulting-heavy users, the biggest switch trigger seems to be follow-ups + proposal\/docs + CRM\/task updates after every call.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can it also help create user stories in productboard automatically? I go over lot of customer calls. I want AI to take my notes and put it in my tools<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raghav39\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raghav39<\/a> this is exactly the kind of workflow we want Shadow to handle.<\/p>\n<\/p>\n<p>Today, Shadow can capture the notes\/action items during the call and turn them into docs, follow-ups, or tasks. Productboard isn\u2019t live yet, but converting customer calls into structured user stories inside product tools is very much on the roadmap.<\/p>\n<\/p>\n<p>Curious – would you want it to create raw notes in Productboard first, or directly create polished user stories with problem, context, and acceptance criteria?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@raghav39 eventually yes. We will connect to all the enterprise tools used today to help users get relieved from the busy work<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Shadow schedule follow ups and send docs on its own, or is there still a human layer present? <\/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\/@soni_karan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soni_karan<\/a> Shadow understands the meeting context and is helpful enough to takeover much of your workload generated from everyday meetings, alongside, it is careful enough to not execute sensitive tasks, and wait for your approval.<\/p>\n<p>Think metrics brought for you instantly during call,<br \/>Mails drafted for you during call,<br \/>Calendar events scheduled for you during the call<br \/>Notion pages published for you during the call.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@soni_karan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soni_karan<\/a> here\u2019s still a human layer by design.<\/p>\n<p>Shadow can detect the follow-up, prepare the doc\/email, or set up the calendar invite in real time – but the user reviews and approves before anything gets sent or scheduled.<\/p>\n<p>We don\u2019t want AI silently acting on your behalf. We want it to remove the busywork while keeping you in control.<\/p>\n<p>Curious – would you be comfortable with auto-send for low-risk follow-ups, or should approval always stay mandatory?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@soni_karan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soni_karan<\/a> It does both and goes beyond. Shadow creates Notion docs, drafts emails, books follow-ups, all while you’re still on the call. Next up: BI tools, Jira, CRMs. The goal is simple: Give people their time back.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 one feels personal. I have struggled with the pile of follow-ups after almost every call, and it\u2019s honestly the most draining part of meetings for me. Love how clearly you have defined the problem and the direction to solve it. Really excited to see how this evolves.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikhagarg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhagarg<\/a> this means a lot – that pile of follow-ups after every call is exactly the pain we kept hearing again and again.<\/p>\n<p>We\u2019re trying to make the call itself the place where the work gets completed, not just captured for later.<\/p>\n<p>Curious – what\u2019s usually the most draining follow-up for you: writing emails, creating docs, updating tasks, or scheduling next steps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikhagarg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhagarg<\/a> worry no more, Shadow is here !<br \/>Start planning for what you’ll do with the immense free time coming your way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikhagarg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhagarg<\/a> Glad to hear! We want the world to know the meaning of productivity category! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually super relatable \ud83d\ude05 every call quietly turns into a mini to-do list. <br \/>Love the idea of handling things during the call instead of after. Curious how well it picks up on action items in meetings with larger groups (>10 people)<\/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\/@ajaykumar1018\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajaykumar1018<\/a> Hey Ajay, really glad it resonates!<\/p>\n<p>Great question, larger group calls are something we’re actively working towards. Right now Shadow works best in smaller focused calls, but scaling it up is on the roadmap. Would love to keep you in the loop as we get there!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ajaykumar1018\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ajaykumar1018\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajaykumar1018<\/a> exactly \u2014 that \u201cmini to-do list after every call\u201d pain is what pushed us to build this.<\/p>\n<p>For larger groups, we\u2019re focusing on picking up clear ownership, decisions, and next steps without turning every discussion point into noise.<\/p>\n<p>Curious – in your experience, do action items get missed more in large internal meetings or customer calls with multiple stakeholders?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ajaykumar1018\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajaykumar1018<\/a> Hi Ajay, glad to hear you resonate<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How is this different than the other AI meeting assistants? whats the differentiator? The innovation? The novelty? \ud83d\ude00 How does it stand out from the 1000s of live meeting HUD AI systems for meetings? Sorry for the roasty question. but you asked for it so here it is \ud83d\ude38<\/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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Sharing an analogy, one of our users gave, <br \/>“I have been paying salary to AI assistants that only had ears, finally something that comes with hands and legs… getting work done is what was needed, not dumping notes”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> fair question – and probably the right roast \ud83d\ude04<\/p>\n<\/p>\n<p>The way we think about it: most AI meeting assistants are built around <strong>capture<\/strong> – record the call, summarize it, extract action items, and give you something to process after.<\/p>\n<\/p>\n<p>Shadow is built around <strong>execution during the call<\/strong>.<\/p>\n<\/p>\n<p>So instead of ending with \u201chere are your action items,\u201d Shadow helps complete them while the context is still live – draft the follow-up email, create the doc, schedule the next meeting, prepare the next-step task – with the user reviewing\/approving before anything goes out.<\/p>\n<\/p>\n<p>The novelty isn\u2019t \u201cAI understands meetings.\u201d The bet is: <strong>meetings should end with the work already done, not with another to-do list.<\/strong><\/p>\n<\/p>\n<p>Curious – what would make this feel truly different for you: acting during the call, approval before execution, deeper tool integrations, or better context from past meetings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> fair roast!<\/p>\n<p>Most tools are just Voldemort’s diary: Self-writing, forever. We’re building a chief of staff.<\/p>\n<p>They’re stuck at note-taking. We’re solving getting work done. \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, folks! Just looking at it from a marketing angle, I think many people would be looking at Shadow AI and thinking: yet another AI notetaking tool.<\/p>\n<\/p>\n<p>What would be useful is knowing what makes Shadow AI different? What is the compelling use case that Granola, Fathom, Otter, Fireflies, Loom, and so many others don’t provide?<\/p>\n<p>Zoom notes and Gemini notes include action items in their summaries after the email.<\/p>\n<\/p>\n<p>A good start is a comparison matrix for people already using these existing notetaking tools on what Shadow AI can do that these other tools cannot.<\/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\/@peterclaridge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterclaridge<\/a> this is a very fair point – and honestly, probably the clearest thing we need to communicate better.<\/p>\n<\/p>\n<p>We\u2019re not trying to build a better notetaker. Tools like Granola, Fathom, Otter, Fireflies, Zoom notes, etc. are great at capturing what happened and summarizing it after the meeting.<\/p>\n<\/p>\n<p>The core difference with Shadow is execution during the call.<\/p>\n<\/p>\n<p>So instead of ending the call with \u201chere are your action items,\u201d Shadow helps turn those action items into finished work while the call is still happening – follow-up emails, docs, next-step scheduling, and eventually CRM\/task\/tool updates – with the user reviewing and approving before anything goes out.<\/p>\n<p>So the outcome we care about is not \u201cbetter notes.\u201d It\u2019s: you leave the call with the work already done.<\/p>\n<\/p>\n<p>Also fully agree on the comparison matrix. That\u2019s a great suggestion, and we should make this much clearer for people already using notetakers.<\/p>\n<\/p>\n<p>Curious – from a marketing angle, which workflow would make the difference most obvious first: follow-up emails, docs, scheduling, or CRM\/task updates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@peterclaridge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterclaridge<\/a> this is a very fair point – and probably the biggest thing we need to make clearer.<\/p>\n<p>We don\u2019t think of Shadow as a notetaker. Notetakers capture the meeting, summarize it, and give you action items after.<\/p>\n<\/p>\n<p>Shadow is built for what happens <strong>during the call<\/strong>: turning those action items into actual work while the context is still live – follow-up emails, docs, scheduling, and eventually CRM\/task\/tool updates – with the user reviewing and approving before anything goes out.<\/p>\n<\/p>\n<p>So the difference we\u2019re betting on is: meetings shouldn\u2019t end with a better to-do list. They should end with the work already done.<\/p>\n<\/p>\n<p>Also, +1 on the comparison matrix. That\u2019s a great idea, especially for people already using tools like Granola\/Fathom\/Otter\/Fireflies.<\/p>\n<\/p>\n<p>Curious from your marketing lens – which workflow would make this difference most obvious first: follow-up emails, docs, scheduling, or CRM\/task updates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterclaridge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterclaridge<\/a> Totally respect the notetaking tools, they’re great at what they do.<\/p>\n<p>But there’s a difference between a tool with ears and one with hands and legs.<\/p>\n<p>Notes tell you what happened. Shadow gets the work done. Yours to choose. \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Every call creators a to do list is such an accurate framing .Most of the pain starts after the meeting ends.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maali_baali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maali_baali<\/a> That\u2019s what we\u2019re trying to change with Shadow: instead of ending the call with more work, the follow-ups, docs, scheduling, and next steps are already prepared for review.<\/p>\n<\/p>\n<p>Curious – what\u2019s the most annoying post-call task for you: follow-up emails, notes\/docs, scheduling, or updating tasks\/CRM?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on reducing cognitive overload .Remembering action items across multiple meetings is exhausting even for highly organized teams.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_henry4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_henry4<\/a> That\u2019s the overload we\u2019re trying to reduce. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a genuine time saver. Especially since the end of a meeting is the time with lowest energy levels and maximum procrastination potential.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pavan_375\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pavan_375<\/a> ehe, now simply go out for a coffee post meeting, stress-free. ! \ud83d\ude1b <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is so cool. There have been many meeting recorders, but none that actually does the work for you!<\/div>\n<div class=\"comment-actions\">\n<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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Exactly, that\u2019s the core idea.<\/p>\n<\/p>\n<p>Meeting recorders and note-takers are useful, but we felt the real pain starts after the call – follow-ups, updates, docs, next steps, and all the small tasks that pile up.<\/p>\n<\/p>\n<p>We\u2019re trying to make meetings end with work already moving, not just with a better summary.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> and then came Shadow (beatdrop)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 sounds like a magical tool. Every meeting is not just like a meeting, it’s a list of to-do lists that you get. And I think if some parts or all parts of it can be taken care of, I think that’s fantastic. Congratulations on the launch. :)) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Really appreciate this, you\u2019ve captured the problem perfectly. Meetings quietly turning into to-do lists is exactly what we\u2019re trying to fix. If we can take even part of that off people\u2019s plates, that\u2019s a win for us. Thanks so much for the support! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Thank you, really appreciate it.<\/p>\n<\/p>\n<p>That\u2019s exactly the pain we\u2019re trying to solve. Meetings often look like one conversation, but they quietly create a bunch of follow-ups, updates, notes, docs, and next steps.<\/p>\n<\/p>\n<p>Our goal with Shadow is to take care of those tasks while the context is still fresh and the call is still happening, instead of leaving everything for later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>every call ends and ur evening is already booked with “send the proposal” and “share those metrics”.<\/p>\n<\/p>\n<p> most tools just summarize after the fact, shadow doing it live during the call is the right shift. congrats on 2.0 team !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> thanks for your support Saad!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> exactly – that evening pile-up is the pain we\u2019re trying to remove.<\/p>\n<\/p>\n<p>\u201cSend the proposal,\u201d \u201cshare the metrics,\u201d \u201cschedule the next call,\u201d \u201ccreate the recap\u201d – these shouldn\u2019t become a second workday after the meeting ends.<\/p>\n<\/p>\n<p>Shadow\u2019s bet is that if the context is already live during the call, the work should be prepared live too, with the user reviewing\/approving before anything goes out.<\/p>\n<\/p>\n<p>Curious – which one would save you the most time after calls: proposals, metrics sharing, follow-up emails, or CRM\/task updates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \u201cI feel like a robot just running endlessly\u201d line is painfully relatable \ud83d\ude05<\/p>\n<p>Really interesting direction feels like trust and timing will be everything for tools like this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> exactly – trust and timing are the hard parts here.<\/p>\n<\/p>\n<p>If Shadow acts too early, it feels risky. If it acts too late, it becomes just another post-call task list.<\/p>\n<\/p>\n<p>That\u2019s why we\u2019re building it around a review\/approval layer: Shadow prepares the work while the call is still happening, but the user stays in control before anything gets sent, created, or scheduled.<\/p>\n<\/p>\n<p>Curious – what would make you trust a tool like this faster: clear previews, approval before every action, or better control over what it\u2019s allowed to do?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this deal with the language switching mid-conversations if we speak multiple languages in the same conversation? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Shadow is built to handle mixed-language conversations by following the actual conversation context, not forcing everything into one language.<\/p>\n<\/p>\n<p>So if a call switches between English, Hindi, Spanish, etc., the transcript and action context can still be understood, and the final output can be created in the language that makes sense for the task – for example, an English follow-up email even if parts of the call were in another language.<\/p>\n<\/p>\n<p>Curious – when a call switches languages, what matters more to you: accurate transcript in the original language, or clean outputs in one language?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> try seeing it in action, even we get surprised how smoothly the transcript switches language.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The slide generation one got me. Everyone talks about follow-up emails and scheduling because those are obvious. But someone says “can you prep a deck for the next meeting” mid-call and Shadow just… does it? That’s the one that changes how the rest of the call feels.<br \/>\nCongrats on the launch Shubham. This one’s genuinely different.<\/div>\n<div class=\"comment-actions\">\n<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\/@rafay_farhan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rafay_farhan<\/a> exactly – follow-up emails and scheduling are useful, but they\u2019re also the obvious layer.<\/p>\n<\/p>\n<p>The more interesting part is when Shadow can take something from the conversation and turn it into a real work artifact – like a deck, proposal, NDA, quotation, or Jira ticket – while the context is still fresh.<\/p>\n<\/p>\n<p>That \u201ccan you prep a deck for the next meeting?\u201d moment is exactly the kind of workflow we want Shadow to own.<\/p>\n<\/p>\n<p>Curious – what kind of deck would be most useful for you: sales proposal, customer recap, internal update, or next-meeting prep?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very nice, love the idea. How is the AI aware of your company\u2019s products, processes and goals to make sure the tasks created from the call are correct ?<\/div>\n<div class=\"comment-actions\">\n<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\/@yuri_mihaileanu1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuri_mihaileanu1<\/a> Great question.<\/p>\n<\/p>\n<p>Shadow doesn\u2019t just rely on the call transcript. It needs company context too \u2014 things like your docs, past notes, product info, processes, and connected tools – so the task it creates is grounded in how your team actually works.<\/p>\n<\/p>\n<p>Also, we keep a human approval layer before anything important goes out. So Shadow can prepare the task in real time, but the user reviews\/approves it before it\u2019s sent, created, or scheduled.<\/p>\n<\/p>\n<p>Curious – for your team, would the most important context come from internal docs, CRM, past calls, or project\/task tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuri_mihaileanu1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuri_mihaileanu1<\/a> would love to hear your company’s knowledge base platforms<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea of an AI-assistant for video calls is great. I tested several tools while looking for the best solution for me and my team, but I still haven’t found the one I’d use regularly. The app looks great, although the setup process took some time. I’ll test it during an upcoming call. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lipkovskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lipkovskiy<\/a> The setup process point is well noted. We’ll come up with a work around. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@lipkovskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lipkovskiy<\/a> appreciate this – especially since you\u2019ve tried a few tools already.<\/p>\n<p>You\u2019re right on setup too. We\u2019re working on making that much smoother, because the product should feel useful before it feels like work to configure.<\/p>\n<p>Would love to hear how it goes on your upcoming call – what part of the setup felt slowest for you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Turning calls into completed work instead of just notes is a big shift.<\/p>\n<p>If execution during the call works reliably, this could be a game changer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@naitik_kapadia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naitik_kapadia<\/a> exactly – reliability is the whole game here.<\/p>\n<\/p>\n<p>The shift only matters if Shadow can understand the right action, prepare it with context, and still keep the user in control before anything is sent, created, or scheduled.<\/p>\n<\/p>\n<p>That\u2019s why we\u2019re starting with high-frequency workflows like follow-up emails, docs, and scheduling before expanding deeper into CRM\/task updates.<\/p>\n<\/p>\n<p>Curious – from a product perspective, what would make you trust execution during the call: approval before every action, clear action previews, undo\/edit controls, or better 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naitik_kapadia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naitik_kapadia<\/a> Hey Naitik, just imagine, you get off a call with nothing to do. All the major items, already done or drafted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great !<br \/>Does it also help me talk to my notes as well. Many a time, i want to come back to my meeting asking relavant questions about chat that happened.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sidharth_choraria1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sidharth_choraria1<\/a> yes, that\u2019s a big part of the experience we want to build.<\/p>\n<\/p>\n<p>Shadow should not just create notes, but make the meeting context usable later – so you can ask things like \u201cwhat did we decide?\u201d, \u201cwhat were the objections?\u201d, or \u201cwhat should I follow up on?\u201d<\/p>\n<\/p>\n<p>Curious – would you use this more to recall past decisions, find action items, or prep before the next meeting?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@sidharth_choraria1 yes this is part of our roadmap. Not only that future version of Shadow will help you out on the live call based on the past meeting context<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@shubham16180\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shubham16180\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham16180<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham16180\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham16180<\/a> <a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thank you from our team at Shadow Labs!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 have coding agent 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\/@khuzema_khomosi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khuzema_khomosi<\/a> Yes, definitely possible.<\/p>\n<\/p>\n<p>Right now we\u2019re starting with common meeting actions like Gmail, Calendar, and Notion. But a coding agent is a very interesting direction.<\/p>\n<\/p>\n<p>For example, during a product\/engineering call, Shadow could help create a Jira ticket, update docs, summarize a bug, or eventually connect with coding tools to prepare small changes.<\/p>\n<\/p>\n<p>Curious – would you find this more useful for creating tickets\/docs from engineering calls, or actually making small code changes from the discussion?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DLXL3IV2Y7S2VX\" class=\"app-title\">Superset 2.0<\/a><\/p>\n<div class=\"one-liner\">Run 100s of coding agents on any machine from anywhere<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">374<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Superset 2.0 \u662f\u4e00\u6b3e\u8ba9\u5f00\u53d1\u8005\u80fd\u5728\u4efb\u610f\u673a\u5668\u4e0a\u8fdc\u7a0b\u8fd0\u884c\u6570\u767e\u4e2a\u5e76\u884c\u7f16\u7801\u4ee3\u7406\u7684IDE\uff0c\u89e3\u51b3\u4e86\u5355\u673a\u7b97\u529b\u9650\u5236\u548c\u4ee3\u7406\u534f\u4f5c\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4eff094b-687d-4ced-b20f-3d4add937bb6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2696fcea-024a-47e0-b081-e699d12bf1c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c2b6f8c-f96d-42ec-b8c6-19c2b65e6bd2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4999401e-f416-4e2a-a821-31bbc8ad5e92.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f62f8c5-67fc-4dbb-b420-fb9ea685c9c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73990e59-c348-4298-b1ca-0c2540d31c3a.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\/92a97f95-b197-4367-bec5-aebb53ea6608.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=r0Wx1no0t7s\"><source src=\"https:\/\/www.youtube.com\/watch?v=r0Wx1no0t7s\" 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\">Text Editors<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5e76\u884c\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">IDE<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Git\u5de5\u4f5c\u6811<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">CLI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u6548\u7387<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79f0\u8d5e\u5176\u89e3\u51b3\u4e86Cursor\u3001Claude Code\u7684\u78c1\u76d8\u7a7a\u95f4\u548c\u7b49\u5f85\u74f6\u9888\uff0c\u652f\u6301\u5e76\u884c\u4ee3\u7406\u548c\u8fdc\u7a0b\u5de5\u4f5c\u7a7a\u95f4\u3002\u4e3b\u8981\u7591\u95ee\u5305\u62ec\uff1a\u5b89\u5168\u4e0e\u6743\u9650\u63a7\u5236\uff0c\u4ee3\u7406\u5728\u5927\u578b\u4ee3\u7801\u5e93\u4e2d\u7684\u51b2\u7a81\u534f\u8c03\uff0c\u4ee5\u53ca\u5b9e\u9645\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u9ad8\u5e76\u53d1\u4ee3\u7406\u4f7f\u7528\u6848\u4f8b\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 Superset 2.0 \u7684\u5347\u7ea7\u7edd\u975e\u7b80\u5355\u7684\u529f\u80fd\u8fed\u4ee3\uff0c\u800c\u662f\u5bf9\u201cAI\u65f6\u4ee3\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u201d\u7684\u4e00\u6b21\u5e95\u5c42\u91cd\u6784\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2aAI IDE\u201d\uff0c\u800c\u5728\u4e8e\u201c\u5206\u5e03\u5f0f\u4ee3\u7406\u7f16\u6392\u201d\u2014\u2014\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5355\u673a\u7b97\u529b\u4e0e\u591a\u4ee3\u7406\u5e76\u884c\u9700\u6c42\u7684\u4e0d\u5339\u914d\uff0c\u4ee5\u53ca\u201c\u7b49\u5f85\u4ee3\u7406\u8f93\u51fa\u201d\u6bd4\u201c\u5ba1\u67e5\u8f93\u51fa\u201d\u66f4\u8017\u65f6\u7684\u6548\u7387\u9ed1\u6d1e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c\u201c\u8fdc\u7a0b\u5de5\u4f5c\u7a7a\u95f4\u201d\u548c\u201c\u81ea\u52a8\u5316\u201d\u624d\u662f\u771f\u6b63\u7684\u6740\u62db\u3002\u524d\u8005\u8ba9\u5f00\u53d1\u8005\u6446\u8131\u672c\u5730\u786c\u4ef6\u675f\u7f1a\uff0c\u5c06\u7b97\u529b\u538b\u529b\u8f6c\u79fb\u81f3\u4e91\u7aef\u6216\u95f2\u7f6e\u670d\u52a1\u5668\uff0c\u540e\u8005\u5219\u8ba9\u4ee3\u7406\u4ece\u201c\u88ab\u52a8\u8c03\u7528\u201d\u8fdb\u5316\u5230\u201c\u4e3b\u52a8\u503c\u5b88\u201d\u3002\u8fd9\u79cd\u67b6\u6784\u4e0b\uff0c\u4ee3\u7406\u4e0d\u518d\u662f\u4e34\u65f6\u5de5\uff0c\u800c\u662f\u5e38\u9a7b\u7684\u201c\u6570\u5b57\u5de5\u7a0b\u5e08\u201d\uff0c\u80fd\u5b9e\u73b0\u4ee3\u7801\u5ba1\u67e5\u3001\u95ee\u9898\u5206\u8bca\u3001\u8de8\u65f6\u533a\u63a5\u529b\u7b49\u6301\u7eed\u7ea7\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecd\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u51b2\u7a81\u5904\u7406\u201d\u548c\u201c\u5b89\u5168\u8fb9\u754c\u201d\u7684\u8d28\u7591\u76f4\u6307\u6838\u5fc3\uff1a\u5f53\u6570\u767e\u4e2a\u4ee3\u7406\u5728\u76f8\u540c\u4ee3\u7801\u5e93\u4e2d\u5e76\u884c\u64cd\u4f5c\uff0c\u5982\u4f55\u907f\u514d\u903b\u8f91\u51b2\u7a81\u548c\u8d44\u6e90\u7ade\u6001\uff1f\u76ee\u524d\u4f9d\u8d56\u201c\u4ee3\u7406\u81ea\u6108\u201d\u548c\u4eba\u5de5\u4ecb\u5165\u7684\u65b9\u6848\u663e\u5f97\u8fc7\u4e8e\u7406\u60f3\u5316\uff0c\u5c24\u5176\u5728\u751f\u4ea7\u7ea7\u573a\u666f\u4e0b\uff0c\u7f3a\u4e4f\u7cbe\u5bc6\u7684\u5206\u5e03\u5f0f\u9501\u6216\u4efb\u52a1\u7f16\u6392\u673a\u5236\u53ef\u80fd\u5f15\u53d1\u707e\u96be\u3002\u6b64\u5916\uff0c\u8fdc\u7a0b\u8bbf\u95ee\u7684\u6743\u9650\u7c92\u5ea6\u8fd8\u505c\u7559\u5728\u201c\u7ec4\u7ec7\u2014\u7528\u6237\u201d\u5c42\u9762\uff0c\u7f3a\u4e4f\u5bf9\u51ed\u8bc1\u3001\u5bc6\u94a5\u7b49\u8d44\u4ea7\u7684\u5206\u7ea7\u63a7\u5236\uff0c\u5bf9\u4e8e\u8ffd\u6c42\u5b89\u5168\u5408\u89c4\u7684\u6210\u719f\u56e2\u961f\u800c\u8a00\u662f\u81f4\u547d\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aSuperset 2.0 \u4e3a\u672a\u6765\u201cAI\u5de5\u5382\u201d\u642d\u5efa\u4e86\u9aa8\u67b6\uff0c\u4f46\u5728\u7cbe\u7ec6\u63a7\u5236\u548c\u5b89\u5168\u76d1\u7ba1\u4e0a\u4ecd\u6709\u8840\u8089\u5f85\u586b\u5145\u3002\u5bf9\u4e8e\u6562\u4e8e\u5c1d\u9c9c\u76843\u4eba\u7cbe\u82f1\u56e2\u961f\uff0c\u5b83\u662f\u5229\u5668\uff1b\u5bf9\u4e8e\u6c42\u7a33\u7684\u4f01\u4e1a\u7ea7\u7ec4\u7ec7\uff0c\u5b83\u5c1a\u9700\u6253\u78e8\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\">Superset 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Run 100s parallel coding agents, offload them to different machines. Rewritten from scratch to support remote workspaces. Share and collaborate with teammates in realtime. Works for any CLI agent.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone!<\/p>\n<\/p>\n<p>The pace of shipping software keeps getting faster and it’s been so much fun building at the bleeding edge, and trying to help as many people ship products people love as possible. We’ve had quite the grind to get this one out so we’re hoping you all enjoy \ud83d\ude42<\/p>\n<p>New Features:<\/p>\n<ul>\n<li>\n<p>Remote workspaces – ship code across across devices \/ team members, continue working from anywhere<\/p>\n<\/li>\n<li>\n<p>Automations – schedule agents to pick up tasks for you later (think of Openclaw’s heartbeat feature)<\/p>\n<\/li>\n<li>\n<p>Superset CLI – gives agents superpowers, and unlocks powerful new workflows<\/p>\n<\/li>\n<li>\n<p>MCP refresh – works with v2 and backed by an expanded toolset<\/p>\n<\/li>\n<li>\n<p>A general app refresh – the same Superset you know and love, just a bit more elevated<\/p>\n<\/li>\n<\/ul>\n<p>I’d call this a push to get out the building blocks for everyone’s code factories, there’s crazy new workflows that are possible now that even we’re still discovering.<\/p>\n<p>Excited to see what you all build, and if you have any feedback, we’re here to help!<\/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\/@thesaddlepaddle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thesaddlepaddle<\/a> This feels like a solid step toward making agents workflows actually usable day-to-day, not just demos remote workspace and automations is a strong combo.<\/p>\n<p>Curious how you\u2019re thinking about visibility and control as things scale, because that\u2019s where this could really stand out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> The moment most developers hit when using Claude Code solo is that you’re spending more time waiting for the agent than you are reviewing its output which means your bottleneck is the tool, not the work. Running 10+ agents across isolated Git worktrees with a unified dashboard that pings you when they need attention is the right architecture for how a 1\u20133 person founding team should actually leverage AI in 2026. For seed-stage technical founders using coding agents as their primary dev leverage, this is exactly the kind of tool they need to find before they’re hiring engineers to solve a coordination problem that better tooling would eliminate. Added Superset to softrankings under the seed-stage engineering stack for that reason. <a href=\"https:\/\/www.producthunt.com\/@thesaddlepaddle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thesaddlepaddle<\/a> \u2014> what’s the highest number of parallel agents a power user has run simultaneously so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey all,<\/p>\n<\/p>\n<p>I’m Kiet, one of the creators of Superset. Originally created Superset as a local-first IDE with the ability to run dozens of coding agents in parallel on your machine. After many months and thousands workspaces created daily from users, we’re hitting the physical limit on a single laptop. Our users can have 30+ parallel workspaces on their machine running multiple coding agents each.<\/p>\n<\/p>\n<p>That’s why we built Superset 2.0. It’s a ground-up rewrite of the core Superset engine to allow for users to connect to any remote machine and run coding agents there as if it’s their local machine. This enables users to scale to hundreds of agents and be able to run with their agents from anywhere, even when their own laptop is off. <\/p>\n<\/p>\n<p>The last few months have seen incredible adoption from the most cutting edge teams from all over the world. I’m excited to see what you will build with Superset!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was using Cursor, then Claude Code, then CC inside Cursor, and finally switched to Superset and haven\u2019t looked back.<\/p>\n<\/p>\n<p>Awesome that I no longer need to worry about disk space limits killing my flow <\/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\/@dave_yen1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dave_yen1<\/a> thanks! We plan to keep it that way \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\/@dave_yen1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dave_yen1<\/a> we need to get you your remote Mac Mini setup!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dave_yen1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dave_yen1<\/a> thanks Dave!! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My go to IDE. Superset has totally replaced all others for me including Cursor and Conductor and is now my default for coding with agents.<\/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\/@roboalias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roboalias<\/a> That’s awesome to hear! Thank you for the support, let me know if you ever run into any issues<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@roboalias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roboalias<\/a> thanks Ali! Means a lot, we hope to keep earning that trust \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roboalias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roboalias<\/a> that\u2019s great to hear! \ud83d\ude4f thanks for sticking with us<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Remote workspaces are a big bet for \u201cwork from anywhere.\u201d How do you think about trust boundaries and least-privilege access when a workspace host has real credentials and repos\u2014what controls exist (or are planned) to prevent a misclick or compromised client from turning remote access into repo\/secret exposure?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> so we currently have it airtight at the following levels:<\/p>\n<\/p>\n<ol>\n<li>\n<p>Your desktop by default is not accessible for remote access (it doesn’t even load the module that has the ability to make the connection until you restart the desktop server). We actually recommend not turning it on and investing in remote workspaces with least-priviledge instead to improve security.<\/p>\n<\/li>\n<li>\n<p>Permission must be granted to access a remote workspace – by default nobody has access to your remote workspace, owners instead need to grant it to users in settings (and they have to be a part of your org).<\/p>\n<\/li>\n<\/ol>\n<p>Hope that makes sense! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just came here to genuinely support superset.<br \/>Have been using them since few weeks now. I don’t even touch anything other than superset now.<\/p>\n<p>They’ve really been a game changer for us.<br \/>We had our founding engineer come to SF all the way from Australia. And the first thing we did was got him a Mac so he could use Superset. You guys are genuinely amazing!<\/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\/@sshresthh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sshresthh<\/a> that’s amazing to hear! We should definitely have you guys over to the SF office at some point! And bring home some of the ugliest swag you’ve ever seen! <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2b84dc5-794d-475b-b5a1-87cc041deaa5.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@flyakiet I\u2019m so up for it man. Thanks for the invitation \ud83d\ude4c\ud83d\ude4c. We are a big fan of yours \ud83d\ude09 My co-founder always asks me to introduce him to you guys lol. \ud83d\ude02<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@reaganhsu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@reaganhsu<\/a> sick<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@reaganhsu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@reaganhsu<\/a> you the man<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Superset for a while now, and I’m excited to see it here. The team has been shipping a lot, tons of improvements each couple of days. I personally enjoy using it to run parallel agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vladzima\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vladzima<\/a> known entity! Thank you for the continued support and the constant feedback as always Vlad!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>been watching superset since v1 and the jump to remote workspaces is huge. running agents from anywhere even when ur laptop is off is the kind of thing that sounds simple but changes how u actually work. proud of the team for shipping this, congrats kiet and satya<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> thanks Saad, we’ll do our best to continue to keep making you proud!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Running multiple coding agents in parallel without the usual context switching chaos sounds like a huge productivity boost for dev teams. How Superset handles agent coordination when several agents touch related parts of the same codebase at once?<\/p>\n<p>Congrats @flyakiet<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@flyakiet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flyakiet<\/a> <a href=\"https:\/\/www.producthunt.com\/@hamza_afzal_butt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_afzal_butt<\/a> so we are exposing useful primitives \/ building blocks right now (agents can now spawn other agents, very soon agents will be able to send messages to other agents), but at the moment there’s no easy way to make sure agents don’t collide without human intervention.<\/p>\n<\/p>\n<p>The nice thing is agents are really good at recovering, I haven’t had a failed merge conflict in months now when I get CC to do it which makes it more manageable!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Out of curiosity, who is running 100 parallel agents on real production codebases and what is the workflow that earns its keep? What is the most surprising one you have seen?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a> Ah we aren’t running 100 yet to be honest – we can hover at 5-10 pretty consistently IMO!<\/p>\n<p>One of our more useful flows is issues triage, in which we ask claude to use the Superset MCP to grab issues -> investigate -> pass a prompt to a new workspace and agent to work on the groomed ticket.<\/p>\n<p>The automations are surprisingly useful too once you get a few running, because they also can spawn a bunch of agents themselves. I use it for sales stuff \/ email triage pretty frequently<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Been on Superset almost from day 1. It made my life so much easier when it comes to handling multiple terminals and multiple git worktrees in parallel. Such a game changer!<\/p>\n<p>So looking forward to this v2, in particular remote workspaces \ud83d\udd25. Keep rocking folks \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\/@juristr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juristr<\/a> It’s an honor, thank you! We’ll do our best to keep delivering \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@juristr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juristr<\/a> thank you so much Juri! Let me know if you ever have any issues or requests \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@juristr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juristr<\/a> thank you \ud83d\ude4f glad to hear it, we\u2019ll keep improving 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\">Do you guys support code reviews across models?<\/div>\n<div class=\"comment-actions\">\n<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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> right now we support 2 review paths<\/p>\n<\/p>\n<ol>\n<li>\n<p>All GitHub reviews and comments are pulled into the sidebar and can be brought into the agents<\/p>\n<\/li>\n<li>\n<p>All CLI agents for review will work out of the box since we work with any CLI agents like Claude Code, Codex, OpenCode, etc.<\/p>\n<\/li>\n<\/ol>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed1300d0-1015-4c5f-a065-d2d69c70a0cd.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Running Superset and love it! Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Coding just got 100x cooler!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Looks interesting!<\/p>\n<p>I suppose 100 agents run in different branches? How do you handle merge conflicts after or is it something a human should do?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> thanks, agents are surprisingly good at merge conflicts these days! I recommend making sure you merge not rebase though as I’ve seen agents mess up rebases pretty badly (and it’s harder to recover from).<\/p>\n<\/p>\n<p>Different branches is definitely our recommendation, as that way you can coordinate tasks so that you have fewer conflicts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 interesting part here is not more agents. It is whether teams can trust the orchestration once those agents are spread across machines and repos.<\/p>\n<\/p>\n<p>How are you handling permission boundaries, failure recovery and audit history when one agent changes code that another agent depends on?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pratikraj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pratikraj<\/a> that’s actually a class of issues we plan to invest in, but the main way to avoid these issues as always is to make sure agents are sufficiently isolated in sandboxes with least-privilege (one of the first steps is sandboxing which we now support). Agent audit history \/ failure recovery etc. is definitely a hot-button issue, we’ll do our best to discover what the best practices are for it \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been waiting for something that handles parallel agent runs without everything bleeding together. The sandboxed environments are the thing. Curious if it works well over SSH on a cheap VPS.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>An issue i face in every orchestrator is the “data modelling” in an application, spawning 10 different agents assume different schema for a data representation and add their own custom fields which leads to duplication, or “AI Slop” when trying to merge. Does superset have any plans to tackle this somehow? Very cool launch btw!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/OC7YL7YNUEQWUP\" class=\"app-title\">pay.sh<\/a><\/p>\n<div class=\"one-liner\">Discover, access, and pay for any API autonomously<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">282<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>pay.sh \u6784\u5efa\u4e86\u4e00\u5957\u5f00\u6e90\u3001\u5b9e\u65f6\u7684\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd\uff0c\u8ba9AI\u4ee3\u7406\u80fd\u591f\u65e0\u9700API\u5bc6\u94a5\u548c\u8ba2\u9605\uff0c\u81ea\u52a8\u53d1\u73b0\u5e76\u6309\u6b21\u8c03\u7528\u4ed8\u8d39\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6dfbe0c2-d140-483c-9933-eaacaefb04c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b13d37ab-712e-47d0-b8af-f65c46a2c23b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79792c4b-b500-4f04-8851-d7474a8092d3.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\/78f22d67-baa2-4886-9594-b41d0e41e6ae.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Bo0qRfuegqY\"><source src=\"https:\/\/youtu.be\/Bo0qRfuegqY\" 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\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">API\u6309\u6b21\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u65e0\u5bc6\u94a5\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">Google Cloud<\/span><br \/>\n <span class=\"tag\">x402\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u7ed3\u7b97<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u4ee3\u7406\u539f\u751f\u201d\u65b9\u5411\u548c\u7b80\u6d01\u6027\uff0c\u4f46\u63d0\u51fa\u5173\u952e\u62c5\u5fe7\uff1a\u4ee3\u7406\u5931\u63a7\u5bfc\u81f4\u5927\u91cf\u5fae\u652f\u4ed8\u6d88\u8017\u3002\u6709\u7528\u6237\u5efa\u8bae\u589e\u52a0\u9884\u7b97\u4e0a\u9650\u548c\u65ad\u8def\u5668\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5f53\u524d\u4f9d\u8d56\u7cfb\u7edf\u6388\u6743\uff0c\u540e\u7eed\u5c06\u63d0\u4f9b\u989d\u5ea6\u4e0e\u65f6\u95f4\u9650\u5236\u7b49\u7cbe\u7ec6\u63a7\u5236\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 pay.sh\u7684\u91ce\u5fc3\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u5b9a\u4e49AI\u7ecf\u6d4e\u4f53\u4e2d\u7684\u201c\u652f\u4ed8\u5c42\u201d\u6807\u51c6\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u4e0bAI\u4ee3\u7406\u751f\u6001\u7684\u75db\u70b9\uff1aAPI\u8c03\u7528\u4ecd\u505c\u7559\u5728\u4eba\u5de5\u7ba1\u7406\u7684\u201c\u8d26\u53f7+\u5bc6\u94a5+\u8ba2\u9605\u201d\u6a21\u5f0f\uff0c\u8fd9\u4e25\u91cd\u9650\u5236\u4e86\u4ee3\u7406\u7684\u81ea\u4e3b\u6027\u548c\u89c4\u6a21\u5316\u3002\u4e0eGoogle Cloud\u7b49\u5de8\u5934\u7684\u5408\u4f5c\uff0c\u4ee5\u53cax402\u3001MPP\u7b49\u6807\u51c6\u80cc\u4e66\uff0c\u8ba9\u5b83\u5728\u6280\u672f\u8def\u7ebf\u4e0a\u6709\u4e86\u73b0\u5b9e\u6839\u57fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u540c\u6837\u5c16\u9510\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u4ee3\u7406\u9677\u5165\u5faa\u73af\u70e7\u94b1\u201d\u4e0d\u662f\u8fb9\u7f18\u573a\u666f\uff0c\u800c\u662fAI\u81ea\u4e3b\u51b3\u7b56\u7684\u672c\u8d28\u98ce\u9669\u3002\u76ee\u524d\u4f9d\u9760\u7cfb\u7edf\u5f39\u7a97\u6388\u6743\uff08\u7c7b\u4f3cApple Pay\uff09\u7684\u65b9\u6848\uff0c\u672c\u8d28\u4e0a\u4ecd\u662f\u201c\u4eba\u8089\u95f8\u95e8\u201d\uff0c\u5e76\u672a\u771f\u6b63\u89e3\u51b3\u4ee3\u7406\u7684\u81ea\u4e3b\u6743\u4e0e\u8d22\u52a1\u63a7\u5236\u95f4\u7684\u77db\u76fe\u3002\u540e\u7eed\u6240\u8c13\u7684\u201c1\u7f8e\u51431\u5c0f\u65f6\u201d\u9884\u6388\u6743\u673a\u5236\uff0c\u4e5f\u53ea\u662f\u5c06\u98ce\u9669\u4ece\u5355\u6b21\u8f6c\u5ac1\u4e3a\u7a97\u53e3\u671f\uff0c\u5982\u679c\u4ee3\u7406\u5728\u8be5\u7a97\u53e3\u5185\u9ad8\u9891\u51fa\u9519\uff0c\u635f\u5931\u4f9d\u7136\u53ef\u63a7\u4f46\u96be\u9632\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u9690\u5fe7\u662f\u751f\u6001\u534f\u8c03\uff1a\u8981\u8ba9API\u63d0\u4f9b\u65b9\u4e3b\u52a8\u63a5\u5165PAY.md\u89c4\u8303\uff0c\u9700\u8981\u6781\u5f3a\u7684\u7f51\u7edc\u6548\u5e94\u548c\u6fc0\u52b1\u3002\u867d\u7136Solana\u3001Stripe\u7b49\u53c2\u4e0e\uff0c\u4f46\u5b9e\u9645\u5f00\u53d1\u8005\u8fc1\u79fb\u610f\u613f\u53d6\u51b3\u4e8e\u6210\u672c\u3001\u5ef6\u8fdf\u548c\u4fe1\u4efb\u3002\u5982\u679cpay.sh\u65e0\u6cd5\u5728\u521d\u671f\u63d0\u4f9b\u663e\u8457\u7684\u8d39\u7387\u4f18\u52bf\u6216\u4f53\u9a8c\u63d0\u5347\uff0c\u5b83\u53ef\u80fd\u6ca6\u4e3a\u201c\u53c8\u4e00\u4e2a\u6f02\u4eae\u7684CLI\u5de5\u5177\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cpay.sh\u65b9\u5411\u6b63\u786e\uff0c\u65f6\u673a\u7cbe\u51c6\uff0c\u4f46\u771f\u6b63\u7684\u4ef7\u503c\u5c06\u4ece\u201c\u8ba9\u4ee3\u7406\u80fd\u4ed8\u94b1\u201d\u6f14\u8fdb\u4e3a\u201c\u8ba9\u4ee3\u7406\u806a\u660e\u5730\u4ed8\u94b1\u201d\u3002\u8fd9\u9700\u8981\u8d85\u8d8a\u652f\u4ed8\u672c\u8eab\uff0c\u5d4c\u5165\u667a\u80fd\u9608\u503c\u3001\u98ce\u9669\u63a7\u5236\u548c\u5ba1\u8ba1\u80fd\u529b\u2014\u2014\u800c\u8fd9\u6b63\u662f\u5b83\u4ece\u652f\u4ed8\u5c42\u5347\u7ea7\u4e3a\u7ecf\u6d4e\u5c42\u7684\u5173\u952e\u4e00\u8dc3\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\">pay.sh<\/span>\n <\/div>\n<div class=\"comment-content\">In collaboration with Google Cloud, we’re building the open source real-time payment infrastructure for AI agents so they can discover and pay per call for any API.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a>! Hey everyone, I’m Ludo, maker of <a href=\"http:\/\/Pay.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay.sh<\/a> \ud83d\udc4b<\/p>\n<p>In collaboration with Google Cloud, we’re building the open source real-time payment infrastructure for AI agents so they can discover and pay per call for any API.<\/p>\n<\/p>\n<p>We are replacing sign-up pages, API tokens and subscription management with a new intuitive tech stack designed for agents to pay for services and goods.<\/p>\n<\/p>\n<p>It will be a long journey, and today we’re super excited to ship the following:<\/p>\n<ul>\n<li>\n<p>Agent Gateway for Google Cloud: a hosted proxy that allows agents to access major APIs including Gemini, Maps, BigQuery public datasets, and twelve others APIs.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/github.com\/solana-foundation\/pay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay<\/a>: a command-line tool for consuming this new generation of API endpoints. If you’re running some APIs, <a href=\"https:\/\/github.com\/solana-foundation\/pay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay<\/a> can also be deployed as a proxy. Local first, MIT Licensed.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/github.com\/solana-foundation\/pay-skills\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay-skills<\/a>: a catalog of high quality APIs, community-driven. Think `brew` for OpenAPI specs that can charge agents (PAY.md). MIT Licensed, PRs welcomed. Curated and monitored.<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"http:\/\/Pay.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay.sh<\/a> is built on top of strong standards (x402, MPP) involving players such as Cloudflare, Stripe, Solana Foundation, Coinbase and many others who understand this direction is inevitable.<\/p>\n<\/p>\n<p>To give it a try: <strong>brew install pay<\/strong>. Let us know what APIs you want added to <a href=\"http:\/\/Pay.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay.sh<\/a>, or any kind of feedback.<\/p>\n<\/p>\n<p>I’ll stay on top of your comments!<\/p>\n<\/p>\n<p>Ludo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> <a href=\"https:\/\/www.producthunt.com\/@ludovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ludovic<\/a> hreat work! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ludovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ludovic<\/a> humbled by this new collaboration with you! <a href=\"https:\/\/www.producthunt.com\/products\/axel-3\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"axel-3\" target=\"_blank\" rel=\"noopener\">@Axel<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/surfpool\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"surfpool\" target=\"_blank\" rel=\"noopener\">@Surfpool<\/a>, now <a href=\"https:\/\/pay.sh\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay.sh<\/a>… keep up the great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Nice work!<\/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>S\/O to makers <a href=\"https:\/\/www.producthunt.com\/@ludovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ludovic<\/a> and <a href=\"https:\/\/www.producthunt.com\/@vibhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vibhu<\/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>Love this direction – One command line to let your agents pay for any API. No accounts. No keys. No subscriptions needed.<\/p>\n<p>S\/O to makers <a href=\"https:\/\/www.producthunt.com\/@ludovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ludovic<\/a> <a href=\"https:\/\/www.producthunt.com\/@vibhu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vibhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vibhu<\/a> and the <a href=\"https:\/\/www.producthunt.com\/products\/solanafndn\" target=\"_blank\" rel=\"noopener\">@Solana Foundation<\/a> for this amazing contribution to the ecosystem.<\/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>can’t wait to hand this to my agent<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@redactedadrian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@redactedadrian<\/a> lfg! any APIs the team should add in priority for your use case? cc <a href=\"https:\/\/www.producthunt.com\/@ludovic\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ludovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ludovic<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The agent native angle is what stands out most .Feels like this isn’t just a dev tool but infrastructure for autonomous systems.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>exactly! to quote <a href=\"https:\/\/www.producthunt.com\/@nirbhikjangid\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nirbhikjangid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nirbhikjangid<\/a>: “<em>this can & will boost agentic commerce!<\/em>” – <a href=\"https:\/\/www.producthunt.com\/products\/solanafndn?comment=5344532\" target=\"_blank\" rel=\"noopener\">source<\/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>Pay-per-request, no API keys, agent-native \u2014 this is one of those primitives that quietly unlocks a category of products that just couldn’t ship before. The thing I’m most curious about is the failure mode: what happens when an agent gets into a feedback loop and burns through 10,000 micro-payments in a minute? I run a small AI alerts product around prediction markets called PolyMind, and the autonomous-decisions-on-noisy-signals problem is brutal even at fixed cost per call. With pay-per-request you’ve added a real money knob to the loop. Are you exposing budget caps \/ circuit breakers at the agent level, or leaving that to the agent runtime? Cool launch either way \u2014 congrats.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> !<\/p>\n<p>At the moment, we’re at a stage where agents clearly need supervision when they want to spend.<\/p>\n<p>Currently, every spending attempt is prompting an OS system authorization – (using TouchID on macOS – so Apple Pay like experience).<\/p>\n<p>The next step is “here is 1$, it’s valid for 1 hour, whatever is left after automatically returns to me”. <br \/>We’ll progressively give more knobs to play with to users \/ developers \/ agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<blockquote>\n<p>[<a href=\"https:\/\/pay.sh\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Pay.sh<\/a>] unlocks a category of products that just couldn’t ship before.<\/p>\n<\/blockquote>\n<p>This just made my day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> you might want to check out <a href=\"https:\/\/agentwonderland.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">agentwonderland.com<\/a>. Has built in controls for api\/agent providers and handles refunds automatically. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Coolest thing is its completely cli based and will bring ease to me on top of the AI agents I use. <\/p>\n<p>super cool ship \u2665\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@heyayushh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@heyayushh<\/a> <a href=\"https:\/\/www.producthunt.com\/@ludovic\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ludovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ludovic<\/a> is a \ud83d\udc10 – opinionated, with a taste for great dx<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, is it based on the x402 protocol \/ whitepaper ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxencecornet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxencecornet<\/a> exactly – <a href=\"http:\/\/pay.sh\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Pay.sh<\/a> is built on x402 and MPP. Your data remains yours, and your billing frictionless. Payments are handled automatically under the hood, settled in stablecoins on Solana, and paid to providers in fiat. The product is also fully open source. Explore the code, contribute, or build your own integration on <a href=\"https:\/\/github.com\/solana-foundation\/pay?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">GitHub<\/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>can’t wait to integrate this into my crypto tax api!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>looking forward to it! make sure to <a href=\"https:\/\/github.com\/solana-foundation\/pay?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">star the repo<\/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<\/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\/O3FI3XMXVFLPBR\" class=\"app-title\">Gyro Autopilot<\/a><\/p>\n<div class=\"one-liner\">100s of Dollars Could Be Sitting in Your Inbox \ud83d\udce5<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">232<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gyro Autopilot\u901a\u8fc7\u626b\u63cf\u7528\u6237\u90ae\u7bb1\uff0c\u81ea\u52a8\u8bc6\u522b\u5e76\u7533\u8bf7\u56e0\u822a\u73ed\u5ef6\u8bef\u3001\u53d6\u6d88\u7b49\u4ea7\u751f\u7684\u672a\u9886\u8d54\u507f\u91d1\uff0c\u89e3\u51b3\u7528\u6237\u56e0\u6d41\u7a0b\u7e41\u7410\u800c\u653e\u5f03\u7d22\u8d54\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c76cdd43-8128-40d3-9bde-b9868e075fb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54acb87c-f03f-4507-8fc1-7f2be7847b65.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\/896eb182-6321-48b8-b88c-c53855325c24.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71c29f5e-98e1-467d-8459-a7476eda5391.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca5b9ecd-c3c8-413a-8a9a-23070ff16b86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8721c620-bf4b-4850-9e95-29dc269d442f.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\/5705ef18-a207-4531-b3eb-4d83cca4704b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/C483keAIJRw\"><source src=\"https:\/\/youtu.be\/C483keAIJRw\" 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\">Travel<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Personal Finance<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u822a\u73ed\u8d54\u507f<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">AI\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7d22\u8d54\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c refund<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u8005\u6743\u76ca<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u88ab\u52a8\u6536\u5165<\/span><br \/>\n <span class=\"tag\">\u65e0\u98ce\u9669\u8bd5\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u53cd\u9988\u64cd\u4f5c\u7b80\u5355\u3001\u60ca\u559c\u5730\u53d1\u73b0\u9057\u5fd8\u822a\u73ed\u53ef\u83b7\u8d54\u3002\u5927\u91cf\u7528\u6237\u6210\u529f\u83b7\u5f97\u6570\u767e\u81f3\u6570\u5343\u7f8e\u5143\u9000\u6b3e\uff0c\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u65e0\u52b3\u800c\u83b7\u201d\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u5982\u4f55\u89e3\u6790\u591a\u683c\u5f0f\u591a\u8bed\u8a00\u7684\u822a\u7a7a\u516c\u53f8\u90ae\u4ef6\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 Gyro Autopilot\u7cbe\u51c6\u5207\u4e2d\u4e86\u822a\u7a7a\u8d54\u507f\u9886\u57df\u4e00\u4e2a\u5de8\u5927\u7684\u201c\u6548\u7387\u6d3c\u5730\u201d\u2014\u2014\u6bcf\u5e74\u6570\u5341\u4ebf\u7f8e\u5143\u7684\u65e0\u4eba\u8ba4\u9886\u8d54\u507f\u91d1\u3002\u5176\u4ea7\u54c1\u903b\u8f91\u6781\u5176\u806a\u660e\uff1a\u4e0d\u662f\u521b\u9020\u65b0\u9700\u6c42\uff0c\u800c\u662f\u6d88\u9664\u201c\u7d22\u8d54\u6d41\u7a0b\u7e41\u7410\u201d\u8fd9\u4e00\u6838\u5fc3\u963b\u788d\u3002\u901a\u8fc7\u90ae\u7bb1\u626b\u63cf+\u81ea\u52a8\u5316\u4ee3\u7406\uff0c\u5c06\u7528\u6237\u4ece\u7e41\u7410\u7684\u6587\u4e66\u3001\u62d2\u4fe1\u548c\u6f2b\u957f\u7b49\u5f85\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u771f\u6b63\u5b9e\u73b0\u4e86\u201c\u5de5\u5177\u5373\u670d\u52a1\uff0c\u670d\u52a1\u5373\u7ed3\u679c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u7684\u6838\u5fc3\u5171\u9e23\u70b9\u5e76\u975e\u6280\u672f\u672c\u8eab\uff0c\u800c\u662f\u201c\u9057\u5fd8\u7684\u822a\u73ed\u201d\u88ab\u610f\u5916\u5151\u73b0\u7684\u60ca\u559c\u611f\u3002\u8fd9\u79cd\u201c\u53d1\u73b0\u91d1\u201d\u7684\u4f53\u9a8c\uff0c\u4f20\u64ad\u529b\u6781\u5f3a\u3002\u4ea7\u54c1\u65b9\u806a\u660e\u5730\u91c7\u7528\u4e86\u201c\u4e0d\u6210\u529f\u4e0d\u6536\u8d39\u201d\u6a21\u5f0f\uff0c\u6781\u5927\u964d\u4f4e\u4e86\u7528\u6237\u5c1d\u8bd5\u7684\u5fc3\u7406\u95e8\u69db\uff0c\u8fd9\u6bd4\u4efb\u4f55\u5e7f\u544a\u90fd\u6709\u6548\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u822a\u7a7a\u516c\u53f8\u7684\u90ae\u4ef6\u683c\u5f0f\u3001\u4e0d\u540c\u56fd\u5bb6\u7684\u6cd5\u89c4\uff08\u5982\u6b27\u76dfEC261\u4e0e\u7f8e\u56fd\u5404\u5dde\u5dee\u5f02\uff09\u4ee5\u53ca\u7d22\u8d54\u6e20\u9053\u7684\u7a33\u5b9a\u6027\u3002\u90ae\u4ef6\u89e3\u6790\u7684\u51c6\u786e\u7387\u3001\u9762\u5bf9\u822a\u7a7a\u516c\u53f8\u201c\u800d\u8d56\u201d\u65f6\u7684\u6cd5\u52a1\u535a\u5f08\u80fd\u529b\uff0c\u624d\u662f\u957f\u671f\u62a4\u57ce\u6cb3\u3002\u76ee\u524d\u5927\u91cf\u597d\u8bc4\u53ef\u80fd\u96c6\u4e2d\u5728\u7b80\u5355\u6848\u4f8b\uff0c\u590d\u6742\u6216\u6613\u88ab\u62d2\u7684\u7d22\u8d54\u80fd\u5426\u540c\u6837\u9ad8\u6548\uff0c\u624d\u662f\u9a8c\u8bc1\u5176\u201c\u81ea\u52a8\u201d\u542b\u91d1\u91cf\u7684\u5173\u952e\u3002\u6b64\u5916\uff0c\u9690\u79c1\u662f\u60ac\u5728\u90ae\u7bb1\u626b\u63cf\u7c7b\u4ea7\u54c1\u4e0a\u7684\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\uff0c\u4ea7\u54c1\u9700\u8981\u5c06\u5b89\u5168\u4fe1\u4efb\u4ece\u53e3\u53f7\u843d\u5b9e\u4e3a\u53ef\u9a8c\u8bc1\u7684\u6280\u672f\u7ec6\u8282\u3002\u6574\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u6a21\u5f0f\u6e05\u6670\u3001\u65f6\u673a\u51c6\u786e\u3001\u4f53\u9a8c\u4f18\u96c5\u7684\u201c\u75db\u70b9\u6536\u5272\u673a\u201d\uff0c\u4f46\u540e\u7eed\u80fd\u5426\u89c4\u6a21\u5316\u5904\u7406\u590d\u6742\u6848\u4f8b\u5e76\u5efa\u7acb\u6cd5\u5f8b\u58c1\u5792\uff0c\u5c06\u51b3\u5b9a\u5b83\u4ece\u201c\u597d\u5de5\u5177\u201d\u8715\u53d8\u4e3a\u201c\u597d\u751f\u610f\u201d\u7684\u4e0a\u9650\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\">Gyro Autopilot<\/span>\n <\/div>\n<div class=\"comment-content\">Scan your inbox for unclaimed flight money from delays, cancellations, overbookings, and more. Gyro Autopilot finds what you\u2019re owed and claims it automatically. No win, no fee. No commitment. No credit card.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! Product Hunt! \ud83d\udc4b <br \/>I\u2019m Jonathan Attias, co-founder of <strong>GYRO<\/strong>.<\/p>\n<p>Our team spent years building products around AI, automation, and payments. Honestly, the team built something that feels a bit like magic.<\/p>\n<p>We started GYRO after noticing a broken reality:<\/p>\n<p>Billions in flight compensation go unclaimed every year.<br \/>Not because people aren\u2019t eligible.<br \/>Because the process is exhausting.<\/p>\n<p>Forms, rejections, waiting, support tickets. Most people simply give up.<\/p>\n<p>So we built something different.<\/p>\n<p>Connect your email.<br \/>GYRO finds delayed flights, checks eligibility, files claims automatically, and helps users get paid.<\/p>\n<p>No lawyers.<br \/>No paperwork.<br \/>No back and forth with airlines.<\/p>\n<p>The big shift for us was understanding this:<\/p>\n<p>People don\u2019t want another tool.<br \/>They want the outcome.<\/p>\n<p>One moment that made us realize we were onto something:<br \/>A user found thousands of euros from old flights they completely forgot about. <br \/>Then it kept happening again and again.<\/p>\n<p>Today, hundreds of thousands of flights have already gone through the system.<\/p>\n<p>Guess the name fits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>33<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jonathanattias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonathanattias<\/a> And don’t let me even start with the terrible damage made to Vivaldi \ud83e\udd79<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@jonathanattias that\u2019s awesome man!<\/div>\n<div class=\"comment-actions\">\n<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\/@jonathanattias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonathanattias<\/a> This is such a smart approach. Your point about “people don’t want another tool, they want the outcome” is exactly the shift I’m trying to make with my own project right now (an inline translator). Forcing users to do “paperwork” or jump through hoops kills adoption every time.<\/p>\n<p>Finding thousands of euros from forgotten flights is an insane “aha!” moment for a user.<\/p>\n<p>I\u2019m curious about the email scanning side-since airline emails come in so many different formats and languages, did you have to build custom parsers for each major airline, or are you relying entirely on LLMs to extract the flight data?<\/p>\n<p>Really clean value prop. Upvoted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Didn\u2019t expect anything when I tried this ended up getting money back from a flight I completely forgot about \ud83e\udd2f<\/p>\n<p>If you have old flight emails\u2026 just try it. Takes a minute.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dor_shoshan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dor_shoshan<\/a> Crazy how much money gets lost just because people don\u2019t know they\u2019re eligible. This is exactly why we built it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dor_shoshan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dor_shoshan<\/a> That’s the best kind of surprise! And you’re right – it literally takes a minute. Thanks for the recommendation, Dor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Found money is the best money \ud83d\udcb8. I spent about a minute going through my old flight emails and ended up with a refund I wasn\u2019t even expecting. If you\u2019ve traveled at all in the last year or two, you might be sitting on some cash. Just try it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dor_shenkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dor_shenkar<\/a> Love this. Most people have no idea how much money is just sitting there hidden in old flight emails \u2708\ufe0f\ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dor_shenkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dor_shenkar<\/a> Thanks for the support Dor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dor_shenkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dor_shenkar<\/a> “Found money is the best money” – 100%. Thanks for trying it out and spreading the word, Dor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 had low expectations but i gave it a try and WOW, it found a flight i totally forgot about. So easy!<\/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\/@omri_baumer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_baumer1<\/a> Glad you like it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_baumer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_baumer1<\/a> Love hearing this. Most people don\u2019t realize how many eligible flights are just buried in their inbox waiting to be claimed<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@omri_baumer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_baumer1<\/a> Love the reaction! That’s exactly what Autopilot is built for – finding the flights you forgot about and turning them into money. Thanks for giving it a shot, Omri!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve definitely left money on the table because the claims process is very stressful.<\/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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> We feel you Othman, thanks for sharing. But now you know where find us \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> You\u2019re definitely not alone.<br \/>A lot of people give up somewhere between the forms, waiting, and back-and-forth with airlines. That friction is exactly why so much compensation never gets claimed \u2708\ufe0f\ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"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> Exactly – that’s the whole reason we built this. The money is yours, the process shouldn’t be what stops you from getting it. Let Autopilot handle the stressful part!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a frequent flyer, this product reimbursed me over $3,500 in the past year.<\/p>\n<\/p>\n<p>Can\u2019t wait to see what this year will bring.<\/p>\n<\/p>\n<p>Never thought I\u2019d find myself secretly hoping for delayed flights lol<\/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\/@natalie_rubin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalie_rubin<\/a> This might be the first product in history that makes people look at delays a little differently \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@natalie_rubin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalie_rubin<\/a> $3,500 is incredible, Natalie! And haha – we’ve heard that from a few users, the “secretly hoping for delays” effect. That means we’re doing something right!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>In a quick and easy check with a convenient process,I discovered that I\u2019m eligible for a refund on an old flight that was delayed by several hours. In additional we landed at a different destination, and I found out that I\u2019m also entitled to compensation.<\/p>\n<p>Highly recommend, very user friendly and convenient interface.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naori_rosenberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naori_rosenberg<\/a> Love hearing this.<br \/>What feels like \u201cjust a bad flight day\u201d can actually turn into real compensation, and most people never even check. Glad the process felt simple and smooth <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@naori_rosenberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naori_rosenberg<\/a> Wow, a delay AND a different destination – that’s a double win! Thanks for the kind words about the interface, we worked hard to make it simple. Appreciate the recommendation!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you\u2019ve had delayed\/canceled flights, do yourself a favor and check this.<\/p>\n<p>I found out I was eligible and got money back with almost no effort.<\/p>\n<p>low effort, high reward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___12520268dd96c9b5183fb8e\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___12520268dd96c9b5183fb8e<\/a> This is exactly how it should feel.<br \/>A few clicks, almost no effort, and money back from flights you already forgot about <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@new_user___12520268dd96c9b5183fb8e\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___12520268dd96c9b5183fb8e<\/a> “Low effort, high reward” – couldn’t have said it better ourselves. Thanks for spreading the word, Dvir!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just tried it – super smooth experience.<\/p>\n<p>Connected my email and it quickly surfaced flights I didn\u2019t even think about.<\/p>\n<p>Love how simple the whole process feels.<\/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\/@noa_ayoun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noa_ayoun<\/a> Love hearing this.<br \/>That moment when forgotten flights suddenly turn into potential money back never gets old \u2708\ufe0f\ud83d\udcb8 <br \/>Glad the experience felt smooth and simple.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@noa_ayoun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noa_ayoun<\/a> Thank you Noa! We put a lot of work into making the experience as frictionless as possible – connect your email and we handle the rest. Glad it shows!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just discovered I about $1,000 in claims and submitted a refund through your platform \ud83d\ude42<br \/>Finally a great way where leveraging AI for personal finance!<\/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\/@asaf_fybish\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asaf_fybish<\/a> This is exactly the kind of thing we dreamed about building.<br \/>AI that doesn\u2019t just save time, but actually finds real money people didn\u2019t even know they had \u2708\ufe0f\ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@asaf_fybish\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asaf_fybish<\/a> $1,000 – that’s amazing, Asaf! Glad Autopilot could find that for you. And yes, this is exactly what AI should be doing – putting money back in people’s pockets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Manifesting this kind of surprise in my inbox immediately \ud83d\ude2d\ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___1262026c483a3b53664161a\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1262026c483a3b53664161a<\/a> Haha love the energy! Give it a try and let us know what Autopilot finds in your inbox!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@new_user___1262026c483a3b53664161a\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1262026c483a3b53664161a<\/a> The best kind of email is \u201cyou\u2019re eligible for compensation\u201d \ud83d\ude02\u2708\ufe0f\ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! I’ve definitely had flights delayed or canceled and never bothered to chase the refund because it felt like too much hassle. If this actually digs through my inbox and handles it for me, that’s a no-brainer. Going to try it out.<\/p>\n<h2><\/h2>\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\/@roman_prodan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_prodan<\/a> This is exactly the problem we wanted to solve.<br \/>Most people are eligible for compensation, they just never want to deal with the headache of airlines, forms, and follow-ups \u2708\ufe0f\ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roman_prodan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_prodan<\/a> That’s exactly the problem we’re solving, Roman. Most people just let it go because the process is painful. Autopilot does the digging for you – hope it finds something good!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 got money for an old British flight that got delayed. Thanks!<\/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\/@flow3d\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flow3d<\/a> Love hearing that \u2708\ufe0f\ud83d\udcb8<br \/>Those old delayed flights are exactly the kind of thing people forget about, until suddenly they turn into real money back.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@flow3d\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flow3d<\/a> Love it! British Airways delays are more common than people think. Glad we could recover that for you, Omri!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 one of those why didn’t this exist earlier? ideas .The friction in claiming flight compensation is real.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ethan_walker14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethan_walker14<\/a> Totally.<br \/>The money was always there, the process was just painful enough that most people never claimed it \u2708\ufe0f\ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was waiting for this thing for so long! Let\u2019s go! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@izakiyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@izakiyan<\/a> Thanks Yaniv! The wait is over – let us know how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@izakiyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@izakiyan<\/a> Thank you Yaniv!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 wasn\u2019t expecting much, but decided to give it a shot, and I\u2019m honestly impressed. It uncovered a flight I had completely overlooked, and the whole process was incredibly simple.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yuval_fishel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuval_fishel<\/a> That’s exactly the kind of story we love hearing. Most people have no idea they’re sitting on money from old flights. Glad we could surface that for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love products that just find money you didn\u2019t know you had.<\/p>\n<p>Gave it a try and actually got compensated for an old flight.<\/p>\n<p>super smooth experience too \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dar_ger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dar_ger<\/a> This is exactly the feeling we hoped to create \u2708\ufe0f\ud83d\udcb8<br \/>Open it, connect, and suddenly discover money from flights you completely forgot about. <br \/>Glad the experience felt smooth \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\/@dar_ger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dar_ger<\/a> That’s awesome to hear, Dar! The whole idea is to find money that’s already yours but you never had the time or energy to claim. Happy it worked 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>I am just trying it and it found a flight that you have to go through manually and i have to sign a document on docusign – what’s the point if i have to go and find all the info again to fill in the form – this should have been automatic and shoudl require only the signature <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fanis_poulinakis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fanis_poulinakis<\/a> Totally fair feedback, and you\u2019re right.<br \/>The goal is for this process to become fully automatic, with the signature being the only thing the user needs to do. We\u2019re already pushing hard in that direction and improving the flow every week \u2708\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations \ud83c\udf8a <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> 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>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@norel_eitan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"norel_eitan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@norel_eitan<\/a> <br \/>Quick question, does this work across all airlines globally, or is it limited to specific regions\/regulations like EU261?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks Abdul! Great question. We currently cover claims under EU261, UK Air Passenger Rights, US DOT regulations, and Canadian APPR – so it works for flights touching Europe, the UK, US, and Canada. That covers the majority of international routes. We’re expanding to more regions soon. If you’ve flown through any of those, Autopilot will find what you’re owed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 great and I bet it scales in a way too. Why stop at just flight credits. I have credits for free pickleball games in my inbox, reward points for Starbucks that have an expiration date, etc.<\/p>\n<\/p>\n<p>Confident this can grow into a much much larger business over time. Love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the friction point fanis raised is actually the most interesting product design challenge here. the value prop is zero effort, so any step that breaks that contract feels jarring even if its just a signature. the docusign moment is probably unavoidable for legal reasons on certain claim types but it would land completely differently if the form was pre-filled and the only action was literally one tap to sign. the closer it gets to that the more the “magic” framing holds up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m one of those people that loves taking advantage of rewards. But flight compensation is one I’ve never known how to claim. Even last week my flight was delayed over 2 hours AFTER we boarded the plane. <\/p>\n<p>I can see this product succeeding because of how opaque the whole process naturally is. When a service improves the customer experience and helps them MAKE money, it is usually a recipe for success. Great work and I will give it a try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Interesting. Do you guys also support class action lawsuit claims?<\/p>\n<p>Apple is supposed to give money to Siri users.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/RYM7QLUSFPSIEN\" class=\"app-title\">Custom Integrations by Databox<\/a><\/p>\n<div class=\"one-liner\">Bring missing data into Databox without writing code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">202<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Custom Integrations by Databox \u8ba9\u7528\u6237\u65e0\u9700\u7f16\u5199\u4ee3\u7801\u5373\u53ef\u5c06\u4efb\u610f API \u63a5\u5165 Databox\uff0c\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u96c6\uff0c\u81ea\u52a8\u540c\u6b65\u5230\u5df2\u6709\u5de5\u4f5c\u6d41\u4e2d\uff0c\u5f7b\u5e95\u89e3\u51b3\u5728\u5173\u952e\u5de5\u5177\u56e0\u7f3a\u5c11\u539f\u751f\u96c6\u6210\u800c\u88ab\u8feb\u4f7f\u7528\u7535\u5b50\u8868\u683c\u3001\u624b\u5de5\u811a\u672c\u6216\u4f9d\u8d56\u5de5\u7a0b\u56e2\u961f\u7ef4\u62a4\u7684\u62a5\u8868\u65ad\u6863\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2de1673f-1d43-4e7c-ba3b-92152fd85232.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ed4ad64-f443-4996-8ecd-3adb20961c0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6ffb856-e320-4a02-9f3f-344a61017a5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acb2b1e0-d8f2-4fbe-8827-687c7e703e6c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e618f68-e819-4531-94a8-13ca985688ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d212a41-0efe-4377-b70e-79bc56635ae1.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\/e74dc906-683c-488a-b8f2-687e7d241c82.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/UOE73SFNgtk\"><source src=\"https:\/\/youtu.be\/UOE73SFNgtk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801API\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u62a5\u8868<\/span><br \/>\n <span class=\"tag\">RevOps<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u8fde\u63a5\u5668<\/span><br \/>\n <span class=\"tag\">API\u6570\u636e\u63a5\u5165<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e\u96c6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u201c\u624b\u52a8\u5bfc\u51fa\u5230\u7535\u5b50\u8868\u683c\u6216\u4f9d\u8d56\u5de5\u7a0b\u56e2\u961f\u7ef4\u62a4\u8106\u5f31\u8fde\u63a5\u201d\u7684\u957f\u671f\u75db\u70b9\uff0c\u5c24\u5176\u8d5e\u8bb8\u5176\u5bf9\u975e\u6807\u51c6\u5206\u9875\u3001OAuth2\u7b49\u590d\u6742\u8ba4\u8bc1\u7684\u81ea\u52a8\u5316\u5904\u7406\u3002\u6709\u7528\u6237\u5efa\u8bae\u4e0d\u8981\u8fc7\u5ea6\u4f9d\u8d56AI\u8ba1\u7b97\uff0c\u5b98\u65b9\u56de\u5e94\u6f84\u6e05AI\u4e0d\u76f4\u63a5\u8ba1\u7b97\u539f\u59cb\u6570\u636e\uff0c\u800c\u662f\u57fa\u4e8e\u5df2\u540c\u6b65\u7684\u7ed3\u6784\u5316\u6570\u636e\u96c6\u63d0\u4f9b\u67e5\u8be2\u754c\u9762\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u4e00\u5de5\u5177\u7684\u4ef7\u503c\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u201c\u4f01\u4e1a\u7ea7\u6570\u636e\u7c98\u5408\u201d\u75db\u70b9\u2014\u2014\u975e\u5934\u90e8\u5de5\u5177\u7684\u62a5\u8868\u96c6\u6210\u3002\u5e02\u9762\u4e0a\u5927\u591a\u6570BI\u4ea7\u54c1\u7ade\u76f8\u63a8\u51fa\u201cAI\u6d1e\u5bdf\u201d\u65f6\uff0cDatabox\u9009\u62e9\u53cd\u5411\u6784\u7b51\u6570\u636e\u57fa\u77f3\u7684\u5b8c\u6574\u6027\u3002\u4ece\u7528\u6237\u53cd\u9988\u770b\uff0c\u5176\u771f\u6b63\u5a01\u6151\u529b\u4e0d\u5728\u201c\u65e0\u4ee3\u7801\u201d\uff0c\u800c\u5728\u5bf9\u975e\u6807\u51c6\u5206\u9875\u3001OAuth2\u7b49\u590d\u6742\u534f\u8bae\u7684\u540e\u53f0\u4f18\u96c5\u5904\u7406\uff0c\u8fd9\u624d\u662f\u8ba9\u5206\u6790\u5e08\u3001RevOps\u56e2\u961f\u4ece\u201c\u7ef4\u62a4\u811a\u672c\u7684\u5669\u68a6\u201d\u4e2d\u771f\u6b63\u89e3\u8131\u7684\u5173\u952e\u6280\u672f\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n 8+\u70b9\u8d5e\u7684\u8bc4\u8bba\u65e0\u4e0d\u6307\u5411\u4e00\u70b9\uff1a\u6b64\u524d\u56e2\u961f\u88ab\u201c\u5bfc\u51fa\u2192\u7c98\u8d34\u2192\u7ef4\u6301\u2192\u5d29\u6e83\u201d\u7684\u5faa\u73af\u6d88\u8017\u5927\u91cf\u9690\u5f62\u4eba\u529b\u6210\u672c\uff0c\u800c\u8be5\u529f\u80fd\u5c06\u8fd9\u4e00\u90e8\u5206\u4ece\u9690\u6027\u5de5\u7a0b\u503a\u53d8\u4e3a\u4e86\u81ea\u52a8\u5316\u8d44\u4ea7\u3002CEO\u8f7b\u677e\u4e0a\u624b\uff0cAI\u5206\u6790\u5e08\uff08Genie\uff09\u57fa\u4e8e\u5168\u91cf\u7ed3\u6784\u5316\u6570\u636e\u800c\u975e\u91c7\u6837\u63a8\u7406\uff0c\u6253\u901a\u4e86\u6570\u636e\u4e0e\u6d1e\u5bdf\u95f4\u7684\u6700\u540e\u4e00\u516c\u91cc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u89c6\u89d2\u4e0b\uff0c\u8be5\u529f\u80fd\u7684\u6218\u7565\u4ef7\u503c\u5728\u4e8e\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u7684\u5b8c\u6574\u6027\u2014\u2014\u6b63\u5982\u56e2\u961f\u6240\u8bf4\uff0c\u201cAI\u572818\u4e2a\u6708\u540e\u662f\u5546\u54c1\uff0c\u4f46\u5e72\u51c0\u3001\u5b8c\u6574\u7684\u6570\u636e\u96c6\u4e0d\u662f\u201d\u3002\u672a\u6765Databox\u82e5\u6301\u7eed\u5f3a\u5316\u8fd9\u4e2a\u201c\u81ea\u670d\u52a1API\u4e2d\u5fc3\u201d\uff0c\u6709\u671b\u5efa\u7acb\u533a\u522b\u4e8e\u591a\u6570BI\u5382\u5546\u7684\u201c\u6570\u636e\u5c42\u62a4\u57ce\u6cb3\u201d\u3002\u5f53\u524d\u98ce\u9669\u5728\u4e8e\uff1aAPI\u8fde\u63a5\u7a33\u5b9a\u6027\u968f\u65f6\u95f4\u63a8\u79fb\u548c\u534f\u8bae\u53d8\u66f4\u7684\u957f\u671f\u7ef4\u62a4\u80fd\u529b\uff0c\u4ee5\u53ca\u4e0e\u5df2\u6709\u5927\u578b\u6570\u636e\u96c6\u6210\u5e73\u53f0\uff08\u5982Zapier\u3001Fivetran\uff09\u7684\u529f\u80fd\u9519\u4f4d\u7ade\u4e89\u3002\u603b\u4e4b\uff0c\u8fd9\u662f\u4e00\u4e2a\u201c\u6734\u7d20\u4f46\u81f4\u547d\u201d\u7684\u4ea7\u54c1\uff0c\u4e13\u6cbb\u6570\u636e\u96c6\u6210\u4e2d\u201c\u53ea\u5dee\u90a3\u4e00\u4e2a\u5de5\u5177\u201d\u7684\u5f3a\u8feb\u75c7\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\">Custom Integrations by Databox<\/span>\n <\/div>\n<div class=\"comment-content\">Custom Integrations lets you connect virtually any API to Databox without writing code. Turn API responses into structured datasets and analyze them alongside your other sources to get a complete view of performance.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Davorin from the Databox team, and today we\u2019re excited to share something we\u2019ve been working on for a while: <strong>Custom Integrations.<\/strong><\/p>\n<p>Every team has a tool that runs a critical part of the business but doesn\u2019t connect to their reporting. So to work with that data, teams export it into spreadsheets, maintain scripts, or rely on engineering to build and fix connections.<\/p>\n<p>These workarounds get the job done, but they take time to set up, break easily, and create ongoing work for the people managing them.<\/p>\n<p>Custom Integrations solves that.<\/p>\n<p>It lets you connect virtually any API to Databox and turn the response into a structured dataset without writing code. Once the connection is set up, the data syncs automatically and becomes part of your existing workflow. You can build metrics, visualize them on dashboards, or analyze them with our AI Analyst.<\/p>\n<p>That opens up a lot of possibilities. You could pull historical S&P 500 data and overlay it on your HubSpot pipeline to find seasonality in your sales cycle. Or connect a niche tool your team depends on, like a partner referral system, and finally see its performance next to the rest of your reporting.<\/p>\n<p>Here\u2019s what this means for your team:<\/p>\n<ul>\n<li>\n<p><strong>Work with complete data:<\/strong> Bring in data from tools that weren\u2019t part of your reporting and analyze performance without gaps<\/p>\n<\/li>\n<li>\n<p><strong>Eliminate ongoing maintenance:<\/strong> Replace manual exports and fragile workflows with automated syncing<\/p>\n<\/li>\n<li>\n<p><strong>Give your team direct access to data:<\/strong> Anyone can explore performance and get answers on their own, without waiting on an analyst or engineer <\/p>\n<\/li>\n<\/ul>\n<p>Custom Integrations is built for analysts, RevOps teams, and agencies who want to eliminate reporting gaps. <\/p>\n<p>We\u2019d love your input \ud83d\udc47<\/p>\n<p><strong>What\u2019s the one tool you wish your reporting stack supported\u2014but doesn\u2019t today?<\/strong><\/p>\n<p>Thanks for checking it out \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davorin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davorin<\/a> Many congratulations Davorin, Ziga and team on shipping this! \ud83d\ude42<\/p>\n<\/p>\n<p>I\u2019m excited to be hunting Databox again today after their previous launch, <a href=\"https:\/\/www.producthunt.com\/products\/databox\/launches\/genie-by-databox\" target=\"_blank\" rel=\"noopener\">Genie<\/a>.<\/p>\n<\/p>\n<p>This time, the team is tackling one of the most painful gaps in reporting: all those critical tools that don\u2019t have a native integration and force you into spreadsheets, scripts, or ongoing engineering favors.<\/p>\n<\/p>\n<p><strong>Custom Integrations by Databox<\/strong> lets you connect virtually any API without writing code and turn those responses into structured datasets that sync automatically.<\/p>\n<\/p>\n<p>Once connected, that data becomes part of your existing Databox workflow… you can build metrics, visualize them on dashboards, and even analyze everything with their AI Analyst side by side with your existing sources for a truly complete view of performance.<\/p>\n<\/p>\n<p>What I love about this launch is how it removes the \u201cexport to sheet \/ maintain a fragile workaround \/ ping engineering\u201d loop for analysts, RevOps teams, and agencies, and instead gives them direct, self-serve access to the data they rely on.<\/p>\n<\/p>\n<p>Give it a spin today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I know that this is a business tool.. but boy did I have some fun with this feature. Since everything has an API these days, you really do get to report on anything and everything. Excited to see how this feature skyrockets.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74dc7f89-0721-40c5-9365-384ac62c3565.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4036f8aa-80dc-4e88-89ce-1eac16861b47.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tested Custom Integrations against a few APIs we had been unable to connect before – tools with non-standard pagination and OAuth2 flows. All of them connected cleanly and the datasets synced without issues. For anyone who has spent time maintaining workarounds for this kind of thing, the difference in reliability is immediately noticeable.<\/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\/@tadej_kelc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tadej_kelc<\/a> This is exactly the kind of feedback that matters – non-standard pagination and OAuth2 were the two things that broke the most setups with the old approach, so hearing they held up cleanly is good to know. The reliability gap is real and it’s usually invisible until something breaks at the wrong moment.<\/p>\n<p>Appreciate you actually putting it through its paces rather than just taking our word for it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>From a technical standpoint, what makes Custom Integrations solid is what it handles behind the scenes – OAuth2, pagination modes, dynamic date values, time zone handling. Each of these sounds minor until it is the thing that breaks your connection. Getting all of that into a setup any analyst can configure without writing code is the real achievement here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats to the whole team on this launch. It has been a long road and seeing it out in the world is genuinely satisfying. If you are a data analyst or ops person who has been working around a missing integration for months – this one is for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so easy a CEO can do it. <\/p>\n<p>When this launched, I spent my saturday morning building an integration with AuthoredUp, the tool I use to publish and analyze my Linkedin posts. <\/p>\n<\/p>\n<p>I then built a Claude skill that connnects to the Databox MCP to help me draft my posts. It looks through my past post’s performance and analyzes why certain posts perform better than others. Then, it uses that to propose post angles, validate my hooks, draft my outlines, and edit my drafts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I work across a lot of client accounts, and the recurring problem is always the same – data sitting in a tool that does not connect anywhere, so it never makes it into reporting. Custom Integrations gives us a way to handle that without escalating to engineering or maintaining brittle automations. Build the connection, get the dataset, move on.<\/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\/@masa_sajko1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masa_sajko1<\/a> thanks Masa. This is exactly the use case we built it for. The “escalate to engineering or maintain something fragile” loop is the thing we kept hearing from agencies – and it’s the worst kind of tax on your time because it never really goes away, it just keeps coming back.<\/p>\n<p>The “build it, get the dataset, move on” framing is actually how we think about it too. Once it’s set up, it just runs. Curious what kinds of tools you’ve been dealing with – whether you’ve already tried connecting something through it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We spent a lot of time thinking about what it means for data to actually be accessible – not just technically available, but something any person on the team can use without needing to understand the pipeline behind it. Custom Integrations is built around that. You connect it once, and from that point forward the data is just there for anyone who needs it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch? Every BI tool is shipping “AI insights” right now. In 18 months, what’s the part of Databox that <em>isn’t<\/em> a commodity?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maks_bilski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maks_bilski<\/a> Fair challenge, and honestly a great question.<\/p>\n<p>The “AI insights” layer is table stakes in 18 months, you’re right. What doesn’t commoditize as fast is the data layer underneath it. Most BI tools will have a chat interface – fewer will have a truly complete, unified dataset that the AI can actually reason over. The moat isn’t the AI. It’s whether your data is in good enough shape, and complete enough, for the AI to give you answers you can trust.<\/p>\n<p>That’s what we’re building toward. Custom Integrations is one piece of it – the bet is that the team with the most complete, cleanest data foundation wins, not the team with the fanciest model on top of a pile of gaps. Genie is only as good as what’s connected to it.<\/p>\n<p>18 months from now – that’s the part we’re not willing to cede.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super proud to be part of the team behind this. Custom Integrations has shown up in so many customer conversations, usually right after someone lists all the tools they <em>can\u2019t<\/em> live without and we all collectively sigh \ud83d\ude04<br \/>Seeing it come to life like this, and done properly, is a big milestone. Massive shoutout to everyone who brought it over the line.<\/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>There is always at least one tool in every team’s stack that does not connect to their reporting. Something internal, something niche, something built before anyone thought about APIs. Custom Integrations is the answer to that – not a workaround, not a one-off script, but a connection that syncs automatically and becomes part of your workflow the same way every other integration does.<\/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 on launch! The problem is real, I struggled with it firsthand, while running my previous company. The only thing: I hope you don’t rely purely on AI provided calculations, since now and then it tends to be incorrect.<\/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\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Thanks Davit – glad this resonates from firsthand experience. That’s exactly the gap we set out to close.<\/p>\n<p>On your point about AI calculations: totally fair concern, and worth clarifying what’s happening under the hood. Genie doesn’t calculate on your raw data – it queries a structured dataset that’s already been synced from your API. So when you ask a question, you’re getting answers drawn from your actual source data, not from AI inference. The AI part is just the natural language interface – the numbers themselves come from the same place they always did.<\/p>\n<p>Happy to dig into any specifics if you want to poke at a real use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the ‘export to spreadsheets’ loop is basically a part-time job for revops teams at this point. \ud83d\ude05 every time a client asks for a metric from a niche tool, we end up in a manual sync nightmare. being able to turn an api response into a structured dataset without code is a massive time-saver. <a href=\"https:\/\/www.producthunt.com\/@zigapotocnik\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zigapotocnik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zigapotocnik<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> “Part-time job for RevOps” is painfully accurate – and it’s one of those things that never makes it onto anyone’s official task list but somehow eats hours every week. The structured dataset piece is what makes it stick: you set it up once and that particular spreadsheet export just stops existing. Glad it landed for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Simple idea but high impact .Getting all your data in one place without code is still harder than it should be this moves things forward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elliot_grant1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elliot_grant1<\/a> Exactly the framing we had in mind – the idea isn’t new, but the execution gap was real. “Harder than it should be” is what we kept hearing, so that’s what we went after. Appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>From a sales ops perspective, Custom Integrations are powerful because they unlock every tool in your stack, not just the popular ones. The niche platform your SDRs love, the legacy system finance runs on, the internal tool no vendor will ever build a connector for. All of it can flow into the same dashboards as your CRM and revenue data.<\/p>\n<p>That means one full picture of performance, faster answers for leadership, and trends you can actually see across the whole funnel. If it has an API, it can drive your reporting. Nothing in your stack is off-limits anymore.<\/p>\n<p>Combine this with Genie AI Analyst and the possibilities are unlimited.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>One of the things that makes Custom Integrations genuinely useful for ongoing reporting is that the datasets sync automatically. You are not managing a one-time import or triggering a refresh manually. The data stays current, which means the reports built on top of it stay current too. That is the difference between a connection teams keep and one they quietly stop using.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I always see how custom integrations are a huge headache for any developer to deal with. This will be interesting to see how it can be used for better integrations around accounting workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> The developer dependency is exactly what we wanted to remove – not because developers shouldn’t be involved, but because waiting on one to connect a data source is the wrong use of everyone’s time. Accounting workflows are an interesting case – a lot of the tools finance teams rely on have APIs that just never get connected to reporting. Would be curious what your stack looks like at Trufflow and whether there’s a specific gap you’re working around.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 long tail of tools nobody integrates is the actual pain. coming from analytics myself, ive lost full afternoons stitching csvs from some niche tool nobody else uses just to get one chart. being able to point at any api and get a clean dataset out the other side is the kind of unsexy infra work that quietly saves teams hours every week.<\/p>\n<\/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>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> “Unsexy infra work that quietly saves hours” is probably the most accurate description of what this is – and exactly the kind of thing that never gets celebrated but everyone feels when it’s gone. Lost afternoons stitching CSVs for one chart is a real cost that just doesn’t show up anywhere. Appreciate the kind words, and glad it resonates from someone who’s lived it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ND23TL2JPB5YK4\" class=\"app-title\">Alumni Founder<\/a><\/p>\n<div class=\"one-liner\">The tool that maps founder networks for any company<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">180<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u952e\u8f93\u5165\u516c\u53f8\u6216\u5927\u5b66\u540d\u79f0\uff0c\u5373\u53ef\u53ef\u89c6\u5316\u5448\u73b0\u5176\u521b\u59cb\u4eba\u6821\u53cb\u7f51\u7edc\u56fe\u8c31\uff0c\u5e2eVC\u3001\u9500\u552e\u548c\u521b\u59cb\u4eba\u5feb\u901f\u53d1\u73b0\u6f5c\u5728\u5408\u4f5c\u6216\u63a8\u8350\u8def\u5f84\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0dae3969-4305-4c4d-9371-23787144f8b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6bd87eb7-3ff6-46ef-bfc9-a7a6e0a8386f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b02a12a1-758d-4f7c-a83d-1ad62bdc9459.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0e27400-2393-4f8f-b4ad-2f1cc892eec3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/320943a1-f64a-463b-9006-4fed69b9e7b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/606e5b93-419d-4a5d-a5b6-f011f1b8d0bb.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\">Venture Capital<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521b\u59cb\u4eba\u7f51\u7edc\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u6821\u53cb\u5173\u7cfb\u6620\u5c04<\/span><br \/>\n <span class=\"tag\">VC\u5bfb\u6e90<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6696\u5f15\u8350<\/span><br \/>\n <span class=\"tag\">\u5171\u540c\u521b\u59cb\u4eba\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5173\u7cfb\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u7ba1\u9053\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u6570\u636e\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7f51\u7edc\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Crunchbase\u589e\u5f3a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u529f\u80fd\u806a\u660e\u4e14\u5b9e\u7528\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u62fc\u51d1\u6570\u636e\uff08LinkedIn+Crunchbase\uff09\u7684\u75db\u70b9\u3002\u4f46\u79fb\u52a8\u7aef\u4f53\u9a8c\u5dee\u3001\u5b9a\u4ef7\u6df7\u4e71\u662f\u4e3b\u8981\u69fd\u70b9\uff1b\u540c\u65f6\u6709\u53cd\u9988\u6570\u636e\u51c6\u786e\u6027\u4e0d\u8db3\uff0c\u4e14\u7f3a\u4e4f\u90ae\u7bb1\/\u7535\u8bdd\u7b49\u76f4\u63a5\u8054\u7cfb\u65b9\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Alumni Founder \u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u5c06\u201c\u521b\u59cb\u4eba\u795e\u8bdd\u201d\u4ece\u53d9\u8ff0\u6545\u4e8b\u7cfb\u7edf\u5316\u4e3a\u4e00\u5957\u53ef\u67e5\u8be2\u3001\u53ef\u5ea6\u91cf\u7684\u6570\u636e\u56fe\u8c31\u3002\u8fd9\u79cd\u201c\u7f51\u7edc\u5373\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u601d\u8def\u2014\u2014\u5c24\u5176\u901a\u8fc7\u201c\u91cd\u53e0\u5f3a\u5ea6\u201d\uff08\u540c\u56e2\u961f\u3001\u540c\u65f6\u671f\uff09\u548c\u201c\u878d\u8d44\u989d\u201d\u4e24\u4e2a\u7ef4\u5ea6\u7684\u53e0\u52a0\uff0c\u8ba9\u5173\u7cfb\u4e0d\u518d\u662f\u865a\u65e0\u7684\u4eba\u8109\u800c\u662f\u53ef\u91cf\u5316\u7684\u4fe1\u53f7\u2014\u2014\u786e\u5b9e\u5bf9VC\u7684deal sourcing\u548c\u9500\u552e\u56e2\u961f\u7684\u70ed\u7ebf\u7d22\u6784\u5efa\u63d0\u4f9b\u4e86\u5b9e\u8d28\u6027\u597d\u5904\u3002\u4ea7\u54c1\u5207\u5165\u70b9\u7cbe\u51c6\uff1a\u6293\u4f4f\u4e86\u201c\u4eba\u4eba\u90fd\u8c08\u8bbaPayPal\u9ed1\u624b\u515a\/Stripe\u6821\u53cb\uff0c\u4f46\u65e0\u4eba\u80fd\u5feb\u901f\u53ef\u89c6\u5316\u201d\u8fd9\u4e2a\u8ba4\u77e5\u7f3a\u53e3\u3002\u4f46\u51b7\u9759\u5ba1\u89c6\uff0c\u5176\u62a4\u57ce\u6cb3\u4e3b\u8981\u5efa\u7acb\u5728\u6570\u636e\u5e95\u5c42\uff08Crunchbase+LinkedIn\u6574\u5408\u6a21\u578b\uff09\uff0c\u800c\u975e\u4ea7\u54c1\u4f53\u9a8c\u6216\u7f51\u7edc\u6548\u5e94\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u624b\u673a\u7aef\u7cdf\u7cd5\u201d\u201c\u5b9a\u4ef7\u6df7\u4e71\u201d\u4ee5\u53ca\u201c\u6570\u636e\u53ef\u80fd\u4e0d\u51c6\u786e\u201d\u7b49\u53cd\u9988\uff0c\u53cd\u6620\u51fa\u5f53\u524d\u7248\u672c\u79bb\u201c\u5f00\u7bb1\u5373\u7528\u201d\u8fd8\u6709\u8ddd\u79bb\u3002\u540c\u7c7b\u5de5\u5177\u5982Apollo\u6216SimilarWeb\u5728B2B\u9500\u552e\u573a\u666f\u5df2\u6709\u79ef\u7d2f\uff0c\u7ade\u4e89\u4e0d\u53ef\u5ffd\u89c6\u3002\u6700\u5927\u7591\u95ee\u5728\u4e8e\uff1a\u5f53\u6570\u636e\u6e90\uff08crustdata\uff09\u6210\u4e3a\u5355\u54c1\u65f6\uff0c\u80fd\u5426\u901a\u8fc7\u201c\u7f51\u7edc\u56fe\u8c31\u201d\u7684\u805a\u7c7b\u548c\u9884\u6d4b\u80fd\u529b\u2014\u2014\u6bd4\u5982\u81ea\u52a8\u9884\u6d4b\u54ea\u4e2a\u7279\u5b9a\u516c\u53f8\u4f1a\u5b75\u5316\u51fa\u4e0b\u4e00\u4e2a\u72ec\u89d2\u517d\u2014\u2014\u5f62\u6210\u5dee\u5f02\u5316\uff0c\u800c\u975e\u505c\u7559\u5728\u201c\u6f02\u4eae\u7684\u4ea4\u4e92\u5f0f\u6570\u636e\u5e93\u201d\u3002\u53e6\u5916\uff0c\u6709\u610f\u5ffd\u7565\u90ae\u7bb1\/\u8054\u7cfb\u4eba\u4fe1\u606f\u4ee5\u4e3b\u63a8API\uff0c\u867d\u662f\u5546\u4e1a\u5316\u7b56\u7565\uff0c\u5374\u635f\u5bb3\u4e86\u201c\u4e00\u7ad9\u5f0f\u75db\u89e3\u51b3\u201d\u7684\u7528\u6237\u76f4\u89c9\u3002\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u662f\u5bf9\u4eba\u529b\u5de5\u4f5c\uff08\u624b\u52a8\u6252\u6570\u636e\uff09\u7684\u7ebf\u6027\u4f18\u5316\uff0c\u4f46\u8981\u6210\u4e3a\u98a0\u8986\u6027\u4ea7\u54c1\uff0c\u8fd8\u9700\u8981\u5728\u6570\u636e\u5b9e\u65f6\u6027\u3001\u79fb\u52a8\u7aef\u4f53\u9a8c\u548c\u667a\u80fd\u63a8\u8350\u4e0a\u4e0b\u66f4\u5927\u529f\u592b\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\">Alumni Founder<\/span>\n <\/div>\n<div class=\"comment-content\">Enter any company or university and see the complete founder network it produced. Who spun out, how they’re connected, how strong those connections are, and how much they’ve raised – mapped as a live visual graph. Used by VCs for deal sourcing, sales teams for warm intros, and founders looking for co-founders.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b<\/p>\n<p>Mapping founder networks is one of those things that sounds simple but is actually a massive pain. You’re bouncing between LinkedIn, Crunchbase, and Google trying to piece together who came out of a company, what they built, and how they’re connected and you still end up with an incomplete picture.<\/p>\n<p>Alumni Finder does it in one shot. Enter any company and it instantly maps the entire founder alumni network as a visual graph.<\/p>\n<p>Here’s what that looks like in practice:<\/p>\n<p>Type in Stripe and you’ll see Daniela Amodei (Anthropic), Anurag Goel (Render), Jenn Knight (AgentSync) – all former Stripe employees who went on to raise hundreds of millions. You can see who overlapped with who, which teams they came from, and whether their connection is strong (same team, same time) or partial (same company, different era).<\/p>\n<p>The graph shows:<\/p>\n<p>\ud83c\udf10 Full founder alumni network – every founder that spun out of a company or university<br \/>\ud83d\udd17 Connection strength – strong overlap (same team, same tenure) vs. partial overlap (same company, different time)<br \/>\ud83d\udcb0 Funding raised – so you know who built something real<br \/>\ud83c\udfc6 Cross-company benchmarks – compare which orgs produce the strongest founder networks side by side<\/p>\n<p>A few ways people are using it:<\/p>\n<p>VCs use it to source deals from specific talent pipelines – type in Palantir or Stripe and see every founder that came out, how much they’ve raised, and whether they overlap with your existing portfolio.<\/p>\n<p>Sales teams use it to map warm intro paths into target accounts – find a former colleague who now works at the company you’re trying to get into.<\/p>\n<p>Founders use it to find co-founders – see who from your old company has already made the leap into startups.<\/p>\n<p>Angels and scouts use it to get ahead of deal flow – spot emerging founders from strong talent pipelines before they’re on everyone’s radar.<\/p>\n<p>Corp dev teams use it to track where talent from acquired companies landed and what they built next.<\/p>\n<p>And a lot of people just use it for fun too by finding who in their alma mater have become founders!<\/p>\n<p>Check it out here: <a href=\"https:\/\/tools.crustdata.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/tools.crustdata.com<\/a><br \/>Let us know if you have any feedback!<\/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>Many congratulations <a href=\"https:\/\/www.producthunt.com\/@nithish_a1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nithish_a1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithish_a1<\/a> <a href=\"https:\/\/www.producthunt.com\/@mhimed\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mhimed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mhimed<\/a> and team! \ud83d\ude42 <\/p>\n<\/p>\n<p>This is a such a smart way to productize something everyone in tech talks about (PayPal mafia, Stripe alumni, YC networks) but almost no one can actually map without a ton of manual digging. <\/p>\n<\/p>\n<p>What gets me most excited about Alumni Founder is that it turns those loose \u201cfounder lore\u201d stories into a living, queryable graph you can actually use for work whether you\u2019re a VC sourcing from specific talent pipelines, a sales team hunting for warm intros, or a founder looking for your next co-founder from a past company or alma mater. <\/p>\n<\/p>\n<p>The ability to see overlap strength (same team, same time, etc.) plus funding raised makes these networks immediately actionable, not just pretty visualizations. <\/p>\n<\/p>\n<p>Huge kudos to the <a href=\"https:\/\/www.producthunt.com\/products\/crustdata-3\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"crustdata-3\" target=\"_blank\" rel=\"noopener\">@Crustdata<\/a> team for shipping this. It feels like a foundational infrastructure layer for anyone who believes the next generation of iconic companies will come out of today\u2019s best talent hubs. Super excited to be hunting this one! \ud83d\ude42 <\/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\/@nithish_a1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithish_a1<\/a> Congratulations on the launch! Mapping networks is so difficult and time consuming. I think making those “overlaps” easier to spot in networks is just great.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Tried it on the mobile. Not good. Desktop version is better. <\/p>\n<p>Pricing is a bit confusing.<\/p>\n<p>Good idea though. Good luck.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seeing spin outs visually mapped is powerful. That’s how a lot of great companies actually emerge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I remember back then when I was choosing schools, we were doing that with completely random information from random websites. As a founder I would have loved to compare schools by the amount that has the most active alumni community and of founders and the one that produced more founders <\/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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> I had this exact same thought. In addition to the use cases <a href=\"https:\/\/www.producthunt.com\/@nithish_a1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nithish_a1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithish_a1<\/a> listed, being able to visualize an actual network isn’t just useful for professionals but students and juniors 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Hey Ben thanks for this feedback. Coming soon maybe \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 paypal mafia and stripe alumni stuff is talked about constantly but nobody could actually map it without spending a weekend on linkedin and crunchbase. turning that into a live graph with overlap strength and funding context is genuinely useful, not just a cool visualization. excited to see what people surface with it. <\/p>\n<\/p>\n<p>cool stuff !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is amazing. as someone who supports startup founders, this is really helpful. i think it will also be great for creating content about founders. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@heyitsirenechan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@heyitsirenechan<\/a> Exactly Irene! Apart from the utilitarian purposes, there’s a lot of fun ways people can use this tool<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>whoa this is amazing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhilash_chowdhary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhilash_chowdhary<\/a> Thanks Abhilash!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Reminds me a little of another startup called Interlink but their use case is helping (mostly young) candidates recruit better by minimizing time spent in the Handshake>LinkedIn>Gmail>Networking Call>Interview>Job twister. <\/p>\n<\/p>\n<p>I like the use case here and definitely think it could be helpful to map university networks for younger college grads.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the time-to-value. Some of the results are inaccurate though. How fresh is the data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are we also able to find the emails and phone contacts of them?? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> We have emails and phone contacts in our API, unfortunately, its not available in the tool at the moment. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IVDIEGU2INHVQ7\" class=\"app-title\">WOZCODE<\/a><\/p>\n<div class=\"one-liner\">Cut Claude Code costs by up to 50%<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">164<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WOZCODE \u662f\u4e00\u6b3e\u9488\u5bf9 Claude Code \u7684\u63d2\u4ef6\uff0c\u901a\u8fc7\u4f18\u5316\u4e0a\u4e0b\u6587\u7ba1\u7406\u548c\u5de5\u5177\u8c03\u7528\u6d41\u7a0b\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5c06\u4ee4\u724c\u6d88\u8017\u964d\u4f4e\u9ad8\u8fbe 55%\uff0c\u5e76\u63d0\u5347\u4efb\u52a1\u5b8c\u6210\u901f\u5ea6\uff0c\u89e3\u51b3 AI \u7f16\u7801\u4ee3\u7406\u4e2d\u666e\u904d\u5b58\u5728\u7684\u6d6a\u8d39\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5dfb8384-f036-4c6c-aa2d-a319f04f9f90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55107d1c-5d90-4918-a43a-38cd17fba862.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93743121-bb51-4ad6-95b7-2dd6f316b8c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f4cbf74-8b3f-406b-a06f-d3ab76a22eca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5f63c47-a1cc-4b41-a0e7-37154f4bfda5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec66f488-5b54-4b50-8c9c-2951d0154902.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bee13f39-6fcf-40c4-89ce-12af617c19a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/811a72dd-673b-486a-94db-0b4b8ee14504.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\/ef39e2f9-5f69-483c-89de-adf99b6a62fb.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/xSZwA0HPMLQ?si=Ys4BypOKx2h_EMbl\"><source src=\"https:\/\/youtu.be\/xSZwA0HPMLQ?si=Ys4BypOKx2h_EMbl\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7801\u4ee3\u7406\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">Claude Code\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4ee4\u724c\u6210\u672c\u8282\u7701<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u538b\u7f29\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u6279\u5904\u7406\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u57fa\u51c6\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u542f\u52a8\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">Token\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u5bf9\u4ee4\u724c\u6d6a\u8d39\u7684\u9488\u5bf9\u6027\u4f18\u5316\uff0c\u5c24\u5176\u5728\u5927\u9879\u76ee\u573a\u666f\u4e0b\u6548\u679c\u663e\u8457\uff1b\u90e8\u5206\u7528\u6237\u63d0\u51fa\u514d\u8d39\u989d\u5ea6\u6d88\u8017\u8fc7\u5feb\u3001\u4ed8\u8d39\u5c42\u7ea7\u4e0d\u900f\u660e\u7684\u75db\u70b9\uff0c\u5e0c\u671b\u6539\u8fdb\uff1b\u6709\u4e13\u4e1a\u7528\u6237\u597d\u5947\u5176\u5b9e\u73b0\u539f\u7406\uff08\u5982\u5de5\u5177\u5c42\u62e6\u622a vs \u6a21\u578b\u8def\u7531\uff09\uff0c\u5e76\u5e0c\u671b\u83b7\u5f97\u66f4\u6e05\u6670\u7684\u57fa\u51c6\u6d4b\u8bd5\u91cd\u73b0\u65b9\u6cd5\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 WOZCODE \u7684\u5207\u5165\u70b9\u7cbe\u51c6\u4e14\u806a\u660e\uff1a\u5b83\u6ca1\u6709\u8bd5\u56fe\u201c\u8d85\u8d8a\u201dClaude Code\uff0c\u800c\u662f\u5728\u5176\u8106\u5f31\u7684\u6267\u884c\u5c42\u4e0a\u8865\u4e86\u4e00\u5200\u2014\u2014\u5373\u5927\u91cf\u4e0a\u4e0b\u6587\u88ab\u65e0\u6548\u91cd\u8bfb\u3001\u8bfb\u5199\u73af\u8fc7\u591a\u5bfc\u81f4\u4ee4\u724c\u6d6a\u8d39\u3002\u8fd9\u79cd\u201c\u6548\u7387\u5c42\u201d\u601d\u8def\u4e0e\u5b9e\u9645\u7528\u6237\u75db\u70b9\u7684\u5339\u914d\u5ea6\u6781\u9ad8\uff0c\u8bc4\u8bba\u4e2d\u591a\u6b21\u63d0\u5230\u201c\u89c2\u5bdf\u5230\u4e00\u534a\u4ee4\u724c\u88ab\u6d6a\u8d39\u201d\u5c31\u662f\u94c1\u8bc1\u3002\u6280\u672f\u4e0a\uff0c\u5176\u6838\u5fc3\u52a8\u4f5c\u662f\u901a\u8fc7\u5b9a\u5236\u5de5\u5177\u5c06\u201c\u67e5\u627e\u5e76\u7f16\u8f913\u4e2a\u6587\u4ef6\u201d\u8fd9\u7c7b\u64cd\u4f5c\u4ece12\u6b21\u8c03\u7528\u538b\u7f29\u4e3a2\u6b21\uff0c\u5927\u5e45\u51cf\u5c11\u53cd\u590d\u91cd\u8bfb\u3002\u8fd9\u79cd\u4f18\u5316\u903b\u8f91\u4e0d\u4f9d\u8d56\u6a21\u578b\u672c\u8eab\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u5de5\u7a0b\u5c42\u9762\u7684\u201c\u62bd\u6c34\u673a\u201d\uff0c\u628a Claude Code \u5e95\u5c42\u7684\u9ad8\u9891\u4f4e\u6548\u5faa\u73af\u76f4\u63a5\u66ff\u6362\u6389\uff0c\u6548\u679c\u662f\u8089\u773c\u53ef\u89c1\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u5e76\u4e0d\u610f\u5473\u7740 WOZCODE \u65e0\u61c8\u53ef\u51fb\u3002\u8bc4\u8bba\u4e2d\u4e00\u4f4d\u7528\u6237\u53cd\u9988\u201c$100\u514d\u8d39\u989d\u5ea6\u51e0\u5c0f\u65f6\u7528\u5b8c\uff0c\u4ed8\u8d39\u5c42\u7ea7\u4e0d\u900f\u660e\u201d\u76f4\u63a5\u66b4\u9732\u4e86\u5546\u4e1a\u5316\u900f\u660e\u5ea6\u95ee\u9898\uff1a\u81ea\u79f0\u80fd\u8282\u7701\u6210\u672c\uff0c\u5374\u4e0d\u5148\u5c55\u793a\u6e05\u695a\u4ed8\u8d39\u68af\u5ea6\uff0c\u6709\u70b9\u53cd\u76f4\u89c9\u3002\u53e6\u5916\uff0c\u5176\u57fa\u51c6\u6d4b\u8bd5\uff08Terminal Bench 2.0 \u63d0\u534711\u4e2a\u70b9\uff09\u867d\u7136\u6709\u6570\u636e\u652f\u6491\uff0c\u4f46\u7f3a\u4e4f\u5bf9\u201c\u4efb\u52a1\u7c7b\u578b\u5dee\u5f02\u201d\u7684\u7ec6\u81f4\u5212\u5206\uff0c\u8de8\u4e1a\u52a1\u573a\u666f\u7684\u9002\u914d\u6027\u5c1a\u672a\u88ab\u5145\u5206\u9a8c\u8bc1\u3002\u66f4\u5173\u952e\u7684\u662f\u2014\u2014\u65e2\u7136\u201c\u6d6a\u8d39\u201d\u662f\u539f\u751fClaude Code\u7684\u673a\u5236\uff0c\u672a\u6765 Anthropic \u662f\u5426\u53ef\u80fd\u5728\u4e0b\u4e2a\u5927\u7248\u672c\u5185\u751f\u4f18\u5316\u8fd9\u90e8\u5206\u903b\u8f91\uff1f\u5982\u679c\u662f\uff0c\u90a3\u4e48\u4f5c\u4e3a\u5916\u6302\u63d2\u4ef6\u7684 WOZCODE \u5c06\u9762\u4e34\u88ab\u539f\u751f\u53d6\u4ee3\u7684\u98ce\u9669\u3002\u5b83\u7684\u62a4\u57ce\u6cb3\u5e76\u4e0d\u7b97\u6df1\uff0c\u6838\u5fc3\u5728\u4e8e\u7528\u6237\u4e60\u60ef\u548c\u65e9\u671f\u96c6\u6210\u89e6\u53d1\u7684\u9ad8\u5207\u6362\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cWOZCODE \u662f\u4e00\u4e2a\u52a1\u5b9e\u3001\u5229\u57fa\u4e14\u6709\u4e00\u5b9a\u6280\u672f\u58c1\u5792\u7684\u6548\u7387\u5de5\u5177\uff0c\u9002\u7528\u4e8e\u5bf9\u6210\u672c\u654f\u611f\u3001\u8ffd\u6c42\u6781\u901f\u8fed\u4ee3\u7684\u4e2d\u9ad8\u7ea7\u5f00\u53d1\u8005\u6216\u56e2\u961f\uff0c\u4f46\u957f\u8fdc\u6765\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u5728\u201cAI\u4ee3\u7406\u914d\u5957\u751f\u6001\u201d\u4e2d\u6682\u65f6\u5403\u9999\u7684\u8fc7\u6e21\u4ea7\u54c1\uff0c\u800c\u975e\u6301\u4e45\u6027\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\">WOZCODE<\/span>\n <\/div>\n<div class=\"comment-content\">WOZCODE is an efficiency layer for Claude Code. It helps developers spend fewer tokens, finish tasks faster, and improve agent performance without switching IDEs, subscriptions, or workflows. Install it in two commands and get more value from every Claude Code session.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunters! \ud83d\udc4b<\/p>\n<p>I’m Ben, Cofounder of Woz.<\/p>\n<p>A few months ago the world changed. Claude Code with Opus 4.5 made coding agents more powerful than ever before.<\/p>\n<p>We loved the productivity gains, but when we dug into the session logs, we found something painful: <strong>half of our tokens were being burned on erroneous reads and re-reads after edits.<\/strong> Paying a premium for productivity is one thing. <strong>Paying a premium for wasted tokens is incredibly frustrating.<\/strong><\/p>\n<p>So we went under the hood of Claude Code and found ways to make it dramatically more efficient.<\/p>\n<p>Today we’re launching <strong>WOZCODE<\/strong>, a Claude Code plugin that makes it:<\/p>\n<p>Up to <strong>55% cheaper<\/strong><\/p>\n<p>Up to <strong>40% faster<\/strong> <\/p>\n<p><strong>+11 points higher<\/strong> on Terminal Bench 2.0<\/p>\n<p>Full breakdown of how it works \u2192<a href=\"https:\/\/www.wozcode.com\/how-it-works\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <\/a><a href=\"http:\/\/wozcode.com\/how-it-works\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">wozcode.com\/how-it-works<\/a><\/p>\n<p><strong>What this means for you as a Claude Code user:<\/strong> <\/p>\n<p>\u2192 More output before hitting usage limits <\/p>\n<p>\u2192 Significant savings on API costs <\/p>\n<p>\u2192 Faster completion of tasks (power users are adding 300+ extra gent coding hours per month!)<\/p>\n<p><strong>How to use it:<\/strong> <\/p>\n<p>WOZCODE is an <strong>official Claude Code plugin, approved by Anthropic.<\/strong> It works anywhere you use Claude Code. Installs in two commands, uses your existing Claude subscription, and drops into your current workflow (CLI, Claude Desktop, VS Code, Conductor, Superset, etc.).<\/p>\n<p><strong>\ud83c\udf81 Launch day offer:<\/strong> WOZCODE is free to try, and anyone who creates an account before midnight PT today gets an additional <strong>$100 in savings. Get started at <\/strong><a href=\"https:\/\/www.wozcode.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/www.wozcode.com\/<\/strong><\/a><\/p>\n<p><strong>Our team is online and happy to answer any questions. Look forward to hearing from you and seeing how much you save!<\/strong><\/p>\n<p><strong>Claude loves burning your tokens. Now you don\u2019t have to let it!<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Really interesting direction. Token waste and unnecessary context reads become very noticeable once projects grow. Nice to see someone focusing on the efficiency layer instead of adding more abstraction on top.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ben_collins4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_collins4<\/a> Claude Code is a beast, but you’re spot on about the token burn-it’s painful to watch credits disappear on redundant reads. I\u2019m currently building Fenly (an inline translator), so I\u2019ve been obsessing over LLM efficiency and latency lately, especially after some “brutal” user feedback about my engine speed yesterday.<\/p>\n<p>A 55% cost reduction is a massive claim. I\u2019m curious about the technical side: how are you preventing those erroneous re-reads? Are you intercepting the CLI calls to optimize the file-reading logic, or is it more about clever context pruning before it hits the model?<\/p>\n<p>Definitely going to try this out to save my own tokens. Congrats on the launch, Ben!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! Brad here, Cofounder and CTO @ Woz.<\/p>\n<\/p>\n<p>Couldn\u2019t be more excited for you to see what we\u2019ve been building. People always ask: faster, cheaper, better\u2026 sounds too good to be true. So how does it actually work?<\/p>\n<p>At the core we\u2019ve improved the way Claude Code optimizes context and all the benefits are downstream from that. <\/p>\n<p>Instead of relying solely on the default tools inside Claude Code, WOZCODE uses a set of custom tools designed for efficiency and context optimization. For example, in vanilla Claude Code, a simple “find and edit 3 files” takes 12+ calls (3\u00d7 Glob\/Grep + 3\u00d7 Read + 3\u00d7 Edit + 3x Verify Read). By the final step, it\u2019s reprocessing all prior output as input tokens.<\/p>\n<p>WOZCODE collapses that to 2 calls (1\u00d7 Search + 1\u00d7 batch Edit). Context stays small, so every step that follows is cheaper and faster. Over a 30-prompt session, that compounding effect adds up fast.<\/p>\n<p>Happy to answer any questions you may have. You can also check out <a href=\"https:\/\/www.wozcode.com\/how-it-works\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.wozcode.com\/how-it-works<\/a> to see benchmarks and more technical detail.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The cost angle is super relevant. Especially once you move beyond experimentation.<\/p>\n<p>I\u2019m currently using Claude Code to build an internal dashboard, and token usage adds up faster than expected.<\/p>\n<p>How are you optimizing for cost without compromising output quality or context depth?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sayani970\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sayani970<\/a> The sad reality is that most of your token use today in Claude Code is just wasted. Why read an entire file (and then carry it through in the context on every LLM roundtrip until the next compaction…) if only a snippet is needed? WOZCODE increases the quality and remains high throughout all your coding sessions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sayani970\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sayani970<\/a> Hey Sayani, great question. We’ve actually observed that WOZCODE improves output quality. AS a data point, WOZCODE with Opus 4.7 scores 80.2% on Terminal Bench 2.0 compared to 69% for Claude Code alone.<\/p>\n<p>We apply many techniques to deliver cost benefits, but the bulk of the savings come from more token efficient tools. This keeps the context higher quality for longer. More detail here: <a href=\"https:\/\/www.wozcode.com\/how-it-works\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.wozcode.com\/how-it-works<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the cost angle is one of the few honest framings out there right now. we run a heavy claude code workload internally and the bill jumps the moment you go from prototyping to actual production loops, so this hit close to home.<\/p>\n<\/p>\n<p>two things i would love your take on:<\/p>\n<\/p>\n<p>what is the model-routing logic under the hood, is it static rules per task type or something more dynamic that adapts to prompt characteristics? curious because we have found heuristic-based routing starts breaking once heavy tool-calling enters the picture.<\/p>\n<\/p>\n<p>and on the 50% number, is that measured like-for-like on the same task graph or an aggregate across mixed workloads? not pushing back, just trying to understand what setup we would need to reproduce something similar internally.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@whateverneveranywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whateverneveranywhere<\/a> Hey Ava, thanks for the questions. We do limited model routing. The majority of the benefits come from better context handling. We provide Claude Code with more token efficient tools so the context stays high quality longer. You can read more about it here: <a href=\"https:\/\/www.wozcode.com\/how-it-works\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.wozcode.com\/how-it-works<\/a><\/p>\n<p>We show several benchmarks on our website for various types of real world coding tasks. Those benchmarks compare WOZCODE against vanilla Claude Code. However, we encourage everyone to run benchmarks on their own codebase with the types of task they do most often. Once you have WOZCODE installed you can run \/woz-benchmark to run your own benchmarks<\/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>half of every claude code session is just rereads after edits, ive watched it happen in real time and felt the bill for it. fixing it at the tool layer instead of bolting on another wrapper is the right move. <\/p>\n<\/p>\n<p>cool stuff guys !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> Thanks Saad. Glad our approach is resonating with you. Eager for any feedback once you’ve had a chance to try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hey <a href=\"https:\/\/www.producthunt.com\/@ben_collins4\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ben_collins4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_collins4<\/a> <br \/>been using this on claude max 20x plan, the token optimisation is real. I hit the $100 free tier limit in a few hours though, which is kind of ironic for a tool that saves tokens. couldn’t see what the paid tier limits would be before upgrading, so I paused there. would love clearer upgrade transparency and smoother onboarding.<br \/>great job, rooting for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ben_collins4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_collins4<\/a> <a href=\"https:\/\/www.producthunt.com\/@hmakinci\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hmakinci<\/a> Savings do add up quick! Send me the email you signed up with and I’ll grant you a bonus!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hmakinci\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hmakinci<\/a> Hey Hasan, glad you got value out of the product. The paid tier gives unlimited usage!<\/p>\n<p>You can also get $200 of savings credits per month if you create an account with a corporate email.<\/p>\n<p>Hope that’s helpful<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b2037b5-31a6-484e-8372-301c9f3a01ad.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Must use product. Been using it for the past little while, and I can finally calm my token-nerves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vishv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishv<\/a> token nerves are real. Thanks Vish. Glad you’re getting value from the product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We recently refactored our entire platform using Wozcode and it saved us weeks. Setup and auth have been a little messy at times, but overall it\u2019s been a game changer for us at Passive. One of the biggest differences is that we hit Claude limits way less often now, which lets us stay in flow and keep building for much longer without constantly resetting context or starting over. The whole development process just feels cleaner, faster, and more structured. Love the product and look forward to seeing it get even better moving forward!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tj_collins\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tj_collins<\/a> Thanks TJ! Glad you are seeing the impact in your business. Love hearing how WOZCODE is making a measurable difference for startup teams<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">The extra 300+ hours per month is wild. How do you think this shifts the balance between solo devs and larger teams? Great idea and Congratulations!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> It is wild. In general, WOZCODE gives even more leverage to power users who are running 5+ agents in parallel. Can be both solo devs and startup teams<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> For a individual who can be on the Claude Max subscription, we help you not hit your limits as fast, but for a corporate team who has to use the insanely high API pricing, the benefits can be felt even more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First I really dig the design of the site! Second cutting the cost of CC, sounds like a dream haha, we can ship more! Thanks for a great product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> thanks Johan. Glad you like the Woz Wizard \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the simplicity of it! Wondering how you are measuring how much the session would have cost without WOZ. Is it an estimate or you can somehow figure it out precisely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@massimoalbarello\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@massimoalbarello<\/a> <\/p>\n<p>Great question. For token and cost savings it’s pretty straight forward. Our tools map against Claude Code’s native tools so we can simply calculate calls saved and and token usage x pricing for each call. Time savings is based on calls saved and a per-call roundtrip time. This roundtrip time is an estimate that we calibrate against our internal benchmarks.<\/p>\n<p>see more at <a href=\"https:\/\/www.wozcode.com\/how-it-works\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.wozcode.com\/how-it-works<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e4c113c-285c-4a56-8b13-aa5dcf8ac495.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve always thought that there was a way to more efficiently save credits for AI agents. Will this also help Claude Code keep it’s efficiency and learning for preferred results?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>but I wonder, why not just use Pi instead of Claude Code in general? Pi coding agent uses barely no tokens, so token aware users should switch their agent harness, no?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/JNUH7PXL56W6MY\" class=\"app-title\">Contrario<\/a><\/p>\n<div class=\"one-liner\">The AI recruiting platform powered by expert recruiters<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">158<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Contrario \u7ed3\u5408\u4e13\u5bb6\u62db\u8058\u7f51\u7edc\u4e0eAI\u667a\u80fd\u4f53\uff0c\u5728Slack\u4e2d\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5904\u740690%\u7684\u62db\u8058\u5de5\u4f5c\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u62db\u4eba\u65f6\u9ad8\u8d28\u91cf\u5019\u9009\u4eba\u96be\u56de\u590d\u3001\u96be\u5339\u914d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d804029-54b3-40be-adfe-b5c6db6b010c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0af9f872-33e6-43b3-8925-362fb8944cf6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f7c1bda-686d-4a4b-bdcd-331bbdb3d9bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/476fcd4f-4ef4-4fba-9c6d-7a6e2f20fb9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4076020-b4fc-4ead-bacb-83f6449bdcb9.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\/11494b0c-0f08-4338-b0ca-1013335e357d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/H4LNOK6toss\"><source src=\"https:\/\/youtu.be\/H4LNOK6toss\" 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\">Hiring<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5019\u9009\u4eba\u7b5b\u9009<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a<\/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\u517615\u5929\u62db\u6838\u5fc3\u56e2\u961f\u7684\u6548\u7387\uff0c\u5173\u6ce8AI\u4e0e\u62db\u8058\u5b98\u7684\u534f\u4f5c\u53cd\u9988\u673a\u5236\uff08\u5982override\u5b9e\u65f6\u5b66\u4e60\uff09\u3001\u662f\u5426\u96c6\u6210ATS\u53caSlack\u3001\u662f\u5426\u652f\u6301\u975e\u6280\u672f\u5c97\uff08\u786e\u8ba4\u652f\u6301GTM\/Ops\uff09\u3001\u5019\u9009\u4eba\u80cc\u666f\u6838\u67e5\u4ecd\u9760\u7b2c\u4e09\u65b9\u3001\u51b7\u542f\u52a8\u95ee\u9898\u4f9d\u8d56\u7c7b\u4f3c\u5c97\u4f4d\u6570\u636e\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 Contrario\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5b83\u6ca1\u6709\u91cd\u8e48\u201cAI\u5b8c\u5168\u66ff\u4ee3\u62db\u8058\u201d\u7684\u8986\u8f99\u2014\u2014\u8fd9\u4e2a\u9886\u57df\u91ccSaaS\u5de5\u5177\u5806\u780c\u529f\u80fd\uff0c\u5374\u89e3\u51b3\u4e0d\u4e86\u6838\u5fc3\u95ee\u9898\uff1a\u4f18\u79c0\u5019\u9009\u4eba\u6839\u672c\u4e0d\u9e1f\u90a3\u4e9b\u6a21\u677f\u5316\u79c1\u4fe1\u3002\u5b83\u628a\u201c\u771f\u4eba\u62db\u8058\u4e13\u5bb6\u201d\u548c\u201cAI\u81ea\u52a8\u8c03\u5ea6\u201d\u7f1d\u5408\u8d77\u6765\uff0c\u65e2\u7528\u4e13\u5bb6\u7684\u4eba\u8109\u548c\u6c9f\u901a\u80fd\u529b\u64ac\u52a8\u5019\u9009\u4eba\uff0c\u53c8\u7528\u667a\u80fd\u4f53\u5904\u7406\u7b5b\u9009\u3001\u534f\u8c03\u3001\u6392\u671f\u8fd9\u4e9b\u9ad8\u91cd\u590d\u5ea6\u5de5\u4f5c\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u62ff\u4eba\u505a\u62a4\u57ce\u6cb3\uff0c\u800c\u975e\u7eaf\u6280\u672f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u4ea7\u54c1\u903b\u8f91\u7acb\u5f97\u4f4f\uff1a\u5bf9\u4e8e\u521d\u521b\u516c\u53f8\uff0c15\u5929\u5efa\u5de5\u7a0b\u56e2\u961f\u7684\u6848\u4f8b\u5f88\u6709\u8bf4\u670d\u529b\uff1b\u800c\u5bf9GTM\u3001\u8fd0\u8425\u7b49\u975e\u6280\u672f\u5c97\uff0c\u5176\u201c\u4e13\u5bb6\u5339\u914d+AI\u8f85\u52a9\u201d\u6a21\u5f0f\u53cd\u800c\u56e0\u4f9b\u9700\u6d41\u52a8\u66f4\u5feb\u800c\u6548\u7387\u66f4\u9ad8\u3002\u56de\u5e16\u4e2dCTO\u5bf9AI\u5b66\u4e60\u673a\u5236\u7684\u62c6\u89e3\u4e5f\u5b9e\u5728\u2014\u2014override\u540e\u5b9e\u65f6\u91cd\u6253\u5206\uff0c\u4f46\u8981\u4f9d\u9760\u62db\u8058\u5b98\u6807\u8bb0\u539f\u56e0\u6765\u5206\u79bb\u6709\u6548\u4fe1\u53f7\u4e0e\u566a\u58f0\uff0c\u8fd9\u6bd4\u8bb8\u591a\u201c\u9ed1\u76d2AI\u201d\u5766\u8bda\u5f97\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6311\u6218\u4e5f\u5f88\u660e\u663e\uff1a\u4e00\u662f\u51b7\u542f\u52a8\u5bf9\u5b8c\u5168\u65b0\u9896\u89d2\u8272\u7684\u8986\u76d6\u4ecd\u662f\u76f2\u533a\uff0c\u867d\u7528\u540c\u7c7b\u5c97\u4f4d\u6570\u636e\u7f13\u89e3\uff0c\u4f46\u672c\u8d28\u4e0a\u4f9d\u8d56\u5386\u53f2\u7ecf\u9a8c\u5e93\u7684\u5e7f\u5ea6\uff1b\u4e8c\u662f\u4ea7\u54c1\u4f53\u9a8c\u8fc7\u5ea6\u6346\u7ed1Slack\uff0c\u5bf9\u4e60\u60efATS\u5b8c\u6574\u5de5\u4f5c\u6d41\u7684HR\u53ef\u80fd\u5f62\u6210\u8ba4\u77e5\u95e8\u69db\uff0c\u5373\u4fbf\u5df2\u9002\u914dAshby\u7b49\u4e3b\u6d41\u5e73\u53f0\uff0c\u83b7\u5ba2\u8f6c\u5316\u4ecd\u6709\u6469\u64e6\uff1b\u4e09\u662f\u201c20%\u9996\u5355\u6298\u6263\u201d\u7684\u8425\u9500\u7565\u663e\u4f20\u7edf\uff0c\u96be\u4ee5\u5339\u914d\u5176\u201c\u5f15\u9886\u62db\u8058\u65b0\u6d6a\u6f6e\u201d\u7684\u53d9\u4e8b\u91ce\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cContrario\u5728\u4ea7\u54c1-\u5e02\u573a\u5951\u5408\u5ea6\u4e0a\u8e29\u51c6\u4e86\u201c\u4fe1\u4efb\u7f3a\u53e3\u201d\u2014\u2014\u4f01\u4e1a\u4e3b\u4e0d\u518d\u76f8\u4fe1\u7eaf\u81ea\u52a8\u5316\u5de5\u5177\u80fd\u641e\u5b9a\u62db\u8058\uff0c\u800c\u5b83\u7528\u201c\u4eba+AI\u201d\u7684\u6df7\u5408\u4f53\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u9a8c\u8bc1\u7684\u66ff\u4ee3\u65b9\u6848\u3002\u4f46\u80fd\u5426\u4ece\u5c0f\u4f17\u7684\u521b\u59cb\u4eba\u5708\u5c42\u6269\u5c55\u5230\u89c4\u6a21\u5316\u4f01\u4e1a\uff0c\u8fd8\u9700\u770b\u5176\u4e13\u5bb6\u7f51\u7edc\u7684\u4f9b\u7ed9\u5f39\u6027\u548c\u6210\u672c\u63a7\u5236\u80fd\u5426\u8dd1\u901a\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\">Contrario<\/span>\n <\/div>\n<div class=\"comment-content\">Recruiting tools won’t get you the hire. The right team will. Contrario combines a network of expert recruiters with AI agents built for hiring. Our recruiters and agents handle 90% of the work \u2014 sourcing, screening, coordination, and closing \u2014 all from Slack via natural language. With every decision, the system learns your bar and surfaces better candidates over time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! Arya here, Co-Founder & CEO of <a href=\"https:\/\/www.producthunt.com\/products\/contrario\" target=\"_blank\" rel=\"noopener\">@Contrario<\/a><\/p>\n<\/p>\n<p>My team and I have spent the last 18 months building Contrario in the recruiting space. What\u2019s happening now is that SaaS and AI recruiting tools are everywhere, with people claiming they have proprietary tech that can help you find the most \u201ccracked\u201d talent. <\/p>\n<\/p>\n<p>What people do not tell you is that even the best recruiting tools can\u2019t guarantee that strong talent will reply and interview at your company. That is just not how it works. After working with 200+ businesses and going through YC, what we learned is that the real way to win talent is the best expert recruiters working for you \u2014 curating targeted outreach messages, doubling down on what’s working, and selling the company’s vision in every interview.<\/p>\n<\/p>\n<p>So we built Contrario to do exactly that. Check us out: <a href=\"https:\/\/contrario.ai?utm_source=producthunt&utm_medium=organic_social&utm_campaign=feature-launch&utm_content=founder-post\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.contrario.ai\/<\/a> <\/p>\n<p>You import your open jobs, and Contrario will: <\/p>\n<ul>\n<li>\n<p>generate a curated JD with ideal profiles, companies, and more<\/p>\n<\/li>\n<li>\n<p>find and assign expert recruiters who already made similar hires<\/p>\n<\/li>\n<li>\n<p>surface high-quality talent interested in working at your company<\/p>\n<\/li>\n<li>\n<p>schedule interviews for you based on your availability<\/p>\n<\/li>\n<li>\n<p>and learn from feedback until we find the right candidate<\/p>\n<\/li>\n<\/ul>\n<p>So instead of a slow manual recruiting agency or paying for first-gen AI tools, you get an agentic platform that does everything for you.<\/p>\n<p>A few outcomes: <\/p>\n<ul>\n<li>\n<p>An AI marketing startup hired their core engineering team of 4 in 15 days.<\/p>\n<\/li>\n<li>\n<p>A people data company hired 2 AEs and 2 operations people in <1 month.<\/p>\n<\/li>\n<li>\n<p>And 150+ candidates hired in <12 months since starting Contrario including <a href=\"https:\/\/www.producthunt.com\/products\/wisprflow\" target=\"_blank\" rel=\"noopener\">@Wispr Flow<\/a><\/p>\n<\/li>\n<\/ul>\n<p>The future of recruiting is humans and agents working together as one. Contrario is leading this wave. <\/p>\n<p><strong>Who is Contrario for?<\/strong><\/p>\n<p>Founders making hires. Engineering managers expanding the team. Heads of talent and in-house recruiters looking to grow the team. Anyone who has to hire but doesn’t want manual processes and a lack of high-quality candidates to be a bottleneck.<\/p>\n<\/p>\n<p>\ud83c\udf81 <strong>For the PH community:<\/strong><\/p>\n<p>Try Contrario today, and if it clicks, get 20% off your first hire, no matter the role.<\/p>\n<\/p>\n<p>Get started by booking a demo: <a href=\"https:\/\/www.contrario.ai\/book-a-demo?utm_source=producthunt&utm_medium=organic_social&utm_campaign=company-features&utm_content=founder-post-demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.contrario.ai\/book-a-demo<\/a> and select \u201cProduct Hunt\u201d<\/p>\n<\/p>\n<p>What\u2019s the next urgent hire you need to make? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>45<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arya_marwaha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arya_marwaha<\/a> Huge congrats on the launch! That 15-day turnaround for a core engineering team is seriously impressive. Love that you are cutting through the noise of first-gen AI tools to focus on what actually closes talent. Bridging the gap between automated workflows and expert recruiters feels like the exact right play for the current market. Regarding the feedback loop mechanism you mentioned\u2014does the platform learn primarily from the hiring manager’s feedback on candidate profiles, or does it also incorporate feedback from the candidates post-interview?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@arya_marwaha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arya_marwaha<\/a> cool stuff!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! CTO & co-founder here \ud83d\udc4b<\/p>\n<p>Really proud of what our team built here at Contrario. Excited to launch today and would love any feedback from the PH community!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>38<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@soodadityab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soodadityab<\/a> Aditya is the brain behind our incredible software and product. If anyone has any tech specific questions, he’s here all day to answer!<\/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>Does Contrario integrate with an ATS too, or is Slack basically the whole interface?<\/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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Hey Thami! Yes Contrario integrates with all major ATS providers (Ashby, Lever, Workday) so you can use that alongside the Slack interface. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> wondering which ATS system you need supported?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> Hey \ud83d\udc4b<\/p>\n<\/p>\n<p>I won\u2019t take much of your time.<\/p>\n<\/p>\n<p>Most businesses are losing customers not because their service is bad, but because their online presence doesn\u2019t convince people to trust them.<\/p>\n<\/p>\n<p>If your website looks outdated or unclear, people simply leave\u2026 and go to your competitor.<\/p>\n<\/p>\n<p>I help fix that.<\/p>\n<\/p>\n<p>At Elite Web Studio, I build clean, fast, and high-converting websites that make your business look professional and bring in real clients.<\/p>\n<\/p>\n<p>No stress, no complicated talk \u2014 just a website that actually works for your business.<\/p>\n<\/p>\n<p>If you want your brand to start attracting the right customers online, I\u2019m here to help \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a recruiter, I tend to be skeptical. However, I can tell you that working with the Contrario team the past year has been great. Hard working, innovative, passionate about clients and candidates. <\/p>\n<\/p>\n<p>Other companies promise that they will address your hiring with volume and pure breadth of recruitment coverage. Contrario focuses on applying the right matched recruiters with needs resulting is a fast, yet personal experience.<\/p>\n<\/p>\n<p>Proud of what the team has accomplished. <\/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\/@tteshara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tteshara<\/a> it’s been a pleasure having you on the platform, Tony, and seeing the success you’ve had with the combination of software\/agents and incredible clients who are responsive and engaged. Curious, what’s been the most valuable part of the platform for you? What’s the biggest feedback you have for us?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch. the network-of-recruiters-plus-AI-agents framing actually makes a lot of sense given how broken the candidate side feels right now.<\/p>\n<\/p>\n<p>we see this from the other angle, helping candidates parse and respond to recruiter outreach. so much of what comes through still reads like a template that did not bother checking the resume. the human-in-loop piece you describe sounds like exactly the part that makes calibration possible.<\/p>\n<\/p>\n<p>two questions if you have a sec:<\/p>\n<\/p>\n<p>what does the feedback loop look like between an agent and the recruiter when a candidate does not fit but is close on one dimension. does the agent learn from the override or wait for an explicit retrain?<\/p>\n<\/p>\n<p>and how do you handle the cold-start problem for a startup hiring its first five engineers, where there is no past hire data to calibrate against?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@whateverneveranywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whateverneveranywhere<\/a> Hi Ava thanks for the support, and glad you agree with the human-in-the-loop component! <\/p>\n<\/p>\n<p>On your first question: within a role, the agent updates in real time off overrides. this means if you relax a dimension on one candidate, the rest of the slate gets rescored within minutes. cross-role generalization is gated though, since one recruiter’s “close enough” is another’s “not even close,” so global updates only happen during periodic calibration passes over many overrides. the thing that made it actually work was asking recruiters to tag <em>why<\/em> on each override (calibration vs one-off vs exploration) and that’s what separates retrain signal from noise. <\/p>\n<\/p>\n<p>On your second question: we’ve placed enough founding engineers across pre-seed and seed startups that we calibrate from comparable roles rather than the company’s own history. the cold start is really only a problem when both the role <em>and<\/em> the archetype are novel, which is rare. <\/p>\n<\/p>\n<p>Curious, how do you think we approach completely novel roles with no past hiring data, and do you think the feedback loop between our agent and recruiter right now is the most effective it can be? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 work with the Contrario team at Listen and appreciate the human recruiters + AI agents approach to recruiting. We’ve seen great candidates come through the platform for our growth team. Curious which types of roles have been the strongest fit so far across customers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dianadlim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dianadlim<\/a> It\u2019s been great partnering with the Listen team! We have definitely seen the highest liquidity among GTM\/ops and remote engineering roles just from a supply standpoint. However in-person engineers are always in demand and it\u2019s interesting how the talent flows based on how well that particular company is doing. For example, a well known Series B startup can command much better engineering talent than earlier Seed companies who are more reliant on referrals.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this only for tech roles or can it work for ops, sales, and GTM hires too?<\/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\/@tigran_karapetyan11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tigran_karapetyan11<\/a> works for ops, sales, and GTM hires too! In fact fill rates are faster for these types of hires!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 does this process feel different\/same for the recruited? <\/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\/@mariegael\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mariegael<\/a> Hey Mariegael great question! On the candidate side, it feels the same in the sense that you’re still working with the human recruiter throughout the entire process, who is your champion and advocate. It feels different because we’ve added features like curated lists where you can indicate interest in certain jobs that let you become more engaged as a candidate. What features would be most valuable to you as a candidate being recruited?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool stuff, how much time does it take human recruiters to perform a background check and verify the Recruiter Agent was not manipulated or lied into hiring a candidate?<\/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\/@yamanbicer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yamanbicer<\/a> Hey Yaman that\u2019s a very important question! Right now we still use third-party software to confirm background checks and aren\u2019t reliant on agents. On verifying the recruiter agents, they\u2019re primarily responsible for tasks related to scheduling, coordination, and auto-filling submission notes for now, rather than high-stakes decisions like hiring a candidate. When do you think an agent, if ever, will be ready to take on these 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>fantastic team and product! Contrario is a cornerstone partner that has brought us key team members <a href=\"https:\/\/www.producthunt.com\/@arya_marwaha\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"arya_marwaha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arya_marwaha<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chris_pisarski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chris_pisarski<\/a> thanks Chris, it\u2019s a pleasure to be partnered with Crustdata!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that! Do you plug directly into slack?<\/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\/@alexandre_berkovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexandre_berkovic<\/a> indeed we do \ud83d\ude42 and we have MCP agents that can take actions on behalf of customers like scheduling interviews and moving candidates forward <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the honest framing about tools not being able to make great talent reply to u is the part most ai recruiting pitches skip. pairing expert recruiters with agents instead of trying to fully automate the human bit is a way more believable angle. hell ya !!<\/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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> Thanks for the support Saad! Curious – what parts feel automatable by agents now vs. required by humans? Do you think that will change at all in the next 5 years?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! On the candidate side, do the rejections come with feedback or help the recruiters generate a feedback? This could help both sides to get good matches.<\/p>\n<p>And on the recruiting side, do you plan to have integration to apps such as Granola to ingest notes into feedback?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gunes_ozgun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gunes_ozgun<\/a> Great questions G\u00fcne\u015f! <\/p>\n<\/p>\n<p>Every rejection comes with detailed feedback, and we even collect specific interview-level feedback from the ATS. For example, if you didn’t perform well in the technical, what are the reasons why, based on a specific scorecard. This is communicated directly to the recruiters and candidates!.<\/p>\n<\/p>\n<p>On the recruiting side, we currently integrate with Fathom note-taker to transcribe + enhance JDs, and an internal notetaker called Notario that join recruiters’ phones\/video screening calls so they can auto-fill notes faster! <\/p>\n<\/p>\n<p>On the recruiter side, do you think it would be valuable to build other integrations with companies like Granola, Otter AI, 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the curated jd feature sounds lowkey useful. writing job descriptions is the one task i always procrastinate on. does the agent suggest which companies to poach from or do we provide the 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<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> Appreciate it. We include green flags, red flags, ideal candidates, + ideal companies based on the intake transcript. Either you can manually tell us what companies to include, or our agent auto-suggests companies in similar industries to list. As long as we don’t actively work with them, we can list them on the internal recruiter JD! Wonder if this agent would be a useful feature for you on ideal companies and candidates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do hiring managers get to see recruiter ratings or track records before they’re assigned?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@deven_lathiya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deven_lathiya<\/a> Yes HMs can see recruiter track records and relevant experience upon request. Today, because our network of expert recruiters is intentionally curated + relatively small, we\u2019re able to match companies with recruiters using performance data and internal ML models rather than public ratings. We may expand the visibility of recruiter performance metrics as the network scales, but the idea is to work with a highly-vetted group of recruiters who each have demonstrated strengths is the core thesis 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>this is super cool! need to give this a spin for kanwas!! btw love the slick design of landing page, you guys rock<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> Thanks your team is killint it – need to give kanwas a spin for our ops + eng team. \ud83d\ude0a Shoutout our Product Designer for creating our landing page! How did you design your website, by the way? Looks pretty neat!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/VYJAW7OMYVFKMS\" class=\"app-title\">Ads in ChatGPT<\/a><\/p>\n<div class=\"one-liner\">Create, manage, and measure your ChatGPT ad campaigns<\/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>Ads in ChatGPT \u662f\u4e00\u4e2a\u9762\u5411\u7f8e\u56fd\u5e7f\u544a\u4e3b\u7684\u81ea\u52a9\u5e7f\u544a\u7ba1\u7406\u5e73\u53f0\uff0c\u65e8\u5728\u89e3\u51b3\u4f01\u4e1a\u5728ChatGPT\u5bf9\u8bdd\u573a\u666f\u4e2d\u96be\u4ee5\u81ea\u52a9\u521b\u5efa\u3001\u7ba1\u7406\u5e76\u8861\u91cf\u5e7f\u544a\u6295\u653e\u6548\u679c\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc5ba01c-240e-4add-9209-ebb2a7028d9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd75f013-66b5-4d72-a6c7-319abdb8ca34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b090df29-1bc0-4d16-90bf-6a6ca862a929.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7f8a906-1d23-41c1-b3af-be7274db5d72.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0567f13-d362-4724-b7ba-28afa6decaa3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88881829-c815-4b56-9471-e9e41f0b9110.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\/395f8530-1d4e-439e-a0eb-1ee8fe111ff9.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=oIehXl9z9YY\"><source src=\"https:\/\/www.youtube.com\/watch?v=oIehXl9z9YY\" 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\">Advertising<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e7f\u544a\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">ChatGPT\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a9\u6295\u653e<\/span><br \/>\n <span class=\"tag\">CPC\u7ade\u4ef7<\/span><br \/>\n <span class=\"tag\">CPM\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u6548\u679c\u8861\u91cf<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u6ce8\u610f\u529b\u53d8\u73b0<\/span><br \/>\n <span class=\"tag\">AI\u5546\u4e1a\u5316<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u5f52\u56e0<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u5e7f\u544a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5173\u6ce8\u5e7f\u544a\u5f62\u5f0f\u4e0e\u7528\u6237\u4f53\u9a8c\u7684\u5e73\u8861\uff0c\u62c5\u5fe7\u5e72\u6270\u5bf9\u8bdd\u81ea\u7136\u6d41\u7545\u6027\uff1b\u5bf9\u4ec5\u9650\u7f8e\u56fd\u5730\u533a\u611f\u5230\u9057\u61be\uff1b\u6709\u7528\u6237\u8d28\u7591\u5b9e\u9645\u529f\u80fd\u5c1a\u672a\u5b8c\u5168\u4e0a\u7ebf\uff0c\u76ee\u524d\u4ec5\u662f\u767b\u8bb0\u8868\u5355\uff1b\u6b64\u5916\uff0c\u5bf9\u5e7f\u544a\u5f52\u56e0\u548c\u5168\u7403\u53ef\u7528\u65f6\u95f4\u63d0\u51fa\u7591\u95ee\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Ads in ChatGPT\u7684\u63a8\u51fa\uff0c\u672c\u8d28\u4e0a\u662fOpenAI\u5728\u201c\u81ea\u7136\u6ce8\u610f\u529b\u201d\u4e0e\u201c\u751f\u4ea7\u529b\u6536\u8d39\u201d\u4e24\u6761\u5546\u4e1a\u5316\u8def\u5f84\u4e0a\u7684\u4e00\u6b21\u660e\u786e\u62bc\u6ce8\u3002\u4ece\u4ea7\u54c1\u529f\u80fd\u770b\uff0c\u5b83\u5e76\u6ca1\u6709\u98a0\u8986\u6027\u521b\u65b0\u2014\u2014CPC\/CPM\u3001Campaign\u7ba1\u7406\u3001\u8f6c\u5316\u8861\u91cf\uff0c\u8fd9\u5957\u5de5\u5177\u94fe\u5728Google Ads\u548cMeta Ads\u4e2d\u65e9\u5df2\u6210\u719f\u3002\u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u201c\u5e7f\u544a\u4f4d\u201d\u672c\u8eab\uff1aChatGPT\u7684\u5bf9\u8bdd\u6d41\u662f\u9ad8\u5ea6\u7ebf\u6027\u7684\uff0c\u7528\u6237\u5e26\u7740\u660e\u786e\u610f\u56fe\u8fdb\u5165\uff0c\u5e7f\u544a\u82e5\u5f3a\u884c\u63d2\u5165\uff0c\u6781\u6613\u6253\u65ad\u8ba4\u77e5\u8fde\u8d2f\u6027\uff0c\u5bfc\u81f4\u70b9\u51fb\u7387\u4e0e\u7528\u6237\u4f53\u9a8c\u53cc\u8f93\u3002\u76ee\u524d\u8bc4\u8bba\u4e2d\u201c\u5982\u4f55\u8ba9\u5e7f\u544a\u50cf\u5efa\u8bae\u800c\u975e\u566a\u97f3\u201d\u7684\u8ffd\u95ee\uff0c\u6070\u6070\u70b9\u51fa\u4e86\u8fd9\u7c7bAI\u5e7f\u544a\u7684\u6838\u5fc3\u56f0\u5883\uff1a\u4f20\u7edf\u641c\u7d22\u5e7f\u544a\u662f\u201c\u7528\u6237\u627e\u7b54\u6848\uff0c\u5e7f\u544a\u987a\u4fbf\u63a8\u201d\uff0c\u800cChatGPT\u662f\u201c\u76f4\u63a5\u7ed9\u7b54\u6848\uff0c\u5e7f\u544a\u6210\u4e86\u591a\u4f59\u7684\u8def\u6807\u201d\u3002\u9664\u975eOpenAI\u80fd\u627e\u5230\u201c\u5728\u56de\u7b54\u4e2d\u81ea\u7136\u690d\u5165\u8d5e\u52a9\u5546\u4e0a\u4e0b\u6587\u201d\u7684\u683c\u5f0f\uff08\u6bd4\u5982\u63a8\u8350\u67d0\u4e2a\u5de5\u5177\u5b8c\u6210\u7528\u6237\u6b63\u5728\u8fdb\u884c\u7684\u4efb\u52a1\uff09\uff0c\u5426\u5219\u5e7f\u544a\u5f88\u5bb9\u6613\u6ca6\u4e3a\u5bf9\u8bdd\u4e2d\u7684\u201c\u5f39\u7a97\u201d\uff0c\u5f15\u53d1\u7528\u6237\u53cd\u611f\u3002\u6b64\u5916\uff0c\u5f53\u524d\u4ec5\u9650\u7f8e\u56fd\u3001\u529f\u80fd\u672a\u5168\u91cf\u4e0a\u7ebf\u7684\u72b6\u6001\uff0c\u4e5f\u8bf4\u660eOpenAI\u5bf9\u5e7f\u544a\u4e3b\u548c\u7528\u6237\u5bb9\u5fcd\u5ea6\u7684\u6d4b\u8bd5\u6781\u4e3a\u8c28\u614e\u3002\u77ed\u671f\u770b\uff0c\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u5411\u8d44\u672c\u5e02\u573a\u8bb2\u6545\u4e8b\u7684\u53d9\u4e8b\u5de5\u5177\uff1b\u957f\u671f\u770b\uff0c\u5b83\u6210\u8d25\u7684\u5173\u952e\u4e0d\u5728\u4e8e\u6295\u653e\u6548\u7387\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5b9a\u4e49\u51fa\u201c\u975e\u4fb5\u5165\u5f0fAI\u539f\u751f\u5e7f\u544a\u201d\u7684\u8303\u5f0f\u2014\u2014\u76ee\u524d\u8fd8\u5dee\u5f97\u8fdc\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\">Ads in ChatGPT<\/span>\n <\/div>\n<div class=\"comment-content\">OpenAI is expanding ChatGPT ads with a beta self-serve Ads Manager for US advertisers, partner-based buying, CPC bidding, CPM campaigns, conversion measurement, and aggregated reporting, while keeping ads clearly labeled and separate from ChatGPT answers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>ChatGPT ads are moving from a limited, high-touch pilot into something much more like a real self-serve ad platform.<\/p>\n<p>OpenAI is now rolling out <a href=\"https:\/\/ads.openai.com\/auth\/signup\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Ads Manager Beta<\/a> for US advertisers, where businesses can register, add billing, set budgets and bids, upload ad creatives, create campaigns and ad groups, launch ads, and monitor performance. In other words, it starts to look much closer to the <strong>ad platforms marketers already know<\/strong>.<\/p>\n<p>The buying side is getting more complete too. CPC bidding now sits alongside CPM, with reporting for impressions, clicks, spend, CTR, average CPC \/ CPM, and conversions when measurement is set up.<\/p>\n<p>One route is monetizing natural attention. Another is charging for productivity. ChatGPT ads make that split much more visible. Maybe one of these becomes the classic AI business model, or maybe the real answer is still being invented?<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> i would just note – that nothing is rolled out yet. all they done so far is a form to register.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m particularly interested in ChatGPT’s ad display formats, ad placement sizes, their impact on user experience, and when it will be available to global users. I haven’t seen any ads while using ChatGPT, only screenshots on online media.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Oh boy, sad that it is only available in the US now \ud83d\ude22<\/p>\n<p>Really curious to see how this thing will convert…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Advertising inside LLMs feels like the next frontier, but it\u2019s definitely a hard problem to solve without breaking the user\u2019s flow. I\u2019m currently building an inline translator (Fenly), so I spend a lot of time thinking about non-intrusive UI in chat environments.<\/p>\n<p>My main question is about the user experience: How do you ensure the ads feel like helpful suggestions rather than just “noise” in the middle of a conversation? Also, how are you guys handling the attribution side\u2014is it easy to track if a chat actually led to a conversion?<\/p>\n<p>Really curious to see where this goes. 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<\/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\/3GSEG4IY2YGR73\" class=\"app-title\">Gas City 1.0<\/a><\/p>\n<div class=\"one-liner\">build your own software factory<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">141<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gas City \u662f\u4e00\u4e2a\u5f00\u6e90\u5e73\u53f0\uff0c\u901a\u8fc7\u7f16\u6392 Claude Code\u3001Codex \u7b49AI\u7f16\u7801\u4ee3\u7406\uff0c\u5c06\u5b83\u4eec\u7684\u975e\u786e\u5b9a\u6027\u8f93\u51fa\u8f6c\u5316\u4e3a\u4ea7\u54c1\u7ea7\u89e3\u51b3\u65b9\u6848\uff0c\u5e2e\u52a9\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u6784\u5efa\u3001\u90e8\u7f72\u3001\u8fd0\u7ef4\u4ea7\u54c1\u7684\u201c\u8f6f\u4ef6\u5de5\u5382\u201d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/513f8db7-e191-4ecc-b1f2-cff3e709a0e7.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7db9c769-2d3e-4206-87c8-3598a09d3a60.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46090f73-1576-463a-bc10-a6d34be025bd.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5de5\u5382<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\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\u5c06AI\u7f16\u7801\u4ee3\u7406\u89c6\u4e3a\u53ef\u7f16\u6392\u7684\u751f\u4ea7\u7cfb\u7edf\uff0c\u800c\u975e\u5b64\u7acb\u5de5\u5177\uff0c\u4f7f\u201c\u8f6f\u4ef6\u5de5\u5382\u201d\u843d\u5730\u3002\u540c\u65f6\u6709\u8bc4\u8bba\u8be2\u95ee\u5176\u5982\u4f55\u4e0eGitHub PR\u3001CI\u3001\u672c\u5730\u5f00\u53d1\u7b49\u73b0\u6709\u6d41\u7a0b\u8854\u63a5\uff0c\u4f5c\u8005\u56de\u5e94\u6b63\u6784\u5efa\u9ed8\u8ba4\u5de5\u4f5c\u6d41Pack\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 Gas City \u8bd5\u56fe\u89e3\u51b3\u5f53\u524dAI\u7f16\u7801\u5de5\u5177\u6700\u5c34\u5c2c\u7684\u73b0\u72b6\uff1a\u5355\u4e2a\u4ee3\u7406\u5199\u4ee3\u7801\u723d\uff0c\u4f46\u7ec4\u5408\u4f5c\u4e1a\u3001\u8d28\u91cf\u5bf9\u9f50\u3001\u6301\u7eed\u90e8\u7f72\u5168\u5d29\u3002\u628a\u201cAgent\u7f16\u961f\u201d\u5f53\u4f5c\u5206\u5e03\u5f0f\u5de5\u4eba\u6765\u7ba1\u7406\uff0c\u5e76\u8f93\u51fa\u201cPack\u201d\u4f5c\u4e3a\u6807\u51c6\u5316\u5de5\u4f5c\u6d41\u5355\u5143\uff0c\u65b9\u5411\u662f\u5bf9\u7684\uff0c\u4f46\u672c\u8d28\u8fd8\u662f\u628a\u6df7\u4e71\u7684\u4ee3\u7406\u8f93\u51fa\u5f53\u4f5c\u6d41\u6c34\u7ebf\u539f\u6599\u6765\u201c\u540e\u5904\u7406\u201d\u2014\u2014\u8fd9\u6cbb\u6807\u4e0d\u6cbb\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5b83\u4e0d\u518d\u9f13\u5439\u201cAI\u66ff\u4f60\u5199\u4ee3\u7801\u201d\uff0c\u800c\u662f\u627f\u8ba4AI\u662f\u201c\u975e\u786e\u5b9a\u6027\u7684\u9ad8\u4ea7\u51fa\u4f53\u201d\uff0c\u4f60\u9700\u8981\u4e00\u4e2a\u5de5\u5382\u6765\u6d88\u5316\u5b83\u7684\u5e9f\u54c1\u548c\u4e0d\u7a33\u5b9a\u4ea7\u51fa\u3002\u8fd9\u79cd\u52a1\u5b9e\u6001\u5ea6\u503c\u5f97\u80af\u5b9a\uff0c\u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\uff1a\u5b83\u4f9d\u8d56\u7684CLI\u4ee3\u7406\uff08Claude Code\u3001Codex\u7b49\uff09\u672c\u8eab\u7684\u8d28\u91cf\u57fa\u7ebf\u5e76\u4e0d\u7a33\u5b9a\uff0c\u5de5\u5382\u518d\u9ad8\u6548\uff0c\u539f\u6599\u82e5\u52a3\u8d28\uff0c\u4ea7\u51fa\u4ecd\u65e7\u6709\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ece\u7528\u6237\u8bc4\u8bba\u53ef\u89c1\uff0c\u56e2\u961f\u5c1a\u672a\u7ed9\u51fa\u4e0eGitHub CI\u3001\u672c\u5730\u5f00\u53d1\u7b49\u6210\u719f\u5de5\u5177\u94fe\u7684\u6e05\u6670\u96c6\u6210\u8def\u5f84\u3002\u62ff\u201cStay tuned\u201d\u642a\u585e\uff0c\u8bf4\u660e\u5f53\u524d\u8fd8\u505c\u7559\u5728\u7406\u5ff5\u5c55\u793a\u9636\u6bb5\u3002\u9f13\u5439\u201cpick three\u201d\u5f0f\u7684\u5168\u80fd\u4ea4\u4ed8\uff0c\u66f4\u591a\u662f\u8425\u9500\u8bdd\u672f\uff0c\u5b9e\u9645\u6548\u679c\u53d6\u51b3\u4e8e\u4f60\u613f\u610f\u4e3a\u8fd9\u4e2a\u5de5\u5382\u6295\u5165\u591a\u5c11\u4e8c\u6b21\u914d\u7f6e\u7684\u4ee3\u4ef7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1aGas City\u662fAI\u65f6\u4ee3\u7684Jenkins\uff0c\u9700\u8981\u7528\u6237\u81ea\u5df1\u642d\u5efa\u6d41\u6c34\u7ebf\u3001\u8c03\u53c2\u3001\u5199\u63d2\u4ef6\u3002\u5b83\u7684\u4ef7\u503c\u5728\u4e8e\u6846\u67b6\u601d\u7ef4\uff0c\u800c\u975e\u5f00\u7bb1\u5373\u7528\u3002\u5bf9\u4e8e\u666e\u901a\u56e2\u961f\uff0c\u53ef\u80fd\u4ecd\u5728\u201c\u5de5\u5177\u5b64\u5c9b\u548c\u5168\u6808\u5e9f\u54c1\u201d\u4e4b\u95f4\u6323\u624e\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\">Gas City 1.0<\/span>\n <\/div>\n<div class=\"comment-content\">The successor to Gas Town, Gas City is the OSS platform software engineers use to build software factories that builds, deploys, operates, and maintains their software products. Orchestrate your favorite CLI coding agents (Claude Code, Codex, Gemini, and more) to their non-deterministic output into product-quality solutions. features, schedule, quality: pick three.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Software engineers today are struggling with the expectations of their organizations that they leverage coding agents to move at vibe coding speeds while still maintaining the production quality required to solve enterprise-sized problems.<\/p>\n<p>In the old days, the motto was “features, quality and schedule: pick two.” Today organizations expect that agentic engineering deliver all three. And with software factories and Gas City, we can do exactly that for the first time in software engineering history.<\/p>\n<p>Myself and Julian are the OSS stewards of the Gaslandia ecosystem, including Beads, Gas Town and Gas City.<\/p>\n<p>For me, Gas City represents the pinnacle of 25 years as a product leader building tools and ecosystems for software engineers.<\/p>\n<p>Julian is the chief architect of and contributor to Gas City, building the software factory that itself runs Gas City at a velocity heretofore unknown in the world of software projects of any kind.<\/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>Really like how this release treats AI coding agents as an orchestrated production system instead of isolated tools, making \u201csoftware factories\u201d feel like an actual operational model rather than a buzzword.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Gas City introduces a clear workspace model (Cities + Rigs) and packaging model (Packs). What tools does this sit alongside in a real engineering stack (GitHub PR flow, CI, issue trackers, local dev env), and what does an end-to-end workflow look like from \u2018task created\u2019 to \u2018merged and deployed\u2019 without adding new process overhead?<\/div>\n<div class=\"comment-actions\">\n<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>Hey <a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> We built Gas City to be a platform for build any software factory you want with “packs.’ In fact the original Gas Town comes out of the box in Gas City as a pack. We did that because we’re still learning as an industry what the answer to your question is. <\/p>\n<\/p>\n<p>That said, we’re busy building out a pack with default answers to those questions for people to get started with. Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ACSGGEQ3SYT5RO\" class=\"app-title\">Realtime TTS-2<\/a><\/p>\n<div class=\"one-liner\">Voice AI that feels as good as it sounds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">138<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Realtime TTS-2 \u662f\u4e00\u6b3e\u9762\u5411\u5b9e\u65f6\u5bf9\u8bdd\u573a\u666f\u7684\u8bed\u97f3\u5408\u6210\u5f15\u64ce\uff0c\u901a\u8fc7\u8bad\u7ec3\u5bf9\u8bdd\u8bed\u6599\u548c\u81ea\u7136\u8bed\u8a00\u63a7\u5236\uff0c\u89e3\u51b3\u4e86\u8bed\u97f3AI\u201c\u50cf\u5ff5\u7a3f\u201d\u800c\u975e\u201c\u50cf\u804a\u5929\u201d\u7684\u75db\u70b9\uff0c\u8ba9\u7528\u6237\u80fd\u591f\u751f\u6210\u8bed\u8c03\u3001\u60c5\u611f\u548c\u53e3\u97f3\u5747\u53ef\u5b9e\u65f6\u8c03\u8282\u7684\u201c\u6d3b\u4eba\u201d\u58f0\u97f3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d664c70d-6508-4575-b613-a937f59db6c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea49af95-10df-460f-a2f1-36067115d26d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0dcf78c2-723f-496b-b26a-c1ef36413c1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2d0a41a-b171-4c26-a1b6-93bc4ae61865.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b0d61fd-ea8f-4602-a9ba-ed9935f166b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f282392-42e4-4d58-9850-6e317a5b5d4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d1f60a3-a92c-4b96-9b08-89eda3c34cd9.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\/5542c657-452c-4c8e-8da9-693543a87d0d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Y82bWkYKOMw\"><source src=\"https:\/\/www.youtube.com\/watch?v=Y82bWkYKOMw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bed\u8a00\u8bed\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3AI<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u8f6c\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0fTTS<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u699c<\/span><br \/>\n <span class=\"tag\">Inworld<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u591a\u6570\u7528\u6237\u79f0\u8d5e\u5176\u81ea\u7136\u8bed\u8a00\u63a7\u5236\u548c\u8de8\u8bed\u8a00\u80fd\u529b\uff0c\u8ba4\u4e3a\u201c\u8bad\u7ec3\u5bf9\u8bdd\u800c\u975e\u6717\u8bfb\u201d\u662f\u6b63\u786e\u65b9\u5411\u3002\u4f46\u6709\u7528\u6237\u53cd\u9988\u8bed\u97f3\u8f6c\u8bed\u97f3\u6a21\u5f0f\u5b58\u5728\u5e7b\u89c9\u3001\u56de\u7b54\u4e0d\u4e00\u81f4\u3001\u97f3\u8d28\u5f85\u63d0\u5347\uff0c\u53e6\u4e00\u7528\u6237\u6279\u8bc4\u542c\u8d77\u6765\u4ecd\u50cf\u6709\u58f0\u4e66\u6717\u8bfb\uff0c\u7f3a\u4e4f\u771f\u6b63\u4eba\u611f\u3002\u5b98\u65b9\u56de\u590d\u89e3\u91ca\u4e86\u6280\u672f\u5b9a\u4f4d\u5e76\u9080\u8bf7\u6d4b\u8bd5\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 Realtime TTS-2 \u7684\u5b9a\u4f4d\u7cbe\u51c6\u5730\u8e29\u5728\u4e86\u201c\u8bed\u97f3AI\u7684\u6050\u6016\u8c37\u8fb9\u7f18\u201d\u2014\u2014\u5927\u591a\u6570TTS\u4ea7\u54c1\u628a\u201c\u6717\u8bfb\u5f97\u51c6\u786e\u201d\u5f53\u4f5c\u7ec8\u70b9\uff0c\u800c\u5b83\u8bd5\u56fe\u628a\u201c\u542c\u5f97\u50cf\u4eba\u201d\u4f5c\u4e3a\u8d77\u70b9\u3002\u4ece\u4ea7\u54c1\u4ecb\u7ecd\u770b\uff0c\u516d\u9879\u5347\u7ea7\u4e2d\u771f\u6b63\u6709\u58c1\u5792\u7684\u662f\u201c\u5bf9\u8bdd\u5f0f\u8bed\u6599\u8bad\u7ec3\u201d\u548c\u201c\u591a\u8f6e\u4e0a\u4e0b\u6587\u611f\u77e5\u201d\uff0c\u8fd9\u89e3\u51b3\u4e86\u884c\u4e1a\u901a\u75c5\uff1a\u8bed\u97f3\u4ee3\u7406\u542c\u8d77\u6765\u50cf\u5ba2\u670d\u5ff5\u7a3f\u800c\u975e\u771f\u4eba\u4ea4\u8c08\u3002\u81ea\u7136\u8bed\u8a00\u63a7\u5236\u8bed\u97f3\u65b9\u5411\uff08\u5982\u201c\u75b2\u60eb\u4f46\u6e29\u6696\u201d\uff09\u6bd4\u9884\u8bbe\u60c5\u7eea\u6807\u7b7e\u66f4\u7075\u6d3b\uff0c\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u5bf9\u7528\u6237\u7684prompt\u5de5\u7a0b\u80fd\u529b\u6709\u8981\u6c42\uff0c\u53ef\u80fd\u589e\u52a0\u4f7f\u7528\u95e8\u69db\u3002\u8de8\u8bed\u8a00\u4fdd\u6301\u97f3\u8272\u4e00\u81f4\u6027\u662f\u786c\u529f\u592b\uff0c100+\u8bed\u8a00\u5207\u6362\u80fd\u529b\u76f4\u63a5\u5bf9\u51c6\u5168\u7403\u5316\u5e94\u7528\u573a\u666f\uff08\u5982\u8bed\u8a00\u5b66\u4e60\u3001\u591a\u8bed\u79cd\u5ba2\u670d\uff09\u3002\u4e0d\u8fc7\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u201c\u8bed\u97f3\u8f6c\u8bed\u97f3\u5e7b\u89c9\u201d\u201c\u97f3\u8d28\u4e0d\u8db3\u201d\u7b49\u95ee\u9898\u503c\u5f97\u8b66\u60d5\uff1a\u5f53\u4ea7\u54c1\u5f3a\u8c03\u201c\u50cf\u771f\u4eba\u201d\uff0c\u7528\u6237\u5c31\u4f1a\u4ee5\u771f\u4eba\u6807\u51c6\u8981\u6c42\u5b83\u3002\u76ee\u524dTTS-2\u5728\u81ea\u7136\u5ea6\u4e0a\u4ecd\u53ef\u80fd\u900a\u4e8eOpenAI\u7684Alloy\u7b49\u7ade\u54c1\uff0c\u4e14\u5176\u771f\u5b9e\u6548\u679c\u9ad8\u5ea6\u4f9d\u8d56\u5e94\u7528\u573a\u666f\u2014\u2014\u5728\u77ed\u53e5\u5bf9\u8bdd\u4e2d\u8868\u73b0\u53ef\u80fd\u4f18\u4e8e\u957f\u6bb5\u843d\u3002\u4e00\u53e5\u8bdd\u8bc4\u4ef7\uff1a\u65b9\u5411\u5bf9\u4e86\uff0c\u7ec6\u8282\u8fd8\u9700\u6253\u78e8\uff1b\u60f3\u6210\u4e3a\u201c\u8bed\u97f3\u754c\u7684GPT\u201d\uff0c\u5f97\u5148\u8ba9\u7528\u6237\u542c\u4e0d\u51fa\u8fd9\u662fAI\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\">Realtime TTS-2<\/span>\n <\/div>\n<div class=\"comment-content\">Realtime TTS 1.5 is #1 on Artificial Analysis, voted best in blind tests by thousands of real users. TTS-2 builds on that with six major upgrades: natural language voice direction for tone, emotion, speed, and pitch. Text-based voice design, where you describe a voice in words and generate it. Cross-lingual synthesis across 100+ languages preserving speaker identity. IPA phonetic control for brand names and rare words. And improved alphanumeric pronunciation. Try it free at inworld.ai\/tts.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! We’re back! I’m Kylan, CEO and co-founder of<a href=\"https:\/\/www.producthunt.com\/products\/inworld-ai\" target=\"_blank\" rel=\"noopener\"> @Inworld<\/a>.<\/p>\n<\/p>\n<p>Some of you might remember when we launched Inworld TTS here. It went on to become the #1 ranked voice AI on Artificial Analysis, voted best in blind listening tests by thousands of real users. That meant a lot to us, so we went back and rebuilt the model from the ground up.<\/p>\n<\/p>\n<p>Today we’re launching Realtime TTS 2.0. Try the live speech-to-speech experience at <a href=\"http:\/\/realtime.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">realtime.ai<\/a>. <\/p>\n<p>Here’s the thing we kept hearing from builders: voice AI was built for audiobooks and voiceovers. It sounds good, but it sounds like a human reading from a script. If you’ve ever talked to a voice agent and thought “something feels off,” that’s why. Realtime conversation is a completely different problem, and we decided to solve it.<\/p>\n<p>What can you build with it?<\/p>\n<ul>\n<li>\n<p><strong>Companion apps<\/strong> that adapt to your user’s mood and tone in real time through natural language voice direction<\/p>\n<\/li>\n<li>\n<p><strong>Language tutors<\/strong> that switch languages mid-session with the same voice, no re-recording<\/p>\n<\/li>\n<li>\n<p><strong>Characters<\/strong> that sound exactly how you describe them with text-based voice design<\/p>\n<\/li>\n<li>\n<p><strong>Support agents<\/strong> that get every code, name, and number right with improved alphanumeric handling and International Phonetic Alphabet (IPA) support<\/p>\n<\/li>\n<\/ul>\n<p>So what actually changed?<\/p>\n<\/p>\n<p><strong>Natural conversationality.<\/strong> We trained the model on conversational speech instead of narration. You get natural rhythm, breath, micro-pauses, the cadence humans actually use when they talk to each other. Every voice you build on TTS 2.0 sounds like a person in conversation, not a narrator.<\/p>\n<\/p>\n<p><strong>Conversational awareness.<\/strong> TTS 2.0 is informed by the full audio context of the multi-turn exchange. Not just the current sentence, the whole conversation. How it speaks adapts to how it was spoken to. A line delivered after a joke lands differently than the same line after bad news. The model knows the difference because it heard what came before.<\/p>\n<\/p>\n<p><strong>Full voice direction.<\/strong> You steer the model with natural language the way you’d direct a voice actor. Not preset emotion tags, full descriptions: “act like you just got home from a long day, tired but warm.” Combined with inline controls for specific moments ([whispering], [sigh], [excited]), the voice is as controllable as it is expressive.<\/p>\n<\/p>\n<p><strong>Text-based voice design.<\/strong> Describe a voice in plain text, generate it. “A posh british man, aged 30-40, speaking deliberately” Iterate on the prompt until it fits, save it, deploy it. No casting calls, no recording booth.<\/p>\n<\/p>\n<p><strong>Crosslingual fluency.<\/strong> One voice across 100+ languages with on-the-fly switching inside a single generation. Your voice identity is preserved across every language. No re-recording, no managing separate voices per locale.<\/p>\n<\/p>\n<p>Realtime TTS 1.5 is still #1 on the leaderboard. TTS 2.0 takes that quality and adds everything that was missing to uplevel realtime conversation.<\/p>\n<\/p>\n<p>Learn more at<a href=\"https:\/\/inworld.ai\/tts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <\/a><a href=\"http:\/\/inworld.ai\/tts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">inworld.ai\/tts<\/a>. Happy to answer any questions in the comments.<\/p>\n<\/p>\n<p>\u2013 Kylan<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, Andreas from the Inworld team! I’ve been pumped about this launch for weeks and I’m so excited that we finally get share TTS-2 with you all. If you want to hear what it can do, jump into the playground at inworld.ai\/tts and try voice design or steering for yourself or play with our realtime demo at <a href=\"http:\/\/realtime.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">realtime.ai<\/a>. Would love to hear your reactions!<\/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>#1 TTS just got better!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m most excited about the improvements made in cross-lingual. It’s so seamless to have an engaging conversation and switch between multiple languages like English, Hindi, then French and it’s the same voice. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>training on conversation instead of narration is the right call. every voice agent ive tried sounds like an audiobook reading my support ticket back. <\/p>\n<\/p>\n<p>congrats team !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Realtime TTS 2 is our best model yet. <\/p>\n<\/p>\n<p>It’s designed to be a frontend of a voice interfaced application of any kind and scale.<\/p>\n<p>Besides naturalness and multilingual quality improvements, in this iteration, this model can’t<em> be<\/em> actually called a “yet another” TTS. Because similarly to speech-to-speech models, Realtime TTS 2.0 was trained to<em> <\/em>be<em> explicitly steered<\/em> to provide the most appropriate response, given the conversation context and agent’s goal.<\/p>\n<\/p>\n<p>Check it out! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The voice control seems to be crazy good, you can just describe the tone and it gets really close without all the tweaking. Feels more usable than most TTS tools I\u2019ve tested. I am gonna test 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\">Pushing the frontier! Congrats to the team and thank you to all of the partners and customers whose feedback has helped shape TTS-2. Onwards and upwards!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So I tried it, Speech to Speech. It confuses itself and hallucinates very quickly with just basic questions and conversation, I asked both bots how are you, what are you doing today, and what are you doing for dinner. Both gave me completely different spectrum of answers. They gave alot of filler responses like hey, hmm, huh, which I can understand why those are there. But Jason started telling me how to increase the gain of my television set, and Sarah thought I was going to a party. Also the vocal fidelity is alot to desire, in speech to speech. Just my honest feedback so far. Keep at it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@frank_cefalu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frank_cefalu<\/a> thanks for sharing this feedback and for creating a new Product Hunt account to post it. Just to be clear, it’s a voice synthesis technology, not sure how LLM model halucinations apply here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 #1 TTS on Artificial Analysis just got a major capability upgrade. Most voice AI hears what you say. Realtime TTS-2 hears how you say it.<\/p>\n<p>Had a great conversation with Myles. Highly recommend trying it yourself at <a href=\"http:\/\/realtime.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">realtime.ai<\/a>. It’s truly impressive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It sounds too much like audio book narration. I guess it was trained on that input? Same thing that plagues every single elevenlabs voice. The only voice that sounds human out there is the alloy voice from open ai. and thats an old ai voice. its so strange. this field should be wide open. competative. whats going on ? what an I missing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Did you try Myles on realtime.ai? Curious what feels off there for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TQHE4CU4Y3RL4X\" class=\"app-title\">DevAlly<\/a><\/p>\n<div class=\"one-liner\">AI powered accessibility compliance for teams who ship fast <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">134<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DevAlly \u5229\u7528AI\u5c06\u65e0\u969c\u788d\u5408\u89c4\u6d41\u7a0b\u4ece\u201c\u51fa\u62a5\u544a\u201d\u5347\u7ea7\u4e3a\u201c\u53ef\u6267\u884c\u7684\u5de5\u4f5c\u6d41\u201d\uff0c\u5e2e\u52a9\u4ea7\u54c1\u56e2\u961f\u5728\u6b27\u76dfEAA\u3001\u7f8e\u56fdADA\u548cSection 508\u6807\u51c6\u4e0b\uff0c\u81ea\u52a8\u751f\u6210\u4f18\u5148\u7ea7\u6392\u5e8f\u7684\u4fee\u590d\u4efb\u52a1\u6e05\u5355\u3001\u4ee3\u7801\u7ea7\u4fee\u590d\u5efa\u8bae\u53ca\u5b9e\u65f6\u5408\u89c4\u4eea\u8868\u677f\uff0c\u89e3\u51b3\u5de5\u7a0b\u3001\u6cd5\u5f8b\u4e0e\u4ea7\u54c1\u56e2\u961f\u4e4b\u95f4\u5173\u4e8e\u65e0\u969c\u788d\u5408\u89c4\u7684\u534f\u540c\u96be\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b55c129-0caa-494c-acde-ffde30ef18c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79c27951-4452-4b19-bda1-f7d1efc93e75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b51f6869-049d-458c-a320-cf4a067cb75a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e346c542-1f9b-465e-ba7f-9a62a0100f98.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b831916-f6d6-4ad7-8020-0fc7ccf7d7de.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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u969c\u788d\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u7ea7\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">VPAT\u751f\u6210<\/span><br \/>\n <span class=\"tag\">ADA\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">EAA\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">Section 508<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u4eea\u8868\u677f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u4ece\u62a5\u544a\u5230\u5de5\u4f5c\u6d41\u7684\u521b\u65b0\uff0c\u79f0\u8d5e\u754c\u9762\u7f8e\u89c2\u3002\u6838\u5fc3\u95ee\u9898\u6765\u81ea\u4e00\u4f4d\u7528\u6237\uff1a\u5982\u4f55\u626b\u63cf\u9700\u767b\u5f55\u7684\u5e94\u7528\u3001\u80fd\u5426\u7528\u4e8e\u4e34\u65f6\u6d4b\u8bd5\u73af\u5883\uff08\u5982Firebase\u6d4b\u8bd5\u7f51\u7ad9\uff09\u3002\u5b98\u65b9\u56de\u590d\u652f\u6301\u901a\u8fc7\u5de5\u4f5c\u6d41\u6784\u5efa\u5668\u5b58\u50a8\u51ed\u636e\uff0c\u5e76\u5efa\u8bae\u9884\u7ea6\u6f14\u793a\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 DevAlly\u7684\u5fae\u5999\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u5e76\u6ca1\u6709\u53d1\u660e\u4e00\u4e2a\u65b0\u5e02\u573a\u2014\u2014\u65e0\u969c\u788d\u5408\u89c4\u5de5\u5177\u65e9\u5df2\u62e5\u6324\uff0cAx\u3001Wave\u3001Lighthouse\u7b49\u524d\u8f88\u5404\u5360\u5c71\u5934\u3002\u5b83\u771f\u6b63\u505a\u5230\u7684\uff0c\u662f\u628a\u5408\u89c4\u4ece\u201c\u6cd5\u5f8b\u90e8\u95e8\u7684\u5ba1\u8ba1\u75db\u70b9\u201d\u91cd\u65b0\u5b9a\u4e49\u4e3a\u201c\u5de5\u7a0b\u56e2\u961f\u7684\u4ea4\u4ed8\u8282\u70b9\u201d\u3002\u5927\u591a\u6570\u5de5\u5177\u505c\u7559\u5728\u201c\u544a\u8bc9\u4f60\u54ea\u91cc\u4e0d\u884c\u201d\uff0c\u800cDevAlly\u5c1d\u8bd5\u7ed9\u51fa\u201c\u8fd9\u4e00\u884c\u4ee3\u7801\u600e\u4e48\u6539\u201d\u3002\u8fd9\u79cd\u4ece\u68c0\u6d4b\u5230\u4fee\u590d\u7684\u95ed\u73af\uff0c\u5207\u4e2d\u4e86\u201c\u5408\u89c4\u843d\u5730\u96be\u201d\u7684\u6839\u672c\u77db\u76fe\uff1a\u4e0d\u662f\u53d1\u73b0\u4e0d\u4e86\u95ee\u9898\uff0c\u800c\u662f\u4fee\u590d\u6210\u672c\u4e0e\u4f18\u5148\u7ea7\u4e0d\u6e05\u3002\u4ea7\u54c1\u6f14\u793a\u4e2d\u5f3a\u8c03VPAT\u5b9e\u65f6\u751f\u6210\u548c\u91c7\u8d2d\u56e2\u961f\u5bf9\u63a5\uff0c\u4e5f\u63ed\u793a\u4e86\u4e00\u4e2a\u806a\u660e\u7b56\u7565\u2014\u2014\u5c06\u5408\u89c4\u4ece\u5185\u90e8\u6210\u672c\u8f6c\u5316\u4e3a\u9500\u552e\u7b79\u7801\u3002\u4e0d\u8fc7\uff0cAI\u751f\u6210\u7684\u4ee3\u7801\u7ea7\u4fee\u590d\u5728\u590d\u6742\u4ea4\u4e92\u903b\u8f91\uff08\u5982\u52a8\u6001\u8868\u5355\u3001\u5355\u9875\u5e94\u7528\u8def\u7531\u5207\u6362\uff09\u4e2d\u7684\u51c6\u786e\u7387\uff0c\u4ee5\u53ca\u5927\u578b\u56e2\u961f\u5bf9\u5de5\u4f5c\u6d41\u6743\u9650\u7ba1\u7406\u7684\u8981\u6c42\uff0c\u8bc4\u8bba\u4e2d\u5e76\u672a\u6df1\u5165\u89e6\u53ca\u3002\u603b\u4f53\u770b\uff0cDevAlly\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u5bf9\u201c\u5408\u89c4\u6d41\u7a0b\u4e2d\u65e0\u4eba\u8d1f\u8d23\u7684\u90a3\u6bb5\u7070\u8272\u5730\u5e26\u201d\u8fdb\u884c\u4e86\u4ea7\u54c1\u5316\u586b\u7a7a\uff0c\u8fd9\u4e00\u586b\u7a7a\u5728\u6b27\u76dfEAA\u5f3a\u5236\u6267\u884c\u7a97\u53e3\u671f\u7684\u5f53\u4e0b\uff0c\u65f6\u673a\u7cbe\u51c6\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\">DevAlly<\/span>\n <\/div>\n<div class=\"comment-content\">Whether you\u2019re starting or scaling your accessibility compliance program, DevAlly helps product teams automate and streamline compliance under EAA, ADA and Section 508.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey folks \ud83d\udc4b I’m Cormac, co-founder of DevAlly.<\/p>\n<p>We built DevAlly because accessibility compliance kept falling into the same gap between what legal needed, what engineering could prioritize, and what product teams were actually shipping.<\/p>\n<p>Most testing tools give you a report, whereas DevAlly gives you a workflow. <br \/>Simply scan your product, and you’ll get a backlog of issues prioritized by severity, with code-level fixes. When you’ve addressed your issues you can generate VPATs and compliance dashboards in realtime, giving customer procurement teams exactly what they’re asking for.<\/p>\n<p>We’re a small team out of Ireland and this is our first Product Hunt launch. We would love your honest feedback, especially if you’re in QA, engineering, or product development. <\/p>\n<p>Ask us anything \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cormacchisholm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cormacchisholm<\/a> Great work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cormacchisholm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cormacchisholm<\/a> Very excited to be part of this team and looking forward to seeing how it is used! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super psyched be launching DevAlly to the world today! Creating a more accessible world for everyone, one web app or website at a time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So excited to be launching DevAlly today! AI is making it easier to build software than ever. We’re here to make sure what you build works for everyone.<\/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>Delighted that what we’ve built is finally out in the open. If you’ve ever found yourself landed with an accessibility audit and overwhelmed at where to begin, this is what you’ve been missing \u2b50\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome product guys! <\/p>\n<p>Some very clear messaging on the landing page with striking visuals so your web designer is excellent. <\/p>\n<\/p>\n<p>I used it to scan my websites homepage and I actually got a near perfect result! Yay. <\/p>\n<p>I didn’t get to try using it on my application thought and I’m wondering how does it handle getting passed the authentification step? <\/p>\n<p>And would there be a way to run this against, for example, a temporary test environment website. For example the test-website features for firebase.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tryexcept\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tryexcept<\/a> Thanks Jay!<\/p>\n<p>Our designer <a href=\"https:\/\/www.producthunt.com\/@andressalombardo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"andressalombardo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andressalombardo<\/a> is world class and is helping demonstrate that designing accessible products doesn’t mean it can’t still be beautiful. <\/p>\n<p>You can easily test authenticated apps with our workflow builder, where you can store usernames and passwords or authentication keys. We’d be delighted to give you a demo -> <a href=\"https:\/\/devally.com\/demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/devally.com\/demo<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>accessibility always ends up in that weird limbo where legal flags it, eng deprioritises it, and product just ships. going from a report to an actual prioritized backlog with code level fixes is the part that turns it into work people will actually do. <\/p>\n<\/p>\n<p>congrats on the launch guys !!! really cool stuff.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Delighted to be launching DevAlly today! Very proud to have our work out in the open and excited for what’s to come!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Massively proud of the team behind this launch. Getting to build alongside people this sharp, on a mission to genuinely improves the web for everyone, is a rare combination. Excited to finally share what we’ve been working on!<\/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<\/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\/OLQD63EADJSM7B\" class=\"app-title\">damnlines.com<\/a><\/p>\n<div class=\"one-liner\">No one likes waiting in a damn line. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>damnlines.com\u901a\u8fc7\u5b9e\u65f6\u6444\u50cf\u5934\u76d1\u63a7\u7ebd\u7ea6\u9910\u5385\u548c\u573a\u6240\u7684\u6392\u961f\u4eba\u6570\uff0c\u4e3a\u6d88\u8d39\u8005\u63d0\u4f9b\u6392\u961f\u7b49\u5f85\u65f6\u95f4\u4fe1\u53f7\uff0c\u89e3\u51b3\u201c\u4e0d\u77e5\u9053\u4f55\u65f6\u53bb\u624d\u4e0d\u4f1a\u767d\u6392\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ee85ab9-c0b7-4ae7-9267-16421af0abd7.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\/a9affdec-03dc-45a0-8fe4-ace1a866bea2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25a05ce8-8f12-4420-b0c1-2f2d7b916834.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Sensors<\/span><br \/>\n <span class=\"tag\">Video cameras<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6392\u961f\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u961f\u5217<\/span><br \/>\n <span class=\"tag\">\u7b49\u5f85\u65f6\u95f4<\/span><br \/>\n <span class=\"tag\">\u7ebd\u7ea6\u5e02<\/span><br \/>\n <span class=\"tag\">\u9910\u5385<\/span><br \/>\n <span class=\"tag\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/span><br \/>\n <span class=\"tag\">\u6444\u50cf\u5934\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u57ce\u5e02\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u9910\u996e\u4f53\u9a8c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u591a\u6570\u7528\u6237\u8ba4\u53ef\u5176\u72ec\u7279\u6027\u548c\u5b9e\u7528\u6027\uff0c\u5c24\u5176\u5bf9\u7ebd\u7ea6\u201c\u6392\u961f\u6587\u5316\u201d\u6709\u5171\u9e23\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u5e0c\u671b\u8986\u76d6\u66f4\u591a\u5730\u533a\uff08\u4e0d\u4ec5\u9650\u7ebd\u7ea6\uff09\u3001\u589e\u52a0\u66f4\u591a\u5730\u70b9\uff08\u5982Ceres Pizza\u7b49\uff09\uff0c\u4ee5\u53ca\u671f\u5f85\u5168\u7403\u63a8\u5e7f\u3002\u5c11\u6570\u7528\u6237\u5efa\u8bae\u589e\u52a0\u66f4\u591a\u6444\u50cf\u5934\u548c\u5730\u70b9\u76d1\u63a7\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 damnlines.com\u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u5782\u76f4\u573a\u666f+\u786c\u6838\u6280\u672f\u201d\u4ea7\u7269\u2014\u2014\u7528\u8ba1\u7b97\u673a\u89c6\u89c9\u76ef\u7740\u7ebd\u7ea6\u6700\u706b\u7684\u51e0\u5bb6\u5e97\u95e8\u53e3\u7684\u6392\u961f\u60c5\u51b5\u3002\u5b83\u89e3\u51b3\u7684\u75db\u70b9\u662f\u771f\u5b9e\u4e14\u9ad8\u9891\u7684\uff1a\u5728\u7ebd\u7ea6\uff0c\u6392\u961f\u7684\u8fb9\u9645\u6210\u672c\u6781\u9ad8\uff0c\u65f6\u95f4\u4e0d\u6bd4\u91d1\u94b1\u5ec9\u4ef7\u3002\u4ea7\u54c1\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u793e\u4ea4\u76f2\u76d2\u201d\u53d8\u6210\u201c\u6570\u636e\u900f\u660e\u201d\uff0c\u8ba9\u7528\u6237\u4ece\u201c\u5230\u4e86\u624d\u77e5\u9053\u8981\u4e0d\u8981\u6392\u201d\u53d8\u4e3a\u201c\u51fa\u95e8\u524d\u5c31\u77e5\u9053\u503c\u4e0d\u503c\u5f97\u53bb\u201d\u3002\u76ee\u524d\u752810\u4e2a\u6444\u50cf\u5934\u76d1\u63a7\u6709\u9650\u5730\u70b9\uff0c\u770b\u8d77\u6765\u662fMVP\uff08\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\uff09\uff0c\u4f46\u6838\u5fc3\u58c1\u5792\u4e0d\u5728\u786c\u4ef6\uff0c\u800c\u5728\u6570\u636e\u79ef\u7d2f\u548c\u7528\u6237\u4fe1\u4efb\u7684\u5efa\u7acb\uff1a\u4e00\u65e6\u7528\u6237\u4e60\u60ef\u51fa\u95e8\u524d\u770b\u4e00\u773c\u6392\u961f\u6570\u636e\uff0c\u5207\u6362\u6210\u672c\u4f1a\u5f88\u9ad8\uff0c\u4e14\u672a\u6765\u53ef\u62d3\u5c55\u81f3\u9884\u7ea6\u63d0\u9192\u3001\u5386\u53f2\u5cf0\u503c\u9884\u6d4b\u751a\u81f3\u9ec4\u725b\u9884\u8b66\u3002\u4f46\u95ee\u9898\u540c\u6837\u660e\u663e\u2014\u2014\u8986\u76d6\u8303\u56f4\u6781\u7a84\uff0c\u6280\u672f\u53ef\u590d\u5236\u6027\u9ad8\uff0c\u4e14\u672c\u5730\u5316\u592a\u5f3a\uff08\u53ea\u670d\u52a1\u7ebd\u7ea6\uff09\u3002\u82e5\u4e0d\u80fd\u8fc5\u901f\u6269\u5c55\u5230\u5176\u4ed6\u57ce\u5e02\u6216\u54c1\u7c7b\uff08\u5982\u535a\u7269\u9986\u3001\u94f6\u884c\u3001\u6e38\u4e50\u573a\uff09\uff0c\u5c06\u96be\u4ee5\u6446\u8131\u201c\u6781\u5ba2\u5c0f\u5de5\u5177\u201d\u7684\u5bbf\u547d\u3002\u6b64\u5916\uff0c\u9690\u79c1\u548c\u5546\u4e1a\u5408\u4f5c\u98ce\u9669\u4e5f\u4e0d\u53ef\u5ffd\u89c6\uff1a\u5546\u94fa\u662f\u5426\u540c\u610f\u88ab\u76d1\u63a7\uff1f\u6444\u50cf\u5934\u6570\u636e\u5982\u4f55\u8131\u654f\uff1f\u4e00\u65e6\u6267\u6cd5\u6216\u76d1\u7ba1\u4ecb\u5165\uff0c\u4ea7\u54c1\u53ef\u80fd\u9762\u4e34\u5408\u89c4\u6311\u6218\u3002\u603b\u4f53\u6765\u770b\uff0c\u8fd9\u662f\u4e00\u4e2a\u201c\u5c0f\u800c\u7f8e\u4f46\u96be\u505a\u5927\u7684\u5b9e\u9a8c\u6027\u4ea7\u54c1\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">damnlines.com<\/span>\n <\/div>\n<div class=\"comment-content\">No one likes waiting in a damn line. Track live line activity for NYC restaurants and venues with real-time queue snapshots and wait-time signals. See wait times at L’Industrie, Salt Hank’s, and more.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We have 10 cameras currently and hope to monitor every damn line across NYC. Computer vision counts the number of people in each frame, multiple times per minute. Now we know the best time to visit NYC’s top spots without waiting a minute.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m a fan. NYC’s line culture is next level.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ten cameras pointed at the most cursed lines in nyc is exactly the kind of weirdly specific project that makes the internet fun. <\/p>\n<\/p>\n<p>yolo crunching frame counts to tell me when to roll up to lindustrie is genuinely useful too tbhh..<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Only in NYC?? Wish it covered more locations.. Amazing concept though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 absolutely love when I know about a product before I see it on PH! Keep up the great work, great product and pumped to see how it scales. <\/p>\n<\/p>\n<p>I also live right outside of Ceres Pizza and it could use a camera! Its between Prince Street Pizza and and the new L’Industrie location on Grand and gets packed for tickets in the morning<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 gold! It would be a brilliant idea to make it worldwide. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Very very useful! I have always had fascination of wanting to know the queue status at a place before going there. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BQ5N3YLTA52PFP\" class=\"app-title\">Magic<\/a><\/p>\n<div class=\"one-liner\">Blend your content into real-world locations<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Magic \u662f\u4e00\u6b3e\u5c06\u4ea7\u54c1\u56fe\u7247\u81ea\u52a8\u5d4c\u5165\u771f\u5b9e\u4e16\u754c\u89c6\u9891\u5b9e\u666f\uff08\u5982\u5df4\u9ece\u3001\u65f6\u4ee3\u5e7f\u573a\u3001\u4e1c\u4eac\uff09\u7684 AI \u5de5\u5177\uff0c\u5e2e\u52a9\u7535\u5546\u54c1\u724c\u4ee5\u6781\u4f4e\u6210\u672c\u5feb\u901f\u751f\u6210\u9ad8\u8d28\u91cf\u3001\u98ce\u683c\u7edf\u4e00\u7684\u8425\u9500\u89c6\u9891\uff0c\u7701\u53bb\u4f20\u7edf\u62cd\u6444\u7684\u8017\u65f6\u4e0e\u4e0d\u786e\u5b9a\u6027\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f81b7763-5864-43aa-abee-1c9370da1796.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\/74c981ff-a7d2-4368-99c1-cec756d64492.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\/d8f2ab07-8961-4dd2-b47c-db2b6b038884.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\/09419c18-4e04-49c3-b059-7aaecf3c67cc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/plHTZNi-XrE\"><source src=\"https:\/\/youtu.be\/plHTZNi-XrE\" 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\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5b9e\u666f\u690d\u5165<\/span><br \/>\n <span class=\"tag\">\u6a21\u677f\u5316\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5185\u5bb9\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">VFX<\/span><br \/>\n <span class=\"tag\">A\/B\u6d4b\u8bd5\u7d20\u6750<\/span><br \/>\n <span class=\"tag\">\u4f4e\u6210\u672c\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">\u771f\u5b9e\u573a\u666f\u5408\u6210<\/span><br \/>\n <span class=\"tag\">AI\u4e00\u81f4\u6027\u8f93\u51fa<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u4e00\u81f4\u6027\u201d\u75db\u70b9\u7684\u5b9a\u4f4d\uff0c\u5e76\u8d5e\u8d4f\u5bf9\u4f20\u7edf\u62cd\u6444\u7684\u6210\u672c\u98a0\u8986\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a10%\u5931\u8d25\u6848\u4f8b\u8868\u73b0\u5982\u4f55\uff1f\u9690\u79c1\u4e0e\u7248\u6743\u5f52\u5c5e\u4e0d\u660e\u786e\uff0c\u4e0a\u4f20\u7d20\u6750\u548c\u6570\u636e\u5b58\u50a8\u653f\u7b56\u9700\u6e05\u6670\uff1b\u754c\u9762\u6d4f\u89c8\u4f53\u9a8c\u6742\u4e71\uff0c\u6a21\u677f\u5206\u7c7b\u548c\u5f15\u5bfc\u6709\u5f85\u4f18\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 Magic \u5207\u4e2d\u7684\u662f\u7535\u5546\u54c1\u724c\u5728\u201c\u5185\u5bb9\u6548\u7387\u201d\u4e0e\u201c\u5ba1\u7f8e\u7a33\u5b9a\u201d\u4e4b\u95f4\u7684\u5939\u7f1d\u2014\u2014\u4f20\u7edf\u62cd\u6444\u8d35\u4e14\u6162\uff0c\u7eaf AI \u751f\u6210\u53c8\u5f80\u5f80\u4e0d\u53ef\u63a7\u3002\u5176\u5356\u70b9\u201c90%\u4e00\u6b21\u6027\u901a\u8fc7\u7387\u201d\u548c\u201c1\u7f8e\u5143\u66ff\u4ee35000\u7f8e\u5143\u201d\u786e\u5b9e\u4e0d\u662f\u7a7a\u8bdd\uff0c\u56e0\u4e3a\u5b83\u5e76\u6ca1\u6709\u5728 AI \u6587\u672c\u751f\u6210\u89c6\u9891\u7684\u8001\u8def\u4e0a\u6b7b\u78d5\uff0c\u800c\u662f\u9009\u62e9\u4e86\u4e00\u6761\u66f4\u52a1\u5b9e\u7684\u8def\u5f84\uff1a\u57fa\u4e8e\u771f\u5b9e\u5b9e\u666f\u7d20\u6750\u505a\u4e0a\u5c42\u5408\u6210\u3002\u8fd9\u610f\u5473\u7740\u5b83\u907f\u5f00\u4e86\u201c\u516d\u6839\u624b\u6307\u201d\u548c\u201c\u5e27\u95f4\u8df3\u53d8\u201d\u7684 AI \u901a\u75c5\uff0c\u4e5f\u5929\u7136\u89c4\u907f\u4e86\u4f7f\u7528\u751f\u6210\u5f0f AI \u53ef\u80fd\u89e6\u53d1\u7684\u7248\u6743\u4e89\u8bae\uff08\u5b9e\u666f\u672c\u8eab\u5c31\u6765\u81ea\u5408\u6cd5\u62cd\u6444\uff09\u3002\u4ea7\u54c1\u5f62\u6001\u5f88\u806a\u660e\uff1a\u628a\u521b\u610f\u6267\u884c\u538b\u7f29\u6210\u201c\u9009\u6a21\u677f+\u62d6\u4ea7\u54c1\u201d+\u201c\u4e00\u952e\u751f\u6210\u201d\uff0c\u7cbe\u51c6\u6253\u51fb\u7535\u5546\u56e2\u961f\u201c\u51fa\u7269\u6599-\u4e0a\u6d4b\u8bd5\u201d\u7684\u65e5\u5e38\u8fed\u4ee3\u6d41\u6c34\u7ebf\u3002\u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\uff1a\u8bc4\u8bba\u4e2d\u5df2\u7ecf\u6709\u7528\u6237\u63d0\u5230\u9690\u79c1\u6761\u6b3e\u7f3a\u5931\u3001\u4e0a\u4f20\u7d20\u6750\u4ea7\u6743\u5f52\u5c5e\u6a21\u7cca\uff0c\u8fd9\u5728\u54c1\u724c\u5ba2\u6237\u770b\u6765\u662f\u81f4\u547d\u9690\u60a3\u3002\u53e6\u5916\uff0c\u201c350+ \u6a21\u677f\u201d\u770b\u8d77\u6765\u4e30\u5bcc\uff0c\u4f46\u771f\u6b63\u80fd\u5e2e\u52a9\u54c1\u724c\u5efa\u7acb\u5dee\u5f02\u5316\u53d9\u4e8b\u7684\u6a21\u677f\u4f9d\u7136\u5be5\u5be5\u2014\u2014\u4f60\u53ef\u4ee5\u5728\u65f6\u4ee3\u5e7f\u573a\u653e\u4e2a\u6d17\u53d1\u6c34\u74f6\uff0c\u4f46\u5982\u4f55\u8ba9\u8857\u5934\u6210\u4e3a\u201c\u6545\u4e8b\u7684\u80cc\u666f\u201d\u800c\u4e0d\u662f\u201c\u4e00\u4e2a\u8857\u5934\u80cc\u666f\u201d\uff0cMagic \u76ee\u524d\u53ea\u505c\u7559\u5728\u5bf9\u7b2c\u4e09\u65b9\u521b\u4f5c\u8005\u7684\u4f9d\u8d56\u4e0a\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u89c6\u89c9\u8d34\u7247\u5de5\u5382\u201d\uff0c\u800c\u4e0d\u662f\u5185\u5bb9\u6218\u7565\u7684\u8d4b\u80fd\u8005\u3002\u5bf9\u4e2d\u5c0f\u5356\u5bb6\u6765\u8bf4\uff0c\u8fd9\u53ef\u80fd\u662f\u76ee\u524d\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684\u83b7\u5ba2\u89c6\u9891\u65b9\u6848\uff1b\u5bf9\u6709\u54c1\u724c\u8c03\u6027\u8ffd\u6c42\u7684\u5927\u5ba2\u6237\u800c\u8a00\uff0c\u5b83\u73b0\u5728\u8fd8\u53ea\u662f\u4e00\u4e2a\u5907\u9009\u9879\uff0c\u800c\u975e\u66ff\u4ee3\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\">Magic<\/span>\n <\/div>\n<div class=\"comment-content\">Upload your content, choose from 350+ templates, and watch the magic happen \u2014 your product placed inside real filmed footage from Paris, Times Square, Tokyo and beyond. The most consistent results on the market: sharp logos, accurate colors, predictable quality every time. Trusted by L’Or\u00e9al, Anua, Renova, Verge, and brands across 50+ countries. Starting from $1 per video.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I had a chance to be on a billboard and appreciate that! \ud83d\ude00 Have a nice launch! \ud83d\ude42 <\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> you mean this one?<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b5b0fad-6b91-4b78-b9f9-b8b215a3963d.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I’m Artur, co-founder of Magic. We built this after watching e-commerce brands waste weeks and thousands of dollars on product content that still looked average. The problem wasn’t budget – it was consistency. AI tools gave 30\u201340% usable outputs. Studios were slow and expensive. We’ve built a system that reliably turns any product image into professional content – videos, packshots, UGC – with 90% first-try success. Today, we serve brands and marketplaces across 50+ countries.<br \/>\nHappy to answer anything – brutal questions welcome.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The 350+ template approach for product-in-real-locations is genuinely useful for fast iteration on creative \u2014 most teams I’ve seen still pay agencies for one-off shoots they don’t even A\/B test. One adjacent angle I keep thinking about: layering narrative\/context onto the location rather than just placing product. I built StoryRoute for travel storytelling and the gap I keep bumping into is that “city as background” is solved; “city as a meaningful place” isn’t. Are you planning template variants where the location itself becomes the message, not just the backdrop?<\/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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Good point, Samir. I think it’s important to have the space for storytelling.<\/p>\n<\/p>\n<p>We’re developing what we call the spatial intelligence inside Magic, where you can literally overlay high-quality computer graphics and generative AI on top of the real video without the need to render or regenerate the entire video.<\/p>\n<\/p>\n<p>Talking about storytelling, so far this part is covered by the creative community we work closely with. However, we are planning to open the possibility to upload and create your own templates as well as create the storylines.<\/p>\n<\/p>\n<p>I will check your product; maybe we can collaborate in some 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>Hey! \ud83d\udc4b I’m Ivan, co-founder of <a href=\"https:\/\/app.omagic.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Magic<\/a>.<\/p>\n<p>My team has been deep in AR\/XR and 3D graphics for 10+ years. We know this space inside out.<\/p>\n<p>About a year ago we started Magic – honestly, because our users kept asking for the same thing: <\/p>\n<p>“Beautiful videos without the AI weirdness”<\/p>\n<p>No prompts, no guessing, no “why does this person have six fingers.” <strong>Just open a template, get a great video.<\/strong><\/p>\n<p>We come from computer graphics, so quality was never negotiable for us. Our approach is pretty different from most AI video tools – we work with <strong>real footage and add digital content on top<\/strong>. That’s why the output is predictable. Brands need that.<\/p>\n<\/p>\n<p>The moment I knew we were onto something: an agency told us they’d just spent $5,000 on a video. They made the same thing in Magic for $1. That kind of story kept coming.<\/p>\n<\/p>\n<p>Hundreds of thousands of people have tried it now. Guess the name fits…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The problem wasn’t budget, it was consistency’ that’s the line. That reframe alone is better positioning than most AI creative tools manage in an entire landing page. Brutal question as requested: what does failure look like in the 10% that doesn’t work first try? That’s where I’d want to stress-test this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive work! It\u2019s refreshing to see an AI video tool built specifically for e\u2011commerce rather than general animation. The VFX and packshot templates make my product look like it\u2019s in a real commercial, and the pricing feels fair for small businesses. Would love to see more templates for apparel or packaging in future updates. The concept of drag\u2011and\u2011drop product videos is exciting, but the site felt cluttered and I had trouble scrolling through categories. I also couldn\u2019t locate any clear privacy or data\u2011use statements. Before I\u2019d feel comfortable uploading my product shots, can you clarify how images are stored and who owns the generated content? Better onboarding materials would go a long way. Keep it up \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=\"comment-item\">\n<div class=\"comment-content\">\n<p>real footage with ai layered on top sidesteps the uncanny ai look and the copyright headaches in one move. <\/p>\n<\/p>\n<p>smart angle honestly !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> Thank you! We simply based this on the feedback of the users who had been feeling that the shift is happening, but they were not satisfied with the AI slop.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SJ3TB6LQZ55VKQ\" class=\"app-title\">Magic Studio by Once UI<\/a><\/p>\n<div class=\"one-liner\">Turn Once UI into a $10k agency<\/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>Magic Studio\u662f\u4e00\u4e2a\u57fa\u4e8eOnce UI\u7684\u767d\u6807\u524d\u7aef\u7cfb\u7edf\uff0c\u4e3a\u81ea\u7531\u804c\u4e1a\u8005\u548c\u673a\u6784\u63d0\u4f9b\u5373\u7528\u578b\u843d\u5730\u9875\u3001\u4eea\u8868\u76d8\u3001\u6587\u6863\u53ca\u5de5\u4f5c\u5ba4\u7ad9\u70b9\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u542f\u52a8\u5e76\u9500\u552e\u9ad8\u7aef\u524d\u7aef\u9879\u76ee\uff0c\u4ece\u201c\u505a\u9879\u76ee\u201d\u5347\u7ea7\u4e3a\u201c\u8fd0\u8425\u5de5\u4f5c\u5ba4\u201d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38874910-e673-46d6-968a-e2203f6b6bfd.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\/1895816c-a261-434c-a7c3-b746899cfbb0.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\/2eb6e571-9423-4293-bb69-2fe4f1c87673.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\/050c765d-ab28-4a4e-9086-1029a6dc4817.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\/7ac5d4d7-9a98-4326-b134-8730583de344.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Freelance<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u767d\u6807\u524d\u7aef\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u81ea\u7531\u804c\u4e1a\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5de5\u4f5c\u5ba4<\/span><br \/>\n <span class=\"tag\">Next.js<\/span><br \/>\n <span class=\"tag\">UI\u7ec4\u4ef6\u5e93<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u4ea4\u4ed8<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5316\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u9ad8\u5ba2\u5355\u4ef7\u9879\u76ee<\/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\u5546\u4e1a\u4ef7\u503c\uff0c\u8ba4\u4e3a\u201c\u7cfb\u7edf+AI\u201d\u6a21\u5f0f\u7cbe\u51c6\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\u9501\u5b9a\u6027\u4e0e\u53ef\u79fb\u690d\u6027\uff1a\u4e00\u65e6\u57fa\u4e8eMagic Studio\u6784\u5efa\u9879\u76ee\uff0c\u5982\u4f55\u8131\u79bb\u5176\u6846\u67b6\uff1f\u5b98\u65b9\u56de\u590d\u8868\u793a\uff0c\u4f9d\u8d56Once UI\u548cNext.js\u786e\u5b9e\u9650\u5236\u8fc1\u79fb\uff0c\u4f46\u6570\u767e\u9884\u7f6e\u7ec4\u4ef6\u548c\u5feb\u901f\u4ea4\u4ed8\u80fd\u529b\u7684\u4f18\u52bf\u8fdc\u5927\u4e8e\u9650\u5236\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 Magic Studio\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5b83\u6ca1\u6709\u8bd5\u56fe\u53d1\u660e\u65b0\u8f6e\u5b50\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u4e2d\u4e86\u524d\u7aef\u670d\u52a1\u5546\u7684\u4e00\u4e2a\u9690\u5f62\u75db\u70b9\u2014\u2014\u4f60\u6709\u6280\u672f\uff0c\u4f46\u4f60\u6ca1\u201c\u4ea7\u54c1\u201d\u3002\u4ece\u524d\u7aef\u5f00\u53d1\u8005\u5230\u524d\u7aef\u5de5\u4f5c\u5ba4\uff0c\u7f3a\u7684\u4e0d\u662f\u4ee3\u7801\u80fd\u529b\uff0c\u800c\u662f\u4e00\u4e2a\u53ef\u91cd\u590d\u9500\u552e\u3001\u53ef\u5feb\u901f\u590d\u5236\u7684\u201c\u670d\u52a1\u4ea7\u54c1\u5316\u201d\u6846\u67b6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c\u5b83\u628a\u201c\u5356\u9879\u76ee\u201d\u8fd9\u4ef6\u4e8b\u672c\u8eab\u505a\u6210\u4e86\u4e00\u5957\u6a21\u677f\uff1a\u5de5\u4f5c\u5ba4\u5b98\u7f51\u3001\u63d0\u6848\u7d20\u6750\u3001\u4ea4\u4ed8\u811a\u624b\u67b6\u4e00\u5e94\u4ff1\u5168\uff0c\u964d\u4f4e\u4e86\u4ece\u63a5\u5355\u5230\u6ea2\u4ef7\u7684\u5fc3\u7406\u95e8\u69db\u548c\u64cd\u4f5c\u6210\u672c\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u9501\u5b9a\u6027\u7684\u8d28\u7591\u5f88\u5173\u952e\u2014\u2014\u9009\u62e9Magic Studio\u672c\u8d28\u662f\u9009\u62e9\u4e86\u4e00\u6574\u5957\u6280\u672f\u6808\u62bc\u6ce8\uff08Next.js + Once UI\uff09\uff0c\u8fd9\u5bf9\u4e8e\u8ffd\u6c42\u7075\u6d3b\u6027\u7684\u8d44\u6df1\u56e2\u961f\u53ef\u80fd\u662f\u684e\u688f\uff0c\u4f46\u5bf9\u4e8e\u521a\u8d77\u6b65\u3001\u9700\u8981\u5feb\u901f\u8dd1\u901a\u5546\u4e1a\u95ed\u73af\u7684\u81ea\u7531\u804c\u4e1a\u8005\uff0c\u8fd9\u79cd\u201c\u6709\u9650\u5ea6\u7684\u9501\u5b9a\u201d\u53cd\u800c\u964d\u4f4e\u4e86\u51b3\u7b56\u590d\u6742\u5ea6\uff0c\u8ba9\u4ed6\u4eec\u80fd\u805a\u7126\u5728\u5ba2\u6237\u83b7\u53d6\u548c\u4ea4\u4ed8\u8d28\u91cf\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n AI\u7684\u89d2\u8272\u5728\u8fd9\u91cc\u662f\u6da6\u6ed1\u5242\u800c\u975e\u5f15\u64ce\uff1a\u7cfb\u7edf\u672c\u8eab\u7684\u4ef7\u503c\u5728\u4e8e\u7ec4\u7ec7\u5316\u548c\u54c1\u724c\u5316\uff0cAI\u53ea\u662f\u8fdb\u4e00\u6b65\u6324\u538b\u4e86\u4ece\u8bbe\u8ba1\u5230\u90e8\u7f72\u7684\u6469\u64e6\uff0c\u8ba9\u201c\u5356\u6a21\u677f\u201d\u770b\u8d77\u6765\u66f4\u50cf\u201c\u5356\u670d\u52a1\u201d\u3002Magic Studio\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u662f\u6280\u672f\uff0c\u800c\u662f\u5b83\u628a\u201c\u524d\u7aef\u5de5\u4f5c\u5ba4\u201d\u8fd9\u4e2a\u6a21\u7cca\u6982\u5ff5\u505a\u6210\u4e86\u53ef\u8d2d\u4e70\u3001\u53ef\u5dee\u8bc4\u7684\u5546\u54c1\u3002\u5982\u679c\u540e\u7eed\u80fd\u8ba9\u7528\u6237\u66f4\u5bb9\u6613\u5728\u4ea4\u4ed8\u540e\u8fc1\u79fb\u6216\u5265\u79bb\uff0c\u6216\u63d0\u4f9b\u66f4\u7ec6\u5206\u7684\u884c\u4e1a\u6a21\u677f\uff0c\u4e0a\u9650\u4f1a\u66f4\u9ad8\u2014\u2014\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u6b21\u6027\u63d0\u5347\u5ba2\u5355\u4ef7\uff0c\u800c\u975e\u5efa\u7acb\u957f\u671f\u58c1\u5792\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\">Magic Studio by Once UI<\/span>\n <\/div>\n<div class=\"comment-content\">Magic Studio is a white-label frontend system built on Once UI. It gives you everything you need to launch and sell high-end frontend projects: landing pages, dashboards, docs, and a studio site \u2014 all consistent and ready to customise. Built for freelancers, agencies, and developers who want to sell premium work without starting from scratch.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey, I\u2019m Lorant \u2014 creator of Once UI.<\/p>\n<p>A lot of developers can build great UIs. But very few can actually sell high-end frontend work.<\/p>\n<p>So we built Magic Studio:<br \/>\n\u2192 a white-label frontend system<br \/>\n\u2192 studio landing page + pre-built templates<br \/>\n\u2192 consistent design system<br \/>\n\u2192 ready to brand as your own<\/p>\n<p>The goal is simple:<br \/>\nHelp you go from \u201cI build stuff\u201d<br \/>\nto \u201cI run a $5k\u2013$20k frontend studio\u201d<\/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\/@lorant_one\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lorant_one<\/a> Love this idea \ud83d\ude80<\/p>\n<p>Turning Once UI into a full white-label system for selling frontend projects is super practical, especially for freelancers and agencies.<\/p>\n<p>You could also consider listing it on AI directories like iSEOAI for more visibility.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “system + AI = revenue stream” framing is sharper than most launches articulate it. The pattern that makes this work isn’t actually the AI \u2014 it’s that someone with strong opinions packaged a defensible system, and the AI just removes friction on top. I see this same dynamic with niche knowledge channels: people who quietly build genuinely useful expertise on YouTube end up converting better than the polished generalist channels (I run a small modeling channel on YouTube: <a href=\"https:\/\/www.youtube.com\/@Mod3Loop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/@Mod3Loop<\/a> and the highest-converting videos are also the ugliest). Curious how Once UI is thinking about lock-in vs. portability \u2014 if I build a $10k engagement on top of Magic Studio, what’s the story when I want to fork the 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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> I appreciate your thoughts, I share the same perspective! AI is great, but AI + systems are the real winners in my opinion.<\/p>\n<p>With the Once UI Pro subscription (that unlocks the Magic Studio template, plus several others for landing page, dashboard, documentation, ecommerce store, etc. as GitHub repos) you can deliver as many client projects as you wish.<\/p>\n<p>These templates are built on top of our open-source design system that handles easy customization and comes with hundreds of pre-built components. Using this framework means that you are locking in to Next.js and Once UI – which clearly has solid benefits, but also limits portability.<\/p>\n<p>However, for many people, the benefits will tremenduously outweight the limitations: you get a professional agency website out of the box, with high-value offers and all resources to help you ship these offers as fast as possible \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Lorant!<\/p>\n<p>Really clean work on this. Love how polished everything feels without being overcomplicated. Definitely looks like something that actually speeds up building instead of adding more layers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jexcellence\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jexcellence<\/a> Thank you Justin, glad you like the concept! \ud83e\udd29<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MFTAI7UTOMPM4J\" class=\"app-title\">Spotit<\/a><\/p>\n<div class=\"one-liner\">Your cursor’s tutor. For every Mac app. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Spotit \u662f\u4e00\u6b3e Mac \u7aef AI \u64cd\u4f5c\u6307\u5f15\u5de5\u5177\uff0c\u901a\u8fc7\u622a\u53d6\u5f53\u524d\u7a97\u53e3\u753b\u9762\uff0c\u7528\u81ea\u7136\u8bed\u8a00\u95ee\u7b54\u7cbe\u51c6\u9ad8\u4eae\u4e0b\u4e00\u6b65\u70b9\u51fb\u4f4d\u7f6e\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\u5b66\u4e60\u590d\u6742\u8f6f\u4ef6\u64cd\u4f5c\uff0c\u5f7b\u5e95\u544a\u522b\u53cd\u590d\u641c\u7d22\u83dc\u5355\u548c\u6559\u7a0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c7a431f7-59b4-4a40-915c-8587bfccb43f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ffe5387-fc23-4d41-89c8-7edd8963574c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16a0a0eb-4648-4430-9729-55c2dca626fb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e17fecd-86cb-42d9-86f9-f3133d8446be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8162b4c-d80e-4df7-b0b6-e4d903c65851.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c61e3061-5e8a-45f5-b215-cf88ced81e99.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\/0ccf23ba-58f9-44a2-b634-176b10ddf13b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/F5IzsqsGXyo\"><source src=\"https:\/\/youtu.be\/F5IzsqsGXyo\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac \u5e94\u7528<\/span><br \/>\n <span class=\"tag\">AI \u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u64cd\u4f5c\u6307\u5f15<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u6559\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Photoshop<\/span><br \/>\n <span class=\"tag\">Figma<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b<\/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\u5fc3\u9690\u79c1\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u4ec5\u622a\u53d6\u5f53\u524d\u7a97\u53e3\uff0c\u622a\u56fe\u53d1\u81f3\u4e91\u7aef\uff08EU\uff09\u7ecf Anthropic \u5904\u7406\u5373\u4e22\u5f03\uff0c\u4e0d\u5b58\u76d8\uff0c\u4f46\u654f\u611f\u6587\u4ef6\u5efa\u8bae\u6700\u5c0f\u5316\u3002\u6709\u7528\u6237\u671f\u5f85 Windows \u7248\u3002\u53e6\u6709\u8c03\u4f83\u9519\u8fc7 YC \u7533\u8bf7\u622a\u6b62\uff0c\u4f46\u6574\u4f53\u8bc4\u4ef7\u504f\u5411\u8ba4\u53ef UI \u548c\u60f3\u6cd5\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 Spotit \u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\u5b83\u9009\u62e9\u4e86\u201c\u4e0d\u66ff\u4ee3\u7528\u6237\u201d\u3002\u5f53\u5927\u591a\u6570 AI \u4ea7\u54c1\u90fd\u5728\u62fc\u547d\u66ff\u4f60\u5b8c\u6210\u5de5\u4f5c\u3001\u8ba9\u4f60\u53d8\u61d2\u65f6\uff0cSpotit \u53cd\u5176\u9053\u800c\u884c\u2014\u2014\u5b83\u53ea\u6307\u51fa\u201c\u70b9\u51fb\u54ea\u91cc\u201d\uff0c\u4f46\u8ba9\u4f60\u4eb2\u624b\u53bb\u70b9\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u54f2\u5b66\u7cbe\u51c6\u523a\u4e2d\u4e86\u201c\u7528\u8fc7\u5c31\u5fd8\u201d\u8fd9\u4e00\u5b66\u4e60\u6096\u8bba\uff1a\u4eba\u53ea\u6709\u5728\u4eb2\u81ea\u64cd\u4f5c\u65f6\u624d\u4f1a\u5f62\u6210\u808c\u8089\u8bb0\u5fc6\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u5b9e\u65f6\u4ea4\u4e92\u5f0f\u6587\u6863\u201d\uff0c\u4f46\u53c8\u6bd4\u4efb\u4f55\u89c6\u9891\u6559\u7a0b\u6216 ChatGPT \u8f93\u51fa\u90fd\u66f4\u76f4\u63a5\u2014\u2014\u56e0\u4e3a\u5b83\u76f4\u63a5\u4f5c\u7528\u5728\u4f60\u7684\u771f\u5b9e\u5c4f\u5e55\u4e0a\uff0c\u514d\u53bb\u4e86\u201c\u627e\u5bf9\u5e94\u6309\u94ae\u201d\u7684\u8ba4\u77e5\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5b83\u7684\u7f3a\u9677\u540c\u6837\u660e\u663e\u3002\u5f53\u524d\u4f9d\u8d56\u4e91\u7aef\u89c6\u89c9\u5904\u7406\uff08\u622a\u56fe\u53d1\u5f80 Anthropic\uff09\uff0c\u9690\u79c1\u5c42\u9762\u5b58\u5728\u5929\u7136\u77ed\u677f\uff0c\u5373\u4fbf\u5f00\u53d1\u8005\u627f\u8bfa\u4e0d\u5b58\u50a8\uff0c\u654f\u611f\u884c\u4e1a\u7528\u6237\u4f9d\u7136\u4f1a\u72b9\u8c6b\u3002\u7eaf\u672c\u5730\u6a21\u578b\u8dd1\u5728 Mac \u4e0a\u662f\u672a\u6765\u7684\u5fc5\u9009\u9879\uff0c\u4f46\u77ed\u671f\u7b97\u529b\u6210\u672c\u4e0d\u4f4e\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u7684\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u201c\u957f\u5c3e\u573a\u666f\u201d\u7684\u8986\u76d6\u7387\u2014\u2014\u5bf9\u4e8e\u7528\u6237\u6700\u5e38\u7528\u7684 Photoshop \u8499\u7248\u3001Figma \u88c1\u526a\u7b49\u6807\u51c6\u64cd\u4f5c\uff0cSpotit \u8868\u73b0\u53ef\u80fd\u5f88\u597d\uff0c\u4f46\u9047\u5230\u51b7\u95e8\u8f6f\u4ef6\u6216\u6df1\u5ea6\u5b9a\u5236\u5316\u64cd\u4f5c\uff0cAI \u7684\u8bc6\u522b\u51c6\u786e\u7387\u4f1a\u9aa4\u964d\u3002\u76ee\u524d\u7684\u6f14\u793a\u66f4\u50cf\u4e00\u4e2a\u201cdemo\u201d\uff0c\u771f\u6b63\u8981\u53d8\u6210\u65e5\u6d3b\u5de5\u5177\uff0c\u9700\u8981\u6301\u7eed\u6807\u6ce8\u548c\u4f18\u5316\u5927\u91cf\u5e94\u7528\u7684\u64cd\u4f5c\u903b\u8f91\u56fe\u8c31\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b80\u5355\u6765\u8bf4\uff0cSpotit \u662f\u4e00\u4e2a\u597d\u60f3\u6cd5\u4f46\u5c1a\u672a\u5b8c\u5168\u9a8c\u8bc1\u7684\u4ea7\u54c1\u3002\u5b83\u89e3\u51b3\u7684\u4e0d\u662f\u201c\u4e0d\u4f1a\u7528\u201d\u7684\u95ee\u9898\uff0c\u800c\u662f\u201c\u61d2\u5f97\u5b66\u201d\u7684\u501f\u53e3\u3002\u5bf9\u4e8e\u90a3\u4e9b\u613f\u610f\u82b1\u5341\u79d2\u63d0\u95ee\u800c\u975e\u4e24\u5206\u949f\u62ff\u624b\u673a\u67e5\u6559\u7a0b\u7684\u7528\u6237\uff0c\u5b83\u786e\u5b9e\u80fd\u7f29\u77ed\u5b66\u4e60\u6b63\u53cd\u9988\u5faa\u73af\u3002\u4f46\u82e5\u65e0\u6cd5\u5728\u9690\u79c1\u3001\u51c6\u786e\u7387\u548c\u8de8\u5e73\u53f0\u8986\u76d6\u4e0a\u7ad9\u7a33\uff0c\u5b83\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u597d\u5947\u5fc3\u5de5\u5177\u201d\u2014\u2014\u7528\u8fc7\u4e00\u6b21\uff0c\u611f\u52a8\u4e00\u4e0b\uff0c\u7136\u540e\u5403\u7070\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\">Spotit<\/span>\n <\/div>\n<div class=\"comment-content\">Press a key on your Mac. Ask “how do I mask a layer in Photoshop?” Spotit highlights the next click. Walks you through every step. You do the clicking. You learn as you go. Next time, you won’t need it for that thing.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We built Spotit because we kept watching people – smart people – get stuck on apps they have been using for years. Hunting through menus. Googling “how do I crop in Figma” for the fifth time. Asking ChatGPT and getting back a wall of text describing buttons they couldn’t find.<\/p>\n<p>Spotit lives next to your cursor on macOS.<\/p>\n<p>Press \u2303\u2325 anywhere. Ask a question in plain English. Spotit points at the exact next thing to click, on your actual screen. for one tap answers that’s it. For longer tasks, it walks you through every step.<\/p>\n<p>You do all the clicking yourself. That’s the point. Most AI tools want to do the work for you. Spotit shows you how, so you actually learn it. Next time, you won’t need AI for that thing.<\/p>\n<p>It’s a Mac app, available today. Free to try.<\/p>\n<p>Three things I’d love your help with:<br \/>1. Try it in the app you know least well \u2014 that’s where it shines<br \/>2. Tell me what app you wished it worked better in<br \/>3. Roast the onboarding if it’s bad<\/p>\n<p>I’ll be here all day answering everything.<\/p>\n<p>\u2014 David<\/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>quick question on the privacy side is it processing the screen locally or is my ui being sent to a server? working on some sensitive client stuff so gotta be sure. clean ui btw. <a href=\"https:\/\/www.producthunt.com\/@davidtzuke\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davidtzuke\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davidtzuke<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> Good question. Active window only, not the full screen. The screenshot goes to our Supabase backend (EU), forwards to Anthropic’s Claude Sonnet via OpenRouter for processing, and is discarded after the response. Never stored on our servers, never written to disk on your Mac. <\/p>\n<p>What we log: your question text, the response, confidence score, and which app you were in. We do not log screenshots, audio, or window contents beyond the matched element label.<\/p>\n<p>For sensitive client work specifically: I’d close or minimize the NDA file before pressing \u2325\u2318. The active window is what gets captured, so anything else on screen stays private. Fully on-device vision is on the roadmap for a future version. Full privacy policy: <a href=\"http:\/\/getspotit.com\/privacy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">getspotit.com\/privacy<\/a><\/p>\n<p>– David<\/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>“YC Application” – <a href=\"https:\/\/www.producthunt.com\/@gustaf\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gustaf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gustaf<\/a> Check it out! We missed the deadline!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Loved working and using this project, I hope you guys will have fun using it!<\/p>\n<\/p>\n<p>-Ciprian<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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’ll be waiting for the expansion, i’m not a Mac user. Onboarding seems fine. Maybe more definitive content<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6N2A4XQ2YDIM3J\" class=\"app-title\">GetDynasty<\/a><\/p>\n<div class=\"one-liner\">Exit tax-free using Trusts. For startup founders.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GetDynasty\u5c06\u5bcc\u88d5\u5bb6\u65cf\u529e\u516c\u5ba4\u4f7f\u7528\u7684QSBS\u4fe1\u6258\u5806\u53e0\u7b56\u7565\u4ea7\u54c1\u5316\uff0c\u5e2e\u52a9\u521d\u521b\u521b\u59cb\u4eba\u53ca\u65e9\u671f\u5458\u5de5\u4ee5\u4f20\u7edf\u6210\u672c\u7684\u4e00\u5c0f\u90e8\u5206\u5b9e\u73b0\u9000\u51fa\u65f6\u514d\u7a0e\uff0c\u6700\u9ad8\u53ef\u89c4\u907f\u8d851500\u4e07\u7f8e\u5143\u7684\u8d44\u672c\u5229\u5f97\u7a0e\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d1dd79e-9268-4707-88cc-941dd7f6d0ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d5a9cad-e605-4748-a6fd-57adb3bfb810.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88839400-4b14-47bf-9321-a3e5c34158b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4927c734-a9b9-46d8-aec8-d748a03ec380.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1ef6a96-d13b-4a95-b0d8-d8fdf5c2c9be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55c87e81-b114-4753-b27a-ca1bc75229d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/563f31da-da28-4c65-8f1a-9f96de8ac634.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dced6294-6f89-414d-ad47-9be7c927c1e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5100a915-db59-4e30-9302-bd55fc727e9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f734923-fa69-4251-80e3-ba4fb72db409.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\/45d68032-3865-4560-8e47-45c5f2a1e230.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/mCsZihZy9FE\"><source src=\"https:\/\/youtu.be\/mCsZihZy9FE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Legal<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7a0e\u6536\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">QSBS\u5806\u53e0<\/span><br \/>\n <span class=\"tag\">\u4fe1\u6258\u8bbe\u7acb<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u9000\u51fa<\/span><br \/>\n <span class=\"tag\">\u7a0e\u52a1\u7b79\u5212<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u8d44\u4ea7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8282\u7a0e\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Carta\u524d\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">trust-as-a-service<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u4e2d\u521b\u59cb\u4eba\u56e2\u961f\u89e3\u91ca\u4e86\u81ea\u8eab\u9057\u61be\uff08\u56e0\u672a\u63d0\u524d\u89c4\u5212\u800c\u591a\u7f34\u7a0e\uff09\uff0c\u5f3a\u8c03\u901a\u8fc7\u8f6f\u4ef6+\u6301\u724c\u4fe1\u6258\u516c\u53f8\u964d\u4f4e\u95e8\u69db\u548c\u6210\u672c\u3002\u7528\u6237\u53cd\u54cd\u79ef\u6781\uff0c\u6709\u795d\u8d3a\u8bed\u548c\u9080\u7ea6\u94fe\u63a5\u3002\u6838\u5fc3\u5efa\u8bae\u662f\uff1a\u8d8a\u65e9\uff08\u80a1\u4efd\u4ef7\u503c\u4f4e\u65f6\uff09\u8bbe\u7acb\uff0c\u6548\u679c\u8d8a\u597d\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 GetDynasty\u5207\u4e2d\u4e86\u4e00\u4e2a\u975e\u5e38\u201c\u9690\u79d8\u4f46\u75db\u611f\u6781\u5f3a\u201d\u7684\u521b\u4e1a\u771f\u95ee\u9898\uff1a\u521b\u59cb\u4eba\u6700\u7ec8\u62ff\u5230\u624b\u7684\u94b1\uff0c\u88ab\u7a0e\u52a1\u5403\u6389\u8fd1\u4e09\u5206\u4e4b\u4e00\u3002\u800c\u9876\u7ea7\u5bcc\u8c6a\u7528QSBS\u4fe1\u6258\u5806\u53e0\u5408\u6cd5\u5b8c\u6210\u96f6\u7a0e\u8d1f\u9000\u51fa\uff0c\u8fd9\u5957\u73a9\u6cd5\u8fc7\u53bb\u53ea\u5bf9\u201c\u79c1\u4eba\u5f8b\u6240\u5ba2\u6237\u201d\u5f00\u653e\u3002Dynasty\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u964d\u7ef4\u666e\u60e0\u201d\u2014\u2014\u628a\u539f\u672c20-50k\u7f8e\u91d1\u3001\u6d41\u7a0b\u9ed1\u7bb1\u7684\u5b9a\u5236\u5316\u670d\u52a1\uff0c\u53d8\u62101500\u7f8e\u91d1\/\u5e74\u3001\u8f6f\u4ef6\u5f15\u5bfc+\u6301\u724c\u4fe1\u6258\u516c\u53f8\u515c\u5e95\u7684\u6807\u51c6\u4ea7\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u5b83\u786e\u5b9e\u89e3\u51b3\u4e86\u9ad8\u4ef7\u503c\u4f46\u4f4e\u9891\u7684\u51b3\u7b56\u96be\u9898\uff1a\u7a0e\u6536\u4f18\u60e0\u7a97\u53e3\u4e0e\u80a1\u6743\u589e\u503c\u65f6\u5e8f\u9ad8\u5ea6\u8026\u5408\uff0c\u8d8a\u65e9\u67b6\u6784\u8d8a\u6709\u6548\uff0c\u4f46\u591a\u6570\u4eba\u5fd9\u4e8e\u521b\u4e1a\u800c\u5ffd\u7565\u3002Dynasty\u4ee5\u201c\u8f6f\u4ef6+\u4fe1\u6258\u724c\u7167\u201d\u53cc\u91cd\u58c1\u5792\uff0c\u964d\u4f4e\u4e86\u521b\u59cb\u4eba\u7684\u8ba4\u77e5\u4e0e\u64cd\u4f5c\u95e8\u69db\uff0c\u590d\u7528\u4e86Carta\u56e2\u961f\u6240\u64c5\u957f\u7684\u201c\u6d41\u7a0b\u6807\u51c6\u5316\u201d\u6253\u5e95\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u51b7\u9759\u770b\u5f85\u7684\u662f\uff1a1\uff09QSBS\u672c\u8eab\u6709\u590d\u6742\u7684\u6cd5\u5f8b\u9002\u7528\u6761\u4ef6\uff08\u5982C-corp\u3001\u4e94\u5e74\u6301\u6709\u671f\u3001\u8d44\u4ea7\u9650\u5236\uff09\uff0c\u4ea7\u54c1\u867d\u7136\u7b80\u5316\u6d41\u7a0b\uff0c\u4f46\u6700\u7ec8\u5408\u89c4\u8d23\u4efb\u4f9d\u7136\u843d\u5728\u7a0e\u52a1\u987e\u95ee\u8eab\u4e0a\uff0c\u8f6f\u4ef6\u65e0\u6cd5\u627f\u8bfa100%\u514d\u7a0e\uff1b2\uff09\u4fe1\u6258\u7ba1\u7406\u6d89\u53ca\u957f\u4e45\u671f\u7684\u5229\u76ca\u4e0e\u6240\u6709\u6743\u7ed3\u6784\uff0c\u4ee51500\u7f8e\u5143\u5e74\u8d39\u662f\u5426\u80fd\u8986\u76d6\u6301\u7eed\u3001\u7a33\u5065\u7684\u53d7\u6258\u7ba1\u7406\u98ce\u9669\uff1f3\uff09\u76ee\u524d\u6838\u5fc3\u573a\u666f\u5728\u201c\u5373\u5c06\u6709\u5b9a\u4ef7\u8f6e\u6b21\u201d\u4e4b\u540e\u7684\u65e9\u671f\u7ed3\u6784\u8bbe\u7f6e\uff0c\u800c\u4e00\u65e6\u80a1\u6743\u5feb\u901f\u589e\u503c\uff0c\u56e0\u8d60\u4e0e\u7a0e\u9650\u5236\uff0c\u7b56\u7565\u5f39\u6027\u4f1a\u6025\u901f\u4e0b\u964d\uff0c\u4ea7\u54c1\u6838\u5fc3\u7528\u6237\u7fa4\u5176\u5b9e\u76f8\u5f53\u7a84\u2014\u2014\u4e0d\u662f\u6240\u6709\u201c\u770b\u8d77\u6765\u7b26\u5408\u6761\u4ef6\u7684\u521b\u59cb\u4eba\u201d\u90fd\u80fd\u53d7\u76ca\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cGetDynasty\u662f\u201c\u7a0e\u6cd5\u5957\u5229\u7684\u4ea7\u54c1\u5316\u201d\uff0c\u65b9\u5411\u6b63\u786e\uff0c\u5e02\u573a\u6e34\u6c42\u3002\u4f46\u521b\u59cb\u4eba\u6700\u6015\u7684\u5f80\u5f80\u4e0d\u662f\u7a0e\u592a\u9ad8\uff0c\u800c\u662f\u89c4\u5212\u540e\u4f9d\u7136\u88ab\u201c\u4e0d\u5408\u89c4\u201d\u53cd\u566c\u3002\u8fd9\u4e2a\u4ea7\u54c1\u7684\u957f\u671f\u62a4\u57ce\u6cb3\uff0c\u4e0d\u662f\u4ee3\u7801\uff0c\u800c\u662f\u6cd5\u5f8b\u4e0e\u7a0e\u52a1\u670d\u52a1\u7684\u771f\u5b9e\u5c65\u7ea6\u80fd\u529b\uff0c\u4ee5\u53ca\u662f\u5426\u80fd\u5728\u89c4\u6a21\u5316\u540e\u7ef4\u6301\u6848\u4f8b\u5c42\u9762\u7684\u9ad8\u80dc\u7387\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\">GetDynasty<\/span>\n <\/div>\n<div class=\"comment-content\">The tax strategy wealthy founders use to exit tax-free, now available to every founder. Most founders lose ~30% of their wealth to taxes at exit, while family offices and ultra-wealthy entrepreneurs use QSBS Stacking to exit tax-free. Dynasty productizes the entire process, so every founder can access the most powerful tax strategy in startup history at a fraction of the traditional cost.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Alessandro here, CEO and Co-Founder of <a href=\"https:\/\/www.getdynasty.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Dynasty<\/a>.<\/p>\n<p>We\u2019re excited to launch Dynasty: a platform that <strong>helps founders exit tax-free using Trusts<\/strong>. <\/p>\n<p>We help founders plan, create, and administer trusts to stack their QSBS exemption (up to $15M+ in potential tax-free gains) at a fraction of the traditional cost, allowing them to take advantage of the greatest tax strategy in the history of startups: <strong>QSBS Trust Stacking.<\/strong><\/p>\n<p>\u2022 \u2022 \u2022<\/p>\n<p><strong>A little context on why we built this:<\/strong><\/p>\n<p>We were the<strong> <\/strong>founding team at Carta (first sales hire, first PM, first engineer, and first exec). We helped scale the business from $0 ARR to $300M+, and eventually had a life-changing equity outcome.<\/p>\n<p>But when we sold, we paid the maximum capital gains tax (23.8% federal + 13% California).<\/p>\n<p>After we left, we learned something that completely changed our perspective: an angel investor friend who <strong>cashed out $40M paid $0 in taxes (perfectly legally) by using QSBS trust stacking<\/strong>. They\u2019d set up trusts for their family and gifted portions of their QSBS shares into those trusts early, multiplying their exemption.<\/p>\n<p>Each trust got up to $15M in tax-free gains could be used as trust-funds for the beneficiaries, and as investment vehicles to compound wealth.<\/p>\n<p>We couldn\u2019t believe it. The strategy existed, it was legal, and it worked, but it was basically locked behind private-client law firms, opaque processes, and $20\u201350k+ engagements.<\/p>\n<p>\u2022 \u2022 \u2022<\/p>\n<p><strong>So we built Dynasty to make it accessible to any founder or early employee.<\/strong><\/p>\n<p>Dynasty productizes the full workflow: planning \u2192 legal structuring \u2192 trust creation \u2192 compliance \u2192 administration \u2192 ongoing support, all guided step-by-step through software so you don\u2019t need to understand trust law or tax code.<\/p>\n<p>Even more impactful: trust administration is handled through our professionally licensed trust company, so maintaining these trusts is dramatically cheaper and easier than the traditional route \u2014 helping you actually capture the benefit at exit. <strong>We are the only venture-backed software company to also be a licensed trust company.<\/strong><\/p>\n<p>If you\u2019re gearing up for a priced round (or even just curious what you could shield), <strong>the earlier you explore this, the better.<\/strong> These structures are simplest and most effective when your shares are still low in value due to gift tax implications.<\/p>\n<p>\u2022 \u2022 \u2022<\/p>\n<p><strong>\ud83e\udd1d PH DEAL: $300 OFF Sign-Up<\/strong> Our pricing is $1,500\/year for up to four trusts. PH founders\/early employees who come via this launch will get $300 off there first year. Offer ends May 15th. <\/p>\n<p>\u2022 \u2022 \u2022<\/p>\n<p><strong>What we\u2019ve done so far:<\/strong><\/p>\n<p>Since we launched in July 2025, we\u2019ve served <strong>over 400 founders<\/strong>, angel investors, and early employees, and created over 1000 trusts for QSBS Stacking alone.<\/p>\n<p>We\u2019re here all day so feel free to ask anything. If you want to learn more, we welcome you to <a href=\"https:\/\/www.getdynasty.com\/book-a-call\/?location=hero_cta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">book a time with our team<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alessandro_chesser1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alessandro_chesser1<\/a> Hey guys! Jordi here from the video.<\/p>\n<\/p>\n<p>If you would like to learn more or get started, feel free to book a 30 minute call with us here: <a href=\"https:\/\/www.getdynasty.com\/book-a-call\/?location=nav-mobile\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Book a call<\/a><\/p>\n<\/p>\n<p>We can discuss how set up would work for your personal equity situation, and answer any questions you have.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can’t wait to save founders billions with you guys! Congrats! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sophia_amorusooo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sophia_amorusooo<\/a> thanks Sophia! Proud to have you on board.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/U5FLZTKBN4GM32\" class=\"app-title\">Open Finance MCP<\/a><\/p>\n<div class=\"one-liner\">Access your bank data in ChatGPT & Claude via Open Finance<\/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>Open Finance MCP \u8ba9\u7528\u6237\u901a\u8fc7\u5df4\u897f\u5f00\u653e\u91d1\u878d\u4f53\u7cfb\uff0c\u76f4\u63a5\u5728ChatGPT\u6216Claude\u7b49AI\u52a9\u624b\u4e2d\u7528\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u81ea\u5df1\u7684\u94f6\u884c\u6d41\u6c34\uff0c\u7701\u53bb\u624b\u52a8\u7ffb\u8d26\u7684\u9ebb\u70e6\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9bcdfa65-2a87-4a4c-9e61-10ce283f9495.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0753d343-8506-41fc-b9bb-12b3c714deda.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e715ef2e-4f72-4ae6-a8b3-ba5c012e1824.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u653e\u91d1\u878d<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u6570\u636eAPI<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u5df4\u897f\u592e\u884c<\/span><br \/>\n <span class=\"tag\">\u94f6\u884c\u6d41\u6c34\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u8d22\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u643a\u5e26\u6743<\/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\u5bf9AI\u76f4\u63a5\u8bbf\u95ee\u94f6\u884c\u6570\u636e\u611f\u5230\u60ca\u8bb6\u4e14\u5173\u6ce8\u9690\u79c1\uff1b\u5f00\u53d1\u8005\u5173\u5fc3\u591a\u94f6\u884c\u591a\u8d26\u6237\u652f\u6301\u53ca\u67e5\u8be2\u9650\u989d\uff1b\u5efa\u8bae\u589e\u52a0\u94f6\u884c\u62a5\u8868\u5bfc\u5165\u66ff\u4ee3\u76f4\u63a5\u8fde\u63a5\uff0c\u964d\u4f4e\u5b89\u5168\u7126\u8651\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Open Finance MCP\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u89e3\u51b3\u4e86AI\u65f6\u4ee3\u201c\u6570\u636e\u5b64\u5c9b\u201d\u4e0e\u201c\u7528\u6237\u63a7\u5236\u6743\u201d\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u5b83\u4e0d\u662f\u53c8\u4e00\u4e2a\u8bb0\u8d26APP\uff0c\u800c\u662f\u4e00\u6839\u6807\u5c3a\u2014\u2014\u4e08\u91cf\u4e86\u201c\u91d1\u878d\u6570\u636e\u53ef\u643a\u5e26\u6743\u201d\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u53ef\u843d\u5730\u6027\u3002\u5176\u6838\u5fc3\u521b\u65b0\u5e76\u975eAI\u63a5\u53e3\u672c\u8eab\uff0c\u800c\u662f\u501f\u52a9\u5df4\u897f\u592e\u884c\u7279\u8bb8\u7684\u5f00\u653e\u91d1\u878d\u6807\u51c6\uff08LGPD\u4e0eOAuth\u878d\u5408\uff09\uff0c\u5c06\u6570\u636e\u4ea4\u4e92\u7684\u5408\u89c4\u6210\u672c\u5185\u90e8\u5316\u3002\u8fd9\u610f\u5473\u7740\u7528\u6237\u53ef\u4ee5\u5728\u4fdd\u6709\u5b8c\u6574\u63a7\u5236\u6743\uff08\u968f\u65f6\u64a4\u9500\u3001\u660e\u786e\u6388\u6743\uff09\u7684\u524d\u63d0\u4e0b\uff0c\u8ba9AI\u5b9e\u65f6\u53c2\u4e0e\u4e2a\u4eba\u8d22\u52a1\u5206\u6790\u3002\u8fd9\u4e00\u70b9\u5bf9\u5168\u7403\u5f00\u53d1\u8005\u662f\u4e00\u4e2a\u91cd\u8981\u542f\u793a\uff1a\u91d1\u878d\u79d1\u6280\u4ea7\u54c1\u7684\u62a4\u57ce\u6cb3\u5df2\u4ece\u5355\u4e00\u529f\u80fd\u8f6c\u5411\u534f\u8bae\u5c42\u5408\u89c4\u80fd\u529b\u3002\u4f46MVP\u9636\u6bb5\u6bcf\u59295\u6b21\u67e5\u8be2\u3001\u5355\u8d26\u6237\u5355\u94f6\u884c\u9650\u5236\uff0c\u66b4\u9732\u4e86\u4ea7\u54c1\u5c1a\u5904\u201c\u6982\u5ff5\u9a8c\u8bc1\u201d\u9636\u6bb5\uff0c\u8fdc\u672a\u89e3\u51b3\u9ad8\u9891\u4f7f\u7528\u4e0e\u591a\u94f6\u884c\u805a\u5408\u7684\u771f\u5b9e\u9700\u6c42\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u5728\u7528\u6237\u65b0\u9c9c\u611f\u6d88\u9000\u524d\uff0cCumbuca\u80fd\u5426\u5c06\u8fd9\u4e00\u201c\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u53ef\u4fe1\u8d56\u7684\u201c\u65e5\u5e38\u52a9\u624b\u201d\u2014\u2014\u5c24\u5176\u662f\u9762\u4e34\u7528\u6237\u5bf9\u9690\u79c1\u6cc4\u9732\u7684\u672c\u80fd\u6050\u60e7\u65f6\uff0c\u4ec5\u6709\u6280\u672f\u5408\u89c4\u8bf4\u8f9e\u4e0d\u8db3\u4ee5\u6d88\u9664\u6050\u60e7\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u76ee\u524d\u6781\u5176\u4f9d\u8d56\u5df4\u897f\u76d1\u7ba1\u6846\u67b6\uff0c\u96be\u590d\u5236\u5230\u7f8e\u56fd\u6216\u5370\u5ea6\u3002\u82e5\u60f3\u5168\u7403\u5316\uff0c\u5c31\u9700\u8981\u62bd\u8c61\u51fa\u901a\u7528MCP\u63a5\u53e3\u9002\u914d\u4e0d\u540c\u5e02\u573a\u7684\u5f00\u653e\u94f6\u884c\u6807\u51c6\u3002\u9510\u8bc4\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u6781\u597d\uff0c\u4f46\u8bf7\u522b\u8ba9\u201c\u76d1\u7ba1\u7ea2\u5229\u201d\u6210\u4e3a\u552f\u4e00\u58c1\u5792\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Open Finance MCP<\/span>\n <\/div>\n<div class=\"comment-content\">What if your AI assistant could see your actual bank statements? The Open Finance Data MCP connects your bank account to ChatGPT, Claude, and any MCP-compatible AI \u2014 through Brazil’s Open Finance. Ask about spending, get summaries, analyze patterns in natural language. No account needed \u2014 authenticate via Open Finance (your CPF + your bank). Your data, your control \u2014 revoke anytime. Setup takes 2 minutes. Built by Cumbuca, a licensed Payment Institution in Brazil.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually crazy, didn’t know you could just plug Open Finance data straight into an AI agent like this. The built-in governance is what makes this actually usable in the real world. We need something like this for India’s AA framework too honestly. How does it handle cases where the data owner needs to manually approve access?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yash_singhal9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yash_singhal9<\/a> Would love to see an MCP for AA framework!!! <\/p>\n<p>On manual approval: the flow is actually quite elegant. When you connect an account, we (as a licensed ITP) initiate the consent request, you get redirected to your own bank’s interface, where you authenticate and explicitly approve what data you’re sharing and for how long. Then you get redirected back to the app with an active consent. It’s essentially OAuth, but for financial data, standardized at the protocol level and enforced by the Central Bank, so giving consent to get your data from any institution in Brazil has the exact same flow. No one can skip it or shortcut it.<\/p>\n<p>Revocation is symmetric: you can go back to your bank’s interface at any time and kill the consent. The MCP gets an authorization error on the next API call immediately.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks cool! But how about the privacy aspects? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sriram_gk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sriram_gk<\/a>Privacy is actually a core constraint of the protocol, not just a policy, the whole thing runs on Brazil’s regulated Open Finance infrastructure, which is governed by the Central Bank and subject to LGPD (Brazil’s data protection law, analogous to GDPR).<\/p>\n<p>A few specifics: you can only link an account that shares your own tax ID (CPF), so there’s no way to access someone else’s data. Consent is explicit and scoped, you choose which accounts and data types to share, and can revoke it anytime from your bank’s own app. The MCP never touches credentials; it receives an access token after you’ve authenticated and consented through your bank directly. We don’t store financial data also, each call fetches live data within the scope of your active consent.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! Bruno from Cumbuca here.<\/p>\n<p>We’re a Payment Institution authorized by Brazil’s Central Bank, and we work with Open Finance infrastructure every day. We had this idea that kept nagging us: Open Finance exists to give people control over their financial data. AI assistants are everywhere. Why can’t I just ask Claude “what did I spend on food last month?” and get an answer from my actual bank account?<\/p>\n<p>So we built it. The Open Finance Data MCP is a Model Context Protocol server that connects your bank account to any MCP-compatible AI assistant (Claude, ChatGPT, etc.) through Brazil’s Open Finance ecosystem.<\/p>\n<p>How it works:<\/p>\n<p>– You add our MCP server URL to your AI client<br \/>\n– First time you ask a financial question, it redirects you to authenticate via Open Finance (your CPF + your bank \u2014 standard, regulated flow)<br \/>\n– After that, you can query your bank data in natural language<\/p>\n<p>What makes this different from personal finance apps:<\/p>\n<p>– No account to create. Authentication is 100% via Open Finance.<br \/>\n– Your data isn’t stored on our servers \u2014 it’s queried in real time.<br \/>\n– You can revoke access at any time.<br \/>\n– It works inside the AI tools you already use daily.<\/p>\n<p>Current scope (MVP):<\/p>\n<p>– Bank statements (one account, one bank)<br \/>\n– Rate limit: ~5 queries\/day<\/p>\n<p>We believe Open Finance only fulfills its promise when regular people can actually *use* their data. AI is the most natural interface for that. This is our attempt to democratize access to what was supposed to be accessible all along.<\/p>\n<p>MCP server URL: <a href=\"http:\/\/www.cumbuca.com\/MCP\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.cumbuca.com\/MCP<\/a><\/p>\n<p>This is part of Cumbuca Launch Week \u2014 we’re shipping 4 tools this week to make Brazil’s financial ecosystem more accessible. <\/p>\n<p>Questions for the community:<\/p>\n<p>– What financial data would you query first if your AI could see your bank account?<br \/>\n– For developers building with MCP \u2014 what’s been your experience so far? What’s missing?<br \/>\n– Would you use this for personal budgeting, business expense tracking, or something else entirely?<\/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\/@bruno_cury\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bruno_cury<\/a> Does multi-bank mean multiple MCP server instances, or one server handling multiple consents? The five-query-per-day limit makes me wonder how this works once you connect a second bank.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Connecting bank data directly to AI assistants sounds useful\u2026 but I\u2019d definitely think twice before linking financial accounts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yogesh40\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yogesh40<\/a> Agreed; maybe a new feature to implement is to guide users based on their bank on how to export their monthly reports to feed in instead? The convenience of a direct connection is real, but seems scary.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PWVQ2GX7VV3VRV\" class=\"app-title\">moar<\/a><\/p>\n<div class=\"one-liner\">Your documents. AI ready. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>moar\u901a\u8fc7AI\u534f\u540c\u4f18\u5316\u7684\u6587\u6863\u538b\u7f29\u5f15\u64ce\uff0c\u5c06\u5927\u6587\u4ef6\u8f6c\u5316\u4e3a\u4fdd\u7559\u8bed\u4e49\u7684Markdown\/CSV\uff0c\u89e3\u51b3\u4e86\u5411ChatGPT\u3001Claude\u7b49AI\u5de5\u5177\u4e0a\u4f20\u6587\u6863\u65f6\u201c\u6587\u4ef6\u8fc7\u5927\u201d\u6216\u201c\u683c\u5f0f\u566a\u97f3\u5bfc\u81f4\u63a8\u7406\u964d\u7ea7\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f70ed9c1-0716-4d68-9756-abdfd84f8971.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8bddc8e3-47f1-41bf-b3b9-018d8fc636fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u6863\u9884\u5904\u7406<\/span><br \/>\n <span class=\"tag\">Token\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">Markdown\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">AI\u517c\u5bb9\u6027<\/span><br \/>\n <span class=\"tag\">\u683c\u5f0f\u6e05\u6d17<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7a97\u53e3\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4ebaGavin\u8be6\u8ff0\u5f00\u53d1\u52a8\u673a\uff1a\u4eba\u7c7b\u6587\u6863\u7684\u683c\u5f0f\u5197\u4f59\uff08\u5982\u5143\u6570\u636e\u3001\u7a7a\u5355\u5143\u683c\uff09\u5bfc\u81f4AI\u5904\u7406\u6548\u7387\u4f4e\u4e0b\uff0cmoar\u7b97\u6cd5\u7531AI\u6a21\u578b\u672c\u8eab\u201c\u8bad\u7ec3\u201d\u800c\u6210\uff0c\u5b9e\u73b095% Token\u8282\u7701\u4e14\u96f6\u8bed\u4e49\u635f\u5931\u3002\u5f3a\u8c03\u4ea7\u54c1\u7eaf\u672c\u5730\u3001\u6c38\u4e45\u514d\u8d39\uff0c\u8bda\u6073\u9080\u8bf7\u7528\u6237\u6d4b\u8bd5\u6781\u7aef\u6848\u4f8b\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 moar\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u201c\u786c\u9700\u6c42\u201d\uff1aAI\u5de5\u5177\u7684\u8f93\u5165\u8d28\u91cf\u9e3f\u6c9f\u3002\u7528\u6237\u652f\u4ed8\u9ad8\u6602\u7684\u8ba2\u9605\u8d39\uff0c\u5b9e\u9645\u5374\u5728\u4e3a\u6587\u6863\u4e2d\u7684\u201c\u5305\u88c5\u5783\u573e\u201d\u4e70\u5355\u2014\u2014PPTX\u7684\u6837\u5f0f\u5143\u6570\u636e\u3001XLSX\u7684\u7a7a\u884c\u3001PDF\u7684\u5d4c\u5165\u5b57\u4f53\uff0c\u8fd9\u4e9b\u5bf9\u4eba\u7c7b\u89c6\u89c9\u53cb\u597d\u7684\u5143\u7d20\uff0c\u5bf9\u5927\u6a21\u578b\u53ea\u6709\u62d6\u7d2f\u3002moar\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5e76\u975e\u7b80\u5355\u505a\u683c\u5f0f\u8f6c\u6362\uff08\u90a3\u662fPandoc\u7684\u6d3b\uff09\uff0c\u800c\u662f\u5c06\u6587\u6863\u89c6\u4e3a\u201cAI\u7684\u9972\u6599\u201d\uff0c\u901a\u8fc7\u4e0e\u6a21\u578b\u5bf9\u8bdd\u5f0f\u7684\u8fed\u4ee3\u6d4b\u8bd5\uff0c\u8bc6\u522b\u5e76\u5254\u966480%\u4ee5\u4e0a\u7684\u975e\u8bed\u4e49Token\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u5fc5\u987b\u51b7\u9759\u770b\u5f85\u5176\u5ba3\u4f20\u7684\u201c95% Token\u8282\u7701\u201d\u3002\u6b64\u6570\u5b57\u5927\u6982\u7387\u5728\u6781\u7aef\u5197\u4f59\u7684\u683c\u5f0f\uff08\u5982\u542b\u5927\u91cf\u7a7a\u767d\u3001\u590d\u6742\u56fe\u8868\u7684PPTX\uff09\u4e0a\u53d6\u5f97\uff0c\u5bf9\u4e8e\u7eaf\u6587\u672cMarkdown\u6216\u7ed3\u6784\u5316JSON\uff0c\u538b\u7f29\u7a7a\u95f4\u5fae\u4e4e\u5176\u5fae\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u201c\u96f6\u670d\u52a1\u5668\u201d\u7684\u9690\u79c1\u627f\u8bfa\uff0c\u8fd9\u5bf9\u5904\u7406\u5408\u540c\u3001\u8d22\u62a5\u7684\u804c\u573a\u7528\u6237\u662f\u5f3a\u5438\u5f15\u529b\uff1b\u4e8c\u662f\u5176\u9488\u5bf9\u6027\u4f18\u5316\u7684\u7c92\u5ea6\u2014\u2014\u5982\u679c\u5b83\u771f\u80fd\u8bc6\u522b\u7279\u5b9a\u683c\u5f0f\u4e0b\u54ea\u4e9b\u5c5e\u6027\uff08\u5982\u6bb5\u843d\u95f4\u8ddd\u3001\u5b57\u4f53\u65cf\uff09\u662fLLM\u7684\u201c\u773c\u7403\u5783\u573e\u201d\uff0c\u5c06\u5927\u5e45\u63d0\u5347\u957f\u6587\u6863\u63a8\u7406\u65f6\u7684\u601d\u8def\u8fde\u8d2f\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u5c40\u9650\u4e5f\u5f88\u660e\u663e\uff1a\u4ec5\u965050MB\u6587\u4ef6\u5355\u4f53\u5904\u7406\uff0c\u7f3a\u4e4f\u6279\u91cf\u6d41\u6c34\u7ebf\u4f5c\u4e1a\u80fd\u529b\uff1b\u53ea\u8f93\u51faMD\u548cCSV\uff0c\u4e22\u5931\u4e86\u539f\u6587\u4ef6\u7684\u89c6\u89c9\u5e03\u5c40\uff0c\u5bf9\u4e8e\u9700\u8981\u4fdd\u7559\u8868\u683c\u8fb9\u6846\u3001\u56fe\u7247\u6807\u6ce8\u7684\u573a\u666f\uff08\u5982\u5b66\u672f\u8bba\u6587\uff09\u652f\u6301\u6709\u9650\u3002\u4f5c\u4e3a\u514d\u8d39\u5de5\u5177\uff0c\u5b83\u662f\u6587\u6863\u5165AI\u524d\u7684\u201c\u6e05\u9053\u592b\u201d\uff0c\u4ef7\u503c\u52a1\u5b9e\u3002\u4f46\u82e5\u60f3\u6210\u4e3a\u771f\u6b63\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5b83\u9700\u8981\u8bc1\u660e\uff1a\u5f53\u9762\u5bf9\u6df7\u5408\u5185\u5bb9\uff08\u5982\u9875\u7709\u9875\u811a\u542b\u5173\u952e\u4f1a\u8bae\u4ee3\u7801\uff09\u65f6\uff0c\u5b83\u7684\u201c\u4f18\u5316\u201d\u4e0d\u4f1a\u53d8\u6210\u201c\u8bef\u4f24\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\">moar<\/span>\n <\/div>\n<div class=\"comment-content\">No more “file too large.” moar extracts real structure from any document and delivers clean, right-sized Markdown or CSV for every AI tool you use including ChatGPT, Claude and Gemini. Up to 95% token savings. Zero loss of meaning. Supports nine formats: PDF, DOCX, PPTX, XLSX, CSV, TXT, MD, JSON and HTML. Files up to 50 MB each. moar is built from the ground up to be 100% private. Your documents never leave your device.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Product Hunt,<\/p>\n<p>I’m Gavin, the creator of moar.<\/p>\n<p>Almost from the moment I started using AI tools, I kept hitting the same wall: I’d drop a long document into Claude or ChatGPT and get “file too large” or watch response quality drop because the model was wading through bloated inputs.<\/p>\n<p>When I opened the source files of these docs, I found layers of formatting metadata, repeated headers, empty cells and other clutter the AI had to read but didn’t actually need. I was paying for a premium subscription and burning most of my context window on pure noise.<\/p>\n<p>I started doing some digging and came to realize that our documents are formatted and designed for human verbosity, not AI comprehension. And then it hit me: to get better results for a human like me, I needed to first make it better for AI.<\/p>\n<p>So I stopped guessing at what AI tools need from documents and I asked them. moar’s optimization algorithms have been co-designed with ChatGPT, Claude, Gemini and other LLMs. Every optimization step tested against what the models actually use versus what they ignore.<\/p>\n<p>Through a series of structured conversations, side-by-side output testing and iterative feedback loops, they told me exactly which formatting metadata is dead weight, which structural cues matter, where bloat costs them attention.<\/p>\n<p>The result is up to 95% token savings with zero loss of meaning for AI tools.<\/p>\n<p>Non-negotiables from day one:<br \/>– moar is 100% private by design. No server, no uploads, no logs. Your documents never leave your device.<br \/>– moar’s AI-native document optimization engine is and always will be free.<\/p>\n<p>Would love your feedback, especially weird files or edge cases I haven’t seen yet. Honest critique very welcome.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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