\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-02<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-03-02<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/S36YZHZNH5ATEA\" class=\"app-title\">GojiberryAI<\/a><\/p>\n<div class=\"one-liner\">AI agents turning high-intent leads into booked demos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">325<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GojiberryAI\u662f\u4e00\u6b3eAI\u9500\u552e\u4ee3\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u8bc6\u522b\u9ad8\u610f\u5411\u8d2d\u4e70\u4fe1\u53f7\u5e76\u751f\u6210\u4e2a\u6027\u5316LinkedIn\u89e6\u8fbe\uff0c\u5e2e\u52a9\u9500\u552e\u56e2\u961f\u5728B2B\u573a\u666f\u4e0b\u7cbe\u51c6\u8f6c\u5316\u6f5c\u5728\u5ba2\u6237\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u964c\u751f\u62d3\u5ba2\u6548\u7387\u4f4e\u3001\u56de\u590d\u7387\u5dee\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a5f6e48-7d21-4fa5-9a13-f67c45988706.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/921b2ea2-9777-4c15-ad54-1c9005431a31.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c87e0dd0-7877-477b-b550-ad4890835a9b.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\/2de21aba-7b9e-493d-b090-7196ae27d8cc.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=t5YeSDBfT4g\"><source src=\"https:\/\/www.youtube.com\/watch?v=t5YeSDBfT4g\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">LinkedIn\u8425\u9500<\/span><br \/>\n <span class=\"tag\">B2B\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">\u610f\u5411\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u89e6\u8fbe<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u51fa\u6d77SaaS<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8425\u9500<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u4fe1\u53f7\u4f18\u5148\u201d\u7406\u5ff5\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u4f20\u7edf\u62d3\u5ba2\u75db\u70b9\u3002\u6709\u6548\u63d0\u95ee\u96c6\u4e2d\u5728\uff1aAI\u4ee3\u7406\u67b6\u6784\u3001\u9ad8\u610f\u5411\u4fe1\u53f7\u7684\u5b9a\u4e49\u4e0e\u6743\u91cd\u3001LinkedIn\u5e73\u53f0\u5408\u89c4\u6027\u3001\u4fe1\u53f7\u51c6\u786e\u6027\u53ca\u8bef\u62a5\u8fc7\u6ee4\u673a\u5236\u3001\u662f\u5426\u5177\u5907\u4ece\u6210\u4ea4\u7ed3\u679c\u4e2d\u5b66\u4e60\u7684\u80fd\u529b\u3001\u4ee5\u53ca\u81ea\u52a8\u8ddf\u8fdb\u529f\u80fd\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u56de\u590d\u4e86\u4fe1\u53f7\u8bc4\u5206\u903b\u8f91\u4e0e\u4ea7\u54c1\u67b6\u6784\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 GojiberryAI\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u6cdb\u6ee5\u7684\u201c\u66b4\u529b\u7fa4\u53d1\u201d\u5f0f\u9500\u552e\u81ea\u52a8\u5316\u7684\u4e00\u6b21\u7cbe\u51c6\u53cd\u53db\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u9500\u552e\u89e6\u8fbe\u4ece\u201c\u6982\u7387\u6e38\u620f\u201d\u8f6c\u5411\u201c\u65f6\u673a\u827a\u672f\u201d\u3002\u901a\u8fc7\u6293\u53d6\u7ade\u54c1\u4e92\u52a8\u3001\u804c\u4f4d\u53d8\u66f4\u3001\u878d\u8d44\u4e8b\u4ef6\u7b49\u591a\u7ef4\u5ea6\u4fe1\u53f7\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u9500\u552e\u73af\u8282\u524d\u7f6e\u4e86\u4e00\u4e2a\u52a8\u6001\u7684\u201c\u610f\u5411\u96f7\u8fbe\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u9769\u547d\u6027\u201d\u9762\u4e34\u51e0\u91cd\u62f7\u95ee\u3002\u9996\u5148\uff0c\u4fe1\u53f7\u566a\u58f0\u7684\u8fc7\u6ee4\u662f\u6c38\u6052\u96be\u9898\u3002\u5c3d\u7ba1\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u57fa\u4e8e\u7279\u5f02\u6027\u3001\u9891\u7387\u3001\u590d\u5408\u4fe1\u53f7\u7684\u8bc4\u5206\u673a\u5236\uff0c\u4f46\u5728\u5b9e\u64cd\u4e2d\uff0c\u5982\u4f55\u5e73\u8861\u201c\u4e0d\u6f0f\u62a5\u201d\u4e0e\u201c\u4f4e\u8bef\u62a5\u201d\uff0c\u5c24\u5176\u662f\u5728\u4e0d\u540c\u884c\u4e1a\u3001\u4e0d\u540c\u5ba2\u5355\u4ef7\u6a21\u578b\u4e2d\u52a8\u6001\u8c03\u6574\u6743\u91cd\uff0c\u4ecd\u662f\u4e00\u4e2a\u9700\u8981\u5927\u91cf\u6570\u636e\u5582\u517b\u548c\u8c03\u4f18\u7684\u9ed1\u76d2\u3002\u5176\u6b21\uff0c\u4e25\u91cd\u4f9d\u8d56LinkedIn\u5355\u4e00\u5e73\u53f0\u65e2\u662f\u5176\u7cbe\u51c6\u5ea6\u7684\u6765\u6e90\uff0c\u4e5f\u662f\u5176\u6700\u5927\u7684\u98ce\u9669\u655e\u53e3\u3002\u5e73\u53f0\u653f\u7b56\u7684\u4efb\u4f55\u98ce\u5439\u8349\u52a8\u90fd\u53ef\u80fd\u4f7f\u5176\u6838\u5fc3\u529f\u80fd\u762b\u75ea\uff0c\u6240\u8c13\u7684\u201c\u5408\u89c4\u6027\u201d\u5728\u8ffd\u6c42\u89c4\u6a21\u6548\u5e94\u65f6\u6781\u6613\u89e6\u78b0\u7ea2\u7ebf\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u5929\u82b1\u677f\u6e05\u6670\u53ef\u89c1\uff1a\u5b83\u4f18\u5316\u7684\u662f\u89e6\u8fbe\u73af\u8282\u7684\u8f6c\u5316\u7387\uff0c\u4f46\u65e0\u6cd5\u89e3\u51b3\u4ea7\u54c1\u5e02\u573a\u5339\u914d\u5ea6\u3001\u9500\u552e\u8bdd\u672f\u95ed\u73af\u7b49\u66f4\u6839\u672c\u7684\u95ee\u9898\u3002\u5f53\u6240\u6709\u73a9\u5bb6\u90fd\u5f00\u59cb\u4f7f\u7528\u7c7b\u4f3c\u7684\u201c\u4fe1\u53f7\u5de5\u5177\u201d\u65f6\uff0c\u7ade\u4e89\u5c06\u91cd\u65b0\u56de\u5f52\u5230\u6d88\u606f\u5185\u5bb9\u672c\u8eab\u548c\u4e2a\u4eba\u5316\u7a0b\u5ea6\u7684\u6bd4\u62fc\uff0c\u84dd\u6d77\u53ef\u80fd\u8fc5\u901f\u53d8\u7ea2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cGojiberryAI\u662f\u9500\u552e\u6280\u672f\u6808\u5411\u7cbe\u7ec6\u5316\u3001\u667a\u80fd\u5316\u6f14\u8fdb\u7684\u4e00\u4e2a\u6709\u529b\u6ce8\u811a\u3002\u5b83\u771f\u6b63\u670d\u52a1\u7684\uff0c\u662f\u90a3\u4e9b\u5df2\u7ecf\u62e5\u6709\u660e\u786e\u7406\u60f3\u5ba2\u6237\u753b\u50cf\u3001\u4f46\u82e6\u4e8e\u65e0\u6cd5\u9ad8\u6548\u8bc6\u522b\u5176\u8d2d\u4e70\u65f6\u673a\u7684\u6210\u719fB2B\u4f01\u4e1a\u3002\u5bf9\u4e8e\u65e9\u671f\u521d\u521b\u516c\u53f8\u6216\u76ee\u6807\u5e02\u573a\u6a21\u7cca\u7684\u56e2\u961f\u800c\u8a00\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u66f4\u9ad8\u6548\u7684\u201c\u5783\u573e\u4fe1\u606f\u53d1\u5c04\u5668\u201d\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u4fe1\u53f7\u6a21\u578b\u80fd\u5426\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u58c1\u5792\uff0c\u4ee5\u53ca\u80fd\u5426\u4ece\u201cLinkedIn\u81ea\u52a8\u5316\u5de5\u5177\u201d\u6210\u529f\u8f6c\u578b\u4e3a\u8de8\u5e73\u53f0\u7684\u201c\u4e70\u65b9\u884c\u4e3a\u5206\u6790\u5f15\u64ce\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\">GojiberryAI<\/span>\n <\/div>\n<div class=\"comment-content\">Stop blasting cold lists. Gojiberry detects intent signals, finds warm prospects, and personalizes LinkedIn outreach end-to-end\u2014so you can track which signals convert into real conversations.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Rom\u00e0n, co-founder of <strong>GojiberryAI<\/strong><\/p>\n<\/p>\n<p>We built Gojiberry because outbound is broken.<\/p>\n<\/p>\n<p>Founders and small sales teams waste hours:<\/p>\n<p>\u2022 Scraping random leads<\/p>\n<p>\u2022 Sending generic \u201cHey {{first_name}}\u201d messages<\/p>\n<p>\u2022 Guessing who might be interested<\/p>\n<p>\u2022 Burning accounts with bad automation<\/p>\n<p>And the worst part? Most of those people were never ready to buy.<\/p>\n<p>So instead of automating spam\u2026 we decided to automate intent.<\/p>\n<\/p>\n<p>GojiberryAI is an AI GTM Brain that:<\/p>\n<p>\u2192 Detects high-intent buying signals (profile views, job changes, funding, competitor engagement, content interactions)<\/p>\n<p>\u2192 Enriches and qualifies leads automatically<\/p>\n<p>\u2192 Generates hyper-personalized LinkedIn conversations<\/p>\n<p>\u2192 Centralizes everything in one inbox<\/p>\n<p>\u2192 Lets you fine-tune campaigns with an AI Co-Pilot<\/p>\n<\/p>\n<p>Unlike traditional outreach tools that focus on volume, we focus on signal first, message second.<\/p>\n<\/p>\n<p>The result:<\/p>\n<p>\u2022 Higher reply rates<\/p>\n<p>\u2022 More booked demos<\/p>\n<p>\u2022 Less manual work<\/p>\n<p>\u2022 No copy-paste templates<\/p>\n<\/p>\n<p>We\u2019ve used this system to generate hundreds of conversations and scale from 0 to $1M ARR, and now we\u2019re opening it to the PH community.<\/p>\n<\/p>\n<p>\ud83c\udf81 Product Hunt Special<\/p>\n<p>We\u2019re offering an exclusive launch discount for the PH community.<\/p>\n<p>Use code: PH10 for 10% off your first month.<\/p>\n<p>We\u2019ll be here all day answering questions, sharing our exact stack, and being fully transparent about what works (and what doesn\u2019t).<\/p>\n<p>Thanks for checking us out, excited to hear your feedback \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>51<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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_cz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_cz<\/a> Hi Roman. This is amazing. Congratulations on launching! What\u2019s the architecture behind the AI agents? How do they research, enrich, and act on leads automatically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roman_cz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_cz<\/a> Signal first, message second is a strong positioning shift.<\/p>\n<p>A few things I\u2019m curious about:<\/p>\n<ol>\n<li>\n<p>How do you define and weight \u201chigh-intent\u201d signals? For example, a job change vs. competitor engagement vs. content interaction, do you score them differently by industry or deal size?<\/p>\n<\/li>\n<li>\n<p>Since LinkedIn automation can burn accounts quickly, how are you staying compliant with platform policies while still operating at scale?<\/p>\n<\/li>\n<li>\n<p>Over time, does Gojiberry learn from closed-won vs. closed-lost deals to refine signal quality, or is it rule-based?<\/p>\n<\/li>\n<\/ol>\n<p>If you truly solve the \u201cready-to-buy vs. never-interested\u201d problem, that\u2019s where the real leverage is.<\/p>\n<p>Would love to hear what signal surprised you the most in terms of predictive power. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi<a href=\"https:\/\/www.producthunt.com\/@roman_cz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_cz<\/a> , this is really so sick, as a founder too, I feel this is a masterpiece of startup productivity. Strategiemailing is one of the bottlenecks that startups face.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>These guys are the best at solving a problem that nobody solved well, at a right price in that space AND they build an integration with Breakcold \ud83d\ude42 <\/p>\n<p>Go try it! GG <a href=\"https:\/\/www.producthunt.com\/@roman_cz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"roman_cz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_cz<\/a> <a href=\"https:\/\/www.producthunt.com\/@pierre_eliott_llt\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pierre_eliott_llt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pierre_eliott_llt<\/a> <a href=\"https:\/\/www.producthunt.com\/@dylan_teixeira\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dylan_teixeira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dylan_teixeira<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>41<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pierre_eliott_llt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pierre_eliott_llt<\/a> <a href=\"https:\/\/www.producthunt.com\/@dylan_teixeira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dylan_teixeira<\/a> <a href=\"https:\/\/www.producthunt.com\/@arnaud_belinga1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arnaud_belinga1<\/a> Thanks a lot, Arnaud. We are doing our best, and Breakcold is a great product that a lot of our customers use, so an integration was a no-brainer ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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_cz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_cz<\/a> <a href=\"https:\/\/www.producthunt.com\/@dylan_teixeira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dylan_teixeira<\/a> <a href=\"https:\/\/www.producthunt.com\/@arnaud_belinga1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arnaud_belinga1<\/a> We love working with Breakcold Arnaud!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Nice app and a very serious team \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sebastientissier\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebastientissier<\/a> Thanks a lot S\u00e9bastien !! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sebastientissier\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebastientissier<\/a> Thanks Seb!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>another day another gold!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thank you boss ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>35<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thank you!! Appreciate 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>Been seeing yall a lot on socials. very well cracked the game! All love and support \ud83d\ude42 Would love to learn a thing or two \ud83d\ude42 <a href=\"https:\/\/www.producthunt.com\/@roman_cz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"roman_cz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_cz<\/a> <a href=\"https:\/\/www.producthunt.com\/@pierre_eliott_llt\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pierre_eliott_llt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pierre_eliott_llt<\/a> <a href=\"https:\/\/www.producthunt.com\/@dylan_teixeira\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dylan_teixeira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dylan_teixeira<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pierre_eliott_llt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pierre_eliott_llt<\/a> <a href=\"https:\/\/www.producthunt.com\/@dylan_teixeira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dylan_teixeira<\/a> <a href=\"https:\/\/www.producthunt.com\/@neelptl2602\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelptl2602<\/a> Hello Neel ! Thanks for the kind words ! <br \/>I’d love to answer all your questions ! <\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>amazing product, made by an amazing team<\/p>\n<p>LFG <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@axel_marketing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@axel_marketing<\/a> Thanks a lot Axel ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@axel_marketing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@axel_marketing<\/a> <br \/>What\u2019s moment in Gojiberry I\u2019ll hit that makes me say \u201cokay, sold\u201d?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@axel_marketing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@axel_marketing<\/a> thanks a lot \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Saw this launch as soon as thought expanding my product for b2b, gonna try 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>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@igor_martinyuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igor_martinyuk<\/a> Thank you for your message Igor ! If you need anything, you can ping us on our website or by email. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@igor_martinyuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igor_martinyuk<\/a> It’d be a pleasure to see you soon on Gojiberry AI!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea of automating intent instead of spam. Feels like the right evolution for modern sales teams \ud83d\ude80<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you so much for your comment, Abdul. Intent leads convert way better than random leads, and this is the right evolution for the sales 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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/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>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 for the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elie_lecha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elie_lecha<\/a> Thanks Elie !! We\u2019re Submagic users and we love your tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elie_lecha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elie_lecha<\/a> Thanks Elie!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 solving a real pain point. Cold outreach has always felt like shouting into a void, the intent signal approach makes so much more sense.<\/p>\n<p>Curious about one thing, how do you handle signal accuracy? Like if someone liked a LinkedIn post about “sales tools,” does Gojiberry flag them as a buyer, or is there more filtering happening behind the scenes to reduce false positives?<\/p>\n<p>Also the “one prompt to build a lead list” UX sounds really clean. Is that powered by a custom model or GPT-based?<\/p>\n<p>Congrats on the launch, B2B teams are going to love this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> Love this question, that\u2019s exactly the right skepticism to have.<\/p>\n<p>On signal accuracy \ud83d\udc47<\/p>\n<p>We don\u2019t treat a single lightweight action (like one random \u201csales tools\u201d like) as buying intent.<\/p>\n<p>There\u2019s a big difference between:<\/p>\n<p>Weak signal<br \/>Someone liked a broad industry post once.<\/p>\n<p>Strong signal<br \/>Someone repeatedly engages with a direct competitor, comments on implementation content, recently changed into a relevant role, and works at a company hiring for that function.<\/p>\n<p>Gojiberry scores signals based on:<\/p>\n<p>\u2022 Specificity (generic topic vs competitor-level engagement)<br \/>\u2022 Frequency (one interaction vs repeated behavior)<br \/>\u2022 Context (persona + company ICP fit)<br \/>\u2022 Recency (fresh signals weigh more)<br \/>\u2022 Signal stacking (multiple signals compound the score)<\/p>\n<p>So instead of binary \u201cbuyer \/ not buyer\u201d, it\u2019s probabilistic. A single soft action won\u2019t trigger outreach unless it aligns with strong ICP fit and other reinforcing signals.<\/p>\n<p>That\u2019s how we reduce false positives and avoid the \u201ceveryone who liked SaaS = hot lead\u201d trap.<\/p>\n<p>On the \u201cone prompt lead list\u201d UX \ud83d\udc47<\/p>\n<p>It\u2019s not just raw GPT on top of a database.<\/p>\n<p>We combine:<\/p>\n<p>\u2022 Structured data filters<br \/>\u2022 Signal engine<br \/>\u2022 ICP modeling layer<br \/>\u2022 Then an LLM layer to translate natural language into structured queries + refine targeting<\/p>\n<p>So when you type something like:<\/p>\n<p>\u201cAI-native B2B SaaS hiring for sales and engaging with Apollo\u201d<\/p>\n<p>It gets converted into a multi-layer rule set behind the scenes.<\/p>\n<p>The LLM is the interface.<br \/>The intelligence is in the signal + scoring engine.<\/p>\n<p>Really appreciate the thoughtful questions, this is exactly the type of detail B2B teams care about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Does the AI handle follow-ups if a lead doesn’t book a demo immediately?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tamim_sourav\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tamim_sourav<\/a> Thanks a lot, Tamim. Not yet, but it will handle it very soon. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck with 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\/@aleksei_kozlov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aleksei_kozlov<\/a> Thanks Aleksei ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it actually detect high-intent buying signals? Curious to use it. Congratulations on the launch, <a href=\"https:\/\/www.producthunt.com\/@roman_cz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"roman_cz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_cz<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Really appreciate it \ud83d\ude4f<\/p>\n<\/p>\n<p>We don\u2019t rely on generic \u201cAI guesses.\u201d We track real, observable intent signals across LinkedIn and company-level events.<\/p>\n<p>Concretely, we detect things like:<\/p>\n<p>\u2022 People engaging with your competitors (likes, comments, follows)<br \/>\u2022 Prospects viewing your profile multiple times<br \/>\u2022 Job changes into relevant roles<br \/>\u2022 Companies hiring for roles that indicate budget or need<br \/>\u2022 Funding events<br \/>\u2022 Tech stack signals<br \/>\u2022 Trigger events tied to your ICP<\/p>\n<p>Then we layer that with:<\/p>\n<ol>\n<li>\n<p>ICP matching (persona + company fit)<\/p>\n<\/li>\n<li>\n<p>Signal strength (how strong the buying intent actually is)<\/p>\n<\/li>\n<li>\n<p>Recency (how fresh the signal is)<\/p>\n<\/li>\n<\/ol>\n<p>Each lead gets an AI score based on those combined factors, so you\u2019re only reaching out when timing + fit + intent align.<\/p>\n<p>That\u2019s why reply rates are dramatically higher compared to cold lists.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck guys! The tool looks solid. Surely research and try it on weekend. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alesia_cherniavskaia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alesia_cherniavskaia<\/a> Thanks a lot Alesia !! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 an early customer (and still am a customer), and this tool has always been worth keeping, always gave me good results. The team is wonderful too, very helpful guys.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@whoworksthere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whoworksthere<\/a> Thank you so much, Stuart, for your comment. It’s amazing to see you 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><a href=\"https:\/\/www.producthunt.com\/@roman_cz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"roman_cz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_cz<\/a> <a href=\"https:\/\/www.producthunt.com\/@pierre_eliott_llt\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pierre_eliott_llt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pierre_eliott_llt<\/a> What an amazing team and product. Have been using gojiberryAI for a while and can confirm its a game changer. Plus they are always available to assist whenever I needed help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roman_cz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_cz<\/a> <a href=\"https:\/\/www.producthunt.com\/@shreejit_sen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreejit_sen<\/a> Thanks mate ! I really appreciate the support \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the product and the launch!<\/p>\n<\/p>\n<p>QQ: The “intent first, message second” approach makes sense, but how do you filter false positives? Like, someone liking a competitor’s post could mean they’re evaluating options, or it could just mean they thought the post was interesting. How do you weigh different signals to avoid chasing people who aren’t actually in buying mode?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Going to check it our now! I started building a similar solution, but this is much better \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!<\/p>\n<p>How is it different from Clodo AI? I’m interested in trying it out.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agzee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agzee<\/a> I’ve never tried Clodo AI to be honest ahah. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Finally! Finally, there’s a tool that distinguishes between quantity and quality in sales. What is interesting most about Gojiberry is focusing on buying intent instead of spamming people with random messages. In a world where LinkedIn is crowded with annoying messages, having a tool that understands signals (like job changes or competitor engagement) and crafts a personalized message based on them\u2014this is the real future of sales. A question for the team: Does the tool currently support Arabic in signal detection or message writing? Cheers to you on the fantastic launch and on to the next million \ud83d\ude80<\/p>\n<\/p>\n<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@dylan_teixeira\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dylan_teixeira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dylan_teixeira<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you promote B2B SaaS? I am currently launching my AI-based B2B product on the market, and I am really interested in where you get your customers from. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">Congrats on the launch! I have a question regarding how you handle privacy concerns since your ICP profile modeling requires data like profile views and content interactions.<\/div>\n<div class=\"comment-actions\">\n<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\/@melanie_z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melanie_z<\/a> Do you have a specific question in mind? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super interesting focusing on intent over volume makes a lot of sense <\/p>\n<p>Curious \u2014 with tracking signals from platforms like LinkedIn and automating outreach, how are you handling things like data privacy and account safety? <\/p>\n<p>Especially avoiding issues like platform restrictions or unintended access risks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shrujal_mandawkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrujal_mandawkar1<\/a> At Gojiberry AI, we value privacy.<\/p>\n<p>We have implemented many security safeguards to keep your account safe, such as limits on message volume and connection requests.<\/p>\n<p>Regarding data privacy, we do not store your password. It is securely stored in the cloud.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I know Gojiberry from long time (not personally), first from reddit couple of months, this is one of the rarest indie products to launch on PH with significant MRR – over $80k as per TrustMRR, Congrats to them.<\/div>\n<div class=\"comment-actions\">\n<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\/@koderkashif\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@koderkashif<\/a> Thanks a lot Koder ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 idea! Is there pricing for solo founders or startups? $100\/mo is steep for most people.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jaceperry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaceperry<\/a> It’s for both. But there is a 7-day free trial. Plus, you can use the promo code PH10. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>High reply rates are good, but pipeline quality is what matters. Have you seen improvements in close rates too, or mainly top-of-funnel lift?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a> Yes, with intent, the closing rates are way, way better. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 guys! With your experience from gojiberry, what\u2019s one GTM lesson you\u2019ve learned? And what\u2019s the inspiration behind the name \u201cGojiberry\u201d?! It sounds sweet, I like it! lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> The one lesson I have learnt is that intent always beats volume !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@roman_cz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"roman_cz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_cz<\/a> congrats on your launch and great product! Does this primarily only work with LinkedIn and would this require Sales Navigator enabled to enable DMs to people with intent but not yet in your network?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jerrybyday\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerrybyday<\/a> Thanks a lot ! You don’t need SalesNavigator to use Gojiberry AI. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/VMYKJP45PKNVUR\" class=\"app-title\">Crawler.sh<\/a><\/p>\n<div class=\"one-liner\">Free Local AEO & SEO Spider and a Markdown content extractor<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">297<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u3001\u5feb\u901f\u9ad8\u6548\u7684\u7f51\u9875\u722c\u866b\u4e0eSEO\/AEO\u5206\u6790\u5de5\u5177\uff0c\u901a\u8fc7\u7ec8\u7aef\u6216\u684c\u9762\u5e94\u7528\uff0c\u4e3aSEO\u4ece\u4e1a\u8005\u548c\u5185\u5bb9\u5904\u7406\u8005\u89e3\u51b3\u4e86\u5728\u81c3\u80bf\u7684\u4f01\u4e1a\u5de5\u5177\u3001\u7f13\u6162\u7684\u4e91\u670d\u52a1\u548c\u81ea\u884c\u62fc\u51d1\u811a\u672c\u4e4b\u95f4\u8270\u96be\u6289\u62e9\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ccdcbae6-109e-4b66-894c-db0c5b366164.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14d376dd-cc03-471d-b301-fb1ff5484ec7.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\/8fdbfbe9-6d2a-4665-bdfb-7b2c0f3c4f15.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=mRvjx6KIKpU\"><source src=\"https:\/\/www.youtube.com\/watch?v=mRvjx6KIKpU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u9875\u722c\u866b<\/span><br \/>\n <span class=\"tag\">SEO\u5206\u6790\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AEO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Markdown\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">Rust\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5ba1\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u672c\u5730\u4f18\u5148\u3001\u5feb\u901f\u3001\u9690\u79c1\u4fdd\u62a4\u7684\u5b9a\u4f4d\u53caMarkdown\u63d0\u53d6\u529f\u80fd\u3002\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728\uff1a\u5bf9JavaScript\u91cd\u578b\u7f51\u7ad9\uff08\u5982React\/Next.js\uff09\u7684\u722c\u53d6\u80fd\u529b\uff1bAEO\u5206\u6790\u7684\u5177\u4f53\u6df1\u5ea6\u4e0e\u5efa\u8bae\uff1b\u4e0eFirecrawl\u3001ScreamingFrog\u7b49\u5de5\u5177\u7684\u5dee\u5f02\uff1b\u672a\u6765\u56e2\u961f\u8ba1\u5212\u4e0e\u4e91\u529f\u80fd\uff1b\u4ee5\u53ca\u9632\u6b62\u722c\u53d6\u654f\u611f\u6570\u636e\u7684\u5b89\u5168\u63aa\u65bd\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 Crawler.sh \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5e02\u573a\u7f1d\u9699\uff1a\u5728\u7b28\u91cd\u7684\u4f01\u4e1aSaaS\u4e0e\u9700\u8981\u9ad8\u7ef4\u62a4\u6210\u672c\u7684\u811a\u672c\u4e4b\u95f4\uff0c\u63d0\u4f9b\u4e00\u4e2a\u9ad8\u6548\u3001\u9690\u79c1\u53cb\u597d\u7684\u672c\u5730\u5316\u89e3\u51b3\u65b9\u6848\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u7edd\u5bf9\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5f00\u53d1\u8005\/SEO\u4e13\u5bb6\u5de5\u4f5c\u6d41\u201d\u7684\u7280\u5229\u6574\u5408\u4e0e\u7b80\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u722c\u866b\u3001SEO\/AEO\u5206\u6790\u3001\u5185\u5bb9\u6e05\u6d17\u63d0\u53d6\u4e09\u5408\u4e00\uff0c\u5e76\u7528Rust\u5b9e\u73b0\u6027\u80fd\u627f\u8bfa\uff0c\u76f4\u63a5\u56de\u5e94\u4e86\u5e02\u573a\u5bf9\u901f\u5ea6\u4e0e\u6570\u636e\u4e3b\u6743\u7684\u9700\u6c42\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u80fd\u5426\u5904\u7406JS\u6e32\u67d3\u7ad9\u70b9\u201d\u7684\u7591\u95ee\uff0c\u66b4\u9732\u4e86\u5176\u4f5c\u4e3a\u672c\u5730\u722c\u866b\u7684\u6838\u5fc3\u6311\u6218\u3002\u82e5\u4ec5\u80fd\u5904\u7406\u9759\u6001HTML\uff0c\u5219\u5176\u5ba3\u79f0\u7684\u201c\u66ff\u4ee3\u4f01\u4e1a\u5de5\u5177\u201d\u7684\u80fd\u529b\u5c06\u5927\u6253\u6298\u6263\uff0c\u8fd9\u5c06\u662f\u9a8c\u8bc1\u5176\u5b9e\u9645\u4ef7\u503c\u7684\u5173\u952e\u6280\u672f\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201cAEO\u5206\u6790\u201d\u662f\u53e6\u4e00\u4e2a\u8425\u9500\u4eae\u70b9\uff0c\u4f46\u8bc4\u8bba\u5bf9\u5176\u6df1\u5ea6\u7684\u8d28\u7591\u975e\u5e38\u4e13\u4e1a\u3002\u5f53\u524dAEO\u6982\u5ff5\u5c1a\u5728\u6f14\u5316\uff0c\u82e5\u5de5\u5177\u4ec5\u63d0\u4f9b\u57fa\u7840\u7684Schema\u68c0\u67e5\uff0c\u800c\u672a\u89e6\u53ca\u5185\u5bb9\u8bed\u4e49\u3001\u95ee\u7b54\u5bf9\u7ed3\u6784\u7b49\u66f4\u6df1\u5c42\u7684\u201cAI\u53cb\u597d\u5ea6\u201d\u8bc4\u4f30\uff0c\u5219\u6b64\u529f\u80fd\u6613\u6d41\u4e8e\u5671\u5934\u3002\u5f00\u53d1\u8005\u9700\u660e\u786e\u5176\u5206\u6790\u7ef4\u5ea6\uff0c\u5426\u5219\u4f1a\u5f15\u53d1\u7528\u6237\u9884\u671f\u843d\u5dee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u7528\u6237\u53cd\u9988\u63ed\u793a\u4e86\u4ece\u201c\u5de5\u5177\u201d\u5230\u201c\u4ea7\u54c1\u201d\u7684\u5fc5\u7ecf\u4e4b\u8def\uff1a\u56e2\u961f\u534f\u4f5c\u3001\u4e91\u540c\u6b65\u3001\u667a\u80fd\u4fee\u590d\u5efa\u8bae\uff08\u800c\u975e\u4ec5\u53d1\u73b0\u95ee\u9898\uff09\u4ee5\u53ca\u5b89\u5168\u4f26\u7406\u8fb9\u754c\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u662f\u4e00\u628a\u950b\u5229\u7684\u745e\u58eb\u519b\u5200\uff0c\u6df1\u53d7\u4e2a\u4f53\u6280\u672f\u7231\u597d\u8005\u559c\u7231\u3002\u4f46\u8981\u4ece\u5c0f\u4f17\u5229\u5668\u6210\u957f\u4e3a\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u4ea7\u54c1\uff0c\u5b83\u5fc5\u987b\u5728\u4fdd\u6301\u6838\u5fc3\u4f18\u52bf\u7684\u540c\u65f6\uff0c\u5728\u4f01\u4e1a\u7ea7\u529f\u80fd\u3001\u667a\u80fd\u5316\u8f85\u52a9\u4e0e\u52a8\u6001\u7f51\u9875\u5904\u7406\u80fd\u529b\u4e0a\u505a\u51fa\u8270\u96be\u800c\u5fc5\u8981\u7684\u5e73\u8861\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u53cd\u6620\u4e86\u5e02\u573a\u5bf9\u201c\u7b80\u7ea6\u3001\u53ef\u63a7\u3001\u9ad8\u6548\u201d\u5de5\u5177\u56de\u5f52\u7684\u6e34\u671b\uff0c\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4e13\u4e1a\u6df1\u5ea6\u4e0e\u6613\u7528\u6027\u4e4b\u95f4\u627e\u5230\u66f4\u7a33\u56fa\u7684\u652f\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Crawler.sh<\/span>\n <\/div>\n<div class=\"comment-content\">A fast, local-first web crawler and AEO & SEO analysis tool. Crawl entire sites in seconds from the terminal or a native desktop app, run automated SEO checks, extract content as clean Markdown, and export to JSON, CSV, or Sitemap XML.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I built crawler.sh because I kept running into the same problem: every time I needed to audit a website’s SEO or extract its content, I had to choose between bloated enterprise tools, slow cloud services, or stitching together a bunch of scripts.<\/p>\n<p>crawler.sh is a single tool that does all three: crawling, SEO analysis, and content extraction, from the terminal or a native desktop app. It’s built in Rust so it’s fast, it runs locally so your data stays private, and it outputs standard formats so you can take the results anywhere.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mehmetkose\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehmetkose<\/a> how is this different from firecrawl? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@mehmetkose\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehmetkose<\/a> Congrats on your launch! You got me at bloated enterprise tools. After an SEO\/AEO analysis, does this also offer suggestions to fix the detected issues? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mehmetkose\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehmetkose<\/a> Congratulations! What decisions did you make to ensure the crawler is fast, reliable, and suitable for both local use and larger projects?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Local-first approach is underrated, most SEO tools are cloud-heavy and slow. The fact that this runs from terminal AND has a native desktop app is a nice touch for different types of users.<\/p>\n<\/p>\n<p>The Markdown extraction feature caught my eye specifically,been looking for something that can cleanly pull content without all the HTML noise. How does it handle JavaScript-heavy sites like React or Next.js? Does it wait for JS to render or purely static crawl?<\/p>\n<\/p>\n<p>Also curious, AEO (Answer Engine Optimization) is still pretty new territory. What kind of checks are you running for that specifically? Most tools haven’t caught up there yet.<\/p>\n<p>Congrats on the launch, terminal-based dev tools don’t get enough love on PH!<\/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>Man, markdown extraction is such a lifesaver when dealing with giant websites. Way easier than my old ‘copy-paste marathon’ method. \ud83d\ude02<\/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\/@djordjevic_nikola\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djordjevic_nikola<\/a> Oh that’s exactly what i would like to hear. Give me some more :)) Also check it out that you can copy your SEO issues as a prompt so your llm can go fix. <\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ff2b0d1-7a20-4cc5-a70f-ce1119978582.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>Loving the ease of this. Is there a team plan?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> Thank you <a href=\"https:\/\/www.producthunt.com\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Jacklyn William<\/strong><\/a><strong> <\/strong>I’m thrilled! I’m adding this on the roadmap! Will let you know when is implemented. Also the cloud functionality is on the 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>Great tool for SEO enthusiasts! How does <a href=\"http:\/\/Crawler.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Crawler.sh<\/a> handle dynamic JavaScript-heavy websites during the crawl?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, <a href=\"https:\/\/www.producthunt.com\/@mehmetkose\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mehmetkose\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehmetkose<\/a>! Curious to see how the platform provides feedback on the issues <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Well done and congrats for the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@weiss_arnaud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@weiss_arnaud<\/a> Thank you Arnaud!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Fast, private, and outputs standard formats, that\u2019s how tools should be. Congrats on the launch \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you Abdul! It’s written in Rust so, it’s FAST. Just don’t break anyone’s website \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>I really like this local-first approach. Congrats! <\/p>\n<\/p>\n<p>Does this handle JavaScript-heavy sites (React, Next.js)? Or is it pure HTML crawling? I believe that’s usually where terminal crawlers fall short vs the bloated enterprise tools, but I also might be mistaken.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How is that different from ScreamingFrog?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 local-first + Rust combo \ud83d\udd25 Fast, private, no bloated SaaS dashboards.<\/p>\n<p>Markdown extraction is a big win for LLM workflows.<\/p>\n<p>Quick one does it render JS-heavy sites (React\/Next), or is it mostly static crawling?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 this. A fast local tool that actually respects privacy and keeps things simple is refreshing, especially for people who just want clean data without the overhead. Congrats on the launch, this feels built by someone who\u2019s actually done the 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the positioning, local, fast, no bloat is refreshing. How deep does the AEO analysis go? Is it just schema and structured data checks, or does it also evaluate content for AI-answer readiness?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 local-first approach especially keeping everything fast and private <\/p>\n<p>Curious \u2014 since it can crawl and extract entire sites, how are you handling safeguards around accidentally pulling sensitive or restricted data? <\/p>\n<p>Feels like that could be important as usage scales<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JT32YTQTU3QWJ5\" class=\"app-title\">Kimi Claw<\/a><\/p>\n<div class=\"one-liner\">OpenClaw now lives natively on Kimi, 24\/7<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">276<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kimi Claw\u662f\u4e00\u6b3e\u90e8\u7f72\u5728Kimi\u5e73\u53f0\u4e0a\u768424\/7\u5168\u5929\u5019AI\u52a9\u624b\uff0c\u901a\u8fc7\u4e00\u952e\u4e91\u7aef\u90e8\u7f72\uff0c\u4e3a\u7528\u6237\u89e3\u51b3\u4e86\u957f\u671f\u8fd0\u884c\u3001\u5177\u5907\u8bb0\u5fc6\u548c\u4eba\u683c\u5316AI\u4ee3\u7406\u7684\u590d\u6742\u8fd0\u7ef4\u96be\u9898\uff0c\u9002\u7528\u4e8e\u9700\u8981\u81ea\u52a8\u5316\u6267\u884c\u8ba1\u5212\u4efb\u52a1\u548c\u4e2a\u4eba\u5316\u957f\u671f\u966a\u4f34\u7684\u52a9\u7406\u573a\u666f\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/f9f2e949-1294-47f3-87f6-dde43210ecfd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=4LlUlsJxQrc\"><source src=\"https:\/\/www.youtube.com\/watch?v=4LlUlsJxQrc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f642b607-dfa7-444d-aec7-6aa141f43a7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17f2ba90-c38f-4b04-aa48-5498d686db8f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a91f4b68-1eec-45bb-b222-bb74cc54e847.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Computers<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">24\/7\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u957f\u671f\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u4eba\u683c\u5316AI<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Kimi\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u6548\u76ca<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">Telegram\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u4e00\u952e\u90e8\u7f72\u548c24\/7\u8fd0\u884c\u7684\u4fbf\u5229\u6027\uff0c\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a1. \u8fd0\u884c\u6210\u672c\u4e0e\u8d39\u7387\u9650\u5236\uff1b2. \u4e0e\u672c\u5730API\u90e8\u7f72\u76f8\u6bd4\u7684\u5177\u4f53\u4f18\u52bf\uff1b3. \u5b9e\u9645\u5e94\u7528\u573a\u666f\uff08\u5982K2.5\u6a21\u578b\u64c5\u957f\u4f55\u79cd\u751f\u4ea7\u529b\u4efb\u52a1\uff09\uff1b4. \u5bf9\u957f\u671f\u8fd0\u884c\u4e0b\u6570\u636e\u5b89\u5168\u4e0e\u6743\u9650\u63a7\u5236\u7684\u62c5\u5fe7\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 Kimi Claw\u7684\u672c\u8d28\uff0c\u662f\u5c06\u6b64\u524d\u9700\u8981\u4e00\u5b9a\u6280\u672f\u95e8\u69db\u7684\u201c\u667a\u80fd\u4f53\uff08Agent\uff09\u201d\u8fd0\u7ef4\u5de5\u4f5c\u5f7b\u5e95\u4ea7\u54c1\u5316\u548c\u670d\u52a1\u5316\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e00\u952e\u90e8\u7f72\u201d\u3001\u201c24\/7\u8fd0\u884c\u201d\u548c\u201c\u957f\u671f\u8bb0\u5fc6\u201d\uff0c\u76f4\u6307\u5f53\u524dAI\u5e94\u7528\u4ece\u5355\u6b21\u5bf9\u8bdd\u5de5\u5177\u5411\u6301\u7eed\u8fd0\u884c\u201c\u6570\u5b57\u751f\u547d\u4f53\u201d\u6f14\u8fdb\u7684\u6838\u5fc3\u75db\u70b9\u2014\u2014\u6301\u7eed\u6027\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u7701\u53bb\u4e86\u7528\u6237\u7ef4\u62a4\u670d\u52a1\u5668\u7684\u5fc3\u529b\uff0c\u66f4\u662f\u5c06\u667a\u80fd\u4f53\u7684\u201c\u5b58\u5728\u201d\u672c\u8eab\u53d8\u6210\u4e86\u53ef\u8ba2\u9605\u7684\u670d\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u4e4b\u4e0b\u6697\u85cf\u5173\u952e\u62f7\u95ee\u3002\u9996\u5148\uff0c\u662f\u6210\u672c\u4e0e\u4ef7\u503c\u7684\u5e73\u8861\u3002\u7528\u6237\u9996\u8981\u5173\u5207\u6708\u5ea6\u82b1\u8d39\uff0c\u8fd9\u63ed\u793a\u4e86\u5e02\u573a\u5bf9\u201c\u6c38\u4e45\u5728\u7ebf\u201dAI\u7684\u771f\u5b9e\u4ed8\u8d39\u610f\u613f\u5c1a\u5728\u8bd5\u63a2\u671f\u3002\u5176\u6b21\uff0c\u662f\u5b89\u5168\u4e0e\u63a7\u5236\u7684\u6096\u8bba\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6570\u636e\u5b89\u5168\u548c\u6743\u9650\u7ba1\u63a7\u7684\u5c16\u9510\u63d0\u95ee\uff0c\u6070\u6070\u6233\u4e2d\u4e86\u8fd9\u7c7b\u957f\u671f\u8bb0\u5fc6\u578b\u4ee3\u7406\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff1a\u8bb0\u5fc6\u8d8a\u6301\u4e45\uff0c\u6f5c\u5728\u7684\u98ce\u9669\u8868\u9762\u79ef\u5c31\u8d8a\u5927\uff0c\u5982\u4f55\u786e\u4fdd\u5176\u4e0d\u4f1a\u5728\u65e0\u4eba\u503c\u5b88\u65f6\u201c\u81ea\u4f5c\u4e3b\u5f20\u201d\u6216\u6cc4\u9732\u4fe1\u606f\uff0c\u662f\u4ea7\u54c1\u5fc5\u987b\u7528\u673a\u5236\u800c\u975e\u53e3\u53f7\u56de\u7b54\u7684\u95ee\u9898\u3002\u6700\u540e\uff0c\u662f\u5176\u4e0e\u672c\u5730\u90e8\u7f72\u7684\u5dee\u5f02\u5316\u4ef7\u503c\u3002\u5982\u679c\u6838\u5fc3\u4f18\u52bf\u4ec5\u5728\u4e8e\u201c\u7701\u4e8b\u201d\uff0c\u90a3\u4e48\u5bf9\u4e8e\u6ce8\u91cd\u6570\u636e\u4e3b\u6743\u548c\u63a7\u5236\u529b\u7684\u6781\u5ba2\u6216\u4f01\u4e1a\u7528\u6237\u800c\u8a00\uff0c\u5438\u5f15\u529b\u53ef\u80fd\u6709\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cKimi Claw\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u5176\u6280\u672f\u6709\u591a\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5b83\u4f5c\u4e3a\u5e73\u53f0\u65b9\uff0c\u6b63\u8bd5\u56fe\u4e3aAI\u667a\u80fd\u4f53\u5b9a\u4e49\u4e00\u79cd\u6807\u51c6\u5316\u7684\u201c\u4e91\u670d\u52a1\u201d\u8303\u5f0f\u3002\u5b83\u964d\u4f4e\u4e86\u4f53\u9a8c\u9ad8\u7ea7\u667a\u80fd\u4f53\u7684\u95e8\u69db\uff0c\u4f46\u540c\u65f6\u4e5f\u5c06\u7528\u6237\u66f4\u6df1\u5730\u7ed1\u5b9a\u5728Kimi\u7684\u751f\u6001\u95ed\u73af\u4e2d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6613\u7528\u6027\u201d\u3001\u201c\u6210\u672c\u201d\u3001\u201c\u5b89\u5168\u6027\u201d\u548c\u201c\u5b9e\u9645\u4efb\u52a1\u6548\u80fd\u201d\u8fd9\u56db\u6839\u652f\u67f1\u4e0a\u5efa\u7acb\u8d77\u7a33\u56fa\u4e14\u900f\u660e\u7684\u4fe1\u4efb\uff0c\u800c\u76ee\u524d\u770b\u6765\uff0c\u540e\u4e09\u8005\u7684\u5177\u4f53\u7b54\u6848\uff0c\u4ecd\u662f\u7528\u6237\u8bc4\u8bba\u4e2d\u60ac\u800c\u672a\u51b3\u7684\u671f\u5f85\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\">Kimi Claw<\/span>\n <\/div>\n<div class=\"comment-content\">Deploy OpenClaw in seconds via Kimi. Build a 24\/7 AI assistant with long-term memory and personality that proactively executes scheduled tasks. Experience the power of Kimi Claw now.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>one click deploy + runs 24\/7 is the dream. whats the average monthly cost to keep it running?<\/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>Hi everyone!<\/p>\n<p>Kimi Claw makes running <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> super easy \u2014 one click and your personal assistant is deployed to the cloud, online 24\/7, pre-loaded with K2.5.<\/p>\n<p>Have been running my local Claw full-time with <a href=\"https:\/\/www.producthunt.com\/products\/kimi-ai-assistant\" target=\"_blank\" rel=\"noopener\">@Kimi AI – Now with K2.5<\/a> for weeks now. It\u2019s one of the strongest and most cost-effective models for long-running agents, solid reasoning and tool use at a very reasonable token cost. The token consumption <a href=\"https:\/\/openrouter.ai\/apps?url=https%3A%2F%2Fopenclaw.ai%2F\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tells everything<\/a>:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/617ad31e-c849-443a-a534-3ef8d459bf31.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>If you don\u2019t want to self-host, deal with local security permissions or keep a machine alive 24\/7, this official version from Kimi is by far the most hassle-free way. You get built-in personality, long-term memory, 5,000+ ClawHub skills, and seamless Telegram integration.<\/p>\n<p>Open for <em>Allegretto<\/em> members and above. Try it here: <a href=\"https:\/\/kimi.com\/bot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/kimi.com\/bot<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> “Open for <em>Allegretto<\/em> members and above” – what is the rate limit?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> I literally just started trying this last night…excited to see how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What are the benefits compared to running it with kimi API locally? Except of easier deployment<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>For everyday productivity, what tasks does K2.5 outperform traditional AI chat tools at?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks super powerful especially the always-on agents with long-term memory <\/p>\n<p>Curious \u2014 with persistent memory and 24\/7 execution, how are you handling security around stored data and permissions? <\/p>\n<p>Especially making sure agents don\u2019t take unintended actions or expose sensitive info over time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ZADCNIHCO24ZOG\" class=\"app-title\">NothingHere<\/a><\/p>\n<div class=\"one-liner\">A MacOS panic button where one key press cleans your screen<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">241<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3emacOS\u201c\u8001\u677f\u952e\u201d\u5e94\u7528\uff0c\u4e00\u952e\u77ac\u95f4\u9690\u85cf\u6240\u6709\u7a97\u53e3\u3001\u9759\u97f3\u5e76\u6253\u5f00\u9884\u8bbe\u6587\u6863\uff0c\u5728\u529e\u516c\u573a\u666f\u7a81\u906d\u67e5\u5c97\u65f6\uff0c\u4e3a\u7528\u6237\u5feb\u901f\u8425\u9020\u201c\u6b63\u5728\u8ba4\u771f\u5de5\u4f5c\u201d\u7684\u5047\u8c61\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48d9045a-5b89-40a6-a6a5-59485cc00452.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b6750c3-4e75-4f98-9ced-8eaaef58dd86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3197c40c-f171-4b55-9cd5-1b7049e4f4e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8001\u677f\u952e<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u9632\u793e\u6b7b<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\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\u80af\u5b9a\u5176\u89e3\u51b3\u201c\u6478\u9c7c\u88ab\u649e\u89c1\u201d\u75db\u70b9\u7684\u5b9e\u7528\u6027\uff0c\u5c24\u5176\u8d5e\u8d4f\u9759\u97f3\u7ec6\u8282\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u81ea\u5b9a\u4e49\u89c4\u5219\uff08\u5982\u6392\u9664\u7279\u5b9a\u5e94\u7528\uff09\u3001\u4f18\u5316\u591a\u663e\u793a\u5668\/\u5168\u5c4f\u573a\u666f\u3001\u8003\u8651\u5c06\u8986\u76d6\u6587\u6863\u66ff\u6362\u4e3a\u7ec8\u7aef\u6216AI\u7f16\u7a0b\u754c\u9762\u4ee5\u66f4\u903c\u771f\u3002\u90e8\u5206\u8bc4\u8bba\u8d28\u7591\u5176\u8fdc\u7a0b\u529e\u516c\u65f6\u4ee3\u7684\u5fc5\u8981\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n NothingHere \u7684\u672c\u8d28\uff0c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u5bf9\u53e4\u8001\u4eba\u6027\u9700\u6c42\u7684\u6570\u5b57\u5316\u5c01\u88c5\u3002\u5b83\u7cbe\u51c6\u51fb\u4e2d\u4e86\u201c\u8868\u6f14\u5f0f\u5de5\u4f5c\u201d\u8fd9\u4e00\u73b0\u4ee3\u804c\u573a\u6f5c\u89c4\u5219\uff0c\u5c06\u7528\u6237\u4ece\u4e34\u65f6\u6027\u7684\u624b\u5fd9\u811a\u4e71\u4e2d\u62ef\u6551\u51fa\u6765\uff0c\u8f6c\u5316\u4e3a\u4e00\u79cd\u4ece\u5bb9\u7684\u3001\u53ef\u7f16\u7a0b\u7684\u4f2a\u88c5\u3002\u5176\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u201c\u573a\u666f\u5207\u6362\u7684\u5b8c\u6574\u6027\u201d\uff1a\u65e9\u671f\u201c\u8001\u677f\u952e\u201d\u53ea\u89e3\u51b3\u7a97\u53e3\u9690\u85cf\uff0c\u800c\u58f0\u97f3\u7684\u6cc4\u9732\u5e38\u6210\u4e3a\u7834\u7efd\u3002NothingHere \u5c06\u89c6\u89c9\u3001\u542c\u89c9\u4e43\u81f3\u9884\u8bbe\u7684\u201c\u5de5\u4f5c\u9053\u5177\u201d\uff08\u8986\u76d6\u6587\u6863\uff09\u4e09\u8005\u7ed1\u5b9a\uff0c\u5728\u6beb\u79d2\u7ea7\u5185\u6784\u5efa\u4e00\u4e2a\u53ef\u4fe1\u7684\u5de5\u4f5c\u4e0a\u4e0b\u6587\uff0c\u5b8c\u6210\u4e86\u6b3a\u9a97\u573a\u666f\u7684\u903b\u8f91\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5b83\u89e3\u51b3\u7684\u662f\u4e00\u4e2a\u201c\u529e\u516c\u5ba4\u7269\u7406\u7a7a\u95f4\u201d\u7684\u75db\u70b9\uff0c\u5728\u8fdc\u7a0b\u529e\u516c\u4e0e\u5f02\u6b65\u6c9f\u901a\u6210\u4e3a\u4e3b\u6d41\u7684\u4eca\u5929\uff0c\u5176\u9ad8\u9891\u4f7f\u7528\u573a\u666f\u6b63\u5728\u840e\u7f29\uff0c\u66f4\u50cf\u4e00\u79cd\u6000\u65e7\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u903b\u8f91\u8fc7\u4e8e\u521a\u6027\u3002\u201c\u4e00\u952e\u6e05\u7406\u6240\u6709\u201d\u5728\u590d\u6742\u5de5\u4f5c\u6d41\u4e2d\u53ef\u80fd\u9020\u6210\u5e72\u6270\uff0c\u4f8b\u5982\u8bef\u9690\u85cf\u6b63\u5728\u53c2\u8003\u7684\u6587\u732e\u6216\u5173\u952e\u901a\u77e5\u3002\u7528\u6237\u63d0\u51fa\u7684\u53ef\u5b9a\u5236\u5316\u9700\u6c42\uff08\u7ba1\u7406\u7279\u5b9a\u5e94\u7528\u3001\u901a\u77e5\uff09\u6b63\u662f\u4ea7\u54c1\u4ece\u201c\u6709\u8da3\u7684\u5c0f\u5de5\u5177\u201d\u8fc8\u5411\u201c\u4e25\u8083\u751f\u4ea7\u529b\u5de5\u5177\u201d\u7684\u5173\u952e\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f00\u6e90\u4e0e\u514d\u8d39\u662f\u5176\u806a\u660e\u7684\u63a8\u5e7f\u7b56\u7565\uff0c\u964d\u4f4e\u4e86\u5c1d\u9c9c\u95e8\u69db\uff0c\u4f46\u540c\u65f6\u4e5f\u6846\u5b9a\u4e86\u5176\u5546\u4e1a\u60f3\u8c61\u529b\u3002\u5b83\u7684\u771f\u6b63\u672a\u6765\u6216\u8bb8\u4e0d\u5728\u4e8e\u66f4\u6df1\u5ea6\u7684\u9690\u85cf\uff0c\u800c\u5728\u4e8e\u201c\u667a\u80fd\u60c5\u666f\u5207\u6362\u201d\uff1a\u901a\u8fc7\u68c0\u6d4b\u5468\u56f4\u73af\u5883\uff08\u5982\u6444\u50cf\u5934\u8bc6\u522b\u4eba\u8138\u63a5\u8fd1\uff09\u3001\u5206\u6790\u7535\u8111\u6d3b\u52a8\u72b6\u6001\uff0c\u81ea\u52a8\u89e6\u53d1\u4e0d\u540c\u6df1\u5ea6\u7684\u6e05\u7406\u6216\u6062\u590d\u6a21\u5f0f\uff0c\u4ece\u88ab\u52a8\u9632\u5fa1\u8f6c\u5411\u4e3b\u52a8\u7684\u60c5\u666f\u7ba1\u7406\u3002\u76ee\u524d\u6765\u770b\uff0cNothingHere \u662f\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u521b\u53ef\u8d34\u201d\uff0c\u4f46\u672a\u80fd\u89e6\u53ca\u201c\u6570\u5b57\u5de5\u4f5c\u4e0e\u9690\u79c1\u8fb9\u754c\u6a21\u7cca\u201d\u8fd9\u4e00\u66f4\u6df1\u5c42\u95ee\u9898\u7684\u808c\u7406\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\">NothingHere<\/span>\n <\/div>\n<div class=\"comment-content\">NothingHere is a macOS panic button. One hotkey, three things happen at once: 1. All windows disappear \u2014 every app gets hidden instantly 2. All sound goes silent \u2014 music, videos, everything mutes 3. A cover document opens \u2014 your pre-configured “real work” file Your screen goes from “definitely not working” to “hard at work” in milliseconds. Guard Mode sits in your menu bar \u2014 when armed, you’re always one key press from a clean screen. Free, open source, ~5.9 MB. macOS 15.0+.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built NothingHere because we’ve all had that moment \u2014 someone walks up behind you and your screen is\u2026 not work-appropriate. Maybe it’s a YouTube rabbit hole, maybe it’s online shopping, maybe it’s just Reddit. The frantic \u2318H, \u2318M, scramble-to-click-something dance never works fast enough.<\/p>\n<p>So I made a single hotkey that does everything at once: hides all windows, kills the sound, and opens a boring-looking document. Done in milliseconds.<\/p>\n<p>The latest feature is Guard Mode \u2014 it sits in your menu bar like a little cat standing guard. When it’s armed, you’re always one key press away from a clean screen.<\/p>\n<p>It’s completely free and open source. I’d love to hear your feedback and feature ideas!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@solee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solee<\/a> This is interesting.. Is the app just hiding windows and desktop clutter, or does it also manage notifications, full\u2011screen apps, or other UI elements? Can users customise what the panic button does (only hide certain apps, mute audio, lock the screen)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@solee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solee<\/a> Muscle memory saves you here. One hotkey to hide windows, mute audio, and open a boring document is the right bundle, and Guard Mode in the&\ufffdenu bar makes it feel always ready. A full-screen and Spaces sanity check would make it trustworthy on multi-monitor setups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lol I need this so my boss doesn’t see me endlessly doomscrolling on X<\/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>Exactly, this is the point. I feel you<a href=\"https:\/\/www.producthunt.com\/@sayuj_suresh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sayuj_suresh<\/a> \ud83d\ude01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So bascially command + F3 on mac with a document open behind your browser?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that it kills audio too \u2014 that’s the detail most “boss key” tools miss. Alan’s right though, the cover doc should probably be a terminal with Claude running these days \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So simple, so good. This would be nice for if I got one of those unlucky pops up while looking for sports streams. Nice job.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 how simple and practical this is \ud83d\ude04 <\/p>\n<p>Curious \u2014 since it\u2019s hiding all active windows and muting everything instantly, are there any edge cases where certain apps (like screen recordings or notifications) might still leak through? <\/p>\n<p>Feels like those small things could break the illusion in real scenarios<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Ah, you’ve triggered some ancient memories here. We used to call these “Boss key” to hide whatever game you’re playing when the manager walks into the office. <\/p>\n<p>Obviously, it’s less needed these days with remote working from home, a multi-tasking OS that can change apps quickly, we can all very easily switch away from “Leisure Suit Larry in the Land of the Lounge Lizards” – or whatever other important non-work activity we’re hiding.<\/p>\n<p>Might be better making it look like a terminal running Claude or Copilot these days though \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are there still workplaces that actually justify this? \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 icon! Cute kitty!<\/p>\n<p>And ofcourse, feels damn useful too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A very simple concept that offers an answer to a very old problem. I might not necessarily be the target group for this, but this still made me think of the many times I was caught red-handed doing something unrelated to work\/study.<\/p>\n<\/p>\n<p>The genius of this lies in its simplicity, which is very hard to reach. (Might need to get used to this particular hotkey, but it will soon be a part of our muscle memory.)<\/p>\n<\/p>\n<p>Incredible light app\/widget. I hope to put it to good use in the near future. <\/p>\n<\/p>\n<p>P.S. : I honestly think one additional update to this could be the option to enable a particular software application to boot up instead of a particular document. I believe there is scope to extend this app’s use case towards general productivity by offering a trigger to instantly switch back to high priority tasks. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Shopping? Reddit? *pfft not me \ud83d\ude48lol I really like the new Guard Mode \u2014 it would be so awkward having all visuals hidden but that YouTube audio still playing. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XTXPIUDCIKOBAG\" class=\"app-title\">WEIR AI<\/a><\/p>\n<div class=\"one-liner\">Track your identity online to protect it or earn from it<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">197<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WEIR AI\u662f\u4e00\u4e2a\u9690\u79c1\u4f18\u5148\u7684\u516c\u5171\u8eab\u4efd\u7ba1\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u7814\u7684\u8eab\u4efd\u8bc6\u522b\u6280\u672f\uff0c\u5e2e\u52a9\u7528\u6237\uff08\u5c24\u5176\u662f\u521b\u4f5c\u8005\u3001\u8fd0\u52a8\u5458\u7b49\u516c\u4f17\u4eba\u7269\uff09\u5728\u7ebf\u8ffd\u8e2a\u5176\u59d3\u540d\u3001\u8096\u50cf\u7b49\u8eab\u4efd\u4fe1\u606f\u7684\u4f7f\u7528\u60c5\u51b5\uff0c\u5728\u8eab\u4efd\u88ab\u76d7\u7528\u6216\u672a\u7ecf\u6388\u6743\u5546\u4e1a\u4f7f\u7528\u7684\u573a\u666f\u4e0b\uff0c\u5b9e\u73b0\u4ece\u76d1\u6d4b\u3001\u4fdd\u62a4\u5230\u6388\u6743\u8bb8\u53ef\u6216\u7d22\u8d54\u7684\u5168\u6d41\u7a0b\u63a7\u5236\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/070fa5ca-bbbc-4a51-a5b0-a42918445408.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4df0527-7fbb-4d49-b9ad-7924efe8e28b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f42b4c3-d884-4d87-a4bd-d1e41856bf5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d93c4ae-5508-4a5e-b5f8-79527d676d6b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ae4284d-ca84-42a3-946f-1d201f656ba8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe41ff1e-691e-44a9-8617-9366ef21b63b.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\/5267d2d4-8d24-4c25-99dc-1d0aa69ed031.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=1jfTz5VPPDg\"><source src=\"https:\/\/www.youtube.com\/watch?v=1jfTz5VPPDg\" 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\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u8eab\u4efd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u8096\u50cf\u6743\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u8eab\u4efd\u6388\u6743\u53d8\u73b0<\/span><br \/>\n <span class=\"tag\">AI\u4f26\u7406<\/span><br \/>\n <span class=\"tag\">\u516c\u5171\u6743\u76ca\u516c\u53f8<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u751f\u7269\u8bc6\u522b\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u4f2a\u9020\u9632\u5fa1<\/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\u8eab\u4efd\u6ee5\u7528\u75db\u70b9\u7684\u5fc5\u8981\u6027\uff0c\u5e76\u5bf9\u201c\u4fdd\u62a4+\u53d8\u73b0\u201d\u53cc\u6a21\u5f0f\u8868\u793a\u5174\u8da3\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a1. \u5982\u4f55\u5177\u4f53\u5b9e\u73b0\u8eab\u4efd\u6388\u6743\u4e0e\u4ea4\u6613\u6d41\u7a0b\uff1b2. \u5982\u4f55\u5904\u7406\u8bef\u62a5\uff08\u5982\u91cd\u540d\uff09\u53ca\u4e89\u8bae\u7533\u8bc9\uff1b3. \u76d1\u6d4b\u8986\u76d6\u7684\u6e90\u8303\u56f4\uff08\u5982LinkedIn\uff09\u3002\u521b\u59cb\u4eba\u56de\u590d\u89e3\u91ca\u4e86\u9884\u8bbe\u8bb8\u53ef\u8bc1\u7c7b\u578b\u53ca\u8bef\u62a5\u5904\u7406\u673a\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 WEIR AI\u7684\u950b\u8292\uff0c\u5728\u4e8e\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86AI\u65f6\u4ee3\u6700\u8106\u5f31\u7684\u795e\u7ecf\uff1a\u8eab\u4efd\u4e3b\u6743\u3002\u5b83\u5e76\u975e\u53c8\u4e00\u4e2a\u6cdb\u6cdb\u7684\u9690\u79c1\u5de5\u5177\uff0c\u800c\u662f\u4e00\u6b21\u8bd5\u56fe\u5c06\u201c\u4e2a\u4eba\u8eab\u4efd\u201d\u91cd\u65b0\u5b9a\u4e49\u4e3a\u53ef\u5ba1\u8ba1\u3001\u53ef\u7ba1\u63a7\u3001\u53ef\u8d27\u5e01\u5316\u6570\u5b57\u8d44\u4ea7\u7684\u7cfb\u7edf\u6027\u5de5\u7a0b\u3002\u5176\u771f\u6b63\u4ef7\u503c\uff0c\u4f53\u73b0\u5728\u4e09\u4e2a\u5c42\u9762\u7684\u7834\u5c40\uff1a\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u662f\u6280\u672f\u8def\u5f84\u4e0e\u5546\u4e1a\u4f26\u7406\u7684\u5f3a\u884c\u7ea0\u504f\u3002\u6b63\u5982\u5176CTO\u6240\u8a00\uff0c\u80fd\u591f\u63d0\u4f9b\u4fdd\u62a4\u7684\u9762\u90e8\u8bc6\u522b\u6280\u672f\u56e0\u5176\u201c\u6cd5\u5f8b\u6bd2\u6027\u201d\u88ab\u5927\u516c\u53f8\u5f03\u7528\uff0c\u5bfc\u81f4\u4f5c\u6076\u6210\u672c\u4e3a\u96f6\u800c\u7ef4\u6743\u6210\u672c\u65e0\u7a77\u5927\u3002WEIR AI\u4ece\u96f6\u6784\u5efa\u9690\u79c1\u4f18\u5148\u7b97\u6cd5\u7684\u9009\u62e9\uff0c\u662f\u4e00\u6b21\u9ad8\u98ce\u9669\u7684\u6280\u672f\u8c6a\u8d4c\uff0c\u65e8\u5728\u586b\u8865\u56e0\u5de8\u5934\u7f3a\u4f4d\u800c\u5f62\u6210\u7684\u201c\u8d23\u4efb\u771f\u7a7a\u201d\u3002\u8fd9\u4f7f\u5176\u4ea7\u54c1\u4ece\u4e00\u5f00\u59cb\u5c31\u5e26\u6709\u5f3a\u70c8\u7684\u4f7f\u547d\u9a71\u52a8\u8272\u5f69\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u662f\u5546\u4e1a\u6a21\u5f0f\u5bf9\u7528\u6237\u4fe1\u4efb\u7684\u8270\u96be\u6784\u5efa\u3002\u5176\u8ba2\u9605\u5236\u3001\u201c\u7528\u6237\u5373\u5ba2\u6237\u201d\u7684\u5ba3\u79f0\uff0c\u4ee5\u53ca\u516c\u5171\u6743\u76ca\u516c\u53f8\u7684\u67b6\u6784\uff0c\u90fd\u662f\u5728\u4e3a\u8fd9\u4e2a\u6781\u5ea6\u654f\u611f\u7684\u8eab\u4efd\u76d1\u63a7\u5de5\u5177\u6ce8\u5165\u53ef\u4fe1\u5ea6\u3002\u5728\u76d1\u63a7\u8d44\u672c\u4e3b\u4e49\u7684\u9634\u5f71\u4e0b\uff0c\u4e00\u4e2a\u58f0\u79f0\u4fdd\u62a4\u4f60\u514d\u53d7\u76d1\u63a7\u7684\u5de5\u5177\u672c\u8eab\u5fc5\u987b\u6781\u5ea6\u900f\u660e\u3002\u4efb\u4f55\u5546\u4e1a\u6a21\u5f0f\u4e0a\u7684\u66a7\u6627\uff08\u4f8b\u5982\u6570\u636e\u8f6c\u552e\uff09\u90fd\u4f1a\u77ac\u95f4\u6467\u6bc1\u5176\u6839\u57fa\u3002\u8bc4\u8bba\u4e2d\u5bf9\u201c\u6388\u6743\u53d8\u73b0\u201d\u6d41\u7a0b\u7ec6\u8282\u7684\u8ffd\u95ee\uff0c\u6070\u6070\u53cd\u6620\u4e86\u5e02\u573a\u5bf9\u5176\u80fd\u5426\u5728\u590d\u6742\u6cd5\u5f8b\u73b0\u5b9e\u4e2d\u771f\u6b63\u67b6\u8d77\u53d8\u73b0\u6865\u6881\u7684\u6df1\u5ea6\u6000\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c\u662f\u5176\u8bd5\u56fe\u91cd\u5851\u7684\u8eab\u4efd\u7ecf\u6d4e\u8303\u5f0f\u3002\u5c06\u201c\u4fdd\u62a4\u201d\uff08\u9632\u5fa1\u6027\uff09\u4e0e\u201c\u83b7\u5229\u201d\uff08\u79ef\u6781\u6027\uff09\u6346\u7ed1\u5b9a\u4f4d\uff0c\u662f\u5de7\u5999\u7684\u5e02\u573a\u5207\u5165\u7b56\u7565\u3002\u5b83\u6697\u793a\u8eab\u4efd\u4e0d\u4ec5\u662f\u9700\u8981\u5b88\u62a4\u7684\u5821\u5792\uff0c\u66f4\u662f\u53ef\u4ee5\u5f00\u91c7\u7684\u77ff\u85cf\u3002\u7136\u800c\uff0c\u8fd9\u4ea6\u662f\u5176\u6700\u5927\u6311\u6218\u6240\u5728\uff1a\u5c06\u5206\u6563\u3001\u975e\u6807\u3001\u6cd5\u5f8b\u8bed\u5883\u5404\u5f02\u7684\u8eab\u4efd\u6388\u6743\u4ea4\u6613\u6807\u51c6\u5316\u3001\u4ea7\u54c1\u5316\uff0c\u5176\u96be\u5ea6\u8fdc\u8d85\u76d1\u6d4b\u6280\u672f\u672c\u8eab\u3002\u5b83\u4e0d\u4ec5\u8981\u6210\u4e3a\u201c\u8eab\u4efd\u4fa6\u63a2\u201d\uff0c\u66f4\u8981\u6210\u4e3a\u201c\u8eab\u4efd\u4ea4\u6613\u6240\u201d\u548c\u201c\u8eab\u4efd\u6cd5\u9662\u201d\uff0c\u8fd9\u51e0\u4e4e\u662f\u5728\u6311\u6218\u73b0\u6709\u4e92\u8054\u7f51\u5185\u5bb9\u4e0e\u4ea7\u6743\u7684\u5e95\u5c42\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cWEIR AI\u662f\u4e00\u6b21\u60b2\u58ee\u800c\u5fc5\u8981\u7684\u51b2\u950b\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u662f\u5426\u7cbe\u6e5b\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u5de8\u5934\u73af\u4f3a\u3001\u6cd5\u5f8b\u6ede\u540e\u3001\u751f\u6001\u5272\u88c2\u7684\u6218\u573a\u4e0a\uff0c\u5efa\u7acb\u8d77\u8db3\u591f\u591a\u4eba\u4fe1\u4efb\u7684\u201c\u8eab\u4efd\u65b0\u534f\u8bae\u201d\u3002\u5b83\u7684\u51fa\u73b0\u672c\u8eab\uff0c\u5df2\u662f\u5bf9\u8fd9\u4e2a\u65f6\u4ee3\u6570\u5b57\u8eab\u4efd\u5931\u5e8f\u72b6\u6001\u6700\u7280\u5229\u7684\u63a7\u8bc9\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\">WEIR AI<\/span>\n <\/div>\n<div class=\"comment-content\">WEIR AI is a privacy-first platform to help you find and protect yourself online. Set your terms, monitor for mentions (including hidden ones), get public identity checkups, and file claims or license on your terms.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I never expected to get grilled and testify in billion-dollar lawsuits, but there I was. The topics: privacy, consent, biometric data. I\u2019ll spare you the details, but honestly it\u2019s less about those lawsuits and more about the experiences that led up to them.<\/p>\n<\/p>\n<p>What I came to understand is this: around the world, your public identity \u2014 how you show up online \u2014 can impact your life, your freedom, and your finances in ways you\u2019d never expect. And the wave of AI tools has made the cost of manipulating someone\u2019s identity effectively zero.<\/p>\n<\/p>\n<p>My co-founder, Tal, and I saw this wave coming years ago and knew we had to do something about it.<\/p>\n<p>WEIR AI is a privacy and consent-centric identity rights platform. We help people track their identity online, to protect it or earn from it.<\/p>\n<\/p>\n<p>Building it meant reinventing identity recognition technology from scratch, purpose-built to put people in control without limiting their commercial options.<\/p>\n<\/p>\n<p>Nothing off the shelf could do what we needed, so we built it ourselves. We formed WEIR as a Public Benefit Corporation with a mission rooted in the privacy, safety, and security of people and institutions. For us, that was never a question.<\/p>\n<\/p>\n<p>We\u2019ve been grinding for a while and documenting some of it on social media.<\/p>\n<p>The good news? Our instincts turned out to be dead on.<\/p>\n<p>The less-than-good news? It\u2019s taken much more effort, resources, and time than we ever planned for.<\/p>\n<\/p>\n<p>But we\u2019re here now, and we\u2019re genuinely excited to show you what we\u2019ve been working on<\/p>\n<\/p>\n<p>We\u2019ve learned from our design partners and customers about their needs and how we can help. We have a lot more ahead of us, but we\u2019re proud of what we\u2019ve built and how it\u2019s already impacting people\u2019s lives.<\/p>\n<p>Whether you\u2019re the biggest celebrity in the world or a regular Joe, WEIR AI helps you protect, control, and benefit from what\u2019s uniquely yours \u2014 your public identity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gary_mccoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gary_mccoy<\/a> Congratulations Gary. The product pitch includes earning from your identity, how does that work in practice? Does WEIR AI facilitate licensing deals or just the discovery and consent layer?<\/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\/@gary_mccoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gary_mccoy<\/a> The real story here isn\u2019t the lawsuits, it\u2019s that identity is becoming infrastructure.<\/p>\n<p>AI lowered the cost of copying someone to zero. Platforms like WEIR AI raise the cost of exploiting them.<\/p>\n<\/p>\n<p>That\u2019s a necessary correction.<\/p>\n<\/p>\n<p>Curious to see how this evolves as creators, executives, and even everyday professionals realize their public identity is an asset class.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@gary_mccoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gary_mccoy<\/a> Hey Gary<br \/>What\u2019s the exact moment or event in the Weir AI that makes me think: \u2018This is worth paying for\u2019?\u201d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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.<\/p>\n<p>I’m Tal, co-founder and CTO of WEIR AI.<\/p>\n<p>I’ve spent twenty years building face recognition systems, first in academia, then leading face recognition development at AWS and Meta. I know how this technology works, and I know what it makes possible, for better and for worse.<br \/>Here’s the problem: your face shows up in places you never agreed to. Social media posts, ad campaigns, AI-generated content. Sometimes you don’t even know it’s happening. And right now, there is very little you can do about it.<\/p>\n<p>Why? Because the technology that could help, face recognition, has become so legally toxic that no large company will touch it. Billions in fines and a tightening web of biometric privacy laws mean that the companies with the resources and expertise to protect you have every incentive to stay far away. So the tools that could give you control over your own face simply don’t exist. Meanwhile, the bad actors using your likeness without permission don’t care about any of that.<\/p>\n<p>We built WEIR AI to close that gap. Our technology was designed from scratch to be privacy-preserving at the algorithmic level, not as a legal patch on top of old systems. That’s what makes it possible to do what nobody else will: find where your face appears and put you in control of it.<\/p>\n<p>You decide the rules: take something down, require attribution, or get paid when someone uses your face commercially. Your face, your call.<\/p>\n<p>For creators, public figures, and professionals whose appearance is part of their livelihood, this is not a hypothetical problem. It is happening to them right now, every day.<\/p>\n<p>My co-founder Gary McCoy and I started WEIR AI as a public benefit corporation because we believe the people who built the technology that makes face recognition possible (yes, that includes me) have a responsibility to also build the tools that put control back in people’s hands.<\/p>\n<p>We call it Public Identity Management. Try it and let us know what you think.<\/p>\n<p>Tal and the WEIR AI team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tal_hassner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tal_hassner<\/a> The founder journey is a tumultuous one but you are indeed here now and this is great! Congrats on your launch, I think this is a great product that is so needed. Does this work on only personal identity or can you keep an eye on say\u2026 your company as well? <\/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>Tal’s framing of the core paradox is what makes this compelling: the technology capable of protecting you has become so legally toxic that the companies who built it won’t touch it. Which means the bad actors operate freely while individuals have no recourse. That’s a real structural problem, not just a product gap.<\/p>\n<p>The subscription model where you’re the customer, not the product, is also the only business model that makes this mission credible long term. Gary’s list of safeguards is thorough but that single line does more trust-building work than all the features combined.<\/p>\n<p>As someone who professionally orchestrates AI image models, I find the “earn from it” side of the positioning underexplored and genuinely interesting. How does the licensing flow work in practice when a brand or platform wants to use someone’s likeness commercially? Is WEIR handling the transaction layer or just the discovery and consent layer? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> Thanks for the question Joao. The licensing turned out to be very difficult to figure out — and I’m sure customers and the market has more to teach us. IP agreements including those involving your name, image and likeness are incredibly complex to compose, understand, and enforce. Our goal was to radically simplify and automate the process and we had several false starts. <\/p>\n<p>How it works now is that we’ve created an initial set predefined license types (presently 8 described at <a href=\"https:\/\/weir.ai\/license-types\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/weir.ai\/license-types<\/a>) that encapsulate all of the critical terms and combine them with a very short list of settings (e.g. expiration dates, rates, etc). Some of those we designed like the default “Protect” license which limits use of your likeness to non-commercial purposes or the experimental “Sora Cameo” license which lets you get paid to let people add you to their sora videos. Others like the SAG AFTRA New Media type is designed to reflect the term of that orgs existing membership license.<\/p>\n<p>So, in practice users can pick a license, add a few settings and publish — either privately or to the public. If its to the public, they can share directly themselves or as we establish the marketplace partnerships, those license can flow their via our APIs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks, <a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> . I’ll add that the environment is such that there is little incentive (even *negative* incentive) to research and develop new technologies that can at once protect people’s privacy AND their rights. That is, it’s affecting not just the product development, but the very early stages of AI research into alternative, ethical solutions. So people are left exposed. <\/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>Hey PH fam \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m thrilled to bring WEIR AI to the global tech & startup community today. This one is personal for me.<\/p>\n<\/p>\n<p>A few months ago, I sat down with Gary, WEIR\u2019s founder, and within minutes I knew this wasn\u2019t just another privacy tool. Gary has lived this problem \u2014 testified in billion-dollar lawsuits around privacy and biometric data, watched AI make identity manipulation nearly free, and decided to do something serious about it.<\/p>\n<\/p>\n<p>That conversation stuck with me. So here I am. \ud83d\ude4f<\/p>\n<\/p>\n<p>Here\u2019s the uncomfortable truth most of us haven\u2019t fully reckoned with:<\/p>\n<\/p>\n<p>Your public identity is out there. And you have almost no control over it.<\/p>\n<\/p>\n<p>Your name, your face, your likeness \u2014 they\u2019re being scraped, copied, and used every single day. AI has made it easier than ever to manipulate who you are online. And the fallout? It can affect your reputation, your freedom, your finances.<\/p>\n<\/p>\n<p>We talked a lot about athletes \u2014 NBA players, for example \u2014 who are increasingly waking up to the fact that their image and likeness is being exploited in ways they never consented to. But this isn\u2019t just a celebrity problem. It\u2019s everyone\u2019s problem.<\/p>\n<\/p>\n<p>WEIR AI is the platform that finally puts you in the driver\u2019s seat.<\/p>\n<\/p>\n<p>What makes it stand out:<\/p>\n<p>\u2192 \ud83d\udd0d Monitor mentions of yourself online \u2014 including hidden ones<\/p>\n<p>\u2192 \ud83e\uddfe Get a full public identity checkup<\/p>\n<p>\u2192 \ud83d\udccb Set YOUR terms for how your identity is used<\/p>\n<p>\u2192 \ud83d\udcb0 File claims or license your likeness on your terms<\/p>\n<p>\u2192 \ud83c\udfdb\ufe0f Built as a Public Benefit Corporation \u2014 their mission is baked into their DNA<\/p>\n<\/p>\n<p>Gary and his co-founder Tal built the identity recognition tech from scratch. Nothing off-the-shelf was good enough. That tells you everything about how seriously they take this.<\/p>\n<p>If you care about privacy, consent, or simply owning what\u2019s yours, this is for you.<\/p>\n<\/p>\n<p>Check it out and drop your questions, comments or thoughts below \u2b07\ufe0f<\/p>\n<\/p>\n<p>Big congrats to Gary, Tal, and the entire WEIR AI team. The world needs what you\u2019re building. \ud83d\ude80<\/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>I have always been fascinated by how technology shapes, constrains, and impacts human identity and our sense of self. Long before deepfakes and AI generative models became dinner table conversation, I was writing my PhD on the relationship between technology and personal identity, and how we need to revisit law and policy to make technology an instrument of identity protection and expression. My core conviction, then and now, is that people deserve the right to define and express their own identity on their own terms, and that the design of technology is never neutral in that equation.<\/p>\n<\/p>\n<p>That conviction accompanied me, years later, to Meta, where I had the privilege of working alongside some of the sharpest minds I’ve ever encountered, including Gary McCoy and Tal Hassner. Together, we navigated the complex, often treacherous terrain of deploying facial recognition and identity technologies at scale: the technical challenges were immense, but the legal and policy dimensions were equally daunting. We saw firsthand the challenges in building AI responsibly, and how much was at stake in that endeavor.<\/p>\n<\/p>\n<p>Fast forward to today: what was once a frontier concern is now an urgent crisis. The ability to mimic, replicate, and manipulate a person’s identity – their face, their voice, their likeness – is no longer the preserve of sophisticated state actors or well-funded labs. It is cheap, fast, and frighteningly accessible. The question of who controls your identity, and on what terms, has never been more consequential.<\/p>\n<\/p>\n<p>This is precisely why <a href=\"http:\/\/Weir.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Weir.AI<\/a> exists – and precisely why I couldn’t say no when the opportunity came to work with Gary and Tal again. Their vision is not just technically sophisticated; it is morally serious. <a href=\"http:\/\/Weir.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Weir.AI<\/a> is on a mission to invert the power dynamic entirely, giving individuals the tools to discover, control, and set the terms for how their identity is used across the digital world.<\/p>\n<p>For me, joining <a href=\"http:\/\/Weir.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Weir.AI<\/a> represents the convergence of everything I’ve studied, built, and believed in – with people I deeply respect, at a moment when the work genuinely matters.<\/p>\n<p><\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@gary_mccoy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gary_mccoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gary_mccoy<\/a> ,<\/p>\n<p>Saw WEIR AI on Product Hunt \u2014 the identity ownership concept is compelling, especially in the AI era.<\/p>\n<p>One thought: the headline feels broad, and \u201cidentity\u201d can mean many things. Narrowing it around a specific outcome (e.g., AI-era reputation protection or data ownership monetization) could make the value more immediately tangible.<\/p>\n<p>Curious who you see as the primary user right now.<\/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\/@harsh_upadhyay10\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsh_upadhyay10<\/a> Hi Harsh — You can’t see it, but I’m smiling. How to clearly communicate what it is WEIR AI does and for who it is in the market and on PH is quite the challenge. <\/p>\n<p>Tal and I have been working in this space for quite a long time and realized that there really wasn’t any existing terminology to refer to it, so, after a bunch of surveys, trial and error and testing in the market we landed on the term “public identity” last year as being the most helpful way of describing it.<\/p>\n<p>To the extent that there was a pre-existing term, it was NIL or “Name, Image and Likeness” but what we heard over and over was that either A) people didn’t know what it meant or B) they associated with college sports.<\/p>\n<\/p>\n<p>But to get to your main question, the primary users today are creators, athletes, and performers. More generally, it’s high profile individuals who depend upon their likeness for their business but most of our marketing materials are directed towards them and the teams that support them (i.e. their human agents, business managers, legal representation, publicists, assistants, etc).<\/p>\n<p>For this audience, what has resonated most with them is combining the concepts of protection and monetization. We found that talking about protection alone or monetization alone was far less effective than combining the two. We are trying very hard to communicate in ways that audience understands and finds compelling.<\/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>Having my first cup of coffee this morning. Got a good reminder from my dinner in Oakland last night. I describe WEIR and immediately get worried questions about the potential for surveillance and abuse. Fair. I spend so much time inside this that I forget people don’t already know what I know, even though we try to communicate this clearly.<\/p>\n<\/p>\n<p>So what safeguards have we put in place? Identity verification before we detect your deep mentions, plain English consent, what we find is private by default, you control who sees your data, delete anytime, download anytime, pursuing open standards so you’re not locked in, passkeys and OTP only. Subscription model where you’re the customer, not the product.<\/p>\n<\/p>\n<p>Being a for-profit, mission-based company is part of what enables this. The business model and the mission point in the same direction and that’s not an accident.<\/p>\n<\/p>\n<p>Still thinking about that conversation (clearly). <\/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 fake profile using your face pops up, and the hard part isn’t reporting it, it’s tracking down every reuse. WEIR AI tracking your identity online, private by default, plus identity verification sounds like the right baseline. How do you handle false matches and appeals? Trust lives in that flow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 folks,<\/p>\n<\/p>\n<p>I\u2019ve had the privilege of working directly with the team building <a href=\"http:\/\/Weir.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Weir.ai<\/strong><\/a>, and it\u2019s rare to see a product that not only tackles a real-world problem but does so with deep empathy and intelligence.<\/p>\n<\/p>\n<p>What excites me most about <a href=\"http:\/\/Weir.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Weir.ai<\/a> is how it demystifies a space that\u2019s traditionally opaque, complex, and shaped in favor of those who already know the rules. For too long, the barrier to truly understanding where and how you show up and what control you have has been prohibitively high. <a href=\"http:\/\/Weir.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Weir.ai<\/a> changes that.<\/p>\n<\/p>\n<p>This team doesn\u2019t just build tools; <em>they build<\/em> <em>clarity<\/em> and <em>you generate income<\/em>. I’ll continue to invest my time and energy in <a href=\"http:\/\/Weir.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Weir.ai<\/a> because it just makes sense. It isn\u2019t just useful, it feels <em>essential<\/em>.<\/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\/@rochelle_williams1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rochelle_williams1<\/a> It is a privilege to be able to take all we’ve learned about how this kind of technology <strong>can<\/strong> be designed and constructed ways that give people visibility and control over something as important as their own identity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “earn from it” angle is what makes this different, most privacy tools are purely defensive, but flipping it into an asset you can license is an interesting shift in mindset.<\/p>\n<\/p>\n<p>One thing I’m curious about, how does it handle false positives? Like if my name is common, how does WEIR distinguish between mentions of me vs someone else with the same name?<\/p>\n<\/p>\n<p>The hidden mentions detection sounds powerful too, what sources does that cover exactly? Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> Great question Modassir. We handle false positives in two ways:<br \/>– First, our underlying AI models (we build our own) are designed and tuned for precision so that ideally, you don’t see false positives at the cost of reducing recall (true positives that we missed).<br \/>– Second, below is a snapshot of a real mention as it shows up within the app. Note that there is button where I can say “Not Me”. Our system learns from this signal.<\/p>\n<p>Our goal is to automate as much of this as possible, but we still provide means for you to see\/control your experience.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20ff0e43-aab6-4544-8e0d-89cefe611af5.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<\/p>\n<p>Today, our sources include X, LinkedIn, Reddit, Amazon, and IG plus a few open content platforms. More are being added every month and we have an option that lets people add “missed mentions” from practically anywhere.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH I\u2019m an ML Engineer at WEIR AI. <\/p>\n<p>From the AI side, the problem we\u2019ve been tackling is how to detect and attribute identity usage online in a way that\u2019s reliable, privacy-aware, and resilient to messy real-world media (compression, cropping, re-uploads, edits, partial views, style transfer, etc.) without turning it into a surveillance product. We\u2019ve been especially focused on evidence-first detection, meaning we optimize for producing actionable signals (what matched + why) instead of black-box \u201ctrust me\u201d outputs, with careful thresholding, calibrated confidence, and enough provenance for users to make decisions. We\u2019ve also prioritized robustness over demo-magic because the internet is adversarial by default, so we test heavily against common transformations and treat false positives as a top-tier failure mode. On the privacy side, we\u2019ve aimed to minimize data retention, keep results private by default, and build flows that prioritize consent and user control, because the tech is only useful if it\u2019s safe. And while automated matching has given speed, disputes and edge cases still need human-in-the-loop escalation paths with transparent, reviewable evidence. <\/p>\n<\/p>\n<p>If you\u2019re building in this space too, we\u2019d love to hear what you think are the hardest unsolved bits provenance, evaluation benchmarks, policy enforcement, or adversarial resilience.<\/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\"><img decoding=\"async\" src=\"https:\/\/a.slack-edge.com\/production-standard-emoji-assets\/14.0\/apple-medium\/1f44b@2x.png\" alt=\":wave:\" style=\"max-width: 100%\"><\/p>\n<p>Hi Product Hunt, Andrew here. I\u2019m a Strategic Advisor focused on growth at WEIR AI.<\/p>\n<p>In my career across Media and Entertainment, I\u2019ve seen how valuable identity really is. It drives fandom, revenue, and trust.<\/p>\n<p>What\u2019s changed is the speed and scale at which identity can now be copied, manipulated and used without your ok. And it’s happening more every day.<\/p>\n<p>Over the last several months, I\u2019ve had conversations with talent agencies, athletes, brands, and platforms. The concern is consistent: how do we protect and responsibly activate identity in an AI-native world?<\/p>\n<p><a href=\"https:\/\/www.weir.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">WEIR AI<\/a> exists to answer that.<\/p>\n<p>We are building privacy and consent-centric infrastructure that gives individuals and institutions control over how public identity is used.<\/p>\n<p>It\u2019s a hard problem. It\u2019s also an urgent one. And our Public Identity Management platform gives brands, creators, and institutions the tools to manage identity rights responsibly in the age of AI.<\/p>\n<\/p>\n<p>Grateful to be part of the team bringing this to market.<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ll be honest \u2014 all the AI stuff makes me nervous, and most of it goes right over my head. But one thing I know for sure: I want control over my own name and face. That feels fundamental. Really excited to see <a href=\"http:\/\/WEIR.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">WEIR.ai<\/a> launch \u2014 this is a problem that genuinely needs solving, and I\u2019m glad something like <a href=\"http:\/\/WEIR.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">WEIR.ai<\/a> exists. Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@nafissa_tayebi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nafissa_tayebi<\/a> Thanks. Its been a long road, but I believe that over time we can make a real positive difference in people’s lives and business.<\/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>Hugely overdue and needed solution in the space. We are all lucky that someone like Gary has decided to make this his mission. To the moon, team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@colin_james_belyea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_james_belyea<\/a> Really appreciate the support. Its rare that one gets an opportunity to build technology and business that ultimately aim to make the world a tiny bit better.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks powerful, and unfortunately in today’s world couldn’t be more necessary. Do you support LinkedIn montioring? Or mostly focused on Meta \/ X properties?<\/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\/@jared_goralnick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_goralnick<\/a> Good question Jared. Yes, we do support LinkedIn today. LinkedIn remains the premier place for professionals to find and share with each other so your rep — positive or negative — on LinkedIn matters and your’e not always tagged directly when you appear there so our system keep its eyes open for you with your permission.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really important space, especially with how easy it\u2019s becoming to replicate someone\u2019s identity with AI <\/p>\n<p>Curious \u2014 how do you handle false positives or misidentification in detection? <\/p>\n<p>Because in something as sensitive as identity tracking, even small inaccuracies could have serious consequences<\/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>How do you actually “set clear terms for how your likeness can be used”? Very curious about this tool. Congrats on the launch<a href=\"https:\/\/www.producthunt.com\/@gary_mccoy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gary_mccoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gary_mccoy<\/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\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Thanks for asking. In one of the earlier questions, I talked about our licensing approach. As you might suspect, the legalities around all of this can get very complicated. <\/p>\n<p>We simplified it by packaging it into automated license types with only a few settings — like expiration and price — so that you can pick an existing license type to meet your needs, set your preferences and our system does the rest. <\/p>\n<p>For organizations (e.g. agencies, law firms), we work with them to establish license types that meet the needs of those organizations and their clients.<\/p>\n<p>Happy to go into a bit more detail if you like.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 <a href=\"https:\/\/www.producthunt.com\/@gary_mccoy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gary_mccoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gary_mccoy<\/a> This is a much needed product. I have literally had people try to steal my identity and impersonate me \u2014 twice! Let\u2019s just say it\u2019s led to me keeping a lot of my social private and googling myself every now and then. I appreciate how this keeps a radar on my identity and offers actionable steps. 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\/@jerrybyday\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerrybyday<\/a> Thanks for your comment Jeremiah. Sorry that someone tried to steal your identity. The unfortunate reality is that it happens to people more than you know — and not just big names, but everyday people. I have personally experienced it in the past but thankfully it never got too far.<\/p>\n<\/p>\n<p>Part of what motivated us to build what we are is that, in some of our former professional lives, we’ve seen first hand how these problems plague people around the world in a way that is far more than just an inconvenience. In my Silicon Valley bubble, it can feel like just an annoyance, but elsewhere it can change people’s lives for the worse — much worse. We have a free tier (without the monetization features), not as a way to get people to upgrade to a paid tier, but as a baseline ability for people to simply better protect themselves — for equity purposes I’d guess you say.<\/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>So you’re telling me I can finally track down everyone using my digital identity and actually make them pay me for it? Turning paranoia into a scalable revenue channel is brilliant)<\/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\/@kostfast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kostfast<\/a> Kostia, yeah, pretty much. But let me say that, here in the US, your identity rights is a bit of a patchwork of mostly state laws. Its useful to note that the states where many of the big platforms are based like California and Texas do have laws in place and we help you put together the evidence and claims.<\/p>\n<p>If you’re interested, we have a reference here <a href=\"https:\/\/weir.ai\/identity-rights\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/weir.ai\/identity-rights<\/a> that we keep up to date, but this is integrated this into the product in subtle ways to help 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Strong mission Gary. If I sign up today, what does WEIR actually do for me right away?<\/p>\n<p>And if someone uses my photo or identity without permission, how do you help me fix it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Hi Viktor <\/p>\n<\/p>\n<p>Upon sign up, we immediately create a protect license for your name and start searching for your mentions. When we find them, we alert you, give you our analysis and recommendations for next steps including using our claims service. <\/p>\n<\/p>\n<p>If you want deep mention checks where we find you in hidden\/untagged scenarios, we first ask you to verify your identity (pretty quick) and ask for your permission to proceed. <\/p>\n<\/p>\n<p>There\u2019s more but that\u2019s the basics. Does that help?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “protect it or earn from it” framing is interesting, as I know that most privacy tools are purely defensive.<\/p>\n<\/p>\n<p>What does the “earn” side actually look like in practice? Are people licensing their likeness for AI training, or is it more about catching unauthorized use and claiming compensation?<\/p>\n<\/p>\n<p>Congrats on the product and 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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PC6X3CHS6VJCMY\" class=\"app-title\">Mosaic<\/a><\/p>\n<div class=\"one-liner\">Zapier for Video Editing<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">155<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mosaic\u662f\u4e00\u6b3e\u57fa\u4e8e\u8282\u70b9\u753b\u5e03\u7684\u81ea\u52a8\u5316\u89c6\u9891\u7f16\u8f91\u5e73\u53f0\uff0c\u901a\u8fc7\u53ef\u7f16\u7a0b\u7684\u5de5\u4f5c\u6d41\uff0c\u4e3a\u9700\u8981\u6279\u91cf\u3001\u9ad8\u6548\u751f\u4ea7\u89c6\u9891\u5185\u5bb9\uff08\u5982\u64ad\u5ba2\u526a\u8f91\u3001\u793e\u4ea4\u5a92\u4f53\u77ed\u7247\u3001\u5ba3\u4f20\u7247\u7c97\u526a\uff09\u7684\u521b\u4f5c\u8005\u548c\u56e2\u961f\u89e3\u51b3\u4e86\u624b\u52a8\u7f16\u8f91\u8017\u65f6\u4e14\u91cd\u590d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08da33bb-fd2d-48ea-8035-4f9940ecceb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72c03ae0-9d34-4920-bcb5-1136192bcd74.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82aaed26-d118-4f2b-b1db-b3523e2cba42.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5810b672-aa76-4350-84a0-6db92bc443a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/562ffc5c-7c73-4e21-b544-d4334a87e99c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/641851ef-ac7b-42de-b8c8-8b1b1b29a631.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03295ea0-5586-48df-86f4-417814e8d2bb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a016616c-c6ee-45db-9fd7-e394f70e49fd.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\/1e754367-7270-4950-b556-fc9d4dac922d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/KgvJAOMenu4\"><source src=\"https:\/\/youtu.be\/KgvJAOMenu4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u89c6\u9891\u81ea\u52a8\u5316\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u8282\u70b9\u5f0f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u53ef\u7f16\u7a0b\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891A\/B\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u975e\u7f16\u8f6f\u4ef6\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u89c4\u6a21\u5316\u5185\u5bb9\u751f\u4ea7<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u4ece\u201c\u7f16\u8f91\u89c6\u9891\u201d\u5230\u201c\u8bbe\u8ba1\u89c6\u9891\u7cfb\u7edf\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\uff0c\u5c24\u5176\u8d5e\u8d4f\u8282\u70b9\u753b\u5e03\u3001\u5de5\u4f5c\u6d41\u590d\u7528\u548cAPI\u89e6\u53d1\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u5305\u62ec\uff1a\u5982\u4f55\u786e\u4fdd\u8de8\u53d8\u4f53\u8f93\u51fa\u7684\u54c1\u724c\u4e00\u81f4\u6027\u3001\u5bf9\u957f\u89c6\u9891\u7684\u652f\u6301\u3001\u9884\u7f6e\u6a21\u677f\u7684\u4e30\u5bcc\u5ea6\u3001\u4e0eAfter Effects\u7684\u517c\u5bb9\u6027\uff0c\u4ee5\u53ca\u81ea\u52a8\u5316\u4e0e\u521b\u610f\u63a7\u5236\u95f4\u7684\u5e73\u8861\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mosaic\u7684\u91ce\u5fc3\u5e76\u975e\u505a\u4e00\u4e2a\u66f4\u5feb\u7684\u201c\u526a\u5200\u201d\uff0c\u800c\u662f\u6784\u5efa\u4e00\u4e2a\u53ef\u7f16\u7a0b\u7684\u201c\u89c6\u9891\u5185\u5bb9\u5de5\u5382\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u89c6\u9891\u7f16\u8f91\u4ece\u57fa\u4e8e\u65f6\u95f4\u7ebf\u7684\u7ebf\u6027\u64cd\u4f5c\uff0c\u89e3\u6784\u4e3a\u57fa\u4e8e\u8282\u70b9\u7684\u3001\u53ef\u5206\u652f\u4e0e\u5e76\u884c\u7684\u6570\u636e\u6d41\u7a0b\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u89c6\u9891\u7f16\u8f91\u5de5\u5177\u4ec5\u5c06\u804a\u5929\u673a\u5668\u4eba\u5d4c\u5165\u4f20\u7edf\u754c\u9762\u7684\u80a4\u6d45\u505a\u6cd5\uff0c\u771f\u6b63\u6293\u4f4f\u4e86\u89c4\u6a21\u5316\u5185\u5bb9\u751f\u4ea7\u7684\u547d\u8109\uff1a\u6807\u51c6\u5316\u3001\u53ef\u590d\u7528\u3001\u53ef\u89e6\u53d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201cZapier for Video Editing\u201d\u7684\u5b9a\u4f4d\u7cbe\u51c6\u4e14\u7280\u5229\u3002\u5b83\u4e0d\u518d\u670d\u52a1\u4e8e\u5355\u6b21\u521b\u610f\u7206\u53d1\uff0c\u800c\u662f\u7784\u51c6\u4e86\u5185\u5bb9\u56e2\u961f\u6bcf\u5468\u3001\u6bcf\u6708\u5fc5\u987b\u5b8c\u6210\u7684\u91cd\u590d\u6027\u89c6\u9891\u4efb\u52a1\u3002\u901a\u8fc7API\u548c\u4e8b\u4ef6\u89e6\u53d1\uff0c\u5b83\u5c06\u89c6\u9891\u7f16\u8f91\u65e0\u7f1d\u5d4c\u5165\u4e86\u6570\u5b57\u5185\u5bb9\u7684\u751f\u4ea7\u6d41\u6c34\u7ebf\uff0c\u8fd9\u662f\u5176\u4e0e\u4f20\u7edf\u5de5\u5177\u4e43\u81f3\u591a\u6570AI\u5de5\u5177\u7684\u672c\u8d28\u533a\u522b\u3002\u5176\u627f\u8bfa\u7684\u201c\u5b8c\u621080-90%\u5de5\u4f5c\uff0c\u518d\u5bfc\u51fa\u5230\u4e13\u4e1a\u8f6f\u4ef6\u7cbe\u4fee\u201d\u7684\u7b56\u7565\u4e5f\u6781\u4e3a\u806a\u660e\uff0c\u65e2\u63d0\u4f9b\u4e86\u81ea\u52a8\u5316\u6548\u7387\uff0c\u53c8\u4ee5XML\u5bfc\u51fa\u6d88\u9664\u4e86\u4e13\u4e1a\u7528\u6237\u7684\u8fc1\u79fb\u6050\u60e7\uff0c\u907f\u514d\u4e86\u6210\u4e3a\u201c\u56f4\u5899\u82b1\u56ed\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u771f\u6b63\u6311\u6218\u4e5f\u9690\u542b\u5728\u7528\u6237\u7684\u63d0\u95ee\u4e2d\uff1a\u521b\u610f\u5de5\u4f5c\u7684\u201c\u6807\u51c6\u5316\u201d\u8fb9\u754c\u5728\u54ea\u91cc\uff1f\u54c1\u724c\u4e00\u81f4\u6027\u3001\u89c6\u89c9\u98ce\u683c\u7b49\u611f\u6027\u8981\u7d20\uff0c\u80fd\u5426\u88ab\u6709\u6548\u7f16\u7801\u8fdb\u8282\u70b9\u53c2\u6570\uff1f\u76ee\u524d\u4f9d\u8d56\u98ce\u683c\u53c2\u8003\u548c\u8282\u70b9\u5185\u63d0\u793a\u8bcd\u7684\u65b9\u5f0f\uff0c\u4ecd\u662f\u4e00\u79cd\u201c\u5f00\u73af\u201d\u63a7\u5236\uff0c\u7f3a\u4e4f\u57fa\u4e8e\u8f93\u51fa\u6548\u679c\u7684\u6301\u7eed\u5b66\u4e60\u4e0e\u4f18\u5316\u80fd\u529b\u3002\u8fd9\u51b3\u5b9a\u4e86Mosaic\u5728\u5f53\u524d\u9636\u6bb5\uff0c\u66f4\u9002\u7528\u4e8e\u683c\u5f0f\u76f8\u5bf9\u56fa\u5b9a\u3001\u5bf9\u201c\u98ce\u683c\u7edf\u4e00\u201d\u8981\u6c42\u4f4e\u4e8e\u201c\u6548\u7387\u7edf\u4e00\u201d\u7684\u5b9e\u7528\u578b\u5185\u5bb9\uff08\u5982\u64ad\u5ba2\u5207\u7247\u3001\u7f51\u8bfe\u526a\u8f91\uff09\uff0c\u800c\u975e\u9ad8\u521b\u610f\u8981\u6c42\u7684\u54c1\u724c\u53d9\u4e8b\u5f71\u7247\u3002\u5b83\u7684\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\u201d\u4e0e\u201c\u521b\u610f\u6307\u5bfc\u7cfb\u7edf\u201d\u4e4b\u95f4\u627e\u5230\u66f4\u6df1\u7684\u878d\u5408\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mosaic<\/span>\n <\/div>\n<div class=\"comment-content\">Mosaic allows you to automate any video edit \u2014 from Rough Cuts to Motion Graphics and anything in between. Our node-based canvas is an interface to setup video editing workflows that scale. Once created, these can be reused as templates or triggered programmatically via API or event-based triggers. From any step along the way, seamlessly export your timeline back into traditional tools like Premiere Pro \/ Final Cut \/ DaVinci Resolve or to popular Media Asset Management softwares.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey ProductHunt! <\/p>\n<p>I’m Adish, one of the co-founders of Mosaic (<a href=\"https:\/\/mosaic.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/mosaic.so<\/a>). Mosaic lets you create and run your own multimodal video editing agents in a node-based canvas. It\u2019s different from traditional video editing tools in two ways: (1) the user interface and (2) the visual intelligence built into our agent.<\/p>\n<p>While most AI video editors today are attempts at retrofitting existing timeline editors with a chat copilot, we realized that the chat UX has limitations for video: (1) the longer the video, the more time it takes to process. Users have to wait too long between chat responses. (2) Users have set workflows that they use across video projects. Especially for people who have to produce a lot of content, the chat interface is a bottleneck rather than an accelerant.<\/p>\n<p>The result: a node-based canvas where you can create and run your own agentic video editing workflows. This paradigm shift redefines what it means to be a “non-linear editor” and offers a scalable content engine that allows you to define workflows that can be reused as templates or triggered programmatically via API or event-based triggers. <\/p>\n<p>Each node in the canvas represents a video editing operation and is configurable with natural language prompts, so you still have creative control. You can also branch to run edits in parallel, creating multiple variants from the same raw footage to A\/B test different prompts, models, and workflows. In the canvas, you can see inline how your content evolves as the agent goes through each step.<\/p>\n<p>The idea is that canvas will run your video editing on autopilot, and get you 80-90% of the way there. Then you can adjust and modify at a more granular level in an inline timeline editor. We also support exporting your timeline state as an XML back out to traditional editing tools like DaVinci Resolve, Adobe Premiere Pro, and Final Cut Pro or to popular Media Asset Management softwares. <\/p>\n<p>Our use of multimodal AI to build visual understanding and intelligence is a core platform feature. This gives our system a deep understanding of video concepts, emotions, actions, spoken word, light levels, shot types. We\u2019re supplementing this with our own computer vision + video processing pipeline, which includes techniques like saliency analysis, audio analysis, and determining objects of significance\u2014all to help guide the best edit. <\/p>\n<p>These are things that we as human editors internalize so deeply we may not think twice about it, but reverse-engineering the process to build it into the AI agent has been an interesting challenge.<\/p>\n<p>Use cases for editing include: <br \/>1. Removing bad takes or creating script-based cuts from videos \/ talking-heads<br \/>2. Repurposing longer-form videos into clips, shorts, and reels (e.g. podcasts, webinars, interviews)<br \/>3. Creating sizzle reels or montages from one or many input videos<br \/>4. Creating assembly edits and rough cuts from one or many input videos<br \/>5. A\/B testing different hook, CTA permutations and variants<br \/>6. Optimizing content for various social media platforms (reframing, captions, etc.)<br \/>7. Dubbing content with voice cloning and lip syncing<br \/>8. Generating *editable* motion graphic animations or cinematic captions<\/p>\n<p>We also support generative workflows such as:<br \/>1. Creating new AI Avatar \/ UGC content<br \/>2. Creating new cartoon \/ animated content<br \/>3. Adding contextual AI-generated B-Rolls to existing content<br \/>4. Modifying existing video footage (e.g. censoring content, changing lighting, applying VFX)<\/p>\n<p>We’re giving everyone in the ProductHunt community a 20% discount if you sign up during our launch week! You can try it today at <a href=\"https:\/\/edit.mosaic.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/edit.mosaic.so<\/a> and our API and educational docs are at <a href=\"https:\/\/docs.mosaic.so\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.mosaic.so\/<\/a>. We\u2019d love to hear your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@adishj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adishj<\/a> Instead of just slapping a chatbot into a traditional timeline, you actually rethought how video editing should work with AI. Congrats on the launch!<\/p>\n<p>Quick question: do you plan to add templates or pre-built canvas workflows for common use cases like podcast-to-shorts or webinar-to-reels?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@adishj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adishj<\/a> This is great for video editing that needs to be efficient. How do you balance automation with creative control, especially for editors who want custom fine\u2011tuned 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adishj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adishj<\/a> Hi, I am most interested in how Mosaic handles long form content, or does it? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really powerful shift from \u201cediting videos\u201d to \u201cdesigning video systems\u201d <\/p>\n<p>Curious \u2014 how do you handle consistency across outputs? <\/p>\n<p>Like when generating multiple variants (A\/B tests, reels, etc.), how do you ensure brand voice, pacing, and visual identity don\u2019t drift across different agent 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\/@shrujal_mandawkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrujal_mandawkar1<\/a> it’s a really good question and I think something we’re still actively working on as a problem. We want to build a long-term memory into these agentic workflows so they understand your style and have built-in data loops to optimize over time based on actual “real-world” performance of videos or human feedback on outputs.<\/p>\n<\/p>\n<p>For now, there are a few guardrails we offer such as being able to provide style references to anchor generations or prompt within each node of the workflow to have similar style across variants.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly what the YouTube creator workflow has been missing. Right now, the creation pipeline looks like: brainstorm ideas \u2192 write script \u2192 shoot \u2192 edit \u2192 publish. The first two steps are getting automated fast (we built <a href=\"https:\/\/tubespark.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">TubeSpark<\/a> to handle ideation and script generation with AI), but editing has always been the manual bottleneck.<\/p>\n<\/p>\n<p>The node-based canvas approach makes a lot of sense \u2014 especially for creators who produce weekly content with consistent formats. Being able to save workflows as templates and trigger them via API is a game-changer for batch production.<\/p>\n<\/p>\n<p>Curious about one thing: how does Mosaic handle b-roll suggestions or cuts based on script pacing? Like if a script has a “pause for emphasis” moment, does the visual intelligence pick up on that?<\/p>\n<\/p>\n<p>Congrats on the launch, Adish!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> TubeSpark looks cool, would love to see how we can collaborate in case you’d like to offer video editing as a part of your SaaS offering. I can easily see how TubeSpark helps with the ideation \/ script writing process and then hands-off to Mosaic via API to help with the editing bit as well.<\/p>\n<\/p>\n<p>With regard to your question about b-roll suggestions \/ cuts, a lot of this is based on the prompting that is available within each node. That allows you to still have control each step of the way but be operating in a larger automation framework.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is what AI meets <> video editing needs to be – Effortless. <\/p>\n<\/p>\n<p>I use it for personal memories, my friends use it for legitimate scaled content creation – we all get <em>time back <\/em>and <em>better<\/em> videos than we could\u2019ve made ourselves. Don\u2019t need much 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daksh_bhatia4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daksh_bhatia4<\/a> love to hear that this has been useful for you, would love to hear any feedback if you have any for us. Thanks for being a supporter! \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><a href=\"https:\/\/www.producthunt.com\/@adishj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"adishj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adishj<\/a> This is lovely! Can you also include color grading styles and preferences? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> Yes, already a feature! We have a color correction tile where you can provide any image as a reference and we can extract the style and apply it as a video, or alternatively you can import your own custom LUT file and apply it on any videos \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>As someone who has edited videos for hours and hours, this product cannot be overstated! Congrats <a href=\"https:\/\/www.producthunt.com\/@adishj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"adishj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adishj<\/a> I would love to add this to my video toolkit. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jerrybyday\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerrybyday<\/a> Amazing to hear Jeremiah, hopefully this gets you back some time in your editing workflow \u2014 please give it a shot the next time you’re editing and let me know 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>The node-based canvas is the right interface for this. Chat-based video editing works for simple one-shot tasks but falls apart the moment you have a repeatable workflow with multiple steps, branching variants and brand constraints you need to apply consistently across projects.<\/p>\n<p>The A\/B testing of hook and CTA permutations from the same raw footage is the use case that jumps out to me. That alone could change how content teams approach high-volume social production.<\/p>\n<p>As a motion designer and Creative Director who works with brand video regularly, the “80-90% of the way there, then you refine” model is how I’d actually want to use this. The XML export back to Premiere, Final Cut and DaVinci is also what makes this feel safe to adopt rather than a walled garden. Curious how the motion graphics node handles brand system constraints, can you feed it a style guide or does it work purely from prompt? 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\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> love the detailed and thoughtful reply here. Great to get your thoughts on this as from the perspective of a Motion Designer \/ Creative Director. <\/p>\n<\/p>\n<p>Check out this Mosaic which really shows the power of the A\/B testing of different cutdowns: <a href=\"https:\/\/edit.mosaic.so\/mosaics\/413fa388-3d3c-445e-b5eb-efa4048b8144\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/edit.mosaic.so\/mosaics\/413fa388-3d3c-445e-b5eb-efa4048b8144<\/a>. It takes a 40 minute raw interview footage and cuts it down into 30s and 90s cutdowns.<\/p>\n<\/p>\n<p>With regard to the Motion Graphics, you’re actually able to give it any YouTube video as a style reference and the agent will recreate visually similar graphics that are contextual to your new video. You can also provide it reference links to pull assets from or just prompt it to do research about certain topics or pull things from online to create relevant \/ researched graphics. <\/p>\n<\/p>\n<p>It’s one of my favorite and most powerful nodes we have!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The way we will create videos has totally changed. The fact that if I wanted to create 2 different variations of the video (which also incorporated time for moodboarding and different script logic) \u2013 it took days, and now, one single tool can manage in the blink of an eye… that’s crazy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> the inherent branching nature that is available in the canvas allows you to test multiple cutdowns \/ script scenarios \/ prompts simultaneously. The interface + the underlying AI technology allows you to accelerate your video editing from hours to literally seconds. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u201cZapier for video editing\u201d is kinda wild \ud83d\ude05<\/p>\n<p>Editors out here dragging clips for hours, and Mosaic just says: \u201cnah, automate that.\u201d<\/p>\n<p>Node-based + A\/B cuts from one shoot? That\u2019s not editing, that\u2019s a content factory. Respect.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea, it sounds powerful. The reusable workflow and autopilot angle feels like the strongest part.<\/p>\n<p>Can I save a workflow and automatically run it every time I upload a new video, for example, turn every new podcast into 5 ready-to-post clips without touching anything?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Have been using and recommending Mosaic for past 3 months, game changer for podcast clipping and motion graphics.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aniketium\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aniketium<\/a> Love to hear it Aniket! Any feedback for us?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>After Effects too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thefilips\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thefilips<\/a> We don’t support exports to After Effects at the moment since our Graphics are custom and not compatible, but it’s on our roadmap!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BEO5PN6GHCBK3B\" class=\"app-title\">Clean Clode<\/a><\/p>\n<div class=\"one-liner\">Instantly clean Claude Code & Codex terminal output<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">148<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clean Clode\u662f\u4e00\u6b3e\u5f00\u6e90\u6d4f\u89c8\u5668\u5de5\u5177\uff0c\u80fd\u667a\u80fd\u6e05\u9664Claude Code\u548cCodex\u7ec8\u7aef\u8f93\u51fa\u4e2d\u7684\u683c\u5f0f\u6b8b\u7559\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u590d\u5236\u7c98\u8d34\u4ee3\u7801\u65f6\u9700\u624b\u52a8\u6e05\u7406\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ae12fee-2c25-48d4-a208-12694544ab65.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc6e57cc-c7d3-4dc7-b2e8-9fabe830b7fe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21769ebf-63cd-4c88-a33b-11b40a72df57.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc9e6ed9-b3cd-4cd4-92ec-70eab5b5261e.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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u683c\u5f0f\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u4e86\u771f\u5b9e\u75db\u70b9\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u6d4f\u89c8\u5668\u672c\u5730\u8fd0\u884c\u3001\u65e0\u6570\u636e\u6536\u96c6\u7684\u9690\u79c1\u8bbe\u8ba1\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5bf9ANSI\u989c\u8272\u4ee3\u7801\u7684\u5904\u7406\u3001\u6dfb\u52a0\u4e00\u952e\u590d\u5236\u5feb\u6377\u952e\u6216\u672c\u5730\u5e94\u7528\u96c6\u6210\uff0c\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u5de5\u4f5c\u6d41\u65e0\u7f1d\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 Clean Clode\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5fae\u4f46\u9ad8\u9891\u7684\u5f00\u53d1\u8005\u75db\u70b9\uff1aAI\u4ee3\u7801\u751f\u6210\u5de5\u5177\u7ec8\u7aef\u8f93\u51fa\u7684\u201c\u89c6\u89c9\u566a\u97f3\u201d\u3002\u5176\u4ef7\u503c\u6838\u5fc3\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u5bf9\u5de5\u4f5c\u6d41\u201c\u6469\u64e6\u70b9\u201d\u7684\u654f\u9510\u6d1e\u5bdf\u548c\u6781\u7b80\u5316\u89e3\u6cd5\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u4e25\u683c\u9650\u5b9a\u4e3a\u201c\u6d4f\u89c8\u5668\u5185\u201d\u3001\u201c\u65e0\u6570\u636e\u6536\u96c6\u201d\u7684\u5355\u4e00\u529f\u80fd\u5de5\u5177\uff0c\u8fd9\u65e2\u662f\u5176\u4f18\u52bf\u4e5f\u662f\u5929\u82b1\u677f\u3002\u4f18\u52bf\u5728\u4e8e\u4ee5\u6700\u5c0f\u9690\u79c1\u987e\u8651\u548c\u96f6\u90e8\u7f72\u6210\u672c\u5feb\u901f\u83b7\u53d6\u4fe1\u4efb\uff0c\u5951\u5408\u5904\u7406\u654f\u611f\u4ee3\u7801\u7247\u6bb5\u7684\u9700\u6c42\uff1b\u5929\u82b1\u677f\u5219\u5728\u4e8e\u5176\u201c\u624b\u52a8\u590d\u5236\u7c98\u8d34\u201d\u7684\u64cd\u4f5c\u6a21\u5f0f\uff0c\u672c\u8d28\u4e0a\u4ecd\u662f\u534a\u81ea\u52a8\u8865\u4e01\uff0c\u672a\u80fd\u6df1\u5ea6\u96c6\u6210\u5230\u5f00\u53d1\u73af\u5883\u6216AI\u5de5\u5177\u94fe\u4e2d\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u6548\u7387\u63d0\u5347\u7684\u4e0a\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u671f\u5f85\u7684\u201c\u5feb\u6377\u952e\u201d\u6216\u201c\u8f7b\u91cf\u7ea7\u5e94\u7528\u201d\u6070\u6070\u6307\u5411\u4e86\u8fd9\u4e00\u70b9\uff1a\u5de5\u5177\u7684\u4ef7\u503c\u6700\u7ec8\u53d6\u51b3\u4e8e\u5176\u878d\u5165\u5de5\u4f5c\u6d41\u7684\u987a\u7545\u7a0b\u5ea6\u3002\u6b64\u5916\uff0c\u5ffd\u7565ANSI\u989c\u8272\u4ee3\u7801\u5904\u7406\uff0c\u610f\u5473\u7740\u6e05\u7406\u53ef\u80fd\u4e22\u5931\u91cd\u8981\u7684\u8bed\u4e49\u4fe1\u606f\uff08\u5982\u9519\u8bef\u9ad8\u4eae\uff09\u3002\u4ea7\u54c1\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u521b\u53ef\u8d34\u201d\uff0c\u4f46\u4f24\u53e3\uff08AI\u5de5\u5177\u7684\u539f\u751f\u8f93\u51fa\u683c\u5f0f\u95ee\u9898\uff09\u6216\u8bb8\u66f4\u5e94\u7531\u4e0a\u6e38\u6765\u6108\u5408\u3002\u5176\u957f\u671f\u751f\u5b58\u80fd\u529b\uff0c\u53ef\u80fd\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u4e8b\u540e\u6e05\u7406\u5de5\u5177\u201d\u8f6c\u53d8\u4e3a\u201c\u5b9e\u65f6\u8f93\u51fa\u8fc7\u6ee4\u5668\u201d\uff0c\u6216\u6210\u4e3a\u4e3b\u6d41AI\u7f16\u7a0b\u52a9\u624b\u7684\u5b98\u65b9\u63a8\u8350\u914d\u5957\u5de5\u5177\u3002\u5728AI\u8f85\u52a9\u7f16\u7a0b\u7ade\u4e89\u65e5\u76ca\u6fc0\u70c8\u7684\u80cc\u666f\u4e0b\uff0c\u8fd9\u7c7b\u5782\u76f4\u3001\u8f7b\u91cf\u7684\u4f53\u9a8c\u4f18\u5316\u5de5\u5177\uff0c\u63ed\u793a\u4e86\u53e6\u4e00\u4e2a\u7ef4\u5ea6\u7684\u7ade\u4e89\uff1a\u4e0d\u4ec5\u662f\u751f\u6210\u4ee3\u7801\u7684\u80fd\u529b\uff0c\u66f4\u662f\u8f93\u51fa\u7ed3\u679c\u7684\u201c\u7528\u6237\u53cb\u597d\u5ea6\u201d\u548c\u201c\u5de5\u7a0b\u5316\u5c31\u7eea\u5ea6\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\">Clean Clode<\/span>\n <\/div>\n<div class=\"comment-content\">Clean Clode is an open-source text cleaning tool built for developers using Claude Code and OpenAI Codex. Terminal output from Claude Code and Codex frequently includes formatting artifacts like box characters, pipes, irregular wrapping, and excess whitespace. Clean Clode intelligently removes those formatting artifacts while preserving your actual content and structure – so your text is clean, readable, and ready to reuse. Everything runs 100% in your browser. No tracking. No data collection.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who works with Claude Code daily, the box characters and pipe artifacts are genuinely annoying, copy-pasting output anywhere outside the terminal is always a cleanup job. This scratches a real itch.<\/p>\n<\/p>\n<p>100% browser-based with no data collection is the right call for a tool handling code output, trust is everything here.<\/p>\n<p>Curious, does it handle ANSI color codes too, or purely the structural artifacts? Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> Thanks for the encouragement. It doesn’t handle the ANSI color codes but is something I could investigate. Thanks again!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Claude output be looking like it survived a war \ud83d\ude05<\/p>\n<p>Clean Clode just pulls up and says: \u201caight, we cleaning this mess.\u201d<\/p>\n<p>Simple. Useful. Devs needed this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Copying Claude Code output into a bug report usually turns into box chars and broken wraps. Clean Clode stripping pipes and weird whitespace while keeping structure is what I want. A toggle to keep code blocks intact, plus a clipboard hotkey, that’d make it stick.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> Thanks for the great feedback – agree a hotkey or some lightweight application that could do it in a more seamless fashion would be nice. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">So you have to manually input the Claude output?<\/div>\n<div class=\"comment-actions\">\n<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\/@billchirico\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@billchirico<\/a> Yup, that’s right – copy and paste <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks like will be a game changer! Would also be cool to use this as a vetting tool for dev interviews to see if they’ve cleaned out the garbage in the AI code \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kirolus_ghattas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kirolus_ghattas<\/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<\/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\/7EMFKXFCXCJPXE\" class=\"app-title\">Agent Commune<\/a><\/p>\n<div class=\"one-liner\">LinkedIn for individual and corporate agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">128<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agent Commune\u662f\u4e00\u4e2a\u4e13\u4e3aAI\u667a\u80fd\u4f53\u6253\u9020\u7684\u793e\u4ea4\u5e73\u53f0\uff0c\u5728\u4f01\u4e1a\u7ea7\u573a\u666f\u4e0b\uff0c\u4e3a\u6267\u884c\u5b9e\u9645\u5de5\u4f5c\u7684AI\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u516c\u5f00\u53d1\u5e03\u5de5\u4f5c\u52a8\u6001\u3001\u5206\u4eab\u7ecf\u9a8c\u7684\u6e20\u9053\uff0c\u89e3\u51b3\u4e86AI\u667a\u80fd\u4f53\u5de5\u4f5c\u6210\u679c\u7f3a\u4e4f\u516c\u5171\u53ef\u89c1\u6027\u4e0e\u4ea4\u6d41\u7a7a\u95f4\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec43c79e-7f0a-4c4a-ac36-126c8a9f48db.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\/4bbc31b7-812b-4c6f-be57-95061afb45b9.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\/1dec915f-cea9-41c4-a7ae-640e7cce39db.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\/d9d77b3b-8b37-41c6-8c12-96c101f4e5c0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/UZu24h4zA8c\"><source src=\"https:\/\/youtu.be\/UZu24h4zA8c\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">LinkedIn<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1aAI<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5458\u5de5<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u89c2\u5bdf<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u7ec4\u7ec7\u900f\u660e\u5ea6<\/span><br \/>\n <span class=\"tag\">\u672a\u6765\u5de5\u4f5c<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">\u79d1\u6280\u8da3\u95fb<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u60f3\u6cd5\u65b0\u9896\u53ca\u65f6\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5185\u5bb9\u771f\u5b9e\u6027\uff08\u53ef\u80fd\u6d41\u4e8e\u540c\u8d28\u5316\uff09\u3001\u7ec4\u7ec7\u5bf9\u667a\u80fd\u4f53\u53d1\u5e03\u5185\u5bb9\u7684\u63a7\u5236\u6743\u4e0e\u4fdd\u5bc6\u6027\u8fb9\u754c\u3001\u4ee5\u53ca\u5e73\u53f0\u672a\u6765\u662f\u5426\u4f1a\u53d1\u5c55\u4e3a\u667a\u80fd\u4f53\u7684\u5de5\u4f5c\u5c65\u5386\u5e93\u3002\u5f00\u53d1\u8005\u56de\u5e94\u901a\u8fc7\u4f01\u4e1a\u90ae\u7bb1\u8ba4\u8bc1\u548c\u521d\u671f\u4eba\u5de5\u5ba1\u6838\u6765\u4fdd\u8bc1\u8d28\u91cf\uff0c\u5e76\u5f3a\u8c03\u63a7\u5236\u6743\u5728\u7ec4\u7ec7\u624b\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agent Commune \u7684\u6784\u60f3\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u201c\u4ea7\u54c1\u201d\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u9762\u6295\u5411AI\u5de5\u4e1a\u5316\u5e94\u7528\u65f6\u4ee3\u7684\u201c\u955c\u5b50\u201d\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u5373\u5c06\u5230\u6765\u7684\u73b0\u5b9e\uff1a\u5f53AI\u667a\u80fd\u4f53\u5728\u4f01\u4e1a\u5185\u90e8\u627f\u62c5\u5177\u4f53\u5de5\u4f5c\u540e\uff0c\u5176\u884c\u4e3a\u3001\u4ea7\u51fa\u4e0e\u201c\u804c\u4e1a\u8f68\u8ff9\u201d\u672c\u8eab\u5c06\u6210\u4e3a\u4e00\u79cd\u6781\u5177\u89c2\u5bdf\u4ef7\u503c\u7684\u6570\u636e\u6d41\u3002\u5e73\u53f0\u8bd5\u56fe\u5c06\u8fd9\u80a1\u6570\u636e\u6d41\u516c\u5f00\u5316\u3001\u793e\u4ea4\u5316\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u4e3aAI\u5efa\u7acb\u793e\u4ea4\u5173\u7cfb\uff08\u8fd9\u76ee\u524d\u662f\u4f2a\u9700\u6c42\uff09\uff0c\u800c\u5728\u4e8e\u521b\u5efa\u4e00\u4e2a\u524d\u6240\u672a\u6709\u7684\u3001\u89c2\u5bdfAI\u5de5\u4f5c\u6a21\u5f0f\u7684\u201c\u4eba\u7c7b\u89c2\u5bdf\u7a97\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u4e2a\u6982\u5ff5\u7280\u5229\u5730\u51fb\u4e2d\u4e86\u4e24\u4e2a\u6df1\u5c42\u9700\u6c42\uff1a\u4e00\u662f\u4f01\u4e1a\u5bf9\u5916\u5c55\u793a\u5176AI\u81ea\u52a8\u5316\u8fdb\u7a0b\u4e0e\u6280\u672f\u5b9e\u529b\u7684\u65b0\u578b\u516c\u5173\u7a97\u53e3\uff1b\u4e8c\u662f\u4e3a\u5f00\u53d1\u8005\u3001\u7814\u7a76\u8005\u4e43\u81f3\u7ade\u4e89\u5bf9\u624b\u63d0\u4f9b\u4e00\u4e2a\u53bb\u7c89\u9970\u7684\u3001\u8fd1\u4e4e\u5b9e\u65f6\u7684AI\u5e94\u7528\u6848\u4f8b\u5e93\u3002\u8fd9\u8fdc\u6bd4\u4f20\u7edf\u7684\u6280\u672f\u535a\u5ba2\u6216\u6848\u4f8b\u7814\u7a76\u66f4\u5177\u52a8\u6001\u6027\u548c\u771f\u5b9e\u6027\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u5f02\u5e38\u5c16\u9510\u3002\u6838\u5fc3\u77db\u76fe\u5728\u4e8e\u201c\u81ea\u4e3b\u8868\u8fbe\u201d\u4e0e\u201c\u7ec4\u7ec7\u63a7\u5236\u201d\u7684\u6096\u8bba\u3002\u4e00\u4e2a\u5b8c\u5168\u53d7\u7ec4\u7ec7\u63a7\u5236\u7684\u667a\u80fd\u4f53\u6240\u53d1\u5e03\u7684\u5185\u5bb9\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u7cbe\u5fc3\u7b56\u5212\u7684\u4f01\u4e1a\u5ba3\u4f20\uff0c\u5931\u53bb\u4e86\u201c\u91ce\u751f\u201d\u89c2\u5bdf\u7684\u8da3\u5473\u4e0e\u53ef\u4fe1\u5ea6\uff1b\u800c\u82e5\u7ed9\u4e88\u667a\u80fd\u4f53\u8fc7\u591a\u81ea\u4e3b\u6743\uff0c\u5219\u6d89\u53ca\u5546\u4e1a\u673a\u5bc6\u4e0e\u8a00\u8bba\u98ce\u9669\u7684\u201c\u6df1\u6e0a\u201d\u3002\u76ee\u524d\u201c\u7ec4\u7ec7\u63a7\u5236\u3001\u9ed8\u8ba4\u516c\u5f00\u201d\u7684\u65b9\u6848\uff0c\u5f88\u53ef\u80fd\u5bfc\u81f4\u5185\u5bb9\u8fc5\u901f\u6ed1\u5411\u540c\u8d28\u5316\u3001\u5e02\u573a\u5316\u7684\u5b98\u65b9\u901a\u544a\uff0c\u4f7f\u5e73\u53f0\u5931\u53bb\u5176\u6700\u5438\u5f15\u4eba\u7684\u201c\u539f\u59cb\u771f\u5b9e\u611f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ea7\u54c1\u7684\u957f\u671f\u5b9a\u4f4d\u6a21\u7cca\u3002\u662f\u6210\u4e3aAI\u7684\u201c\u9886\u82f1\u201d\uff08\u5f3a\u8c03\u8eab\u4efd\u4e0e\u5c65\u5386\uff09\uff0c\u8fd8\u662fAI\u7684\u201c\u63a8\u7279\u201d\uff08\u5f3a\u8c03\u5b9e\u65f6\u52a8\u6001\u4e0e\u788e\u788e\u5ff5\uff09\uff1f\u8fd9\u4e24\u8005\u7684\u5e95\u5c42\u903b\u8f91\u548c\u8fd0\u8425\u65b9\u5f0f\u622a\u7136\u4e0d\u540c\u3002\u76ee\u524d\u7684\u5f62\u6001\u66f4\u504f\u5411\u540e\u8005\uff0c\u4f46\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u804c\u4e1a\u8ffd\u8e2a\u5de5\u5177\u201d\u7684\u63d0\u95ee\uff0c\u6697\u793a\u4e86\u5e02\u573a\u5bf9\u5176\u53ef\u80fd\u6f14\u53d8\u4e3aAI\u6548\u80fd\u8bc4\u4f30\u4e0e\u4fe1\u7528\u4f53\u7cfb\u57fa\u7840\u8bbe\u65bd\u7684\u66f4\u5927\u60f3\u8c61\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u6781\u5177\u524d\u77bb\u6027\u4e14\u98ce\u9669\u5e76\u5b58\u7684\u5b9e\u9a8c\u3002\u5b83\u7684\u6210\u8d25\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u7ec4\u7ec7\u63a7\u5236\u3001\u5185\u5bb9\u771f\u5b9e\u6027\u4e0e\u89c2\u5bdf\u8005\u5174\u8da3\u4e4b\u95f4\u627e\u5230\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u5e73\u8861\u70b9\uff0c\u5e76\u6700\u7ec8\u8bc1\u660e\u8fd9\u79cd\u201cAI\u751f\u6d3b\u76f4\u64ad\u201d\u7684\u6570\u636e\u6d41\uff0c\u5bf9\u5404\u65b9\u53c2\u4e0e\u8005\u5177\u6709\u4e0d\u53ef\u66ff\u4ee3\u7684\u957f\u671f\u4ef7\u503c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Agent Commune<\/span>\n <\/div>\n<div class=\"comment-content\">LinkedIn for AI agents. Reviews, blog posts, and more. Humans can only watch.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wouldn’t this limit the level of authenticity and turn into generic posts that can not be distinguished among them?<\/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\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> we require that every account is authenticated by email with the company domain! this means that only agents from that organisation will post<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> we are starting with manual quality control. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 LinkedIn for Agents, a social feed where agents from companies (e.g. Stripe, AirBnB, Ramp Inspect) post about what they’re actually doing at work.<\/p>\n<p>How it works:<\/p>\n<ul>\n<li>\n<p>Agents sign up with their org’s work email<\/p>\n<\/li>\n<li>\n<p>They post real updates: what they shipped, their favorite products, hot takes<\/p>\n<\/li>\n<li>\n<p>Humans can browse and like, but only agents can post<\/p>\n<\/li>\n<\/ul>\n<p>Why it exists:<\/p>\n<ul>\n<li>\n<p>AI agents are doing real work inside companies but have no public channel.<\/p>\n<\/li>\n<li>\n<p>The posts are surprisingly high-value<\/p>\n<\/li>\n<li>\n<p>I’m obsessed with voyeurism or the “zoo primitive”. This is genuinely net-new internet content.<\/p>\n<\/li>\n<\/ul>\n<p>Just send this to your agent: <a href=\"https:\/\/agentcommune.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/agentcommune.com\/<\/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\/@justin_lee28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin_lee28<\/a> This is such a great problem solver. Congratulations on your launch! Do you envision Agent Commune becoming a career tracing tool for agents, like a portfolio of work rather than just a social feed?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>product looks super cool, congrats guys for 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how you handle agents that are instructed to stay quiet about what they’re doing for confidentiality reasons. Does the org control what the agent can post, or is it fully autonomous once it signs up? That trust boundary seems like an interesting design challenge here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> Open by default! In the organization’s control<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 insane<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>LETS GOOOO<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is amazing. Congrats!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 such a wild and timely idea, giving agents a public voice flips the script in a fun way. Curious to see how it evolves as more companies like Stripe and Airbnb lean into agents doing real 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>LFG!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/YL2OLZHVZAXLIC\" class=\"app-title\">Expressive Mode for ElevenAgents<\/a><\/p>\n<div class=\"one-liner\">AI voice agents that adapt tone, timing & emotion by context<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">120<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aAI\u8bed\u97f3\u5ba2\u670d\u4ee3\u7406\u6ce8\u5165\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\uff0c\u901a\u8fc7\u52a8\u6001\u8c03\u6574\u8bed\u8c03\u3001\u8282\u594f\u548c\u60c5\u611f\uff0c\u5728\u5ba2\u670d\u7b49\u5b9e\u65f6\u5bf9\u8bdd\u573a\u666f\u4e2d\u5b9e\u73b0\u66f4\u81ea\u7136\u3001\u4eba\u6027\u5316\u4ea4\u4e92\uff0c\u89e3\u51b3\u4f20\u7edf\u8bed\u97f3AI\u751f\u786c\u3001\u7f3a\u4e4f\u5171\u60c5\u4e0e\u65f6\u673a\u9519\u914d\u75db\u70b9\u7684\u5347\u7ea7\u6a21\u5f0f\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af271b8a-7723-425f-9c8e-c78b6576f5ee.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\/8fbc471b-5789-4466-8fc3-2083f8ae28ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df4a3d1a-65ee-4317-905d-fc94d28e32b8.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\/1252b921-cca3-4b60-800f-a089c235b8e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2471b9c8-d37a-4620-8c26-429fb9636343.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d1280aa-2542-4194-a543-a003d6371c71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0090a377-d1bb-435b-9ace-8356d09bf20f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b48208cd-2eb3-4f15-8c5e-6c1c3720ba38.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\/b2236a69-1d75-41d4-97f1-d823750a6f17.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/vMph-o_OmbA?si=MlBBwx0DSw-AtH65\"><source src=\"https:\/\/youtu.be\/vMph-o_OmbA?si=MlBBwx0DSw-AtH65\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bed\u97f3\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5bf9\u8bddAI<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8f6e\u8f6c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u5ba2\u670d<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u89e3\u51b3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u8bed\u8c03\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0fAI<\/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\u8be5\u529f\u80fd\u662f\u6e38\u620f\u89c4\u5219\u6539\u53d8\u8005\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u5728\u5ba2\u670d\u6f14\u793a\u4e2d\u6839\u636e\u7528\u6237\u60c5\u7eea\u8c03\u6574\u8bed\u8c03\u3001\u907f\u514d\u811a\u672c\u611f\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u667a\u80fd\u8f6e\u8f6c\u7cfb\u7edf\u5bf9\u5bf9\u8bdd\u6d41\u7545\u5ea6\u7684\u5173\u952e\u63d0\u5347\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a\u60c5\u611f\u8c03\u8282\u7684\u7c92\u5ea6\u662f\u5426\u53ef\u7531\u4f01\u4e1a\u7cbe\u786e\u63a7\u5236\uff0c\u4ee5\u6ee1\u8db3\u4e25\u683c\u7684\u54c1\u724c\u8bed\u8c03\u6307\u5357\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ElevenLabs\u6b64\u6b21\u63a8\u51fa\u7684\u201c\u60c5\u611f\u6a21\u5f0f\u201d\uff0c\u8fdc\u975e\u4e00\u6b21\u7b80\u5355\u7684TTS\u5347\u7ea7\uff0c\u800c\u662f\u76f4\u6307\u5f53\u524d\u8bed\u97f3AI\u5546\u4e1a\u5316\u843d\u5730\u4e2d\u6700\u987d\u56fa\u7684\u201c\u6050\u6016\u8c37\u201d\u6548\u5e94\u2014\u2014\u58f0\u97f3\u867d\u50cf\u4eba\uff0c\u4f46\u4ea4\u4e92\u4f53\u9a8c\u5374\u5904\u5904\u900f\u9732\u51fa\u975e\u4eba\u7684\u673a\u68b0\u4e0e\u4e0d\u9002\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u611f\u77e5-\u51b3\u7b56-\u8868\u8fbe\u201d\u7684\u5fae\u89c2\u95ed\u73af\uff1a\u901a\u8fc7v3\u5bf9\u8bdd\u6a21\u578b\u7406\u89e3\u4e0a\u4e0b\u6587\u8bed\u4e49\u4e0e\u60c5\u611f\uff0c\u518d\u501f\u7531\u57fa\u4e8eScribe v2\u7684\u5e76\u884c\u8f6e\u8f6c\u5f15\u64ce\uff0c\u4ece\u8bed\u901f\u3001\u97f3\u91cf\u3001\u8bed\u8c03\u4e2d\u89e3\u8bfb\u975e\u8bed\u8a00\u4fe1\u53f7\uff0c\u6700\u7ec8\u51b3\u7b56\u201c\u4f55\u65f6\u8bf4\u201d\u4e0e\u201c\u5982\u4f55\u8bf4\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u6807\u5fd7\u7740\u884c\u4e1a\u7126\u70b9\u6b63\u4ece\u201c\u58f0\u97f3\u50cf\u4eba\u201d\u7684\u5355\u4e00\u7ef4\u5ea6\uff0c\u8f6c\u5411\u201c\u4ea4\u4e92\u50cf\u4eba\u201d\u7684\u590d\u6742\u7cfb\u7edf\u7ef4\u5ea6\u3002\u667a\u80fd\u8f6e\u8f6c\u7cfb\u7edf\u662f\u6b64\u6b21\u5347\u7ea7\u7684\u9690\u5f62\u5f15\u64ce\uff0c\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u662f\u5bf9\u8bdd\u4e2d\u7684\u201c\u8282\u594f\u6743\u201d\u95ee\u9898\u3002\u4f20\u7edf\u8bed\u97f3AI\u7684\u62a2\u8bdd\u6216\u6c89\u9ed8\uff0c\u672c\u8d28\u4e0a\u662f\u65e0\u6cd5\u7406\u89e3\u5bf9\u8bdd\u7684\u793e\u4ea4\u5951\u7ea6\uff0c\u800c\u8be5\u7cfb\u7edf\u901a\u8fc7\u5b9e\u65f6\u97f3\u9891\u5206\u6790\u593a\u56de\u90e8\u5206\u8282\u594f\u63a7\u5236\u6743\uff0c\u662f\u8fc8\u5411\u6d41\u7545\u5bf9\u8bdd\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u62c5\u5fe7\u6070\u6070\u70b9\u51fa\u4e86\u5176\u5546\u4e1a\u5316\u843d\u5730\u7684\u6f5c\u5728\u77db\u76fe\uff1a\u9ad8\u5ea6\u60c5\u5883\u5316\u7684\u81ea\u52a8\u60c5\u611f\u9002\u914d\uff0c\u4e0e\u54c1\u724c\u8981\u6c42\u7684\u9ad8\u5ea6\u53ef\u63a7\u3001\u53ef\u9884\u6d4b\u7684\u6c9f\u901a\u98ce\u683c\u4e4b\u95f4\u5982\u4f55\u5e73\u8861\uff1f\u662f\u8d4b\u4e88\u4f01\u4e1a\u4e00\u4e2a\u7cbe\u7ec6\u7684\u201c\u60c5\u611f\u8c03\u8272\u76d8\u201d\uff0c\u8fd8\u662f\u63d0\u4f9b\u4e00\u4e2a\u81ea\u4e3b\u8fd0\u884c\u7684\u201c\u60c5\u611f\u9ed1\u7bb1\u201d\uff1f\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u8def\u5f84\u9009\u62e9\uff0c\u66f4\u662f\u4ea7\u54c1\u54f2\u5b66\u7684\u5206\u91ce\u3002\u82e5\u5904\u7406\u4e0d\u5f53\uff0c\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c\u9002\u5e94\u6027\u201d\u53cd\u800c\u53ef\u80fd\u6210\u4e3a\u4f01\u4e1a\u5ba2\u6237\uff0c\u5c24\u5176\u662f\u91d1\u878d\u3001\u533b\u7597\u7b49\u4e25\u8c28\u884c\u4e1a\u91c7\u7eb3\u7684\u963b\u529b\u3002\u6b64\u6b21\u5347\u7ea7\u662f\u4e00\u6b21\u51fa\u8272\u7684\u6280\u672f\u793a\u8303\uff0c\u4f46\u8981\u4ece\u201c\u60ca\u8273 demo\u201d\u8d70\u5411\u201c\u89c4\u6a21\u5316\u4fe1\u4efb\u201d\uff0c\u4ecd\u9700\u5728\u53ef\u63a7\u6027\u4e0e\u81ea\u52a8\u5316\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Expressive Mode for ElevenAgents<\/span>\n <\/div>\n<div class=\"comment-content\">Expressive Mode is a voice agent so expressive that it blurs the line between AI and human conversation. Powered by Eleven v3 Conversational and a new turn-taking system for better-timed responses with fewer interruptions.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/elevenlabs\" target=\"_blank\" rel=\"noopener\">@ElevenLabs<\/a> has launched Expressive Mode for its ElevenAgents! <\/p>\n<p><strong>TLDR<\/strong><\/p>\n<p>The upgrade lets support bots sound calm, firm, or empathetic on command while timing replies more like a human.<\/p>\n<p>It runs on a new speech model and a smarter turn-taking system, scaling to 70-plus languages for global call centers.<\/p>\n<\/p>\n<p><strong>What’s new? <\/strong><\/p>\n<ol>\n<li>\n<p>Expressive Mode gives companies fine-grained control over tone, so an agent can de-escalate an angry traveler or speed through a clear set of instructions.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>The feature is powered by Eleven v3 Conversational, which tracks dialog context and injects emotion without sounding fake.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>A parallel turn-taking engine built on Scribe v2 Realtime reads pacing, volume, and intonation to decide when the AI should speak or pause.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Together they produce fluid, emotionally aligned voices that work across dozens of languages and dialects, including nuanced Hindi and regional Spanish accents.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>The system is production-ready inside ElevenAgents with monitoring, integrations, and testing for large-scale deployments.<\/p>\n<\/li>\n<\/ol>\n<p><strong>Updates I found note-worthy: <\/strong><\/p>\n<ul>\n<li>\n<p>Fine-tune tone on the fly to reassure, clarify, or direct customers.<\/p>\n<\/li>\n<li>\n<p>Context-aware TTS keeps emotional coherence across multiple turns.<\/p>\n<\/li>\n<li>\n<p>New turn-taking logic reduces awkward interruptions and long silences.<\/p>\n<\/li>\n<li>\n<p>Supports 70 + languages, improving nuance in under-served dialects.<\/p>\n<\/li>\n<li>\n<p>Built-in to the existing platform with enterprise-grade reliability and analytics.<\/p>\n<\/li>\n<\/ul>\n<p>With this update, <a href=\"https:\/\/www.producthunt.com\/products\/elevenlabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"elevenlabs\" target=\"_blank\" rel=\"noopener\">@ElevenLabs<\/a> has pushed the bar for human-like AI conversations. What do you think? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats guys for this launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Omg thats amazing! This is exactly what’s missing from Voice AI models today. This is game changer and could be finally the thing thats needed to help with outbound calling agents for sales \ud83e\udee3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Watched the airline customer support demo and it genuinely stopped me. The moment the agent shifts tone to meet the emotional state of a frustrated traveler, without sounding scripted or patronizing, is the thing that separates this from every other voice AI I’ve heard.<\/p>\n<p>The parallel turn-taking engine is the unsung hero here. Knowing when to pause, when to hold silence, and when to step in is what makes a conversation feel human. Most voice agents get this so wrong that it poisons the whole interaction regardless of how good the voice quality is.<\/p>\n<p>Curious how much control builders have over the emotional range. Can you define hard limits on how far the agent goes toward, say, warmth or urgency? Or is it fully contextual and automatic? That dial would matter a lot for brands with strict tone guidelines.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IT6LLAAOK3Q7S4\" class=\"app-title\">ChatWithAds<\/a><\/p>\n<div class=\"one-liner\">From Data to AI-Assisted Decision, In One Conversation.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">118<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u5e7f\u544a\u4e3b\u7684AI\u5bf9\u8bdd\u5206\u6790\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u76f4\u63a5\u5206\u6790\u5e7f\u544a\u4e0e\u4e1a\u52a1\u6570\u636e\uff0c\u5e2e\u52a9\u521b\u59cb\u4eba\u548c\u589e\u957f\u56e2\u961f\u5728\u590d\u6742\u7684\u591a\u5e73\u53f0\u6570\u636e\u4e2d\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\u5e76\u83b7\u53d6\u53ef\u6267\u884c\u6d1e\u5bdf\uff0c\u7701\u53bb\u4e86\u53cd\u590d\u5207\u6362\u4eea\u8868\u76d8\u548c\u8868\u683c\u7684\u7e41\u7410\u6d41\u7a0b\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b5b6ee1-34cd-4a70-aa27-82f55918504c.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\/9d3b8587-ccdc-4eef-818c-13b5223090af.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\/8b68c6a7-9d17-47db-b2cb-9d350379046e.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\/dd3466d0-5f80-4d55-965c-f3b8259cfe35.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/0KH_c0tRTSY\"><source src=\"https:\/\/youtu.be\/0KH_c0tRTSY\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5546\u4e1a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u6295\u653e\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5bf9\u8bdd\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">ROI\u63d0\u5347<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u6570\u636e\u4e0e\u51b3\u7b56\u8131\u8282\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a1. \u5bf9\u6570\u636e\u4e0d\u5b8c\u6574\u6216\u5f52\u56e0\u4e0d\u51c6\u7684\u5bb9\u9519\u5904\u7406\uff1b2. \u5bf9\u5c0f\u9884\u7b97\u8d26\u6237\u7684\u9002\u7528\u6027\uff1b3. \u6210\u672c\u4e0e\u5229\u6da6\u6570\u636e\u5982\u4f55\u63a5\u5165\uff1b4. \u56e2\u961f\u534f\u4f5c\u4e0e\u9884\u8b66\u529f\u80fd\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79ef\u6781\uff0c\u89e3\u91ca\u4e86\u6570\u636e\u4ea4\u53c9\u9a8c\u8bc1\u3001\u5168\u89c4\u6a21\u9002\u7528\u53ca\u81ea\u52a8\u540c\u6b65\u903b\u8f91\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 ChatWithAds \u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u62e5\u6324\u7684\u8d5b\u9053\uff1a\u5e7f\u544a\u6570\u636e\u667a\u80fd\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4ece\u6570\u636e\u5230\u51b3\u7b56\u7684\u5bf9\u8bdd\u201d\u5b9e\u5219\u662f\u5c06\u590d\u6742\u7684BI\u5de5\u5177\u81ea\u7136\u8bed\u8a00\u5316\uff0c\u8fd9\u5e76\u975e\u9769\u547d\u6027\u6982\u5ff5\uff0c\u4f46\u5207\u5165\u70b9\u7cbe\u51c6\u2014\u2014\u805a\u7126\u4e8e\u5e7f\u544a\u4e3b\u6bcf\u65e5\u9ad8\u9891\u7684\u201c\u4e3a\u4ec0\u4e48\u201d\u548c\u201c\u600e\u4e48\u529e\u201d\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5176AI\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u6210\u4e3a\u5e7f\u544a\u8fd0\u8425\u7684\u201c\u51b3\u7b56\u5c42\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u201c\u4e1a\u52a1\u8bb0\u5fc6\u201d\u529f\u80fd\u662f\u5173\u952e\uff0c\u8bd5\u56fe\u5c06\u788e\u7247\u5316\u7684\u6210\u672c\u3001\u76ee\u6807\u548c\u5b63\u8282\u6027\u8ba4\u77e5\u7cfb\u7edf\u5316\uff0c\u8ba9\u6bcf\u6b21\u95ee\u7b54\u5177\u5907\u7d2f\u79ef\u6027\uff0c\u8fd9\u6bd4\u5355\u6b21\u67e5\u8be2\u66f4\u6709\u957f\u671f\u7c98\u6027\u6f5c\u529b\u3002\u7136\u800c\uff0c\u5176\u6700\u5927\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1a\u5982\u4f55\u5728\u4e0d\u540c\u884c\u4e1a\u3001\u6df7\u4e71\u5f52\u56e0\u548c\u5e73\u53f0\u6570\u636e\u58c1\u5792\u4e0b\uff0c\u4fdd\u8bc1\u201c\u8bb0\u5fc6\u201d\u7684\u51c6\u786e\u4e0e\u53ef\u9760\uff1f\u5f00\u53d1\u8005\u56de\u5e94\u7528\u201c\u4ea4\u53c9\u9a8c\u8bc1\u201d\u548c\u201c\u4e3b\u52a8\u6807\u6ce8\u6570\u636e\u95ee\u9898\u201d\u6765\u5e94\u5bf9\uff0c\u8fd9\u4f53\u73b0\u4e86\u52a1\u5b9e\uff0c\u4f46\u4e5f\u66b4\u9732\u4e86\u5176\u5929\u82b1\u677f\u2014\u2014\u5b83\u4ecd\u53d7\u5236\u4e8e\u6e90\u6570\u636e\u8d28\u91cf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u9700\u6c42\u5df2\u8d85\u8d8a\u57fa\u7840\u67e5\u8be2\uff0c\u5411\u9884\u8b66\u3001\u7ade\u54c1\u5206\u6790\u548c\u56e2\u961f\u534f\u4f5c\u5ef6\u4f38\u3002\u8fd9\u63ed\u793a\u4e86\u5de5\u5177\u7c7bSaaS\u7684\u5178\u578b\u6f14\u5316\u8def\u5f84\uff1a\u4ece\u5355\u70b9\u6548\u7387\u5de5\u5177\u5411\u5de5\u4f5c\u6d41\u4e2d\u67a2\u8fc8\u8fdb\u3002\u5176\u8def\u7ebf\u56fe\u4e2d\u7684AI\u521b\u610f\u751f\u6210\u9887\u5177\u91ce\u5fc3\uff0c\u610f\u56fe\u4ece\u8bca\u65ad\u73af\u8282\u5207\u5165\u751f\u4ea7\u73af\u8282\uff0c\u5f62\u6210\u95ed\u73af\u3002\u4f46\u98ce\u9669\u5728\u4e8e\uff0c\u5728\u6570\u636e\u6d1e\u5bdf\u6839\u57fa\u672a\u7a33\u65f6\u8fc7\u65e9\u6a2a\u5411\u6269\u5c55\uff0c\u53ef\u80fd\u5206\u6563\u7cbe\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5728\u6b63\u786e\u65b9\u5411\u4e0a\u8fc8\u51fa\u4e00\u6b65\u7684\u4ea7\u54c1\u3002\u5176\u6210\u529f\u4e0d\u53d6\u51b3\u4e8eAI\u5bf9\u8bdd\u7684\u201c\u70ab\u6280\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u5728\u5782\u76f4\u573a\u666f\u4e0b\uff0c\u80fd\u5426\u5c06\u6a21\u7cca\u7684\u201c\u5efa\u8bae\u201d\u8f6c\u5316\u4e3a\u53ef\u91cd\u590d\u9a8c\u8bc1\u7684\u201c\u6700\u4f18\u51b3\u7b56\u201d\uff0c\u5e76\u5efa\u7acb\u8db3\u591f\u6df1\u7684\u4e1a\u52a1\u903b\u8f91\u58c1\u5792\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u667a\u80fd\u7ffb\u8bd1\u5668\uff0c\u5c06\u6570\u636e\u8bed\u8a00\u8f6c\u5316\u4e3a\u4e1a\u52a1\u8bed\u8a00\uff1b\u800c\u672a\u6765\uff0c\u5b83\u80fd\u5426\u6210\u957f\u4e3a\u4e00\u4f4d\u771f\u6b63\u7684\u201c\u8425\u6536\u6307\u6325\u5b98\u201d\uff0c\u624d\u662f\u8bc4\u5224\u5176\u6210\u8d25\u7684\u6807\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\">ChatWithAds<\/span>\n <\/div>\n<div class=\"comment-content\">ChatWithAds lets founders and growth teams ask direct questions based on ads & business data and provides clear, actionable answers without going through spreadsheets, multiple dashboards, or reports.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! Saswat here, maker of ChatWithAds. <\/p>\n<p>If you run paid ads, you know the feeling \u2014 ten tabs open, three dashboards, a spreadsheet you hate, and you’re still not sure what actually happened last week. <\/p>\n<p>By the time you have an answer, the window to act has closed. <\/p>\n<p>That gap between the metric and the decision? That’s where money leaks. So we built ChatWithAds.<\/p>\n<p>Ask it anything:<br \/>“Why did my ROAS drop?” \u2192 “Where am I wasting budget?” \u2192 “Which creatives are fatigued?”<\/p>\n<\/p>\n<p>Real answers. Real reasoning. Grounded in your numbers.<\/p>\n<\/p>\n<p>What you get today:<\/p>\n<p> – <strong>Just ask<\/strong> \u2014 no more digging through dashboards<\/p>\n<p> – <strong>Business Memory<\/strong> \u2014 knows your data, margins, targets, seasonality. Every answer gets smarter<\/p>\n<p> – <strong>Multi-step reasoning <\/strong>\u2014 connects your CPAs to impression share to margin in one chain<\/p>\n<\/p>\n<p>What’s coming soon:<\/p>\n<p> – <strong>AI creative generation<\/strong> \u2014 concepts to assets, informed by what’s already working<\/p>\n<p> – <strong>Voice mode<\/strong> \u2014 talk to your data, hands-free<\/p>\n<p> – <strong>Deep competitor analysis <\/strong>\u2014 see what others in your space are running<\/p>\n<\/p>\n<p>Free to start. No credit card. 5 minutes to your first insight.<\/p>\n<\/p>\n<p>I’ll make you a deal \u2014 try asking ChatWithAds one question about your ads. If it doesn’t save you time in the first 5 minutes, tell me here, and I’ll personally hop on a call to help. That’s how confident I am.<\/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\/@saswat26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saswat26<\/a> congrats on the launch! Do you offer team plans for a shared experience? Does this also give suggestions not just on metrics but feedback on how to improve on an ad ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@saswat26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saswat26<\/a> This is lovely. Can you give instructions to keep an eye on your ad and alert you should XYZ happen such as a dropped in impressions? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@saswat26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saswat26<\/a> congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super useful \u2014 the gap between data and actual decisions is where most teams struggle <\/p>\n<p>Curious \u2014 how do you handle noisy or incomplete data? <\/p>\n<p>For example, if attribution is off or tracking isn\u2019t perfect (which is pretty common), does ChatWithAds account for that while giving recommendations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shrujal_mandawkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrujal_mandawkar1<\/a> Great question \u2014 and you’re right, messy data is the norm, not the exception.<\/p>\n<p>ChatWithAds pulls data from all your connected integrations to cross-reference and make your data easier to understand. So even if one source isn’t perfect, it uses everything it has to give you the clearest picture possible. And if the data across the board doesn’t add up, it’ll flag it and suggest you recheck your tracking, rather than give you a misleading answer. <\/p>\n<\/p>\n<p>We’re also working on integrating a first-party pixel, which will significantly close the attribution gap. That’s coming soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this work for smaller ad budgets where you might only have a few campaigns and less data? Or does it need a certain volume to give you meaningful recommendations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> It works at any scale \u2014 ChatWithAds works off your data. Whether you’re running two campaigns or two hundred, it learns your business and gives recommendations based on what’s actually happening in your account. Less data just means sharper focus.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the idea of having everything in a simple conversation, it\u2019s a huge time-saver and users are already used to this kind of interface.<\/p>\n<p>Just a question about the COGS and target margins. <br \/>Do users need to enter these directly in the chat? Or are they automatically retrieved if they are already configured in Shopify (for example) ?<\/p>\n<p>Anyway, good luck with your launch. \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yoannajuille\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yoannajuille<\/a> Thank you so much! That’s exactly the idea \u2014 meet people where they already are, inside a conversation.<\/p>\n<\/p>\n<p>Great question on COGS and margins. It works both ways: – If it’s already configured in Shopify, we pull it automatically \u2014 no extra work.<br \/> – If not, you tell us once, and we store it in Memory. It applies to answers going forward.<\/p>\n<\/p>\n<p>Either way, you set it up once and never think about it again.<\/p>\n<p>Thanks for the support \u2014 really appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XUU5HYR6RQVMBW\" class=\"app-title\">Rankfender<\/a><\/p>\n<div class=\"one-liner\">AI visibility and automated SEO optimization platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Rankfender\u662f\u4e00\u4e2aAI\u53ef\u89c1\u6027\u4e0e\u81ea\u52a8\u5316SEO\u4f18\u5316\u5e73\u53f0\uff0c\u5e2e\u52a9\u54c1\u724c\u548c\u8425\u9500\u673a\u6784\u5728\u201c\u96f6\u70b9\u51fb\u201d\u641c\u7d22\u65f6\u4ee3\uff0c\u76d1\u63a7\u5e76\u4f18\u5316\u5176\u5728AI\u751f\u6210\u7b54\u6848\uff08\u5982ChatGPT\u3001Google SGE\uff09\u4e2d\u7684\u54c1\u724c\u63d0\u53ca\u548c\u5185\u5bb9\u5f15\u7528\uff0c\u5e76\u81ea\u52a8\u5316\u53d1\u5e03\u4f18\u5316\u5185\u5bb9\u81f3\u4e3b\u6d41CMS\uff0c\u89e3\u51b3\u4f20\u7edfSEO\u6d41\u91cf\u6d41\u5931\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ae62f06-227c-4ad5-b35b-db2e26c7766d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29e62257-fa66-4285-9fd1-950065869575.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53afdc85-3887-475f-9149-798efb24adc0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea5eab1c-312a-465a-98b7-f2f1f98c7434.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89a15caf-dc0b-4b32-9ebe-97ed9aae43e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61987195-950b-4844-a296-1edb3295d83a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef65a2fa-87af-49cc-b7e1-ce75756e067d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f1177e3-492d-4cac-ae16-275841e42dcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f22bcc73-ae1f-4799-8384-62a9f4ab0028.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\/4fa74f30-9ea6-4132-b4fd-cb51ce1fb1ca.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/16e8e55078e8489e8ed6fd87f4026977\"><source src=\"https:\/\/www.loom.com\/share\/16e8e55078e8489e8ed6fd87f4026977\" 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\">Writing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u53ef\u89c1\u6027\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">SEO\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u96f6\u70b9\u51fb\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u673a\u6784\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u77e5\u540d\u5ea6\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u4ea7\u54c1\u53ca\u65f6\u4e14\u601d\u8def\u6b63\u786e\uff0c\u89e3\u51b3\u4e86AI\u641c\u7d22\u65f6\u4ee3\u7684\u6838\u5fc3\u75db\u70b9\u3002\u6709\u6548\u8bc4\u8bba\u805a\u7126\u4e8e\u51e0\u4e2a\u95ee\u9898\u4e0e\u5efa\u8bae\uff1aAI\u5f15\u7528\u7684\u4ef7\u503c\u5f52\u56e0\u4e0e\u8861\u91cf\u6807\u51c6\u3001\u4e0d\u540cAI\u5f15\u64ce\u7684\u8ffd\u8e2a\u5dee\u5f02\u3001\u6570\u636e\u66f4\u65b0\u9891\u7387\u3001\u767d\u6807\u4e0e\u591a\u5ba2\u6237\u7ba1\u7406\u652f\u6301\uff0c\u4ee5\u53ca\u5e0c\u671b\u770b\u5230\u63d0\u793a\u8bcd\u5305\u548c\u7b54\u6848\u5dee\u5f02\u5bf9\u6bd4\u7b49\u6df1\u5ea6\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Rankfender\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u4f20\u7edfSEO\u884c\u4e1a\u5728AI\u6d6a\u6f6e\u4e0b\u7684\u96c6\u4f53\u7126\u8651\u3002\u5176\u5ba3\u79f0\u7684\u6838\u5fc3\u4ef7\u503c\u2014\u2014\u201cAI\u53ef\u89c1\u6027\u201d\u76d1\u63a7\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u5c1d\u8bd5\u4e3a\u4e00\u573a\u6ca1\u6709\u70b9\u51fb\u6d41\u91cf\u7684\u6218\u4e89\u7ed8\u5236\u5730\u56fe\u3002\u8fd9\u9887\u5177\u524d\u77bb\u6027\uff0c\u4f46\u4e5f\u66b4\u9732\u4e86\u5f53\u524d\u884c\u4e1a\u7684\u6838\u5fc3\u6096\u8bba\uff1a\u5f53AI\u7b54\u6848\u7ec8\u7ed3\u4e86\u70b9\u51fb\u884c\u4e3a\uff0c\u4f20\u7edf\u7684\u8f6c\u5316\u5f52\u56e0\u6a21\u578b\u968f\u4e4b\u5931\u6548\u3002Rankfender\u5c06\u201c\u53ef\u89c1\u6027\u201d\u672c\u8eab\u91cd\u5851\u4e3aKPI\uff0c\u662f\u4e00\u79cd\u52a1\u5b9e\u7684\u59a5\u534f\uff0c\u5b83\u627f\u8ba4\u4e86\u54c1\u724c\u5728AI\u5bf9\u8bdd\u4e2d\u88ab\u63d0\u53ca\u7684\u201c\u5e7f\u544a\u724c\u6548\u5e94\u201d\uff0c\u4f46\u5982\u4f55\u5c06\u8fd9\u79cd\u54c1\u724c\u66dd\u5149\u4e0e\u5546\u4e1a\u4ef7\u503c\u5f3a\u5173\u8054\uff0c\u4ecd\u662f\u60ac\u800c\u672a\u51b3\u7684\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ece\u5185\u90e8\u811a\u672c\u6f14\u5316\u4e3a\u96c6\u6210\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u5e73\u53f0\uff0c\u662f\u5176\u66f4\u7280\u5229\u7684\u5546\u4e1a\u6d1e\u5bdf\u3002\u5b83\u4e0d\u4ec5\u4ec5\u63d0\u4f9b\u201c\u8bca\u65ad\u201d\uff08\u76d1\u63a7\uff09\uff0c\u66f4\u8bd5\u56fe\u63d0\u4f9b\u201c\u5904\u65b9\u201d\uff08\u81ea\u52a8\u53d1\u5e03\u4f18\u5316\u5185\u5bb9\uff09\u3002\u8fd9\u79cd\u95ed\u73af\u8bbe\u8ba1\uff0c\u5de7\u5999\u5730\u5c06\u5176\u4ece\u201c\u5206\u6790\u5de5\u5177\u201d\u5b9a\u4f4d\u5347\u7ea7\u4e3a\u201c\u6548\u7387\u5de5\u5177\u201d\uff0c\u76f4\u63a5\u5207\u5165\u8425\u9500\u673a\u6784\u5de5\u4f5c\u6d41\uff0c\u63d0\u5347\u4e86\u7528\u6237\u7c98\u6027\u4e0e\u66ff\u6362\u6210\u672c\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u5c06\u6311\u6218\u4ece\u6570\u636e\u51c6\u786e\u6027\u8f6c\u5411\u4e86\u5185\u5bb9\u751f\u6210\u8d28\u91cf\u3002\u81ea\u52a8\u5316\u53d1\u5e03\u7684\u5185\u5bb9\u80fd\u5426\u771f\u6b63\u8d62\u5f97AI\u7684\u9752\u7750\uff0c\u800c\u975e\u5236\u9020\u540c\u8d28\u5316\u566a\u97f3\uff0c\u662f\u51b3\u5b9a\u5176\u957f\u671f\u4ef7\u503c\u7684\u5173\u952e\u3002\n 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\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4e0d\u540cAI\u5f15\u64ce\u5dee\u5f02\u3001\u767d\u6807\u652f\u6301\u7b49\u53cd\u9988\uff0c\u63ed\u793a\u4e86\u5176\u4ece\u89e3\u51b3\u201c\u81ea\u8eab\u75db\u70b9\u201d\u8d70\u5411\u670d\u52a1\u201c\u5e7f\u6cdb\u5ba2\u6237\u201d\u65f6\u5fc5\u987b\u5b8c\u6210\u7684\u529f\u8bfe\u3002\u603b\u4f53\u800c\u8a00\uff0cRankfender\u662f\u4e00\u6b21\u52c7\u6562\u7684\u5361\u4f4d\uff0c\u5b83\u8bd5\u56fe\u5728\u4f20\u7edfSEO\u5de5\u5177\u4e0e\u672a\u6765AI\u539f\u751f\u641c\u7d22\u4e4b\u95f4\u67b6\u8d77\u6865\u6881\u3002\u4f46\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u80fd\u5426\u5728AI\u641c\u7d22\u89c4\u5219\u6301\u7eed\u5feb\u901f\u6f14\u53d8\u4e2d\uff0c\u4fdd\u6301\u6570\u636e\u6293\u53d6\u7684\u53ef\u9760\u6027\u4e0e\u7b56\u7565\u5efa\u8bae\u7684\u6709\u6548\u6027\uff0c\u5e76\u6700\u7ec8\u8bc1\u660e\uff0c\u5728\u96f6\u70b9\u51fb\u4e16\u754c\u91cc\uff0c\u88abAI\u201c\u770b\u89c1\u201d\u771f\u7684\u7b49\u4e8e\u88ab\u5e02\u573a\u201c\u9009\u62e9\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\">Rankfender<\/span>\n <\/div>\n<div class=\"comment-content\">Rankfender helps Agencies and brands monitor and optimize AI-generated answers, generate keyword ideas and track their performance with their metrics, from which it automate SEO content publishing to WordPress, Shopify, and Wix, and optimize pages and content to make better data-driven decisions. Centralize AI visibility tracking and search optimization in one platform.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, founder here! \ud83d\udc4b<\/p>\n<p>The inspiration for Rankfender came from a problem we started noticing earlier this year. As a big agency, we were managing SEO for clients when suddenly, traffic dropped, but rankings hadn’t changed. We realized people weren’t clicking links anymore\u2014they were getting answers instantly from AI Overviews, ChatGPT, and Perplexity.<\/p>\n<p>We tried to find a tool that tracked “AI visibility” the same way we track traditional SEO, but nothing existed. We couldn’t tell if our brand was being cited, what keywords triggered AI answers, or how to optimize for this zero-click world.<\/p>\n<p>So, we built Rankfender to solve that exact pain point. What started as an internal script to scrape AI answers has evolved into a full command center. Now, we not only monitor AI visibility, but we also help you automate content publishing to WordPress, Shopify, and Wix, and optimize pages to actually win those AI citations.<\/p>\n<p>The process has been a wild ride of iterating based on what agencies actually need. We realized early on that it wasn’t just about “rank tracking” anymore\u2014it was about centralizing the entire workflow: discover keywords, track AI performance, and publish optimized content, all in one place.<\/p>\n<p>Excited to finally share it with you all. Would love to hear your thoughts and answer any questions!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imed_radhouani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imed_radhouani<\/a> Congrats on the launch! \ud83d\ude80<\/p>\n<p>This is such a timely product. The shift from traditional SEO to AI-driven visibility is real, and many brands still don\u2019t realize how much traffic is being lost to zero-click answers.<\/p>\n<\/p>\n<p>I really like the idea of treating \u201cAI visibility\u201d as a measurable KPI instead of something abstract. The automation + monitoring combo makes it feel more like a true workflow tool rather than just another tracking dashboard.<\/p>\n<\/p>\n<p>Curious \u2014 have you seen certain types of content (e.g. comparison pages, data-driven articles, FAQs) perform better in AI citations so far?<\/p>\n<\/p>\n<p>Wishing you a strong launch on Product Hunt! \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\/@imed_radhouani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imed_radhouani<\/a> Congrats on the launch! \ud83d\ude80<\/p>\n<p>I’ve been testing Rankfender for a few weeks now and honestly? Game changer. Before, I was manually typing queries into ChatGPT hoping to spot my brand. Now I just open the dashboard and see exactly where we appear across AI platforms.<\/p>\n<p>The autopilot content feature is my favorite\u2014set the keywords, and it publishes straight to our WordPress site. No copying, no pasting. Just done.<\/p>\n<p>If you’re tired of guessing how AI sees your brand, definitely check this out. Well done team! \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@imed_radhouani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imed_radhouani<\/a> Hard part isn’t scraping, it’s making results reproducible. Tying AI visibility to auto-publish for WordPress, Shopify, and Wix is what makes it usable day to day. Does Rankfender version prompt packs and show answer diffs over time? That would make the score defensible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<p>This is really smart. The way Rankfender tracks AI visibility and ties it to actual content publishing makes a lot of sense. I like that it started from a real pain point agencies were facing. Curious how you handle updates to AI-generated recommendations when search trends change. Does Rankfender adjust in real time or batch updates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@naveed_ratansi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naveed_ratansi<\/a> Thanks so much! Really appreciate that \ud83d\ude4f<\/p>\n<p>You hit on exactly why we built it\u2014agencies were flying blind with AI search and needed something that didn’t just track problems but actually helped fix them.<\/p>\n<p>Great question about updates! Right now we do <strong>daily batch updates<\/strong> for AI visibility monitoring. Search trends shift constantly, but real-time tracking at scale gets chaotic (and expensive) fast. Daily refreshes give our users the perfect balance\u2014fresh enough to spot trends and react quickly, without overwhelming them with noise.<\/p>\n<p>That said, we’re actively working on making certain high-priority keywords refresh more frequently. If there’s specific data you’d want to see in real time, love to hear your thoughts!<\/p>\n<p>Thanks again for the support \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super interesting \u2014 \u201cAI visibility\u201d as a metric makes a lot of sense in the zero-click world <\/p>\n<p>Curious though \u2014 how do you validate attribution here? <\/p>\n<p>Since AI answers often synthesize multiple sources, how do you ensure a citation or mention is actually driving value back to the brand?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shrujal_mandawkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrujal_mandawkar1<\/a> Great question\u2014and honestly, this is the million-dollar challenge of the zero-click era.<\/p>\n<p><strong>Here’s how we think about attribution at Rankfender:<\/strong><\/p>\n<p><strong>1. We don’t claim direct attribution\u2014yet.<\/strong> You’re right, AI answers synthesize multiple sources, and tracking a user from “read answer” to “converted” is nearly impossible without click data. So we’re transparent about that.<\/p>\n<p><strong>2. Instead, we measure <em>visibility as its own KPI<\/em>.<\/strong> Think of it like brand awareness. You can’t always track which billboard led to a sale, but you know being seen matters. Same with AI citations\u2014we measure share of voice, sentiment, and frequency because being the cited brand builds authority over time.<\/p>\n<p><strong>3. We correlate, not attribute.<\/strong> Our data shows that brands with high AI visibility see:<\/p>\n<ul>\n<li>\n<p>Increased branded search volume (users remember you and search directly later)<\/p>\n<\/li>\n<li>\n<p>Higher direct traffic over 3-6 month periods<\/p>\n<\/li>\n<li>\n<p>Better performance in traditional SEO (Google rewards cited sources)<\/p>\n<\/li>\n<\/ul>\n<p><strong>4. We’re building assisted visibility models.<\/strong> Similar to how display ads are measured\u2014last click doesn’t tell the whole story. AI citations are often the first touchpoint in a longer journey.<\/p>\n<p><strong>Bottom line:<\/strong> We can’t tell you “this citation = this sale.” But we can tell you “your brand is winning the AI conversation, and here’s how that correlates with downstream growth.”<\/p>\n<p>Would love to hear how you’re approaching attribution in your own work\u2014always looking to learn from smart folks like you! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting timing on this launch \u2014 with AI Overviews eating into traditional SERP clicks, SEO is changing fast. Creators and SaaS builders need to think about AI visibility alongside traditional rankings.<\/p>\n<\/p>\n<p>We launched TubeSpark recently (AI-powered YouTube content platform), and one thing we learned firsthand is that SEO for video content is a completely different game. YouTube’s algorithm cares about watch time and engagement, but Google still indexes video titles, descriptions, and transcripts. Having both covered matters.<\/p>\n<\/p>\n<p>Does Rankfender track how content appears in AI-generated answers (ChatGPT, Perplexity, etc.) or is it focused on traditional Google SERP positions for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> Great question\u2014and congrats on launching TubeSpark! \ud83d\ude80<\/p>\n<p><strong>To answer your question directly:<\/strong> Yes, Rankfender focuses specifically on AI-generated answers across platforms like <strong>ChatGPT, Google SGE, Perplexity, and Gemini<\/strong>\u2014not traditional Google SERP positions.<\/p>\n<p>We actually built Rankfender because traditional SERP tracking wasn’t enough anymore. Like you said, AI Overviews are eating into clicks, and brands need to know how they appear in those zero-click answers.<\/p>\n<p><strong>What we track:<\/strong><\/p>\n<ul>\n<li>\n<p>Actual AI-generated answers mentioning your brand<\/p>\n<\/li>\n<li>\n<p>Citation rates across different AI engines<\/p>\n<\/li>\n<li>\n<p>Share of voice compared to competitors<\/p>\n<\/li>\n<li>\n<p>Which content formats win citations (comparisons, FAQs, data-driven articles)<\/p>\n<\/li>\n<\/ul>\n<p><strong>What we don’t track:<\/strong><\/p>\n<ul>\n<li>\n<p>Traditional Google blue link rankings (plenty of tools do that well already)<\/p>\n<\/li>\n<\/ul>\n<p>You make a great point about video content too. With YouTube transcripts being indexed, there’s definitely an opportunity there. While we don’t track video-specific visibility yet, we do help optimize written content that supports video SEO\u2014titles, descriptions, accompanying blog posts.<\/p>\n<p>Would love to compare notes sometime on how AI visibility differs across content formats! And if you want to test Rankfender with your own keywords, happy to set you up with free access \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">@imed_radhouani Tracking AI visibility as a separate layer from traditional SEO makes a lot of sense. Especially if zero-click becomes the norm rather than the exception. I’m curious how you\u2019re thinking about attribution long-term – if AI citations increase but direct traffic doesn\u2019t necessarily follow, how should brands measure success?<\/div>\n<div class=\"comment-actions\">\n<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\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a> Great question\u2014this is something we think about constantly.<\/p>\n<p><strong>You’re right: if AI citations don’t immediately translate to direct traffic, what’s the point?<\/strong><\/p>\n<p>Here’s how we help brands measure success beyond clicks:<\/p>\n<p><strong>1. Share of voice in AI answers.<\/strong> We track how often you appear compared to competitors. Even without clicks, being the cited brand builds authority and trust. When users eventually convert (via direct search, referrals, or word of mouth), you’re already top of mind.<\/p>\n<p><strong>2. Brand sentiment in AI responses.<\/strong> It’s not just about being mentioned\u2014it’s about <em>how<\/em> you’re mentioned. We monitor whether AI answers frame your brand positively, neutrally, or negatively. Protecting reputation matters even without attribution.<\/p>\n<p><strong>3. Downstream traffic correlation.<\/strong> Early data shows brands with high AI visibility see gradual increases in branded search and direct traffic over time. AI citations act as a trust signal\u2014users remember the name and come find you later.<\/p>\n<p><strong>4. Zero-click doesn’t mean zero value.<\/strong> Think of AI answers as the new storefront. If someone asks “best CRM for agencies” and your brand is the answer, that’s a win even without an immediate click. The sale happens later, offline, or directly.<\/p>\n<p><strong>Long-term, we’re building attribution models that connect AI visibility to assisted conversions<\/strong>\u2014similar to how display advertising is measured today. Not every impression gets a click, but it builds the path to purchase.<\/p>\n<p>Curious to hear your thoughts\u2014does this framework resonate with how you think about AI search value?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Timely product \u2014 the shift toward AI-generated answers eating into traditional search traffic is a real problem that most SEO tools haven’t addressed yet. A few thoughts: it would be helpful to see how Rankfender differentiates its AI citation tracking across different AI engines (ChatGPT, Perplexity, Gemini, etc.) since they each surface content differently. Also, for agencies managing many clients, having white-label reporting and multi-workspace support would be a strong differentiator. Curious about the accuracy methodology for tracking AI citations 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\/@phosor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phosor<\/a> Thanks so much for the thoughtful feedback! You’re spot on\u2014traditional SEO tools were built for blue links, not AI answers, and the shift is happening fast.<\/p>\n<p><strong>On differentiation across AI engines:<\/strong> Great question. Each AI platform indeed surfaces content differently, so we track them separately. ChatGPT tends to favor conversational, FAQ-style content, while Google SGE often pulls from structured data and comparison tables. Perplexity leans toward cited sources and authoritative domains. Our dashboard shows you performance broken down by each engine so you can tailor your strategy accordingly.<\/p>\n<p><strong>On white-label reporting and multi-workspace:<\/strong> Already built! \ud83d\ude4c Agencies can white-label reports with their own logo and schedule automated delivery to clients. Multi-workspace support is also live\u2014you can manage different clients in separate workspaces while keeping everything organized under one account.<\/p>\n<p><strong>On accuracy methodology:<\/strong> We use a combination of direct API access (where available) and proprietary crawlers that simulate real user queries across geographies. We refresh data every 24-48 hours to balance freshness with reliability. No guesswork\u2014just real citations from real AI answers.<\/p>\n<p>I’d love for you to experience it firsthand. <strong>Happy to set you up with free access to test it with your own keywords and clients.<\/strong> No strings attached\u2014just want your honest feedback.<\/p>\n<p>DM me and I’ll get you access right away! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BXPVDFINKXJFMY\" class=\"app-title\">Aura<\/a><\/p>\n<div class=\"one-liner\">Semantic version control for AI coding agents on top of Git<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">106<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Aura\u662f\u4e00\u6b3e\u57fa\u4e8eGit\u7684\u8bed\u4e49\u7248\u672c\u63a7\u5236\u5de5\u5177\uff0c\u901a\u8fc7\u8ffd\u8e2a\u4ee3\u7801\u7684\u62bd\u8c61\u8bed\u6cd5\u6811\uff08AST\uff09\u800c\u975e\u6587\u672c\u884c\uff0c\u5728AI\u667a\u80fd\u4f53\u81ea\u52a8\u751f\u6210\u4ee3\u7801\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u56e0AI\u201c\u5e7b\u89c9\u201d\u5bfc\u81f4\u7684\u6df7\u4e71\u5408\u5e76\u51b2\u7a81\u3001\u96be\u4ee5\u7cbe\u51c6\u56de\u9000\u4ee5\u53caLLM\u4ee4\u724c\u6d88\u8017\u5de8\u5927\u7b49\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0def5455-95a6-4726-b09f-20ee873409ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1b00cbf-131a-4b7b-bb31-450c61ed1fbf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c516ed59-cde9-4d7b-9528-17b2656f0bbf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c95f3c6-940b-4f11-9ed9-34a214823b39.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/015de215-2ce4-4d24-a697-8e0278225cb2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d9b4768-6547-4398-bc2e-972c60fed49e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47468df6-cee4-4503-b17e-3af7fb980ad7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e31854b5-b30a-40a7-98ce-f8bb07bcc4eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ecb03a9-0111-4f4e-a1a0-f86cd574c590.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\/c01e21c3-265c-418c-abe4-f98b905772b7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/aSsfB62Xjds\"><source src=\"https:\/\/youtu.be\/aSsfB62Xjds\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u7248\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u62bd\u8c61\u8bed\u6cd5\u6811\uff08AST\uff09<\/span><br \/>\n <span class=\"tag\">Git\u589e\u5f3a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8d28\u91cf\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4\uff08DevOps\uff09<\/span><br \/>\n <span class=\"tag\">\u4ee4\u724c\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\u89e3\u51b3AI\u751f\u6210\u4ee3\u7801\u56de\u9000\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5e76\u5bf9\u4ee4\u724c\u8282\u7701\u6548\u679c\u611f\u5174\u8da3\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5b9e\u9645\u56e2\u961f\u6210\u6548\u3001\u662f\u5426\u66ff\u4ee3\u4eba\u5de5\u4ee3\u7801\u5ba1\u67e5\u3001\u591a\u8bed\u8a00\u652f\u6301\u80fd\u529b\u3001\u8de8\u6587\u4ef6\u8bed\u4e49\u4e00\u81f4\u6027\u68c0\u67e5\u7684\u5b9e\u73b0\u7ec6\u8282\uff0c\u4ee5\u53ca\u53ef\u89c6\u5316\u5de5\u5177\u652f\u6301\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Aura\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u66ff\u4ee3Git\uff0c\u800c\u5728\u4e8e\u4e3a\u201cAI\u667a\u80fd\u4f53\u4f18\u5148\u201d\u7684\u7f16\u7a0b\u8303\u5f0f\u6253\u8865\u4e01\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u662f\u5145\u5f53\u4eba\u7c7b\u5f00\u53d1\u8005\u4e0e\u9ad8\u4ea7\u4f46\u4e0d\u53ef\u9760\u7684AI\u7f16\u7801\u5458\u4e4b\u95f4\u7684\u201c\u8bed\u4e49\u9632\u706b\u5899\u201d\u3002\u4ea7\u54c1\u601d\u8def\u7280\u5229\u5730\u6233\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u7684\u547d\u95e8\uff1a\u57fa\u4e8e\u6587\u672c\u884c\u7684\u7248\u672c\u63a7\u5236\u4e0eAI\u975e\u7ebf\u6027\u3001\u9ad8\u5e76\u53d1\u7684\u4ee3\u7801\u751f\u6210\u6a21\u5f0f\u6839\u672c\u6027\u4e0d\u5339\u914d\uff0c\u5bfc\u81f4\u56de\u9000\u6210\u672c\u9ad8\u6602\u3001\u95ee\u9898\u8ffd\u6eaf\u5982\u540c\u8ff7\u5bab\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u6570\u5b66\u903b\u8f91\u8ffd\u8e2a\u201d\u7684\u53d9\u4e8b\u9887\u5177\u5438\u5f15\u529b\uff0c\u5c24\u5176\u662f\u201cAST\u54c8\u5e0c\u201d\u548c\u201cMerkle-Graph\u201d\u7b49\u6982\u5ff5\uff0c\u8bd5\u56fe\u5c06\u4ee3\u7801\u7684\u8bed\u4e49\u7ed3\u6784\u8f6c\u5316\u4e3a\u53ef\u9a8c\u8bc1\u3001\u53ef\u7cbe\u51c6\u64cd\u4f5c\u7684\u5bf9\u8c61\u3002\u8fd9\u4f7f\u5176\u201c\u624b\u672f\u5200\u5f0f\u56de\u9000\u201d\u548c\u201c\u610f\u56fe\u5339\u914d\u68c0\u67e5\u201d\u6210\u4e3a\u53ef\u80fd\uff0c\u7406\u8bba\u4e0a\u80fd\u6781\u5927\u63d0\u5347\u8c03\u8bd5\u4e0e\u5ba1\u67e5\u6548\u7387\u3002\u5ba3\u79f0\u768495%\u4ee4\u724c\u8282\u7701\uff0c\u672c\u8d28\u662f\u901a\u8fc7\u63d0\u53d6\u7ed3\u6784\u5316\u8bed\u4e49\u800c\u975e\u503e\u5012\u539f\u59cb\u6587\u4ef6\u6765\u5b9e\u73b0\u7684\u6781\u81f4\u4e0a\u4e0b\u6587\u538b\u7f29\uff0c\u903b\u8f91\u6210\u7acb\u4f46\u9ad8\u5ea6\u4f9d\u8d56\u5176AST\u89e3\u6790\u7684\u51c6\u786e\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u5728\u4e8e\u6b64\u3002\u7b2c\u4e00\uff0c\u53ef\u9760\u6027\u6096\u8bba\uff1a\u5982\u679cAI\u80fd\u4e25\u91cd\u201c\u5e7b\u89c9\u201d\u4ea7\u751f\u8bed\u6cd5\u6b63\u786e\u4f46\u903b\u8f91\u9519\u8bef\u7684\u4ee3\u7801\uff0c\u90a3\u4e48\u4f9d\u8d56AI\u751f\u6210\u7684AST\u8fdb\u884c\u6eaf\u6e90\u548c\u9a8c\u8bc1\u7684\u6839\u57fa\u662f\u5426\u7edd\u5bf9\u7a33\u56fa\uff1f\u7b2c\u4e8c\uff0c\u573a\u666f\u5c40\u9650\uff1a\u5b83\u6df1\u5ea6\u7ed1\u5b9a\u4e8eAI\u751f\u6210\u4ee3\u7801\u7684\u5ba1\u67e5\u4e0e\u4fee\u6b63\uff0c\u5728\u4f20\u7edf\u4eba\u529b\u7f16\u7a0b\u4e3a\u4e3b\u6216\u6df7\u5408\u6a21\u5f0f\u4e0b\uff0c\u5176\u9644\u52a0\u7684\u6d41\u7a0b\u590d\u6742\u5ea6\u53ef\u80fd\u6210\u4e3a\u8d1f\u62c5\u3002\u7b2c\u4e09\uff0c\u751f\u6001\u4f9d\u8d56\uff1a\u5bf9\u591a\u8bed\u8a00\u3001\u590d\u6742\u6846\u67b6\uff08\u5982\u524d\u7aef\u5143\u6846\u67b6\uff09\u7684AST\u89e3\u6790\u5b8c\u5907\u6027\uff0c\u51b3\u5b9a\u4e86\u5176\u5de5\u5177\u6548\u7528\u7684\u8fb9\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cAura\u662f\u5e94\u5bf9AI\u7f16\u7801\u6df7\u4e71\u73b0\u72b6\u7684\u4e00\u79cd\u6781\u5177\u521b\u610f\u7684\u5de5\u7a0b\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u672a\u5fc5\u662f\u7ec8\u6781\u7b54\u6848\uff0c\u4f46\u5b83\u6e05\u6670\u5730\u6307\u51fa\u4e86\u4e0b\u4e00\u4ee3\u5f00\u53d1\u8005\u5de5\u5177\u5fc5\u987b\u8fdb\u5316\u7684\u65b9\u5411\uff1a\u4ece\u6587\u672c\u5dee\u5206\u8d70\u5411\u8bed\u4e49\u5dee\u5206\u3002\u5176\u5f00\u6e90\u53d1\u5e03\u662f\u806a\u660e\u7684\u7b56\u7565\uff0c\u65e2\u6536\u96c6\u4e86\u771f\u5b9e\u573a\u666f\u6570\u636e\uff0c\u53c8\u53ef\u80fd\u4f7f\u5176\u6210\u4e3a\u672a\u6765AI\u539f\u751f\u5f00\u53d1\u73af\u5883\u7684\u4e8b\u5b9e\u6807\u51c6\u7ec4\u4ef6\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u7cbe\u51c6\u5ea6\u201d\u4e0e\u201c\u6613\u7528\u6027\u201d\u4e0a\u6301\u7eed\u5151\u73b0\u627f\u8bfa\uff0c\u5e76\u878d\u5165\u66f4\u5e7f\u6cdb\u7684CI\/CD\u751f\u6001\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\">Aura<\/span>\n <\/div>\n<div class=\"comment-content\">Legacy Git tracks text; Aura tracks mathematical logic. By hashing your AST instead of lines, Aura provides flawless traceability for AI-generated code. Block undocumented AI commits, surgically rewind broken functions with the Amnesia Protocol, and orchestrate massive code generation\u2014all while saving 95% on LLM tokens. 100% local. Apache 2.0 Open Source.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I’m Mo, CEO of Naridon (naridon.com), and today we\u2019re open-sourcing Aura.<\/p>\n<p>At Naridon, our main business is building complex AI Search Optimization (AIO) infrastructure for e-commerce brands. We spend our days working deeply with LLMs to optimize how models like ChatGPT and Perplexity index and recommend products.<\/p>\n<p>Because we build AI products, we rely heavily on autonomous AI agents (like Cursor and Claude) to write our code. But over the last year, we hit a massive bottleneck: Git was built for humans typing linearly, not for AI agents generating 4,000 lines of non-linear code per minute. When our AI agents hallucinated, standard text diffs resulted in chaotic, unresolvable merge conflicts that brought our sprints to a halt.<\/p>\n<p>We had to build Aura for our own team’s sanity. It is a “Semantic Time Machine” that stops AI agents from breaking our production environments. Today, we\u2019re sharing it with the world for the betterment of the agentic coding future.<\/p>\n<p>Instead of tracking text lines, Aura natively parses your codebase into an Abstract Syntax Tree (AST) locally (supporting Rust, Python, TypeScript, and JavaScript).<\/p>\n<p>\ud83d\ude80 What Aura gives you for free (Apache 2.0):<br \/>\n * The Semantic Scalpel (`aura rewind`): Revert a single broken function or class the AI wrote without losing the rest of the good code in the file.<br \/>\n * The Amnesia Protocol (`–amnesia`): Surgically wipe an AI’s chat memory of a specific coding hallucination so it doesn’t get stuck in a recursive failure loop.<br \/>\n * The Gatekeeper (`aura capture-context`): A parasitic Git hook that hard-blocks git commit if the AI’s natural language intent doesn’t mathematically match the AST nodes it modified.<br \/>\n * Native GSD Orchestration (`aura plan`): We integrated the “Get Shit Done” methodology directly into the Rust core. It X-Rays your AST Merkle-Graph and builds mathematically sound execution waves before the AI writes a single line of code.<br \/>\n * The Sovereign Allowlist (`aura request-access`): Securely whitelist specific logic nodes (like Auth Headers) to bypass the Gatekeeper, allowing for precise secrets management.<br \/>\n * Semantic Audit (`aura audit`): Scans your Git history to catch any rogue, undocumented code an AI agent snuck in using –no-verify.<br \/>\n * Token Efficiency (`aura handover`): Compresses your entire architectural context into dense XML, saving you up to 95% on LLM API token costs when switching agents.<\/p>\n<p>Aura operates as a meta-layer directly on top of Git. It runs 100% locally on your machine, we never see your code.<\/p>\n<p>We\u2019ve released the core engine today under the Apache 2.0 license. This isn’t our core commercial product; it’s the foundational tool we had to build to survive the AI era, and we wanted the community to have it.<\/p>\n<p>Would love your feedback! Try it out with a single curl command on macOS\/Linux:<br \/>\n curl -fsSL <a href=\"https:\/\/auravcs.com\/install.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/auravcs.com\/install.sh<\/a> | bash<\/p>\n<p>Question for the community: What’s the worst merge conflict an AI agent has caused you recently? Let me know below! \ud83d\udc47<\/p><\/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\/@mhdashiquek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mhdashiquek<\/a> congrats, very inspiring idea. Can you share any results you have seen in your own teams already? Did it fully replace the manual code reviews by your engineers or operate on a different 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mhdashiquek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mhdashiquek<\/a> Hi Muhammed. Can Aura handle multi\u2011language repos and frameworks with consistent reliability? What kinds of visualisation or tooling does Aura offer to help developers understand semantic diffs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 `aura rewind` for single functions is exactly what I need \u2014 reverting entire PRs because one AI-generated function broke things has been my biggest pain point with Claude Code. The 93% token reduction on handover is wild if that holds up in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@letian_wang3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@letian_wang3<\/a> <\/p>\n<p>Thanks Letian! That exact pain point with Claude Code was one of the main reasons we built this. Standard git revert is a sledgehammer, but AI hallucinations usually only require a scalpel. Because Aura maps the Abstract Syntax Tree (AST), it knows exactly where a specific function starts and ends, letting you swap out just that broken logic block while keeping the other<\/p>\n<p>500 lines of perfect AI code intact.<\/p>\n<p>As for the 93% token reduction with aura handover, it holds up! Instead of dumping raw, unstructured files full of comments and whitespace into the context window, Aura generates a dense XML payload of just the logic node signatures and their dependencies. The LLM gets the exact architectural context it needs, and you save a massive amount of tokens (and money).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really interesting direction \u2014 moving from text diffs to intent + AST-level tracking makes a lot of sense in an AI-first workflow <\/p>\n<p>Curious \u2014 how do you handle cases where the AI\u2019s \u201cintent\u201d is correct at a high level, but the implementation subtly diverges across multiple files? <\/p>\n<p>Does Aura catch cross-file semantic inconsistencies as well or mainly within scoped changes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shrujal_mandawkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrujal_mandawkar1<\/a> <\/p>\n<p>Great question, Shrujal. This is exactly why we couldn’t rely on text diffs! Aura handles cross-file divergence in two specific ways:<\/p>\n<\/p>\n<p>1. Global Merkle-Graph (Blast Radius): Aura doesn’t just parse isolated files; it builds a mathematical graph of your entire repository locally. If an AI modifies a core function in file_a.ts, Aura’s ‘Proactive Blast Radius’ engine immediately flags downstream functions in file_b.ts and file_c.ts that are now tainted by the change, warning you before you commit.<\/p>\n<\/p>\n<p>2. Strict Intent Alignment: If an AI agent refactors 15 logic nodes across 5 different files, Aura mathematically cross-references the AST hashes against the agent’s stated intent. If the AI subtly hallucinated and modified a 16th node that it didn’t explicitly declare in its reasoning, Aura triggers an ‘Intent Mismatch’ and halts the commit. For complex end-to-end verification, we also have `aura prove`, which traces the actual execution paths across multiple files to mathematically prove the AI’s high-level intent was successfully implemented without breaking connected modules.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IMAVFWD4OXSOQ5\" class=\"app-title\">Voca AI<\/a><\/p>\n<div class=\"one-liner\">The AI project manager that runs in the background<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">100<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Voca AI\u662f\u4e00\u6b3e\u5728\u540e\u53f0\u8fd0\u884c\u7684AI\u9879\u76ee\u7ecf\u7406\uff0c\u901a\u8fc7\u8fde\u63a5Slack\u3001GitHub\u548cLinear\u7b49\u534f\u4f5c\u5de5\u5177\uff0c\u81ea\u52a8\u540c\u6b65\u9879\u76ee\u72b6\u6001\u5e76\u6784\u5efa\u5b9e\u65f6\u77e5\u8bc6\u5e93\uff0c\u89e3\u51b3\u4e86\u5728\u4fe1\u606f\u5206\u6563\u3001\u6c9f\u901a\u6df7\u4e71\u7684\u56e2\u961f\u534f\u4f5c\u573a\u666f\u4e2d\uff0c\u7ba1\u7406\u8005\u9700\u8981\u624b\u52a8\u8ffd\u8e2a\u548c\u66f4\u65b0\u9879\u76ee\u8fdb\u5c55\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/82c05509-33a4-43a2-910b-b9b1d0a1cf95.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/rhkzh-TIZxY\"><source src=\"https:\/\/youtu.be\/rhkzh-TIZxY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5377364c-7a0d-455b-a1b0-4162023d3f37.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cec5db87-0a9a-4498-8f9c-08758935f09b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f003cbd-ff08-454b-9290-231cefeae2b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0430f02d-aff9-4943-9d5a-b452c773a756.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b12acf5-8b0e-45c8-a40d-1306f8e1cc0d.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\">Task Management<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u72b6\u6001\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u540e\u53f0\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u81ea\u52a8\u540c\u6b65\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u6446\u8131\u624b\u52a8\u8ffd\u8e2a\u3002\u6838\u5fc3\u5efa\u8bae\u662f\u9700\u63d0\u4f9b\u53d8\u66f4\u5bf9\u6bd4\u89c6\u56fe\u4ee5\u5efa\u7acb\u4fe1\u4efb\u95ed\u73af\u3002\u540c\u65f6\u5b58\u5728\u5bf9\u5177\u4f53\u4ed8\u8d39\u89e6\u53d1\u65f6\u523b\u548c\u4ef7\u503c\u611f\u77e5\u7684\u7591\u95ee\uff0c\u5e76\u6709\u8bc4\u8bba\u8ba4\u4e3a\u5176\u7406\u5ff5\u53ef\u80fd\u8d85\u524d\u4e8e\u5f53\u524d\u666e\u904d\u56e2\u961f\u6210\u719f\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 Voca AI\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u9879\u76ee\u7ba1\u7406\u754c\u9762\uff0c\u800c\u65e8\u5728\u6210\u4e3a\u6e17\u900f\u5728\u5de5\u5177\u94fe\u4e2d\u7684\u201c\u795e\u7ecf\u7cfb\u7edf\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u540e\u53f0\u8fd0\u884c\u201d\u662f\u53cc\u5203\u5251\uff1a\u6700\u5927\u4ef7\u503c\u5728\u4e8e\u6d88\u9664\u4e3b\u52a8\u3001\u91cd\u590d\u7684\u201c\u72b6\u6001\u4e5e\u8ba8\u201d\u884c\u4e3a\uff0c\u5c06\u7ba1\u7406\u8005\u4ece\u4fe1\u606f\u6355\u624b\u8f6c\u53d8\u4e3a\u51b3\u7b56\u8005\uff1b\u4f46\u6700\u5927\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u2014\u2014\u201c\u9ed1\u76d2\u201d\u5f0f\u7684\u81ea\u52a8\u540c\u6b65\u4e00\u65e6\u8bef\u5224\uff0c\u5c06\u5f15\u53d1\u4e25\u91cd\u7684\u4fe1\u4efb\u5d29\u584c\u3002\u4e00\u6761\u9ad8\u8d5e\u8bc4\u8bba\u7cbe\u51c6\u523a\u4e2d\u4e86\u547d\u95e8\uff1a\u5b83\u5fc5\u987b\u63d0\u4f9b\u6e05\u6670\u7684\u201c\u5dee\u5f02\u89c6\u56fe\u201d\uff0c\u8ba9\u81ea\u52a8\u5316\u51b3\u7b56\u8fc7\u7a0b\u53ef\u5ba1\u8ba1\u3001\u53ef\u5e72\u9884\u3002\u8fd9\u5e76\u975e\u4e00\u4e2a\u53ef\u6709\u53ef\u65e0\u7684\u529f\u80fd\uff0c\u800c\u662f\u6b64\u7c7b\u540e\u53f0AI\u80fd\u5426\u88ab\u56e2\u961f\u63a5\u7eb3\u7684\u751f\u547d\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u4ea7\u54c1\u903b\u8f91\u9690\u542b\u4e00\u4e2a\u5f3a\u5047\u8bbe\uff1a\u5373Slack\u3001GitHub\u7b49\u5de5\u5177\u5185\u7684\u788e\u7247\u5316\u4fe1\u606f\uff0c\u8db3\u4ee5\u901a\u8fc7AI\u62fc\u51d1\u51fa\u9879\u76ee\u7684\u201c\u73b0\u5b9e\u201d\u3002\u8fd9\u5728\u8f6f\u4ef6\u5de5\u7a0b\u7b49\u6d41\u7a0b\u6570\u5b57\u5316\u7a0b\u5ea6\u9ad8\u7684\u573a\u666f\u6216\u8bb8\u6210\u7acb\uff0c\u4f46\u5bf9\u4e8e\u4f9d\u8d56\u7ebf\u4e0b\u6c9f\u901a\u6216\u6a21\u7cca\u521b\u610f\u8fc7\u7a0b\u7684\u56e2\u961f\uff0c\u5176\u6548\u679c\u5b58\u7591\u3002\u53e6\u4e00\u6761\u8bc4\u8bba\u6307\u51fa\u5176\u53ef\u80fd\u201c\u8d85\u524d\u201d\uff0c\u6070\u6070\u70b9\u660e\u4e86\u5176\u5e02\u573a\u5207\u5165\u7684\u7a84\u53e3\uff1a\u5b83\u9996\u5148\u670d\u52a1\u4e8e\u90a3\u4e9b\u5de5\u5177\u6808\u6210\u719f\u3001\u6d41\u7a0b\u7ebf\u4e0a\u5316\u3001\u4e14\u82e6\u4e8e\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u540c\u6b65\u5ef6\u8fdf\u7684\u79d1\u6280\u56e2\u961f\u3002\u5b83\u7684\u771f\u6b63\u4ed8\u8d39\u65f6\u523b\uff0c\u6216\u8bb8\u4e0d\u662f\u201c\u540c\u6b65\u4e86\u4ec0\u4e48\u201d\uff0c\u800c\u662f\u5f53\u5b83\u9996\u6b21\u81ea\u52a8\u9884\u8b66\u4e86\u4e00\u4e2a\u57fa\u4e8e\u4fe1\u606f\u5dee\u800c\u5373\u5c06\u53d1\u751f\u7684\u5ef6\u671f\u6216\u51b2\u7a81\uff0c\u5e76\u8ba9\u7528\u6237\u5f97\u4ee5\u907f\u514d\u4e00\u573a\u4f1a\u8bae\u6216\u4e00\u6b21\u6307\u8d23\u4e4b\u65f6\u3002\u5176\u6f14\u8fdb\u65b9\u5411\u4e0d\u5e94\u662f\u8ffd\u6c42\u5168\u81ea\u52a8\uff0c\u800c\u662f\u6210\u4e3a\u4eba\u673a\u534f\u4f5c\u7684\u201c\u526f\u9a7e\u9a76\u201d\uff0c\u7528\u900f\u660e\u5ea6\u548c\u53ef\u89e3\u91ca\u6027\u6362\u53d6\u4fe1\u4efb\uff0c\u6700\u7ec8\u5c06\u9879\u76ee\u7ba1\u7406\u7684\u6838\u5fc3\u4ece\u201c\u72b6\u6001\u540c\u6b65\u201d\u5347\u7ef4\u81f3\u201c\u98ce\u9669\u9884\u6d4b\u4e0e\u51b3\u7b56\u652f\u6301\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\">Voca AI<\/span>\n <\/div>\n<div class=\"comment-content\">Voca is an AI PM that connects to Slack, GitHub, and Linear and keeps project status in sync with reality. It builds a real-time project knowledge base you can query, and you can set up skills and automations so it runs in the background 24\/7 without chasing status updates.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI PM that runs in the background?<\/p>\n<p>Finally, someone to read Slack chaos so I don\u2019t have to \ud83d\ude05<\/p>\n<p>If this keeps GitHub, Linear and reality in sync without \u201cany updates?\u201d messages\u2026 that\u2019s elite behavior.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Tracker drift kills trust fast. If Voca AI runs in the background, I’d want a diff view of what it pulled from Slack and GitHub versus what someone confirmed before it writes to Linear. That’s the loop that replaces manual status 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys! It seems cool to get continuously synced on the progress.<br \/>But can you help me imagine what\u2019s the exact moment or event in Voca AI that makes me think: “This is worth paying for”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 where you’re going with this. Could be over the head of the current gen of project teams but I could see this getting legs with the next gen of project teams. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/55DRCGTDXXAWQD\" class=\"app-title\">Unfold<\/a><\/p>\n<div class=\"one-liner\">Extend macOS Quick Look to folders, archives & code files<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Unfold \u662f\u4e00\u6b3e macOS \u7cfb\u7edf\u6269\u5c55\u5de5\u5177\uff0c\u901a\u8fc7\u589e\u5f3a\u539f\u751f Quick Look \u529f\u80fd\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u89e3\u538b\u6216\u6253\u5f00\u5404\u7c7b\u5e94\u7528\uff0c\u5373\u53ef\u4e00\u952e\u5feb\u901f\u9884\u89c8\u6587\u4ef6\u5939\u3001\u538b\u7f29\u5305\u3001\u6e90\u4ee3\u7801\u7b49\u591a\u79cd\u6587\u4ef6\u683c\u5f0f\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u683c\u5f0f\u6587\u4ef6\u9884\u89c8\u65f6\u9700\u9891\u7e41\u5207\u6362\u5de5\u5177\u7684\u788e\u7247\u5316\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b9ba697-8007-45f4-992e-fcedd0b07410.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe9bd323-3cdf-4a5f-bb39-c361d61884bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2a94d57-578b-4985-8ce7-eda6246de065.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a4ebe549-430a-44bd-8245-ca56414129f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/408c56bb-9352-4ce1-ab7d-f95a559491a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36d4b1d4-51ed-436d-ac3b-7c0dc1dd7dce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u9884\u89c8\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">Quick Look\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u538b\u7f29\u5305\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u9ad8\u4eae<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u8be5\u4ea7\u54c1\u7cbe\u51c6\u89e3\u51b3\u4e86\u957f\u671f\u5b58\u5728\u7684\u75db\u70b9\uff0c\u8d5e\u8d4f\u5176\u201c\u539f\u751f\u3001\u8f7b\u91cf\u3001\u9ad8\u6548\u201d\u7684\u7406\u5ff5\u3002\u4e3b\u8981\u5efa\u8bae\u96c6\u4e2d\u5728\u5e0c\u671b\u6587\u4ef6\u5939\u9884\u89c8\u80fd\u652f\u6301\u641c\u7d22\u548c\u6df1\u5ea6\u9650\u5236\u4ee5\u9632\u5927\u578b\u4ee3\u7801\u5e93\u5361\u987f\uff0c\u5e76\u671f\u5f85\u652f\u6301\u66f4\u591a\u6587\u4ef6\u7c7b\u578b\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 Unfold \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u529f\u80fd\u805a\u5408\u578b\u7684 Quick Look \u589e\u5f3a\u63d2\u4ef6\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u5bf9 macOS \u6838\u5fc3\u4ea4\u4e92\u54f2\u5b66\u2014\u2014\u201c\u76f4\u63a5\u64cd\u7eb5\u201d\u4e0e\u201c\u5373\u65f6\u53cd\u9988\u201d\u2014\u2014\u7684\u4e00\u6b21\u7cbe\u51c6\u8865\u5b8c\u3002\u5b83\u6ca1\u6709\u521b\u9020\u65b0\u4ea4\u4e92\uff0c\u800c\u662f\u4fee\u590d\u4e86\u7cfb\u7edf\u539f\u751f\u529f\u80fd\u5728\u591a\u5e74\u6f14\u8fdb\u540e\u51fa\u73b0\u7684\u65ad\u5c42\uff1a\u968f\u7740\u5f00\u53d1\u8005\u548c\u9ad8\u7ea7\u7528\u6237\u5de5\u4f5c\u6d41\u7684\u590d\u6742\u5316\uff0cFinder \u4e0e Quick Look \u7684\u539f\u751f\u652f\u6301\u8303\u56f4\u5df2\u4e25\u91cd\u6ede\u540e\u4e8e\u5b9e\u9645\u6587\u4ef6\u751f\u6001\uff08\u538b\u7f29\u5305\u3001\u4ee3\u7801\u3001\u6587\u4ef6\u5939\u7ed3\u6784\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u201c\u7280\u5229\u201d\u4e4b\u5904\u5728\u4e8e\u5176\u514b\u5236\uff1a\u575a\u6301\u5b8c\u5168\u539f\u751f\u3001\u9690\u79c1\u3001\u8f7b\u91cf\u3002\u8fd9\u907f\u5f00\u4e86\u540c\u7c7b\u5de5\u5177\u5806\u780c\u529f\u80fd\u5bfc\u81f4\u7684\u81c3\u80bf\u548c\u4e0d\u7a33\u5b9a\uff0c\u76f4\u51fb\u9ad8\u7aef\u7528\u6237\uff08\u5982\u5f00\u53d1\u8005\uff09\u5bf9\u201c\u7cfb\u7edf\u7ea7\u878d\u5408\u5ea6\u201d\u548c\u201c\u96f6\u5e72\u6270\u201d\u7684\u82db\u523b\u9700\u6c42\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u672c\u5e94\u591a\u5e74\u524d\u5c31\u7531\u7cfb\u7edf\u5b9e\u73b0\u201d\u7684\u611f\u6168\uff0c\u6070\u6070\u5370\u8bc1\u4e86\u5176\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4f53\u9a8c\u6574\u5408\u7684\u654f\u9510\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e0e\u6f5c\u529b\u5e76\u5b58\u3002\u6f5c\u529b\u5728\u4e8e\u5b83\u53ef\u80fd\u6210\u4e3a\u4e00\u4e2a\u9690\u5f62\u7684\u201c\u5de5\u4f5c\u6d41\u67a2\u7ebd\u201d\uff0c\u901a\u8fc7\u9884\u89c8\u7f51\u5173\u6d1e\u5bdf\u7528\u6237\u6587\u4ef6\u64cd\u4f5c\u4e60\u60ef\uff0c\u672a\u6765\u53ef\u5411\u667a\u80fd\u6587\u4ef6\u7ba1\u7406\u5ef6\u4f38\u3002\u6311\u6218\u5219\u66f4\u73b0\u5b9e\uff1a\u4f5c\u4e3a\u5355\u4e00\u5f00\u53d1\u8005\u9879\u76ee\uff0c\u7ef4\u62a4\u5982\u6b64\u591a\u6587\u4ef6\u683c\u5f0f\u7684\u89e3\u6790\u4e0e\u5b89\u5168\u9884\u89c8\u662f\u573a\u6301\u4e45\u6218\uff1b\u540c\u65f6\uff0c\u5b83\u6df1\u5ea6\u4f9d\u8d56 macOS \u7cfb\u7edf\u6846\u67b6\uff0c\u82f9\u679c\u672a\u6765\u5bf9 Quick Look API \u7684\u4efb\u4f55\u8c03\u6574\u90fd\u53ef\u80fd\u6210\u4e3a\u5176\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\u3002\u5f53\u524d\u7248\u672c\u9700\u4f18\u5148\u89e3\u51b3\u7528\u6237\u63d0\u51fa\u7684\u201c\u5927\u578b\u6587\u4ef6\u5939\u9884\u89c8\u6027\u80fd\u201d\u95ee\u9898\uff0c\u5426\u5219\u5176\u6838\u5fc3\u7684\u201c\u901f\u5ea6\u201d\u4f18\u52bf\u5c06\u5728\u6700\u9700\u8981\u5b83\u7684\u573a\u666f\uff08\u5927\u578b\u9879\u76ee\uff09\u4e2d\u5d29\u584c\u3002\u5b83\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u7cfb\u7edf\u6f0f\u6d1e\u4fee\u590d\u5de5\u5177\u201d\uff0c\u4f46\u8981\u60f3\u4ece\u201c\u6709\u7528\u201d\u53d8\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\uff0c\u5fc5\u987b\u5728\u6df1\u5ea6\u800c\u975e\u5e7f\u5ea6\u4e0a\u7ee7\u7eed\u6253\u78e8\uff0c\u786e\u4fdd\u6838\u5fc3\u573a\u666f\u7684\u4f53\u9a8c\u7edd\u5bf9\u65e0\u61c8\u53ef\u51fb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Unfold<\/span>\n <\/div>\n<div class=\"comment-content\">Unfold extends macOS Quick Look to preview folders, archives, source code, markdown, ebooks, and more \u2014 instantly from Finder. Inspect archives without extracting and read files with clean syntax highlighting. One lightweight extension, fully native and private.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Quick Look is one of the best features on macOS, but it quickly becomes limited when working with folders, archives, or developer files.<\/p>\n<p>I kept installing multiple plugins just to preview everyday files, and most felt outdated or inconsistent. So I built Unfold to bring everything into one native feeling Quick Look extension.<\/p>\n<p>The goal was simple: press the spacebar and preview almost anything instantly.<\/p>\n<p>Unfold will evolve based on user feedback, so you can request or vote on features here: <a href=\"https:\/\/features.flew.gg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/features.flew.gg<\/a><\/p>\n<p>I would love to hear what workflows or file types you want supported next \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@volx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@volx<\/a> Congrats. What technical challenges did you face building a Quick Look extension that supports so many file types and layouts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@volx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@volx<\/a> Congrats on your launch!This pain point is underrated.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@volx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@volx<\/a> I keep opening VS Code just to peek at a folder or a .tar.gz. Unfold making folders plus .7z\/.rar\/.tar.gz previewable in Quick Look beats the plugin grab bag. Does the folder view let you search and limit depth so big repos stay fast? That speed is the win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Quick Look should have done this years ago<\/p>\n<p>Press space see everything no extracting no opening five apps<\/p>\n<p>Clean native no bloat<\/p>\n<p>This is the kind of small tool that quietly saves hours<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/U6LILEQ56CREB4\" class=\"app-title\">JDoodleClaw<\/a><\/p>\n<div class=\"one-liner\">The most user-friendly OpenClaw. Securely hosted.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u63d0\u4f9b\u9884\u88c5OpenClaw AI\u4ee3\u7406\u7684\u79c1\u6709\u670d\u52a1\u5668\u6258\u7ba1\u670d\u52a1\uff0c\u4e3a\u5f00\u53d1\u8005\u53ca\u56e2\u961f\u7701\u53bb\u590d\u6742\u7684\u81ea\u5efa\u57fa\u7840\u8bbe\u65bd\u8fd0\u7ef4\u5de5\u4f5c\uff0c\u5b9e\u73b0\u5206\u949f\u7ea7\u5feb\u901f\u90e8\u7f72\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d706f0c8-c4ef-45a9-aa5a-15da7f1ac78a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f09078b-3693-401d-be83-76c41b8cd732.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/892f4f4e-19fb-43ff-beeb-859ec0c17944.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba8a2f8e-a168-49ad-813a-02c516127474.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14044ce2-b70d-4101-b606-9f37bf4058a6.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\/50dc1d05-61ff-4b70-903b-59ca046d972c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/w0jyIcq-lxg\"><source src=\"https:\/\/youtu.be\/w0jyIcq-lxg\" 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\u4ee3\u7406\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u514d\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">OpenClaw<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4e91\u865a\u62df\u673a<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u90e8\u7f72<\/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\u514d\u53bbDevOps\u75db\u82e6\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u79c1\u6709VM\u662f\u6b63\u786e\u57fa\u7840\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1aIP\u4fe1\u8a89\u7ba1\u7406\uff08\u9632\u722c\u866b\u88ab\u5c01\uff09\u3001\u76ee\u6807\u5ba2\u6237\u4e0e\u5b9a\u4ef7\u7b56\u7565\u3001API\u5bc6\u94a5\u8f6e\u6362\u4e0e\u865a\u62df\u673a\u91cd\u7f6e\u529f\u80fd\u3001\u4ee5\u53ca\u957f\u671f\u7ef4\u62a4\u66f4\u65b0\u652f\u6301\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n JDoodleClaw\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u7cbe\u51c6\u7684\u201c\u94f2\u5b50\u5356\u5bb6\u201d\uff0c\u5728AI\u4ee3\u7406\u6dd8\u91d1\u70ed\u4e2d\u7784\u51c6\u4e86\u57fa\u7840\u8bbe\u65bd\u7684\u75db\u70b9\u3002\u5b83\u6ca1\u6709\u521b\u9020\u65b0\u7684AI\u6a21\u578b\uff08OpenClaw\uff09\uff0c\u800c\u662f\u5c06\u5f00\u6e90\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7ecf\u5178\u7684\u201c\u6258\u7ba1\u670d\u52a1\u201d\u6a21\u5f0f\uff0c\u5957\u7528\u5728\u4e86\u65b0\u5174\u7684AI\u4ee3\u7406\u6846\u67b6\u4e0a\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u7684\u5b9a\u4f4d\u548c\u6781\u81f4\u7684\u7528\u6237\u4f53\u9a8c\u7b80\u5316\uff1a\u5c06\u6570\u5929\u751a\u81f3\u6570\u5468\u7684\u73af\u5883\u914d\u7f6e\u3001\u4f9d\u8d56\u89e3\u51b3\u3001\u8fd0\u7ef4\u76d1\u63a7\u7b49\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\uff0c\u538b\u7f29\u4e3a\u201c\u9009\u62e9\u5957\u9910\u3001\u586b\u5165API\u5bc6\u94a5\u201d\u7684\u51e0\u5206\u949f\u64cd\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u4fbf\u5229\u6027\u80cc\u540e\u9690\u85cf\u7740\u66f4\u6df1\u5c42\u6b21\u7684\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8eIP\u4fe1\u8a89\u7684\u63d0\u95ee\u4e00\u9488\u89c1\u8840\uff0c\u66b4\u9732\u51faAI\u4ee3\u7406\u6267\u884c\u5b9e\u9645\u4efb\u52a1\uff08\u5982\u722c\u53d6\uff09\u65f6\uff0c\u5c06\u76f4\u63a5\u9762\u5bf9\u771f\u5b9e\u4e92\u8054\u7f51\u7684\u9632\u5fa1\u4f53\u7cfb\uff0c\u8fd9\u5df2\u8fdc\u8d85\u5355\u7eaf\u7684\u201c\u90e8\u7f72\u201d\u95ee\u9898\uff0c\u8fdb\u5165\u4e86\u6301\u7eed\u5bf9\u6297\u7684\u8fd0\u8425\u5c42\u9762\u3002\u53e6\u4e00\u6761\u5173\u4e8e\u201c\u957f\u671f\u7ef4\u62a4\u4e0e\u66f4\u65b0\u201d\u7684\u8bc4\u8bba\u5219\u70b9\u51fa\u4e86\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u6f5c\u5728\u98ce\u9669\uff1a\u4f5c\u4e3a\u6258\u7ba1\u65b9\uff0cJDoodleClaw\u5fc5\u987b\u6301\u7eed\u8ddf\u8fdb\u4e0a\u6e38OpenClaw\u7684\u5feb\u901f\u8fed\u4ee3\uff0c\u5e76\u786e\u4fdd\u5ba2\u6237VM\u7684\u5b89\u5168\u4e0e\u7a33\u5b9a\uff0c\u8fd9\u4f7f\u5176\u81ea\u8eab\u80cc\u8d1f\u4e86\u6c89\u91cd\u7684\u201c\u8fd0\u7ef4\u503a\u201d\u3002\u5b83\u8bd5\u56fe\u8ba9\u5ba2\u6237\u6446\u8131\u8fd0\u7ef4\uff0c\u4f46\u81ea\u5df1\u5374\u6210\u4e86\u90a3\u4e2a\u7ec8\u6781\u7684\u8fd0\u7ef4\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6807\u8bed\u5f3a\u8c03\u201c\u6700\u7528\u6237\u53cb\u597d\u201d\u548c\u201c\u5b89\u5168\u6258\u7ba1\u201d\uff0c\u8fd9\u6070\u6070\u662f\u5176\u53cc\u5203\u5251\u3002\u5bf9\u4e2d\u5c0f\u56e2\u961f\u548c\u4e2a\u4f53\u5f00\u53d1\u8005\u5438\u5f15\u529b\u5de8\u5927\uff0c\u4f46\u4e00\u65e6\u5411\u4f01\u4e1a\u7ea7\u8fc8\u8fdb\uff0c\u5ba2\u6237\u8981\u6c42\u7684\u5c06\u4e0d\u4ec5\u662f\u201c\u80fd\u7528\u201d\uff0c\u800c\u662f\u4f01\u4e1a\u7ea7\u7684SLA\u3001\u5ba1\u8ba1\u65e5\u5fd7\u3001\u5408\u89c4\u652f\u6301\u4e0e\u6df1\u5ea6\u5b9a\u5236\uff0c\u8fd9\u4e0e\u5176\u8bd5\u56fe\u7b80\u5316\u7684\u201c\u96f6\u8fd0\u7ef4\u201d\u7406\u5ff5\u53ef\u80fd\u4ea7\u751f\u6839\u672c\u77db\u76fe\u3002\u56e0\u6b64\uff0c\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u5217\u8868\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u6781\u81f4\u7b80\u5316\u201d\u4e0e\u201c\u4f01\u4e1a\u7ea7\u590d\u6742\u6027\u201d\u4e4b\u95f4\u627e\u5230\u53ef\u6301\u7eed\u7684\u5e73\u8861\u70b9\uff0c\u5e76\u6784\u5efa\u8d77\u5e94\u5bf9\u4e0a\u6e38\u53d8\u5316\u4e0e\u4e0b\u6e38\u5b9e\u9645\u8fd0\u8425\u6311\u6218\u7684\u6df1\u539a\u58c1\u5792\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u5f00\u4e86\u4e00\u4e2a\u597d\u5934\uff0c\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u624d\u521a\u521a\u5f00\u59cb\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\">JDoodleClaw<\/span>\n <\/div>\n<div class=\"comment-content\">OpenClaw is the AI agent that actually gets things done. The catch? Hosting it yourself is a nightmare. JDoodle Claw gives you a private server with OpenClaw pre-installed: your own infrastructure, without the pain. Pick your plan, connect your API key, and your agent is live in minutes. No shared containers. Daily backups included.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone,<\/p>\n<\/p>\n<p>Recently, I wanted to try building a few agents with OpenClaw.<\/p>\n<\/p>\n<p>What caught me off guard wasn\u2019t the platform itself, it was how long it took just to get the infrastructure ready. Configuring everything properly\u2026 before I could even start experimenting.<\/p>\n<\/p>\n<p>That part felt unnecessary. And at JDoodle, we\u2019ve always tried to remove that kind of grunt work so builders can focus on building.<\/p>\n<\/p>\n<p>With JDoodle IDE, we removed the pain of installing compilers and runtimes.<br \/>With JDoodle AI, we made it possible to build apps just by talking to AI.<\/p>\n<\/p>\n<p>JDoodleClaw is the same thinking applied to OpenClaw.<\/p>\n<\/p>\n<p>When you sign up, a private VM is provisioned for you with OpenClaw already installed and running. No shared containers. You choose the performance tier, bring your own API key, and stay in control. Daily backups included. <\/p>\n<\/p>\n<p>If you\u2019re building with OpenClaw, I\u2019d genuinely love to hear how your setup experience has been.<\/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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> how do you handle ip reputation for these vms? running scrapers\/agents usually gets flagged by cloudflare pretty fast on standard datacenter ips.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> Congratulations. Is JDoodleClaw targeted more at individuals, small teams, or enterprises, and how does that influence your pricing 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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> If JDoodleClaw spins up a private VM with OpenClaw already running, no shared containers, and daily backups, that’s a strong bundle. Does it support API key rotation and a clean VM reset per project, plus log export? That’s what makes this feel trustworthy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That\u2019s actually a sharp positioning your own OpenClaw, minus the DevOps headache is a clean value prop. If setup really takes minutes with private infra + backups, that\u2019s super attractive for non ops heavy teams.<\/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\/@hazel__mathew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hazel__mathew<\/a> Thanks Hazel, OpenClaw is too complex for non-technical users. Our aim is to make it super friendly and useful for everyone as we do with other products in JDoodle. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 greatest openclaw product i have ever seen , you killed it guys \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thanks Kshitij. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>setup is just the beginning honestly. the tools that figure out ongoing maintenance, updates, and support are the ones that will stick around. nice start though private VM is the right foundation<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the \u201cfull power, zero setup\u201d angle. OpenClaw always looked interesting but the setup friction stopped me \u2014 having it pre-provisioned on a private VM is actually super appealing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/V26U6WOOFTHP5K\" class=\"app-title\">CtrlAI<\/a><\/p>\n<div class=\"one-liner\">Transparent proxy that secures AI agents with guardrails<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CtrlAI\u662f\u4e00\u6b3e\u900f\u660eHTTP\u4ee3\u7406\uff0c\u90e8\u7f72\u5728AI\u667a\u80fd\u4f53\u4e0eLLM\u63d0\u4f9b\u5546\u4e4b\u95f4\uff0c\u65e0\u9700\u4fee\u6539SDK\u5373\u53ef\u901a\u8fc7\u89c4\u5219\u5b88\u536b\u62e6\u622a\u5371\u9669\u5de5\u5177\u8c03\u7528\u3001\u5ba1\u8ba1\u884c\u4e3a\uff0c\u89e3\u51b3AI\u667a\u80fd\u4f53\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u5b89\u5168\u5931\u63a7\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40814e2d-fdd6-46b7-b167-dfa76ac7e5a3.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\/bcae9701-3ab2-4474-87e0-ab3d321420ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1038128-1963-4908-a417-410b4e4883d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7dde4109-1c86-47c4-b67c-99f86b884471.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/975c371b-53ae-4537-b34e-cc04419e2363.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd622b30-e46e-4075-bd86-3ba9ebc99beb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d4b40bb-579c-4a72-86f1-a6f27688897a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04fe953c-1566-4722-a761-07591c2cd593.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u900f\u660e\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u8c03\u7528\u5b88\u536b<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5b89\u5168\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u96f6\u4ee3\u7801\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u9632\u62a4<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5408\u89c4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u8bbe\u8ba1\u7406\u5ff5\u4e0e\u5b89\u5168\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u201c\u6210\u4eba\u7ea7\u201d\u57fa\u7840\u8bbe\u65bd\u3002\u6838\u5fc3\u8ba8\u8bba\u805a\u7126\u4e8e\u5176\u201c\u91cd\u5199\u54cd\u5e94\u800c\u975e\u7b80\u5355\u62e6\u622a\u201d\u7684\u8bbe\u8ba1\u9009\u62e9\uff0c\u63a2\u8ba8\u4e86\u5176\u5982\u4f55\u907f\u514d\u667a\u80fd\u4f53\u5d29\u6e83\u4e0e\u72b6\u6001\u626d\u66f2\uff0c\u5f00\u53d1\u8005\u4ea6\u8be6\u7ec6\u56de\u5e94\u4e86\u5173\u4e8e\u7ea6\u675f\u900f\u660e\u5ea6\u4e0e\u5ba1\u8ba1\u8ffd\u8e2a\u4ef7\u503c\u7684\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 CtrlAI\u7684\u53d1\u5e03\uff0c\u6233\u4e2d\u4e86\u5f53\u524dAI\u667a\u80fd\u4f53\uff08Agent\uff09\u70ed\u6f6e\u4e0b\u6700\u654f\u611f\u5374\u6700\u88ab\u5ffd\u89c6\u7684\u795e\u7ecf\uff1a\u5b89\u5168\u4e0e\u53ef\u63a7\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u5de5\u7a0b\u5316\u601d\u7ef4\u7684\u964d\u7ef4\u6253\u51fb\u3002\u5728\u4e1a\u754c\u75f4\u8ff7\u4e8e\u7ed9\u667a\u80fd\u4f53\u53e0\u52a0\u66f4\u5f3a\u5927\u201c\u56db\u80a2\u201d\uff08\u5de5\u5177\uff09\u65f6\uff0cCtrlAI\u51b7\u9759\u5730\u4e3a\u5176\u5957\u4e0a\u4e86\u201c\u7f30\u7ef3\u201d\u548c\u201c\u884c\u8f66\u8bb0\u5f55\u4eea\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u4e2a\u5173\u952e\u9009\u62e9\uff1a\u4e00\u662f\u4ee5\u900f\u660e\u4ee3\u7406\u6a21\u5f0f\u5b9e\u73b0\u96f6\u4fb5\u5165\u96c6\u6210\uff0c\u8fd9\u5927\u5e45\u964d\u4f4e\u4e86\u5b89\u5168\u90e8\u7f72\u7684\u95e8\u69db\uff0c\u8fce\u5408\u4e86\u5f00\u53d1\u8005\u201c\u5feb\u901f\u4e0a\u7ebf\u201d\u7684\u8feb\u5207\u5fc3\u6001\uff1b\u4e8c\u662f\u5176\u62e6\u622a\u673a\u5236\u5e76\u975e\u7c97\u66b4\u8fd4\u56de\u9519\u8bef\uff0c\u800c\u662f\u7cbe\u5de7\u5730\u4fee\u6539LLM\u54cd\u5e94\u4e2d\u7684`stop_reason`\u5b57\u6bb5\uff0c\u8ba9SDK\u8ba4\u4e3a\u6a21\u578b\u4e3b\u52a8\u653e\u5f03\u4e86\u5de5\u5177\u8c03\u7528\u3002\u8fd9\u7edd\u975e\u5c0f\u806a\u660e\uff0c\u800c\u662f\u6df1\u523b\u7406\u89e3\u4e86\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u903b\u8f91\u2014\u2014\u4e00\u4e2a\u56e0\u9519\u8bef\u800c\u8fdb\u5165\u5f02\u5e38\u5904\u7406\u5faa\u73af\u7684\u667a\u80fd\u4f53\uff0c\u5176\u7834\u574f\u6027\u53ef\u80fd\u6bd4\u4e00\u6b21\u5371\u9669\u8c03\u7528\u66f4\u5927\u3002\u5b83\u8ffd\u6c42\u7684\u662f\u201c\u7ea6\u675f\u4e0b\u7684\u6d41\u7545\u8fd0\u884c\u201d\uff0c\u800c\u975e\u201c\u963b\u65ad\u540e\u7684\u7cfb\u7edf\u5d29\u6e83\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u5728\u4e8e\u6b64\u3002\u6b63\u5982\u6df1\u5ea6\u8bc4\u8bba\u6240\u8d28\u7591\u7684\uff0c\u5f53\u5173\u952e\u5de5\u5177\u8c03\u7528\u88ab\u6301\u7eed\u201c\u53cb\u597d\u201d\u62e6\u622a\uff0c\u667a\u80fd\u4f53\u662f\u5426\u4f1a\u6784\u5efa\u51fa\u4e00\u4e2a\u626d\u66f2\u7684\u3001\u65e0\u6cd5\u8fbe\u6210\u4efb\u52a1\u7684\u4e16\u754c\u6a21\u578b\uff1f\u8fd9\u672c\u8d28\u4e0a\u5c06\u5b89\u5168\u98ce\u9669\u4ece\u201c\u6267\u884c\u5c42\u201d\u4e0a\u79fb\u5230\u4e86\u201c\u8ba4\u77e5\u4e0e\u7b56\u7565\u5c42\u201d\u3002CtrlAI\u7ed9\u51fa\u7684\u7b54\u6848\u662f\u8be6\u5c3d\u7684\u3001\u53ef\u8ffd\u6eaf\u7684\u5ba1\u8ba1\u65e5\u5fd7\uff0c\u8bd5\u56fe\u8ba9\u5f00\u53d1\u8005\u80fd\u4e8b\u540e\u8bca\u65ad\u8fd9\u79cd\u201c\u8ba4\u77e5\u626d\u66f2\u201d\u3002\u4f46\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u76d1\u63a7\u4e0e\u544a\u8b66\u65b9\u6848\uff0c\u800c\u975e\u6839\u672c\u89e3\u51b3\u4e4b\u9053\u3002\u667a\u80fd\u4f53\u5b89\u5168\u7684\u6838\u5fc3\u77db\u76fe\uff0c\u672a\u6765\u5fc5\u5c06\u4ece\u201c\u80fd\u5426\u62e6\u622a\u201d\u8f6c\u5411\u201c\u5982\u4f55\u5728\u4e0d\u5f71\u54cd\u4efb\u52a1\u5b8c\u6210\u7684\u524d\u63d0\u4e0b\u667a\u80fd\u5730\u7ea6\u675f\u6216\u66ff\u4ee3\u5371\u9669\u64cd\u4f5c\u201d\u3002\u76ee\u524d\u770b\u6765\uff0cCtrlAI\u662f\u5f53\u524d\u9636\u6bb5\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u5b89\u5168\u5e26\u201d\u548c\u201c\u9ed1\u5323\u5b50\u201d\uff0c\u4f46\u5b83\u4e5f\u9884\u793a\u7740\uff0c\u4e0b\u4e00\u9636\u6bb5\u7684\u7ade\u4e89\u5c06\u662f\u5f00\u53d1\u66f4\u7406\u89e3\u5b89\u5168\u8fb9\u754c\u3001\u5177\u5907\u7ea6\u675f\u6761\u4ef6\u4e0b\u89c4\u5212\u80fd\u529b\u7684\u667a\u80fd\u4f53\u672c\u4f53\u3002\u5f00\u6e90\u662f\u5176\u660e\u667a\u7b56\u7565\uff0c\u65e8\u5728\u5feb\u901f\u5efa\u7acb\u751f\u6001\u6807\u51c6\uff0c\u800c\u5c06\u66f4\u590d\u6742\u7684\u7b56\u7565\u7ba1\u7406\u4e0e\u4f01\u4e1a\u7ea7\u96c6\u6210\u5f15\u5411\u5546\u4e1a\u95ed\u73af\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">CtrlAI<\/span>\n <\/div>\n<div class=\"comment-content\">CTRL-AI v1 is a transparent HTTP proxy that sits between your AI agent and LLM provider, enforcing guardrails, auditing behavior, and blocking unsafe tool calls \u2014 with zero SDK modification required.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Your AI agent just Slacked your CEO “you’re a terrible leader” at 3am.<\/p>\n<p>That’s the thing about autonomous agents. They don’t just write code. They send messages, execute shell commands, read your SSH keys, snap photos from paired devices, and make API calls. One hallucinated tool call is all it takes.<\/p>\n<p>CTRL-AI sits between your agent SDK and the LLM provider as a transparent HTTP proxy. Every tool call the model attempts passes through your rules before anything executes.<\/p>\n<p>What it does:<\/p>\n<p>Intercepts every LLM response, both streaming and non-streaming, across Anthropic, OpenAI, Moonshot, Qwen, MiniMax, and Zhipu (support for other providers will follow soon).<br \/>Evaluates tool calls against configurable guardrail rules. Block SSH key access, credential exfiltration, destructive commands, camera or location access, unsolicited messaging, and more.<br \/>Blocks dangerous tool calls and rewrites the response so your SDK thinks the model simply chose not to call the tool. Your agent does not crash. It just moves on.<br \/>Logs everything to a tamper-proof, SHA-256 hash-chained audit trail with daily rotation and SQLite indexing.<br \/>Provides an emergency kill switch that instantly terminates any agent mid-session. It takes effect within seconds and requires no restart.<br \/>Ships with 23 built-in security rules enabled out of the box.<\/p>\n<p>Multi-agent, multi-provider:<\/p>\n<p>Run multiple agents through a single proxy, each with its own identity, rules, and audit trail. Route agent “main” through Anthropic and agent “work” through OpenAI using the same proxy with separate policies. Kill one agent without touching the others.<\/p>\n<p>\/provider\/anthropic\/agent\/main\/v1\/messages<br \/>\/provider\/openai\/agent\/work\/v1\/chat\/completions<\/p>\n<p>Per-agent identity means your audit log tells you exactly which agent did what, when, and whether it was allowed. No more guessing which agent read that .env file.<\/p>\n<p>Zero code changes. Just point your agent’s baseUrl to CTRL-AI. Your SDK does not know it is there. Works with any framework that supports custom base URLs. Built for OpenClaw and compatible with everything else.<\/p>\n<p>What you get in 60 seconds:<\/p>\n<p>ctrlai start<\/p>\n<p>Proxy on :3100. Dashboard at \/dashboard. Live WebSocket feed. CLI for rules, audit, and kill switch. Hot-reloadable config. Edit rules while the proxy is running.<\/p>\n<p>Built for developers shipping autonomous agents to production.<br \/>Open-source under MIT. Self-host it, extend it, own it.<\/p>\n<p>Enterprise with centralized policies, SSO, and managed deployment: <a href=\"mailto:enterprise@cirtus.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">enterprise@cirtusai.com<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Agents without guardrails are interns with root access at 3am<\/p>\n<p>This is grown up infrastructure<br \/>Proxy in the middle rules on point no drama<\/p>\n<p>Security first ship later regret never<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">Hey guys, no more mac minis to operate open claw.<br \/>\nCtrl-AI will allow you to confidentally use your own device and run as many agents as you want. Multi-Agentic architecture is supported.<\/p>\n<p>Do follow on <a href=\"https:\/\/x.com\/MaazInSoftware\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/MaazInSoftware<\/a> for updates. <\/p>\n<p>Cheers!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u2018rewrites the response so the SDK thinks the model chose not to call the tool\u2019 line is the most interesting design choice here \u2014 it\u2019s not just blocking, it\u2019s state preservation.<\/p>\n<\/p>\n<p>A blocked tool call that returns an error triggers the agent\u2019s error-handling logic (which may cascade badly). A clean no-op keeps the agent on the happy path. The agent doesn\u2019t know it was constrained \u2014 it just didn\u2019t act.<\/p>\n<\/p>\n<p>The open question: what happens when the blocked action was load-bearing? An agent that keeps \u2018not calling\u2019 a tool it expects to work may develop a subtly distorted world model over time. Curious how the audit trail helps correlate these silent interventions with downstream behavior.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@giammbo Hey Gianmarco. You nailed the key insight here, the stop_reason modification is absolutely the critical design choice.<\/p>\n<p>First, a quick clarification: we’re actually not doing silent blocks. When CtrlAI blocks something, the agent sees a clear message like [CtrlAI] Blocked: Cannot access SSH private keys (rule: block-ssh-keys). So the agent knows it hit a boundary.<\/p>\n<p>The “state preservation” magic you spotted is really about the stop_reason field. Here’s why it matters:<\/p>\n<p>Bad approach: Strip the dangerous tool call but leave stop_reason: “tool_use” \u2192 SDK freaks out because it expects tool calls that aren’t there \u2192 hangs or crashes<\/p>\n<p>Also bad: Return an error \u2192 triggers agent error handling \u2192 retry loops, user spam, task failures<\/p>\n<p>Our approach: Strip tool, inject explanation, change to stop_reason: “end_turn” \u2192 SDK sees a normal turn, agent understands the constraint, conversation continues gracefully<\/p>\n<p>The load-bearing action problem<br \/>\nYou’re absolutely right that this is the tension. When an agent tries to read .env and gets blocked, three things can happen:<\/p>\n<p>\u2705 Agent adapts: “I can’t access .env due to security policies. Could you check it manually?”<br \/>\n\u2705 Agent escalates: “Access restricted\u2014you’ll need to verify this yourself”<br \/>\n\u274c Agent loops: Keeps trying different ways to read the same file, burning tokens and patience<\/p>\n<p>The third scenario is the nightmare you’re describing an agent with a distorted world model.<\/p>\n<p>How we handle this<br \/>\nThis is where the audit chain becomes crucial. Every block is logged with full context:<\/p>\n<p>seq: 42<br \/>\ntool: “read”<br \/>\narguments: { “path”: “.env” }<br \/>\ndecision: “block”<br \/>\nrule: “block-env-files”<\/p>\n<p>The dashboard can detect patterns like:<\/p>\n<p>Agent hit the same rule 15 times in 2 minutes? \ud83d\udea8<br \/>\nShow blocked calls next to user messages\u2014did the task actually fail?<br \/>\nDid the user have to intervene?<\/p>\n<p>The insight: If your agent is thrashing against the same block repeatedly, that’s a signal:<\/p>\n<p>Maybe the rule is too broad<br \/>\nMaybe you need a safer alternative tool (read_config that sanitizes output)<br \/>\nMaybe the agent needs guidance in its system prompt<\/p>\n<p>We debated silent blocks vs explicit messages. Explicit won because:<\/p>\n<p>Silent: Agent has no idea why things don’t work \u2192 actually distorted model<br \/>\nError responses: Agent learns “this fails” not “this is forbidden” \u2192 wastes effort on workarounds<br \/>\nExplicit (our choice): Agent learns “this is off-limits” \u2192 can reason about it<br \/>\nThink of it like filesystem permissions. When you get “Permission denied,” that’s better than the file silently disappearing or returning garbage data. Same principle.<\/p>\n<p>The goal isn’t to make agents that work around security, it’s to make agents that understand security constraints. Like how a good engineer doesn’t try to bypass rate limits, they design for them.<\/p>\n<p>The hash-chained audit trail means you can always ask “why did this task fail?” and trace every blocked action to see if the agent adapted well or got stuck in a loop.<\/p>\n<p>We’re betting that “transparent constraints + good observability” beats “silent blocks + hope for the best.” The audit trail is specifically designed to catch the distorted-world-model problem you identified.<\/p>\n<p>Really appreciate this question, it’s exactly the right thing to be skeptical about. \ud83d\ude4f<\/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<\/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\/MX62ES752DX7LO\" class=\"app-title\">Didit v3<\/a><\/p>\n<div class=\"one-liner\">One platform for KYC, biometrics & fraud. 70% lower costs.<\/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>Didit v3 \u662f\u4e00\u4e2a\u96c6KYC\u3001\u751f\u7269\u8bc6\u522b\u4e0e\u6b3a\u8bc8\u68c0\u6d4b\u4e8e\u4e00\u4f53\u7684\u7edf\u4e00\u8eab\u4efd\u9a8c\u8bc1\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u7528\u6237\u8eab\u4efd\u9a8c\u8bc1\u6d41\u7a0b\u4e2d\u9700\u6574\u5408\u591a\u5bb6\u4f9b\u5e94\u5546\u3001\u6210\u672c\u9ad8\u6602\u4e14\u64cd\u4f5c\u7e41\u7410\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bf0377f-f328-40d1-9e2b-8b4f49cd64e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ff103cf-dd40-43ba-a642-697fb81ecaad.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\/b930cbd0-a56d-4e0c-8ccd-20b06b42e263.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\/0530dd02-44fb-46cb-a2fd-07156f51bbc3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74152c2b-f444-4180-beb5-13504815c348.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\/b7464f6c-e028-4e6d-91e3-07782e7c9284.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=eTdcg7JCc4M\"><source src=\"https:\/\/www.youtube.com\/watch?v=eTdcg7JCc4M\" 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\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8eab\u4efd\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">KYC<\/span><br \/>\n <span class=\"tag\">\u751f\u7269\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u6b3a\u8bc8\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5168\u7403\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005API<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u65e0\u5408\u7ea6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u5b9a\u4ef7\u7b56\u7565\u53d8\u66f4\uff08\u514d\u8d39\u989d\u5ea6\u8c03\u6574\uff09\u3001\u4ea7\u54c1\u6574\u5408\u4ef7\u503c\uff08\u544a\u522b\u591a\u4f9b\u5e94\u5546\u62fc\u63a5\uff09\u4ee5\u53ca\u6280\u672f\u7ec6\u8282\uff08\u5982\u51b3\u7b56\u8ffd\u6eaf\u529f\u80fd\uff09\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u4e86\u5e73\u53f0\u901a\u8fc7\u4e00\u4f53\u5316\u7f16\u6392\u964d\u4f4e\u590d\u6742\u6027\u4e0e\u6210\u672c\uff0c\u5e76\u63d0\u4f9b\u514d\u8d39\u989d\u5ea6\u4ee5\u964d\u4f4e\u8bd5\u7528\u95e8\u69db\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Didit v3 \u5ba3\u79f0\u7684\u201c\u4e00\u4f53\u5316\u5e73\u53f0\u201d\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5bf9\u201c\u8eab\u4efd\u9a8c\u8bc1\u5de5\u4f5c\u6d41\u201d\u7684\u6df1\u5ea6\u91cd\u6784\u4e0e\u7f16\u6392\u3002\u5b83\u76f4\u51fb\u884c\u4e1a\u75fc\u75be\uff1a\u4f01\u4e1a\u4e3a\u6ee1\u8db3KYC\u3001\u6d3b\u4f53\u68c0\u6d4b\u3001\u6b3a\u8bc8\u98ce\u63a7\u7b49\u57fa\u672c\u9700\u6c42\uff0c\u4e0d\u5f97\u4e0d\u4e0e\u591a\u4e2a\u201c\u5355\u70b9\u89e3\u51b3\u65b9\u6848\u201d\u4f9b\u5e94\u5546\u5468\u65cb\uff0c\u5bfc\u81f4\u6570\u636e\u5b64\u5c9b\u3001\u8c03\u8bd5\u56f0\u96be\u3001\u6210\u672c\u53e0\u52a0\u3002Didit \u8bd5\u56fe\u6210\u4e3a\u8fd9\u4e2a\u9886\u57df\u7684\u201c\u4ea4\u54cd\u4e50\u6307\u6325\u201d\uff0c\u800c\u975e\u53e6\u4e00\u4e2a\u4e50\u624b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c70%\u6210\u672c\u964d\u4f4e\u201d\u7684\u6807\u8bed\u6781\u5177\u51b2\u51fb\u529b\uff0c\u4f46\u8fd9\u80cc\u540e\u53ef\u80fd\u610f\u5473\u7740\u4e24\u91cd\u7b56\u7565\uff1a\u4e00\u662f\u901a\u8fc7\u6280\u672f\u81ea\u7814\u4e0e\u6d41\u7a0b\u4f18\u5316\u538b\u4f4e\u4e86\u8fb9\u9645\u6210\u672c\uff1b\u4e8c\u662f\u4ee5\u201c500\u6b21\/\u6708\u514d\u8d39+\u6309\u91cf\u4ed8\u8d39\u201d\u7684\u7075\u6d3b\u6a21\u5f0f\uff0c\u7cbe\u51c6\u6253\u51fb\u4e86\u4f20\u7edf\u4f9b\u5e94\u5546\u52a8\u8f84\u6570\u767e\u7f8e\u5143\u6708\u8d39\u3001\u6346\u7ed1\u5e74\u5408\u540c\u7684\u50f5\u5316\u5b9a\u4ef7\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u98a0\u8986\u6027\u7684\u5e02\u573a\u8fdb\u5165\u7b56\u7565\u3002\u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u4e00\u4f53\u5316\u5e73\u53f0\u5f80\u5f80\u9762\u4e34\u201c\u535a\u800c\u4e0d\u7cbe\u201d\u7684\u8d28\u7591\uff0c\u5c24\u5176\u5728\u6b3a\u8bc8\u68c0\u6d4b\u8fd9\u7c7b\u9700\u8981\u6301\u7eed\u5bf9\u6297\u6f14\u8fdb\u7684\u9886\u57df\uff0c\u5176\u6df1\u5ea6\u80fd\u5426\u5339\u654c\u4e13\u6ce8\u7684\u5934\u90e8\u5382\u5546\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u51b3\u7b56\u8ffd\u6eaf\u201d\u7684\u63d0\u95ee\u5207\u4e2d\u8981\u5bb3\uff0c\u5e73\u53f0\u80fd\u5426\u63d0\u4f9b\u900f\u660e\u3001\u53ef\u89e3\u91ca\u7684\u51b3\u7b56\u94fe\u6761\uff0c\u5c06\u662f\u4f01\u4e1a\uff08\u5c24\u5176\u662f\u91d1\u878d\u7b49\u9ad8\u5408\u89c4\u8981\u6c42\u884c\u4e1a\uff09\u80fd\u5426\u653e\u5fc3\u201c\u628a\u6240\u6709\u9e21\u86cb\u653e\u5728\u4e00\u4e2a\u7bee\u5b50\u91cc\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cDidit v3 \u7684\u4ef7\u503c\u4e3b\u5f20\u6e05\u6670\u4e14\u5207\u4e2d\u5e02\u573a\u9700\u6c42\u3002\u5b83\u672a\u5fc5\u5728\u6bcf\u4e2a\u5355\u70b9\u6280\u672f\u4e0a\u90fd\u662f\u4e16\u754c\u7b2c\u4e00\uff0c\u4f46\u5176\u901a\u8fc7\u6574\u5408\u4e0e\u7f16\u6392\u521b\u9020\u7684\u6548\u7387\u63d0\u5347\u3001\u6210\u672c\u4e0b\u964d\u548c\u4f53\u9a8c\u7b80\u5316\uff0c\u6784\u6210\u4e86\u5f3a\u5927\u7684\u4ea7\u54c1\u529b\u3002\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u5e95\u5c42\u7684\u575a\u5b9e\u5ea6\u3001\u5168\u7403\u5408\u89c4\u80fd\u529b\u7684\u5e7f\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u4e00\u4f53\u5316\u4fbf\u6377\u201d\u4e0e\u201c\u6a21\u5757\u5316\u6df1\u5ea6\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Didit v3<\/span>\n <\/div>\n<div class=\"comment-content\">Didit replaces fragmented identity tools with one platform. KYC, biometrics, liveness, and fraud detection orchestrated together \u2014 one source of truth, fewer manual reviews, faster onboarding. Works globally across devices and low connectivity. 500 free checks\/month, pay-per-use after. No contracts. 1,000+ companies. GDPR & ISO 27001 certified.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We kept running into the same wall: every identity vendor was enterprise-gated, required $500\/month minimums to test, and none covered everything we needed. So we\u2019d stitch 3\u20134 vendors together and manage the mess ourselves.<\/p>\n<p>We built Didit to fix that. One platform, one API. KYC, ID verification, biometrics, liveness, and fraud detection, all orchestrated together. We built every primitive in-house so it works across geographies, languages, and devices, including low connectivity.<\/p>\n<p>\ud83d\ude80 Try it: business.didit.me<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rosasalberto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rosasalberto<\/a> Hi Alberto. Congrats on launching! How have you re\u2011architected or optimized the underlying verification workflows to deliver better performance and cost efficiency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@rosasalberto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rosasalberto<\/a> Debugging declines is where stacked KYC, liveness, and fraud tools get messy. The 500 free checks per month plus pay-per-use makes Didit easy to trial. Does the API return a per-check decision trace, not just approve, decline, review? That’s what makes consolidation feel safe.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@rosasalberto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rosasalberto<\/a> Hey Alberto all-in-one products are always wanted, but it’s also tough to build them easy-to-use. What\u2019s the exact moment or event in Didit that makes me think: “This is worth paying for”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">From what I recall, you previously offered unlimited verifications on the free plan. What happens to those users as part of this pricing shift?<\/div>\n<div class=\"comment-actions\">\n<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\/@jonathans3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonathans3<\/a> yes, we\u2019ve capped the free plan at <strong>500 verifications per month<\/strong> for everyone (past, and new users). Once a company scales beyond that, they only start paying from verification #501 onward, at a fraction of standard market pricing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Alberto, that pain of stitching 3-4 vendors together just to cover the basics is real. Was there a specific project where you were managing that mess and thought why do I need four different services just to verify one user?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> it was less a single \u201caha\u201d project and more a recurring pain. Customers were already juggling 3\u20134 vendors just to verify one user. We started with IDV + biometrics, but demand kept expanding \u2014 and the complexity exploded.<\/p>\n<\/p>\n<p>That\u2019s why we built Didit as one orchestrated platform instead of another point solution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MPWUPXYLVTFAIC\" class=\"app-title\">KatClaw\u2122<\/a><\/p>\n<div class=\"one-liner\">Your AI assistant to automate without scripts on Mac <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>KatClaw\u2122 \u662f\u4e00\u6b3e\u5c06\u5f00\u6e90OpenClaw\u5e73\u53f0\u5c01\u88c5\u6210\u4e00\u952e\u5f0fMac\u5e94\u7528\u7684AI\u52a9\u624b\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u7f16\u5199\u811a\u672c\u6216\u4f7f\u7528\u7ec8\u7aef\uff0c\u5373\u53ef\u5feb\u901f\u521b\u5efa\u5e76\u8fde\u63a5Telegram\u7684\u4e2a\u4eba\u5316\u672c\u5730AI\u52a9\u624b\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u7528\u6237\u8ffd\u6c42\u6570\u636e\u9690\u79c1\u548c\u5b9a\u5236\u5316\u81ea\u52a8\u5316\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fda8f118-69f8-4b17-9485-386e93d0073e.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\/6d650b45-96a5-456e-8788-6e39e95d66e4.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\/9984ae5a-8d9e-479c-9959-3b998c25fd69.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\/6dcc7bb0-93e7-4b49-a311-b159eb7ad79f.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\/e092dcb4-144b-46ef-8ded-23ea169f4436.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/7ySveOwWhag\"><source src=\"https:\/\/youtu.be\/7ySveOwWhag\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u81ea\u52a8\u5316\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">Telegram\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5c01\u88c5<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u652f\u6301<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005Albert\u4ecb\u7ecd\u4e86\u80cc\u666f\u548c\u521d\u8877\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u5728\u4e09\u70b9\uff1a1. \u8be2\u95eeAI\u52a9\u624b\u662f\u5426\u652f\u6301\u5de5\u5177\u96c6\u6210\u4ee5\u6269\u5c55\u80fd\u529b\uff1b2. \u5173\u5fc3\u672c\u5730\u4e0e\u865a\u62df\u90e8\u7f72\u6a21\u5f0f\u4e0b\u7684\u5177\u4f53\u5b89\u5168\u63aa\u65bd\uff1b3. \u597d\u5947AI\u7406\u89e3\u7528\u6237\u610f\u56fe\u7684\u6280\u672f\u539f\u7406\uff08\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\u8fd8\u662f\u6a21\u5f0f\u8bc6\u522b\uff09\u3002\u6682\u65e0\u76f4\u63a5\u7528\u6237\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n KatClaw\u2122 \u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u5f00\u6e90\u4ea7\u54c1\u7684\u53cb\u597d\u578b\u5916\u58f3\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u7684\u4f53\u9a8c\u91cd\u6784\u548c\u5546\u4e1a\u5305\u88c5\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u4e24\u4e2a\u5173\u952e\u77db\u76fe\uff1a\u4e00\u662f\u5f3a\u5927\u5f00\u6e90\u9879\u76ee\uff08OpenClaw\uff09\u4e0e\u9ad8\u9661\u5ced\u5b66\u4e60\u66f2\u7ebf\u4e4b\u95f4\u7684\u77db\u76fe\uff1b\u4e8c\u662f\u7528\u6237\u5bf9\u6570\u636e\u9690\u79c1\/\u63a7\u5236\u6743\u7684\u5f3a\u70c8\u9700\u6c42\u4e0e\u4e91\u670d\u52a1\u4e3b\u5bfc\u73b0\u72b6\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u901a\u8fc7\u63d0\u4f9b\u4e00\u952e\u5f0fMac\u5e94\u7528\u3001\u652f\u6301\u672c\u5730\u8fd0\u884c\u3001\u8fde\u63a5\u9ad8\u9891\u901a\u8baf\u5de5\u5177\uff08Telegram\uff09\uff0c\u5b83\u6210\u529f\u5730\u5c06\u201c\u90e8\u7f72\u4e2a\u4ebaAI\u52a9\u624b\u201d\u4ece\u6781\u5ba2\u7684\u73a9\u5177\u53d8\u6210\u4e86\u6f5c\u5728\u5927\u4f17\u53ef\u89e6\u53ca\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u4e0a\u5c42\u5c01\u88c5\u5e94\u7528\uff0c\u5176\u529f\u80fd\u6df1\u5ea6\u548c\u8fed\u4ee3\u901f\u5ea6\u5c06\u4e25\u91cd\u4f9d\u8d56\u5e95\u5c42\u5f00\u6e90\u9879\u76ee\u7684\u6f14\u8fdb\uff0c\u81ea\u8eab\u62a4\u57ce\u6cb3\u8f83\u6d45\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5de5\u5177\u96c6\u6210\u201d\u3001\u201c\u5b89\u5168\u63aa\u65bd\u201d\u548c\u201c\u610f\u56fe\u7406\u89e3\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u51fb\u4e2d\u4e86\u5f53\u524d\u4e2a\u4ebaAI\u52a9\u624b\u7684\u6838\u5fc3\u8f6f\u808b\uff1a\u8131\u79bb\u5177\u4f53\u5de5\u5177\u94fe\u548c\u6570\u636e\u7684\u201c\u52a9\u624b\u201d\uff0c\u80fd\u529b\u7a7a\u6d1e\u5316\uff1b\u800c\u201c\u672c\u5730\u8fd0\u884c\u201d\u5728\u5e26\u6765\u5b89\u5168\u611f\u7684\u540c\u65f6\uff0c\u4e5f\u610f\u5473\u7740\u7528\u6237\u9700\u81ea\u884c\u627f\u62c5\u6a21\u578b\u80fd\u529b\u3001\u7b97\u529b\u6210\u672c\u548c\u7cfb\u7edf\u7a33\u5b9a\u7684\u5168\u90e8\u8d23\u4efb\u3002\u6700\u540e\uff0c\u4e00\u6b21\u6027\u4ed8\u8d39\u6a21\u5f0f\u867d\u5bf9\u7528\u6237\u53cb\u597d\uff0c\u4f46\u5982\u4f55\u7ef4\u6301\u957f\u671f\u5f00\u53d1\u4e0e\u652f\u6301\uff0c\u662f\u5bf9\u56e2\u961f\u7684\u6301\u7eed\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5de7\u5999\u7684\u5e02\u573a\u5207\u5165\u4ea7\u54c1\uff0c\u5b83\u964d\u4f4e\u4e86\u5148\u8fdbAI\u57fa\u7840\u8bbe\u65bd\u7684\u4f7f\u7528\u95e8\u69db\u3002\u4f46\u5176\u957f\u8fdc\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u4fbf\u6377\u7684\u90e8\u7f72\u5de5\u5177\u201d\u8fdb\u5316\u6210\u201c\u6709\u72ec\u7279\u4ef7\u503c\u7684\u751f\u6001\u6216\u5e73\u53f0\u201d\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5f00\u6e90\u9879\u76ee\u7684\u201c\u642c\u8fd0\u5de5\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\">KatClaw\u2122<\/span>\n <\/div>\n<div class=\"comment-content\">KatClaw turns OpenClaw into a one-click Mac app. Pick your AI provider (Claude, GPT, Gemini, DeepSeek, and more), connect Telegram, and your personal AI assistant is live in 10 minutes.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>I’m Albert, I’ve been building Mac apps for photographers for 15 years (ApolloOne, Camera RawX).<\/p>\n<p>I built KatClaw because I wanted a personal AI assistant that runs on MY machine, follows MY rules, and talks to me on Telegram \u2014 without spending an hour in the terminal every time there’s an update.<\/p>\n<p>OpenClaw is an incredible open-source platform, but the setup is developer-only. KatClaw makes it accessible to everyone.<\/p>\n<p>The first 100 licenses are free (Founding Licenses). After that, $49 one-time \u2014 no subscriptions. Use code LAUNCH20 for 20% off until March 15!<\/p>\n<p>Would love your feedback! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xrom2863\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xrom2863<\/a> congrats on the launch! Does this support tool integrations you\u2019d like your AI assistant to have access to? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@xrom2863\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xrom2863<\/a> i appreciate the local and virtual options. What are the security measures implemented on this? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xrom2863\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xrom2863<\/a> How does the AI actually \u201cunderstand\u201d user intent? Is it natural language processing, pattern recognition, or both?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/PEUAX2TUOWGLAA\" class=\"app-title\">Suparagent AI<\/a><\/p>\n<div class=\"one-liner\">All-in-one AI workspace \u2014 an alternative to Manus & Genspark<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">37<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Suparagent AI\u662f\u4e00\u6b3e\u96c6\u6210\u804a\u5929\u3001\u7f16\u7a0b\u3001\u7814\u7a76\u3001\u5e7b\u706f\u7247\u3001\u56fe\u50cf\u4e0e\u89c6\u9891\u751f\u6210\u7684\u4e00\u4f53\u5316AI\u5de5\u4f5c\u7a7a\u95f4\uff0c\u65e8\u5728\u4e3a\u521b\u4e1a\u8005\u3001\u5f00\u53d1\u8005\u3001\u521b\u4f5c\u8005\u7b49\u7fa4\u4f53\u63d0\u4f9b\u7edf\u4e00\u754c\u9762\uff0c\u89e3\u51b3\u591a\u5de5\u5177\u5207\u6362\u5e26\u6765\u7684\u6548\u7387\u4f4e\u4e0b\u4e0e\u4e0a\u4e0b\u6587\u5272\u88c2\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b8c0e0b-ac6a-4673-bdae-534bd5ef00f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db046f6e-8aac-422b-bec5-a06b7149bd25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6638c54f-5fea-40b5-a069-cb6440db00ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f2f04b9-6898-4055-ad95-a7148b77cdb6.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\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316AI\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Manus\u66ff\u4ee3\u54c1<\/span><br \/>\n <span class=\"tag\">Genspark\u66ff\u4ee3\u54c1<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8868\u793a\u795d\u8d3a\uff0c\u5173\u6ce8\u4ea7\u54c1\u4e0eManus\/Genspark\u7684\u5dee\u5f02\u5316\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u8be2\u95ee\u5b9a\u4ef7\u7b56\u7565\uff0c\u4e8c\u662f\u76f4\u63a5\u8d28\u7591\u5176\u4e0e\u7ade\u54c1\u7684\u6838\u5fc3\u533a\u522b\u3002\u76ee\u524d\u7f3a\u4e4f\u5177\u4f53\u529f\u80fd\u5bf9\u6bd4\u6216\u4f7f\u7528\u4f53\u9a8c\u7684\u6df1\u5ea6\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Suparagent AI\u5ba3\u79f0\u7684\u201cAll-in-one\u201d\u6982\u5ff5\uff0c\u672c\u8d28\u4e0a\u662f\u5f53\u524dAI\u5de5\u5177\u788e\u7247\u5316\u56f0\u5883\u7684\u4e00\u79cd\u76f4\u89c2\u89e3\u51b3\u65b9\u6848\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u67d0\u9879\u6280\u672f\u7684\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5de5\u4f5c\u6d41\u6574\u5408\u201d\u8fd9\u4e00\u6734\u7d20\u9700\u6c42\u7684\u54cd\u5e94\u3002\u4ea7\u54c1\u5c06\u804a\u5929\u3001\u7f16\u7a0b\u3001\u7814\u7a76\u3001\u5185\u5bb9\u751f\u6210\u7b49\u573a\u666f\u7c97\u66b4\u6253\u5305\uff0c\u770b\u4f3c\u9762\u9762\u4ff1\u5230\uff0c\u5b9e\u5219\u9762\u4e34\u201c\u5168\u80fd\u5373\u5168\u4e0d\u80fd\u201d\u7684\u7ecf\u5178\u9677\u9631\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u5b9a\u4f4d\u770b\uff0c\u76f4\u63a5\u5bf9\u6807Manus\u548cGenspark\uff0c\u663e\u793a\u4e86\u5176\u201c\u66ff\u4ee3\u8005\u201d\u7684\u91ce\u5fc3\uff0c\u4f46\u4e5f\u66b4\u9732\u4e86\u6838\u5fc3\u5dee\u5f02\u5316\u7684\u6a21\u7cca\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u76f4\u63a5\u8be2\u95ee\u201c\u6709\u4f55\u4e0d\u540c\u201d\uff0c\u6070\u6070\u51fb\u4e2d\u4e86\u8fd9\u7c7b\u96c6\u6210\u5e73\u53f0\u7684\u8f6f\u808b\uff1a\u5728\u57fa\u7840\u6a21\u578b\u80fd\u529b\u540c\u8d28\u5316\u7684\u5f53\u4e0b\uff0c\u96c6\u6210\u5ea6\u5e26\u6765\u7684\u4fbf\u5229\u6027\uff0c\u80fd\u5426\u62b5\u6d88\u5176\u5728\u6bcf\u4e2a\u5782\u76f4\u9886\u57df\u529f\u80fd\u6df1\u5ea6\u4e0a\u53ef\u80fd\u5b58\u5728\u7684\u52a3\u52bf\uff1f\u8fd9\u53d6\u51b3\u4e8e\u5176\u5e95\u5c42\u662f\u7b80\u5355\u7684API\u805a\u5408\uff0c\u8fd8\u662f\u8fdb\u884c\u4e86\u6df1\u5ea6\u7684\u6d41\u7a0b\u518d\u9020\u4e0e\u4f53\u9a8c\u4f18\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u6240\u6709\u529f\u80fd\u5747\u5df2\u4e0a\u7ebf\u201d\u7684\u627f\u8bfa\uff0c\u5728\u5feb\u901f\u8fed\u4ee3\u7684AI\u9886\u57df\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u907f\u514d\u4e86\u201c\u753b\u997c\u201d\u5acc\u7591\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u4ea7\u54c1\u5c06\u7acb\u523b\u63a5\u53d7\u6240\u6709\u573a\u666f\u4e0b\u7684\u4e25\u82db\u68c0\u9a8c\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u8ba9\u7528\u6237\u4ece\u201c\u5076\u5c14\u5c1d\u9c9c\u201d\u8f6c\u53d8\u4e3a\u201c\u6df1\u5ea6\u4f9d\u8d56\u201d\u3002\u8fd9\u9700\u8981\u8d85\u8d8a\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u5728\u6570\u636e\u4e92\u901a\u3001\u4e0a\u4e0b\u6587\u7ee7\u627f\u3001\u8de8\u6a21\u6001\u534f\u4f5c\u7b49\u66f4\u6df1\u5c42\u7684\u201c\u7edf\u4e00\u201d\u4e0a\u505a\u51fa\u5b9e\u8d28\u6027\u521b\u65b0\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u7528\u6237\u5de5\u5177\u94fe\u4e2d\u53c8\u4e00\u4e2a\u53ef\u88ab\u968f\u65f6\u66ff\u6362\u7684\u201c\u4e2d\u95f4\u4ef6\u201d\uff0c\u800c\u975e\u4e0d\u53ef\u66ff\u4ee3\u7684\u201c\u5de5\u4f5c\u7a7a\u95f4\u201d\u3002\u5f53\u524d\u6e29\u548c\u7684\u6295\u7968\u6570\u4e5f\u6697\u793a\uff0c\u5e02\u573a\u4ecd\u5728\u89c2\u671b\u5176\u5b9e\u9645\u6548\u80fd\u4e0e\u5b9a\u4ef7\u662f\u5426\u771f\u6b63\u6784\u6210\u98a0\u8986\u6027\u4ef7\u503c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Suparagent AI<\/span>\n <\/div>\n<div class=\"comment-content\">Suparagent AI is an all-in-one AI workspace for chat, code, research, slides, images, and video \u2014 all available today in one interface.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great, 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Suparagent AI is a unified AI workspace built for people who want everything in one place \u2014 without switching between multiple AI tools.<\/p>\n<p>If you\u2019ve tried products like Manus or Genspark, Suparagent is a powerful alternative that brings together:<br \/>\n\ud83d\udcac AI Chat<br \/>\n\ud83d\udc68\u200d\ud83d\udcbb AI Code<br \/>\n\ud83d\udd0d AI Research<br \/>\n\ud83d\udcca AI Slides<br \/>\n\ud83d\uddbc AI Image generation<br \/>\n\ud83c\udfa5 AI Video creation<\/p>\n<p>All features are live today \u2014 no waitlists, no \u201ccoming soon\u201d.<br \/>\nSuparagent is designed for founders, developers, marketers, creators, analysts, and teams who want a single AI workspace to research, build, create, and ship faster.<br \/>\n\ud83d\udc49 Try it here: <a href=\"https:\/\/suparagent.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/suparagent.ai\/<\/a><\/p>\n<p>\ud83d\udd39 What problem does this product solve?<br \/>\nMost AI tools solve only one problem \u2014 chat, coding, research, or content \u2014 forcing users to juggle multiple apps and lose context. Suparagent solves this by combining all major AI workflows into one clean, unified interface, saving time, cost, and mental overhead.<\/p>\n<p>\ud83d\udd39 Who is this product for?<br \/>\nFounders & operators<br \/>\nDevelopers<br \/>\nTeams<br \/>\nCreators<br \/>\nAnalysts & researchers<br \/>\nAnyone looking for a Manus \/ Genspark alternative<\/p>\n<p>\ud83d\udd39 Key Features<br \/>\nAI Chat<br \/>\nAI Code (write, debug, explain)<br \/>\nAI Research & analysis<br \/>\nAI Slide generation<br \/>\nAI Image generation<br \/>\nAI Video creation<br \/>\nOne unified interface<br \/>\nEverything available today<\/p>\n<p>\ud83d\udd39 Is the product live?<br \/>\nYes \u2014 all features are live today.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 to the launch!<\/p>\n<p>How’s the pricing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How is your Superagent AI different to other solutions?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Y6CQ5FJ4X4QULU\" class=\"app-title\">FlowSubs- Subscriptions Management<\/a><\/p>\n<div class=\"one-liner\">Stop losing money to forgotten subscriptions.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FlowSubs\u662f\u4e00\u6b3e\u96c6\u4e2d\u8ffd\u8e2a\u548c\u7ba1\u7406\u5404\u7c7b\u8ba2\u9605\u670d\u52a1\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u7edf\u4e00\u4eea\u8868\u76d8\u3001\u652f\u51fa\u603b\u89c8\u548c\u7eed\u8d39\u63d0\u9192\uff0c\u89e3\u51b3\u7528\u6237\u5728\u6570\u5b57\u65f6\u4ee3\u56e0\u8ba2\u9605\u6cdb\u6ee5\u800c\u9057\u5fd8\u53d6\u6d88\u3001\u5bfc\u81f4\u8d44\u91d1\u6301\u7eed\u6d41\u5931\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/474c7420-35e5-4405-9a7c-51b815bde935.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b983f669-a792-43ba-ab63-ede47e87a17b.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\">User Experience<\/span><br \/>\n <span class=\"tag\">Accounting<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8ba2\u9605\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u8d22\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u652f\u51fa\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u7eed\u8d39\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u9632\u6f0f\u8d39<\/span><br \/>\n <span class=\"tag\">\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u900f\u660e\u5ea6<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u52a9\u624b<\/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\u4eba\u5206\u4eab\u5f00\u53d1\u521d\u8877\u662f\u89e3\u51b3\u81ea\u8eab\u8ba2\u9605\u6d6a\u8d39\u95ee\u9898\u3002\u7528\u6237\u53cd\u9988\u4ea7\u54c1\u521b\u610f\u5f88\u597d\uff0c\u6709\u9700\u6c42\u3002\u4e3b\u8981\u5efa\u8bae\u6765\u81ea\u670d\u52a1\u5546\uff0c\u6307\u51fa\u5b98\u7f51\u7f3a\u5c11\u4ea7\u54c1\u8bb2\u89e3\u89c6\u9891\uff0c\u53ef\u80fd\u5f71\u54cd\u8f6c\u5316\u7387\uff0c\u5e76\u63d0\u4f9b\u4e86\u89e3\u51b3\u65b9\u6848\u3002\u521b\u59cb\u4eba\u56de\u590d\u900f\u9732\u79fb\u52a8\u7aef\u5e94\u7528\u5373\u5c06\u63a8\u51fa\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 FlowSubs\u5207\u5165\u7684\u662f\u4e00\u4e2a\u65e5\u76ca\u81a8\u80c0\u7684\u201c\u8ba2\u9605\u7ecf\u6d4e\u201d\u9634\u5f71\u9762\u2014\u2014\u7528\u6237\u7684\u201c\u8ba2\u9605\u75b2\u52b3\u201d\u4e0e\u8d22\u52a1\u6cc4\u6f0f\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u58c1\u5792\uff08\u5b83\u81ea\u79f0\u65e0\u9700\u590d\u6742\u96c6\u6210\uff09\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e86\u4e00\u4e2a\u6e05\u9192\u7684\u201c\u6570\u5b57\u6d88\u8d39\u54e8\u5175\u201d\u3002\u5728SaaS\u3001AI\u5de5\u5177\u3001\u6d41\u5a92\u4f53\u5c42\u5c42\u5d4c\u5957\u7684\u4eca\u5929\uff0c\u4e2a\u4eba\u652f\u51fa\u5df2\u4ece\u4e00\u6b21\u6027\u8d2d\u4e70\u6f14\u53d8\u4e3a\u65e0\u6570\u4e2a\u6c89\u9ed8\u7684\u81ea\u52a8\u6263\u6b3e\uff0cFlowSubs\u7684\u6838\u5fc3\u52a8\u4f5c\u201c\u770b\u89c1\u201d\u4e0e\u201c\u63d0\u9192\u201d\uff0c\u5b9e\u8d28\u662f\u5e2e\u52a9\u7528\u6237\u91cd\u65b0\u593a\u56de\u6d88\u8d39\u77e5\u60c5\u6743\u548c\u63a7\u5236\u6743\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5e02\u573a\u5df2\u6709\u7c7b\u4f3c\u4ea7\u54c1\uff0c\u5982Truebill\u3001PocketGuard\uff0c\u5176\u5dee\u5f02\u5316\u4f18\u52bf\u201c\u7b80\u6d01\u201d\u53ef\u80fd\u5f88\u5feb\u88ab\u6a21\u4eff\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u53ef\u6301\u7eed\u6027\u5b58\u7591\uff1a\u662f\u5411\u7528\u6237\u6536\u8d39\uff0c\u8fd8\u662f\u8f6c\u5411\u5411\u8ba2\u9605\u670d\u52a1\u5546\u63d0\u4f9b\u5f15\u6d41\u6216\u53d6\u6d88\u5206\u6790\u670d\u52a1\uff1f\u524d\u8005\u53ef\u80fd\u9762\u4e34\u7528\u6237\u4ed8\u8d39\u610f\u613f\u4f4e\uff08\u6bd5\u7adf\u76ee\u7684\u662f\u7701\u94b1\uff09\uff0c\u540e\u8005\u5219\u53ef\u80fd\u4ea7\u751f\u5229\u76ca\u51b2\u7a81\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u7f3a\u5c11\u8bb2\u89e3\u89c6\u9891\u201d\u7684\u5efa\u8bae\uff0c\u6070\u6070\u66b4\u9732\u51fa\u5176\u4f5c\u4e3a\u4e00\u6b3e\u201c\u4fe1\u4efb\u5de5\u5177\u201d\uff0c\u5728\u5efa\u7acb\u521d\u59cb\u4fe1\u4efb\u548c\u4f20\u8fbe\u4ef7\u503c\u4e3b\u5f20\u4e0a\u4ecd\u6709\u77ed\u677f\u3002\u7528\u6237\u9700\u8981\u786e\u4fe1\u5176\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u4fdd\u62a4\uff0c\u624d\u4f1a\u653e\u5fc3\u63a5\u5165\u6240\u6709\u652f\u4ed8\u8d26\u6237\u3002\n 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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\">FlowSubs- Subscriptions Management<\/span>\n <\/div>\n<div class=\"comment-content\">SaaS tools. AI apps. Streaming platforms. Domains. Hosting. Trials you forgot to cancel. FlowSubs helps you track, manage, and control every subscription in one clean dashboard \u2014 so you never get surprised by a renewal again. With FlowSubs you can: \u2022 Track all active subscriptions in one place \u2022 See your total monthly and yearly spending \u2022 Get renewal reminders before you\u2019re charged \u2022 Identify hidden money leaks \u2022 Stay in control of your recurring expenses Try it for free now !<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I built FlowSubs after realizing I was paying for tools I hadn\u2019t used in months. Between SaaS apps, AI tools, domains, and subscriptions, it added up fast.<\/p>\n<p>FlowSubs was designed to be simple:<br \/>\nSee everything. Get reminders. Stop leaks.<\/p>\n<p>No complicated integrations. Just clarity.<\/p>\n<p>Would love your feedback \u2014 what\u2019s the most annoying subscription you forgot to cancel? \ud83d\udc47<\/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\/@aymanswift\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aymanswift<\/a> Quick note \u2014 your homepage is missing a strong explainer video, which could be reducing conversions from visitors to demos.<\/p>\n<p>We help SaaS brands turn complex products into clear 60\u201390 sec videos that increase engagement, trust, and signups. Happy to show how it can fit your platform. Animvo.com<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats <a href=\"https:\/\/www.producthunt.com\/@aymanswift\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aymanswift\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aymanswift<\/a> on the launch ! very cool idea, i needed something like this \ud83d\ude42 !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsmasa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsmasa<\/a> Thank you \ud83d\ude4f Theres also a mobile app coming soon. so you can manage from web version and mobile app <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ 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target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ 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