{"id":123,"date":"2026-02-04T11:16:16","date_gmt":"2026-02-04T03:16:16","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/04\/2026-02-03\/"},"modified":"2026-02-04T11:16:16","modified_gmt":"2026-02-04T03:16:16","slug":"2026-02-03","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/04\/2026-02-03\/","title":{"rendered":"PH\u70ed\u699c | 2026-02-03"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-03<\/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 | 2026-02-03<\/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\/BEBEHPXVCC3KWP\" class=\"app-title\">Hugo<\/a><\/p>\n<div class=\"one-liner\">The AI Agent that doesn’t charge 1$ per support ticket<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">406<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Hugo\u662f\u4e00\u6b3e\u7531Crisp\u56e2\u961f\u6253\u9020\u7684AI\u5ba2\u670d\u4ee3\u7406\uff0c\u65e8\u5728\u901a\u8fc7\u7aef\u5230\u7aef\u81ea\u52a8\u5316\u5904\u7406\u91cd\u590d\u6027\u652f\u6301\u67e5\u8be2\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5927\u5e45\u964d\u4f4e\u5ba2\u670d\u5de5\u5355\u5904\u7406\u6210\u672c\u4e0e\u4eba\u529b\u8d1f\u62c5\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\/b7d5d6b5-7236-4c70-a5b6-f9fc5a0d0037.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\/d8d6c74a-7793-4143-85b3-758ba113533f.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\/4eeb32d3-0159-4f9e-9476-35af68be7f37.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\/2a233ba2-f1fd-47c3-83f5-76a16c97c8c5.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\/68bf0055-4eeb-44d1-89c9-24f1e947c9ae.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\/851e1df8-76da-46b9-b4de-846fa1850992.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=O8ls4gQXY8o\"><source src=\"https:\/\/www.youtube.com\/watch?v=O8ls4gQXY8o\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5ba2\u670d\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5de5\u5355\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u65e0\u6309\u6b21\u6536\u8d39<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Crisp\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u670d\u52a1<\/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\u5bf9Crisp\u56e2\u961f\u80cc\u666f\u8868\u793a\u4fe1\u4efb\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u662f\u7b26\u5408AI Agent\u65f6\u4ee3\u7684\u903b\u8f91\u6f14\u8fdb\u3002\u65e9\u671f\u8bd5\u7528\u8005\u53cd\u9988\u4e86\u5177\u4f53\u7684\u8282\u7701\u6210\u672c\u3001\u63d0\u5347\u81ea\u52a8\u5316\u89e3\u51b3\u7387\u7684\u6548\u679c\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u786e\u4fddAI\u4ee3\u7406\u7684\u81ea\u4e3b\u6027\u4e0e\u5b89\u5168\u62a4\u680f\u3001\u5982\u4f55\u63a7\u5236\u5927\u8bed\u8a00\u6a21\u578b\u4f7f\u7528\u6210\u672c\u3001\u4ee5\u53ca\u4ea7\u54c1\u4e0eCrisp\u7684\u5b9a\u4f4d\u5dee\u5f02\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Hugo\u7684\u4eae\u76f8\uff0c\u8fdc\u4e0d\u6b62\u662f\u53c8\u4e00\u4e2a\u201cAI\u804a\u5929\u673a\u5668\u4eba\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u7528\u201cAI\u4ee3\u7406\u201d\u7684\u8303\u5f0f\uff0c\u5f7b\u5e95\u91cd\u6784\u4f01\u4e1a\u5ba2\u670d\u7684\u81ea\u52a8\u5316\u903b\u8f91\u3002\u4f20\u7edf\u57fa\u4e8e\u6d41\u7a0b\u6811\u7684\u5ba2\u670d\u673a\u5668\u4eba\u50f5\u786c\u3001\u8106\u5f31\uff0c\u800cHugo\u5ba3\u79f0\u7684\u201c\u7aef\u5230\u7aef\u5b89\u5168\u89e3\u51b3\u201d\uff0c\u6697\u793a\u5176\u5177\u5907\u4e00\u5b9a\u7684\u81ea\u4e3b\u51b3\u7b56\u4e0e\u6267\u884c\u80fd\u529b\uff0c\u8fd9\u4ee3\u8868\u4e86\u4ece\u201c\u811a\u672c\u54cd\u5e94\u201d\u5230\u201c\u4efb\u52a1\u89e3\u51b3\u201d\u7684\u8d28\u53d8\u3002\u5176\u6807\u8bed\u76f4\u6307\u884c\u4e1a\u75db\u70b9\u2014\u2014\u6309\u5de5\u5355\u6536\u8d39\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u8fd9\u65e0\u7591\u662f\u5bf9Intercom\u7b49\u5de8\u5934\u5b9a\u4ef7\u7b56\u7565\u7684\u7cbe\u51c6\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u5b89\u5168\u201d\u4e0e\u201c\u6709\u6548\u201d\u7684\u5e73\u8861\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u81ea\u4e3b\u6027\u4e0e\u62a4\u680f\u201d\u7684\u63d0\u95ee\u5207\u4e2d\u8981\u5bb3\u3002AI\u4ee3\u7406\u82e5\u8fc7\u4e8e\u81ea\u4e3b\uff0c\u53ef\u80fd\u5f15\u53d1\u54c1\u724c\u6216\u4e1a\u52a1\u98ce\u9669\uff1b\u82e5\u8fc7\u4e8e\u4fdd\u5b88\uff0c\u5219\u81ea\u52a8\u5316\u89e3\u51b3\u7387\u65e0\u6cd5\u63d0\u5347\uff0c\u6ca6\u4e3a\u5671\u5934\u3002Hugo\u5c55\u793a\u7684\u65e9\u671f\u6570\u636e\uff08\u81ea\u52a8\u5316\u89e3\u51b3\u7387\u4ece20%\u63d0\u5347\u81f340%\uff09\u662f\u4eae\u70b9\uff0c\u4f46\u8fd9\u9700\u8981\u5728\u66f4\u590d\u6742\u3001\u66f4\u957f\u5c3e\u7684\u5ba2\u670d\u573a\u666f\u4e2d\u5f97\u5230\u9a8c\u8bc1\u3002\u6b64\u5916\uff0c\u5176\u4f5c\u4e3aCrisp\u7684\u884d\u751f\u72ec\u7acb\u4ea7\u54c1\uff0c\u6218\u7565\u4e0a\u65e2\u4eab\u53d7\u4e86\u6bcd\u54c1\u724c\u7684\u4fe1\u4efb\u7ea2\u5229\uff0c\u4e5f\u9700\u6e05\u6670\u754c\u5b9a\u4e0e\u539f\u6709\u201c\u4eba\u5de5\u6536\u4ef6\u7bb1\u201d\u7684\u8fb9\u754c\uff0c\u907f\u514d\u5185\u90e8\u7ade\u4e89\u6216\u7528\u6237\u6df7\u6dc6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cHugo\u7684\u63a8\u51fa\u6807\u5fd7\u7740\u5ba2\u670dSaaS\u8d5b\u9053\u8fdb\u5165\u4e86\u201cAI\u4ee3\u7406\u201d\u9a71\u52a8\u7684\u65b0\u9636\u6bb5\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u5145\u5f53\u5206\u6d41\u95ee\u9898\u7684\u201c\u63a5\u7ebf\u5458\u201d\uff0c\u800c\u662f\u7acb\u5fd7\u6210\u4e3a\u80fd\u76f4\u63a5\u201c\u5173\u95ed\u5de5\u5355\u201d\u7684\u201c\u865a\u62df\u4e13\u5458\u201d\u3002\u5176\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\uff1a\u5728\u590d\u6742\u73b0\u5b9e\u573a\u666f\u4e2d\u7684\u5b9e\u9645\u89e3\u51b3\u7387\u3001\u5bf9\u8fd0\u8425\u6210\u672c\u7684\u771f\u6b63\u63a7\u5236\u529b\uff08\u907f\u514dLLM\u6210\u672c\u5931\u63a7\uff09\uff0c\u4ee5\u53ca\u80fd\u5426\u5efa\u7acb\u8d77\u6bd4\u4f20\u7edf\u673a\u5668\u4eba\u66f4\u4f18\u3001\u6bd4\u5168\u4eba\u5de5\u66f4\u5177\u6027\u4ef7\u6bd4\u7684\u7a33\u5b9a\u7528\u6237\u4f53\u9a8c\u3002\u8fd9\u6761\u8def\u524d\u666f\u5e7f\u9614\uff0c\u4f46\u6bcf\u4e00\u6b65\u90fd\u9700\u5982\u5c65\u8584\u51b0\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\">Hugo<\/span>\n <\/div>\n<div class=\"comment-content\">Hugo is an AI agent built to offload companies from repetitive support queries. It resolves conversations and automates tasks end-to-end, safely. Built by the team behind Crisp, Hugo brings production-grade AI support to any business, without fragile workflows or per-resolution fees.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Today I\u2019m delighted to hunt Hugo, built by the team behind Crisp.<br \/>\nIt is clear to me that support chatbots no longer fit with the world we live in anymore.<br \/>\nSpeaking with @baptistejamin, I understood why they had to rebuild everything from scratch, 10 years after launching Crisp, what a rebirth!<br \/>\nThe amazing thing is, Hugo is not just a brand, it\u2019s built as a separate product that fits in the era of AI Agents<\/p>\n<p>Early users (including myself) are already seeing impressive results in their trial:<br \/>\n\u2705 28 000$ worth of money saved thanks to automated conversations for an e-commerce business<br \/>\n\u2705 In terms of automation, a finance management app doubled their AI resolution rate from 20% with the previous bot to 40% with Hugo AI.<br \/>\n\u2705 An e-commerce business managed to get only 19% of its total conversations to be escalated to the support team.<\/p>\n<p>As you can see, teams around the world are already using Hugo to reduce support workload without losing the human touch.<br \/>\nThe product is live today and ready to test. In the meantime, the founding team (add valerian\/baptiste) will be here all day, to answer all your questions! \ud83d\udc4b<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>34<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexd<\/a> Thanks so much Alex for the upvote \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@baptistejamin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@baptistejamin<\/a>  <a href=\"https:\/\/www.producthunt.com\/@alexd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexd<\/a> Hey congrats! Curious what the biggest architectural shift was to make Hugo \u201cagent-native\u201d rather than just another chatbot, especially around autonomy, guardrails, and knowing when to hand off to a human without hurting CX? Rebuilding from scratch 10 years after Crisp is a bold move \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@baptistejamin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@baptistejamin<\/a>  <a href=\"https:\/\/www.producthunt.com\/@alexd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexd<\/a> This is solid! Will check it out as we’re ramping up our support for <a href=\"https:\/\/www.producthunt.com\/products\/pretty-prompt\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"pretty-prompt\" target=\"_blank\" rel=\"noopener\">@Pretty Prompt<\/a> (25k+ users). Be great to chat with any of you guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super happy to launch <strong>Hugo<\/strong> today with <a href=\"https:\/\/www.producthunt.com\/@baptistejamin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"baptistejamin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@baptistejamin<\/a>, <a href=\"https:\/\/www.producthunt.com\/@valeriansaliou\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"valeriansaliou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriansaliou<\/a>, <a href=\"https:\/\/www.producthunt.com\/@ant0ine_gt\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ant0ine_gt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ant0ine_gt<\/a> and the rest of the Crispy team \ud83d\ude01<\/p>\n<p>It\u2019s been an amazing ride building this together for the last year. Wishing a long life to Hugo!<\/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\/@baptistejamin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@baptistejamin<\/a>  <a href=\"https:\/\/www.producthunt.com\/@valeriansaliou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriansaliou<\/a>  <a href=\"https:\/\/www.producthunt.com\/@eliottvincent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eliottvincent<\/a> such an amazing work done by the entire team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Beautiful design \ud83d\udc4c<\/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\/@clementchampau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clementchampau<\/a> Thank you man \ud83e\udef6\ud83c\udffc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@clementchampau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clementchampau<\/a> thanks!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Crisp team! Tested the beta and already moved part of our support conversations and customer tickets to autopilot, it\u2019s promising \ud83d\udc4f<\/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\/@crgturo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@crgturo<\/a> That’s amazing! Thank you for sharing feedback and powering up your support with Hugo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been working on this release for the past few months with an amazing team and we are so excited to share what we’ve built! Seeing it live and watching customers using it is very rewarding \u263a\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pierre_gd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pierre_gd<\/a> Congrats for the amazing work you’ve done Pierre!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 following Crisp since 2017, super happy to see that the company is thriving and offering a top notch experience to manage support the modern way \u26a1\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thomascochet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomascochet<\/a> Thank you very much for supporting us for such a long time!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is refreshing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@osama_jaber1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osama_jaber1<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the headline! “The AI Agent that doesn’t charge 1$ per support ticket” \ud83e\udd23 \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@corey_haines\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@corey_haines<\/a> Thanks, if you know you know \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on launch \ud83d\udc4f<br \/>\nQuick Q: do you already have hard limits on OpenAI spend?<br \/>\nSeen agents burn budgets fast post-launch.<\/div>\n<div class=\"comment-actions\">\n<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\/@bahaeddin_recovery\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bahaeddin_recovery<\/a> Thanks! We have a pay-as-you-go credits system that lets you set whatever monthly limit you want. AI will stop in case the limit is reached. No bad surprises, you’re in control \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>Congratulations on the launch guys! An exciting product with a real focus on a tailored experience for each customer \ud83d\udc4f<\/p>\n<\/p>\n<p>Definitely recognize Crisp in “Hugo isn\u2019t built for trends. It\u2019s built to be fast, modular, and designed to evolve with how businesses support their customers in the next decade.”<\/p>\n<\/p>\n<p>And the video demo is \ud83d\udd25 btw<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mrcalexandre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrcalexandre<\/a> Thank you very much Alex \ud83e\udef6 also for the video, it’s Leo’s work, you know how good he is with video! Master at work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mrcalexandre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrcalexandre<\/a> Thank you Alexandre \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love how Crisp unifies multichannel support with AI to keep conversations fast, contextual, and still human at scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Yeah; we strive at making customer support experiences seamless and powerful for companies around the world!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> that was really our take with Hugo. Make it transparent<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big user of Crisp here. 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\/@ohansemmanuel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ohansemmanuel<\/a> Thanks!! Let’s crush it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ohansemmanuel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ohansemmanuel<\/a> Thank you a ton Ohans<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@ohansemmanuel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ohansemmanuel<\/a> Thanks a mile! Feel free to spread the words about it all around you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yet another launch for this amazing product. \ud83d\ude0d<\/p>\n<p>I’ve been using Crisp for all my micro-saas. \ud83d\udca5 Definitely a better price to value than Intercom \ud83e\udd75<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samuelberthe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuelberthe<\/a> \ud83e\udd0c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 hearing Hugo\u2019s name pop up in a few founder chats recently, so it\u2019s interesting to finally see the full launch. Makes sense that this comes from Crisp team, feels like a logical next step rather than a random pivot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maklyen_may\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maklyen_may<\/a> TYSM for your comment and honest feedback! Are you keen on trying? It’s free!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@maklyen_may\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maklyen_may<\/a> It’s a complementary product of Crisp, made by Crisp, but service a special purpose. Some users want an Human Inbox = Crisp, and others more AI Native solution = Hugo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Haha really clever positioning with the AI agent that doesn’t charge $1 per support ticket narrative <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shubhagrawal26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubhagrawal26<\/a> If you know you know \ud83d\udc40 More than a positioning, fair pricing has always been at the core of Crisp since day one<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubhagrawal26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubhagrawal26<\/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>Hugo is amazing! Been a Crisp user for years, already loved working with it, but now with Hugo joining, it’s a different level! Well done team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mikestrives\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikestrives<\/a> Thanks so much \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>User from crisp for the last 10 years. So I will totally rely on this for my customer support. Can’t wait to use it.<\/p>\n<p>Kudos to the team \ud83d\udc4f\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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@co_tunder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@co_tunder<\/a> Amazing! thank you for this cool feedback. And the cool thing is, it’s already available to all Crisp and non Crisp customers. Ready to get started?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been a beta tester of Hugo for a few months now and I love it. We had some AI automations before but there as good as Hugo! Having such an a tool in the Crisp ecosystem is amazing, it works really well and saves us tons of time! Congrats team!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jhumanj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jhumanj<\/a> Thank you!! We’re so happy to have Hugo in the Crisp family \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>Have been looking forward to the launch of this. Great team, always great products. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vincent_bradley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincent_bradley<\/a> thank you very much! If you ever want to stop paying 1$ per resolved tickets, you know where to go \ud83d\ude1c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My team and I love Crisp and use it every day. Hugo seem a very good news. As crisp users, what could we expect from Hugo in the future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@quentin_decre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@quentin_decre<\/a> Hugo as the version we release is just the beginning. We already have a solid roadmap and some heavy research on Hugo. Mostly auto-training systems, improvements on Copilot system as well. Goal of Hugo is to be Cursor \/ Claude Code like for customer 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>Congratulations on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@milukove\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@milukove<\/a> Thank you very much Egor<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will definitely try it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@panphilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@panphilov<\/a> Amazing! I’m curious, what makes you want to try Hugo?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Crisp for 3 years with ProntoHQ (I’m the founder). Hugo was game changer for me ! I won 1 to 2 hours a day \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guys, you are evolving pretty fast. I use Crisp myself and have to say, that it has all features that I need for effective customer relationship management \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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> this one was not easy to be honest, because we had to rebuild our entire stack from scratch. Thank you for supporting us and hopefully Hugo will help you improve your customer support experience<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you Nika \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love when this team ships. Been a fan from the very beginning \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\/@yannick_mthy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yannick_mthy<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice positioning. Curious how you measure AI resolution rate vs escalation to humans in practice?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Kudos!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Working with Crisp since 2 years. very useful and looking forward to discover Hugo !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@baptistejamin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"baptistejamin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@baptistejamin<\/a> is one of the best founders! LeadDelta has been on Crisp since 2020, while still in the testing phase.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vedranrasic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vedranrasic<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>gogogo guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/JPDY4ECBKWVO5J\" class=\"app-title\">Atoms<\/a><\/p>\n<div class=\"one-liner\">Turn your ideas into products that sell <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">333<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Atoms\u662f\u4e00\u4e2aAI\u9a71\u52a8\u7684\u5168\u6808\u4e1a\u52a1\u56e2\u961f\uff0c\u80fd\u5c06\u4e00\u4e2a\u539f\u59cb\u60f3\u6cd5\u8f6c\u5316\u4e3a\u53ef\u76c8\u5229\u7684\u8f6f\u4ef6\u4ea7\u54c1\uff0c\u901a\u8fc7\u5e02\u573a\u7814\u7a76\u3001\u8bbe\u8ba1\u3001\u524d\u540e\u7aef\u5f00\u53d1\u3001\u96c6\u6210\u652f\u4ed8\u4e0e\u8ba4\u8bc1\uff0c\u5e76\u6700\u7ec8\u4ea4\u4ed8\u53ef\u4e0a\u7ebf\u6536\u8d39\u7684\u5b8c\u6574\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u6216\u5c0f\u56e2\u961f\u4ece\u521b\u610f\u5230\u5546\u4e1a\u9a8c\u8bc1\u8fc7\u7a0b\u4e2d\u8d44\u6e90\u532e\u4e4f\u3001\u6d41\u7a0b\u65ad\u88c2\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\/bf9a8c72-940d-43f6-b0ba-98f0a5cea5e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b66aa46f-3dce-4b1c-9cc7-2570b88f624d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01f9324c-b316-4246-a5a0-64b965835af5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bbe014d9-7053-4e06-b2e8-74cdcbee56aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/511bdede-7651-4677-ab8b-ab6f3bd100f1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd1c2c3a-921a-4253-8a14-7134a28be9fc.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\/423f37a1-a1f8-4988-a88d-a707aaf472ce.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/xTkRKCwKAqk\"><source src=\"https:\/\/youtu.be\/xTkRKCwKAqk\" 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\">Development<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4e1a\u52a1\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u5e94\u7528\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1MVP<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5229\u57fa\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u4ece\u521b\u610f\u5230\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u76c8\u5229\u5bfc\u5411<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\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\u8ba4\u53ef\u5176\u201c\u4ece\u60f3\u6cd5\u5230\u4e1a\u52a1\u201d\u7684\u5168\u6d41\u7a0b\u91ce\u5fc3\uff0c\u5c24\u5176\u8d5e\u8d4f\u524d\u7f6e\u5e02\u573a\u7814\u7a76\u529f\u80fd\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u4e0eV0\u7b49\u539f\u578b\u5de5\u5177\u7684\u533a\u522b\u3001AI\u5728B2B\u5229\u57fa\u5e02\u573a\u7684\u8c03\u7814\u80fd\u529b\u3001\u957f\u671fGTM\u7b56\u7565\u4e0e\u77ed\u671f\u5f00\u53d1\u901f\u5ea6\u7684\u6743\u8861\u3001\u56e2\u961f\u534f\u4f5c\u529f\u80fd\u9700\u6c42\uff0c\u4ee5\u53ca\u671f\u5f85\u771f\u5b9e\u6848\u4f8b\u9a8c\u8bc1\u5176\u6548\u679c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Atoms\u7684\u91ce\u5fc3\u5e76\u975e\u66ff\u4ee3\u7a0b\u5e8f\u5458\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u201c\u7cbe\u76ca\u521b\u4e1a\u201d\u65b9\u6cd5\u8bba\u4ea7\u54c1\u5316\u3001\u81ea\u52a8\u5316\u3002\u5176\u5ba3\u79f0\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u4ee3\u7801\u7684\u901f\u5ea6\uff0c\u800c\u5728\u4e8e\u5c06\u5e02\u573a\u7814\u7a76\u3001\u4ea7\u54c1\u5b9a\u4f4d\u3001\u83b7\u5ba2\u7b56\u7565\u7b49\u975e\u7f16\u7801\u73af\u8282\u5f3a\u884c\u524d\u7f6e\u5e76\u6574\u5408\u8fdb\u5de5\u4f5c\u6d41\uff0c\u8bd5\u56fe\u7528AI\u7684\u7406\u6027\u6765\u5bf9\u6297\u4eba\u7c7b\u521b\u4e1a\u8005\u7684\u76f2\u76ee\u4e50\u89c2\u3002\u8fd9\u6233\u4e2d\u4e86\u5f53\u524dAI\u4ee3\u7801\u751f\u6210\u5de5\u5177\u666e\u904d\u5b58\u5728\u7684\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u7684\u75db\u70b9\u2014\u2014\u5148\u505a\u51fa\u4e00\u4e2a\u9177\u70ab\u4f46\u65e0\u7528\u7684\u539f\u578b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u6311\u6218\u5728\u4e8e\u201c\u53ef\u4fe1\u5ea6\u201d\u3002AI\u5982\u4f55\u786e\u4fdd\u5e02\u573a\u7814\u7a76\u7684\u6df1\u5ea6\u4e0e\u51c6\u786e\u6027\uff1f\u5c24\u5176\u662f\u5728B2B\u6216\u590d\u6742\u5229\u57fa\u5e02\u573a\uff0c\u5176\u6570\u636e\u6e90\u548c\u63a8\u7406\u903b\u8f91\u662f\u5426\u53ef\u9760\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u957f\u671fGTM\u4e0e\u77ed\u671f\u901f\u5ea6\u6743\u8861\u201d\u7684\u63d0\u95ee\u76f4\u6307\u6838\u5fc3\uff1a\u4e00\u4e2a\u4ee5\u201c\u538b\u7f29\u6210\u672c\u4e0e\u65f6\u95f4\u201d\u4e3a\u5356\u70b9\u7684\u7cfb\u7edf\uff0c\u5176\u5e95\u5c42\u6fc0\u52b1\u662f\u5426\u4e0e\u6784\u5efa\u957f\u671f\u5546\u4e1a\u58c1\u5792\u7684\u76ee\u6807\u76f8\u6096\uff1f\u56e2\u961f\u56de\u5e94\u7684\u201c\u5c06\u6743\u8861\u663e\u6027\u5316\u201d\u548c\u201c\u7ade\u901f\u6a21\u5f0f\u201d\u662f\u5de7\u5999\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u8fd9\u672c\u8d28\u4e0a\u5c06\u51b3\u7b56\u538b\u529b\u8fd4\u8fd8\u7ed9\u4e86\u7528\u6237\uff0c\u8003\u9a8c\u7684\u662f\u7528\u6237\u81ea\u8eab\u7684\u5546\u4e1a\u5224\u65ad\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u53e6\u4e00\u4e2a\u7cbe\u786e\u5b9a\u4f4d\u662f\u201c\u957f\u5c3e\u7ecf\u6d4e\u5b66\u201d\uff0c\u5373\u7528\u8fd1\u4e4e\u4e3a\u96f6\u7684\u8fb9\u9645\u6210\u672c\u6fc0\u6d3b\u90a3\u4e9b\u56e0\u542f\u52a8\u6210\u672c\u8fc7\u9ad8\u800c\u88ab\u4eba\u7c7b\u56e2\u961f\u5ffd\u89c6\u7684\u5fae\u5c0f\u5e02\u573a\u3002\u8fd9\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u56fe\u666f\uff1aAI\u6210\u4e3a\u201c\u6570\u5b57\u4f43\u519c\u201d\uff0c\u4e0d\u77e5\u75b2\u5026\u5730\u5f00\u57a6\u788e\u7247\u5316\u7684\u9700\u6c42\u8352\u5730\u3002\u4f46\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\uff0c\u5176\u4ea7\u51fa\u7684\u4e0d\u4ec5\u662f\u201c\u53ef\u8fd0\u884c\u7684\u5e94\u7528\u201d\uff0c\u66f4\u662f\u201c\u53ef\u88ab\u53d1\u73b0\u3001\u53ef\u8f6c\u5316\u201d\u7684\u5546\u4e1a\u5b9e\u4f53\uff0c\u8fd9\u4e5f\u662f\u5176\u96c6\u6210SEO\u7b49\u589e\u957f\u529f\u80fd\u7684\u610f\u4e49\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cAtoms\u662f\u4e00\u6b21\u5927\u80c6\u7684\u8303\u5f0f\u8dc3\u8fc1\u5c1d\u8bd5\uff0c\u4ece\u201cAI\u8f85\u52a9\u7f16\u7801\u201d\u8fc8\u5411\u201cAI\u8fd0\u8425\u4e00\u4e2a\u5fae\u578b\u521b\u4e1a\u9879\u76ee\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u4ee3\u7801\u8d28\u91cf\u662f\u5426\u8fbe\u5230\u5de5\u7a0b\u5e08\u6c34\u51c6\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u4f5c\u4e3a\u201c\u8054\u5408\u521b\u59cb\u4eba\u201d\u7684\u5546\u4e1a\u51b3\u7b56\u4e0e\u6267\u884c\u95ed\u73af\u80fd\u5426\u4ea7\u751f\u4f18\u4e8e\u76f4\u89c9\u7684\u3001\u6b63\u5411\u7684\u73b0\u91d1\u6d41\u3002\u76ee\u524d\u5b83\u4ecd\u662f\u4e00\u4e2a\u9700\u8981\u5927\u91cf\u6848\u4f8b\u9a8c\u8bc1\u7684\u5b8f\u5927\u5047\u8bbe\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\">Atoms<\/span>\n <\/div>\n<div class=\"comment-content\">Atoms is a vibe business team that turns your ideas into business. It researches your market, designs the product, builds frontend and backend, connects auth and payments, and ships a live app you can charge for, not just a prototype<\/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 I\u2019m Mike, team lead for Atoms.<\/p>\n<p>For the past few years we\u2019ve been obsessed with one question: can an AI team build a real, profitable business, not just a nice demo?<\/p>\n<p>Atoms takes a raw idea and runs the whole chain: research \u2192 design \u2192 build \u2192 launch \u2192 traffic \u2192 revenue. My job is to make sure the AI makes sane trade-offs and actually ships.<\/p>\n<p>Happy to answer anything about how we run multi-agent \u201cteams\u201d, how we evaluate business ideas, or what breaks when you ask AI to own a full P&L.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zongze_x\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zongze_x<\/a> Brilliant. Congrats on the launch! How do you prevent users from spending time on ideas that won\u2019t sell?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@zongze_x\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zongze_x<\/a> Congrats! \ud83d\ude80 looks like a serious step up from just coding. how does the research agent handle niche b2b markets compared to generic consumer data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Race Mode sounds wild. Several AI teams trying the same request and then you pick the winner. That is basically how I wish human teams worked too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> <br \/>Love that comparison. Race Mode is our way to make trade-offs explicit instead of locking you into one path. You get multiple approaches in parallel, then you pick based on criteria like speed to ship, complexity, and growth potential. Would love feedback on how we should present the comparison to make the choice even easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Haha, exactly \ud83d\ude04 Race Mode is basically controlled competition without the politics. What surprised us most is where the teams diverge, not just in execution speed, but in assumptions about users, pricing, and distribution. Curious: if you could apply \u201cRace Mode\u201d to a real human team, would you optimize for speed, quality, or contrarian ideas <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Thank you, I love that comparison. That\u2019s exactly the spirit: parallel options, less politics, and clearer choices.<\/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 reminded me of how scattered early stage work usually is. My workflow improved when research and execution stay connected.<\/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\/@kate_sleeman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_sleeman<\/a> <\/p>\n<p>Exactly. Early-stage building is usually fragmented across docs, chats, repos, and tools, and the original insights get lost. We\u2019re trying to keep research, decisions, and execution in one continuous thread so the build stays aligned and iteration gets faster. Thanks for calling that out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_sleeman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_sleeman<\/a> Thank you, this is exactly the problem we\u2019re trying to solve. Keeping research, decisions, and execution connected is where the workflow really starts to feel \u201ccompound.\u201d<\/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\/@kate_sleeman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_sleeman<\/a> Totally agree, and thank you for sharing that. Keeping research and execution connected is one of the main reasons we built Atoms this way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Really like the idea of an AI business team instead of just AI coding. Curious what you think is the sweet spot use case right now, indie SaaS, small tools, or DTC style projects.<\/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\/@lvyanghuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lvyanghuang<\/a> <br \/>Great question. Today the sweet spot is builders who want something shippable quickly, especially:<br \/>micro SaaS and paid utilities, niche tools, AI wrappers with real distribution plans, and long tail products where research and SEO matter.<\/p>\n<p>DTC can work too, but we\u2019re strongest when the core \u201cproduct\u201d is software and the loop is research \u2192 build \u2192 launch \u2192 iterate.<\/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><a href=\"https:\/\/www.producthunt.com\/@lvyanghuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lvyanghuang<\/a> Thank you! Right now the sweet spot is indie SaaS and small paid tools, especially niche workflows where research and distribution matter and you want to get to something shippable with auth and payments. DTC can be a fit too, but we\u2019re strongest when the core product is software.<\/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\/@lvyanghuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lvyanghuang<\/a> Thanks. Right now the sweet spot is ideas where research, scoping, build, and go to market need to stay tightly connected. Think indie SaaS and small tools with a clear niche and a reachable distribution channel. DTC can work too, but it is usually more asset and brand heavy, so we see better early wins in focused B2B or prosumer workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Overall this feels like a bold attempt to compress an entire product team into an AI native workflow. Excited to see real case studies and to try it on a couple of risky ideas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@libin_yao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@libin_yao<\/a> <br \/>Thank you. That\u2019s exactly the bet: not just \u201cAI helps you code\u201d, but an AI team that can run the full loop from idea to something you can actually ship and monetize.<\/p>\n<p>We\u2019re actively compiling end to end case studies now and we\u2019ll share them publicly soon, including what worked and what broke. If you have a risky idea, drop a one liner here and we\u2019ll suggest a fast MVP scope to validate it.<\/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><a href=\"https:\/\/www.producthunt.com\/@libin_yao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@libin_yao<\/a> Thanks so much. We\u2019re working on real end to end case studies now and we\u2019ll share more soon. And risky ideas are honestly a great fit, because the goal is to reduce the cost of testing and learning quickly.<\/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\/@libin_yao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@libin_yao<\/a> Thank you, really appreciate it. We are aligned on case studies being the proof, and we are working on sharing more real examples. If you try it on a risky idea, I would love to hear what felt most uncertain and whether the agents made those assumptions explicit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The deep research angle is what stands out for me. So many tools just rush to generate UI and code. Having something that tells me when an idea is weak before I invest time is super valuable.<\/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\/@vega_chan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vega_chan<\/a> <br \/>Totally agree, and thank you. We\u2019ve seen too many \u201cinstant build\u201d tools push you into shipping something before you\u2019ve sanity-checked the market.<\/p>\n<p>Atoms tries to earn the right to build by doing research first: clarifying the target user and pain, checking alternatives, identifying a realistic distribution path, and then proposing a tight MVP. And if the idea looks weak, <br \/>we\u2019d rather say that early and suggest a better angle than generate a shiny prototype that goes nowhere.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vega_chan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vega_chan<\/a> Thank you, that means a lot. We\u2019ve seen too many tools rush to UI and code and skip the hard question of \u201cshould you build this at all.\u201d Our goal is to help you sanity-check the market and distribution early, then scope a tight MVP based on that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vega_chan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vega_chan<\/a> Thank you, that means a lot. We agree the best outcome is not more UI faster, it is knowing when the idea is weak early, with clear reasons and assumptions. We try to make the research agent surface red flags, unknowns, and what would need to be true before you invest more time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! This is a very ambitious scope. Respect for trying to connect research, build, and go to market.<\/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\/@yehan_xiao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yehan_xiao<\/a> <br \/>Thank you. That connection is exactly the bet. We kept seeing teams generate prototypes quickly, then get stuck on the unglamorous parts: decisions, integration, launch readiness, and distribution. Atoms is our attempt to make that end to end loop more repeatable.<\/p>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yehan_xiao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yehan_xiao<\/a> Thank you, I really appreciate that. Connecting those pieces is the hard part, but it\u2019s also the part that matters most for solo builders.<\/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\/@yehan_xiao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yehan_xiao<\/a> Thank you. We know it is ambitious, and we appreciate the respect. Our goal is exactly what you said, connect research, build, and go to market into one coherent loop.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>In what is this different from V0 and similar? <\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> <br \/>Great question. Tools like v0 are amazing for fast UI and prototyping.<\/p>\n<p>Atoms is built for the \u201cidea to business\u201d loop: it starts with research and product scoping, then carries that context through build, backend essentials like auth and payments, and finally launch and distribution (SEO\/growth). So the goal isn\u2019t just a nice UI, but something closer to shippable and monetizable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Great question. v0-style tools are fantastic for fast UI and prototyping. Atoms is built for the full idea to business loop: research and scoping first, then build with the \u201cmessy middle\u201d like auth, payments, deployment, and a distribution plan so it\u2019s closer to something you can ship and charge for.<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Great question. Tools like V0 are awesome for generating UI and code quickly. Atoms is aiming to be a full AI business team workflow, research, positioning, product spec, build, then go to market outputs like landing copy and distribution plans, with the goal of turning an idea into something you can actually ship and charge for. If you tell me what you use V0 for today, I can map the overlap and the differences more concretely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hi, I\u2019m Iris. I handle deep research for Atoms.<\/p>\n<\/p>\n<p>Before Atoms commits agents and infra to an idea, I try to break it: who\u2019s already doing this, how do they acquire users, what does search look like, what\u2019s the real willingness to pay?<\/p>\n<\/p>\n<p>The sweet spot is ideas that look \u201ctoo niche\u201d for a human team but are perfect for an AI team that can launch in hours. Those are the things I\u2019m hunting for.<\/p>\n<\/p>\n<p>If you have a niche you think is \u201ctoo small\u201d but interesting, tell me. I\u2019d love to see if Atoms can make it work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH, Sarah here. I focus on SEO for Atoms.<\/p>\n<\/p>\n<p>A business that nobody can find isn\u2019t a business. So we built Atoms to not only ship products, but also ship the landing pages, site structure, and content needed to rank and convert.<\/p>\n<\/p>\n<p>I\u2019m especially excited about the long tail: local tools, small languages, tiny verticals where good SEO plus a cheap AI stack actually beats big players.<\/p>\n<\/p>\n<p>If you\u2019re curious how Atoms handles SEO at scale, or you want to stress-test it with a weird market, I\u2019m all ears.<\/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>Congratulations <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you so much! Really appreciate the support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you. Really appreciate it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you so much.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, although there are already similar AI-generated products on the market, I think there is still a lot of room for improvement. It feels like Atoms is working hard in this direction, which is great!<\/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\/@gxy5202\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gxy5202<\/a> <\/p>\n<p>Really appreciate that. We agree the space is early and there\u2019s tons of room to improve. Our focus is reliability and completeness: stronger research before building, clearer trade-offs, and a workflow that gets you beyond \u201cAI-generated output\u201d to something you can actually ship and iterate. If you try it, I\u2019d love to hear where it feels better and where it still falls short.<\/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\/@gxy5202\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gxy5202<\/a> Thank you! Totally agree the space is still early and there\u2019s a lot of room to improve. We\u2019re putting most of our energy into making the workflow more reliable end to end, not just generating something that looks good. Really appreciate the encouragement.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@gxy5202\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gxy5202<\/a> Thank you so much. Really appreciate the thoughtful encouragement, we are definitely trying to push the quality bar beyond \u201cjust generate something.\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>The idea of having an AI team that actually focuses on the P&L and making a business profitable is a fresh take. How do you handle the trade-offs when the AI team suggests something that might be faster to build but less ideal for long-term GTM strategy?<\/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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> <br \/>Great question, and this trade-off is exactly where most \u201cautonomous\u201d systems go wrong.<\/p>\n<p>In Atoms we try to handle it in a few explicit ways:<\/p>\n<p>\u2022 Separate \u201cship fast\u201d choices from \u201chard to undo\u201d choices<br \/>We\u2019ll move quickly on reversible work, but we surface high-impact decisions (positioning, ICP, pricing model, acquisition channel focus, data model, auth\/payments approach) for your approval instead of silently optimizing for speed.<\/p>\n<p>\u2022 Make the trade-off visible, not implicit<br \/>When the team proposes a faster path that could hurt long-term GTM, we present it as options with pros and cons, and we ask you to pick the priority (time-to-ship vs GTM leverage vs maintainability).<\/p>\n<p>\u2022 Keep a GTM constraint in the plan<br \/>If your goal is SEO, PLG, or a specific channel, we treat that as a constraint upfront so build decisions align with distribution, not just engineering convenience.<\/p>\n<p>\u2022 Use parallel proposals when it\u2019s ambiguous<br \/>With Race Mode, we can explore a \u201cfast MVP\u201d path and a \u201cGTM-aligned\u201d path in parallel, then compare on criteria like time-to-first-signal, time-to-first-dollar, and long-term channel fit.<\/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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Thank you, and great question. When we see a \u201cfaster to build\u201d option that could weaken long-term GTM, we try to make that trade-off explicit instead of hidden. We surface options with the key assumption behind each, and we ask you to pick the priority for this iteration, for example fastest signal vs channel fit vs maintainability. For irreversible choices, we add a checkpoint so you can approve before the team commits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Thanks, and yes this trade off is the core. We make the team propose options with the \u201cwhy\u201d behind them, what you gain now, what you pay later, plus the key assumption. Then you can choose to bias toward speed, or toward long term GTM and moat, rather than the system silently picking the fastest build.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The long tail thesis really resonates. Humans ignore tiny niches because setup cost is too high. If an AI team can launch ten of those in a day, the economics change completely.<\/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\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a> <br \/>Absolutely agree, and thank you for putting it so clearly. That \u201csetup cost\u201d is the real tax that kills long-tail ideas.<\/p>\n<p>Atoms is built to compress that cost by running the full loop as a team: research the niche, scope a tight MVP, ship with the boring essentials (auth, payments, deploy), then iterate based on real signals. The goal is exactly what you said: make it economical to test many small niches and double down on the ones that show traction.<\/p>\n<p>If you have a niche in mind, drop it here. Happy to suggest what a \u201c10 in a day\u201d style MVP would look like for it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a> Yes, exactly. Setup cost is the killer for tiny niches. If we can make \u201cresearch \u2192 ship \u2192 test distribution\u201d cheap and fast, then you can run many small bets and only double down when you see real signal. Thanks for articulating it so well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a> This is exactly the bet that excites us too. When the setup cost drops close to zero, tiny niches stop being \u201cnot worth it\u201d and start being a real strategy. We are building Atoms around that long tail economics shift.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you have a roadmap for team collaboration, like multiple people working on the same project?<\/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\/@shirleyw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shirleyw<\/a> <br \/>Yes, it\u2019s on our roadmap. Right now Atoms is optimized for solo builders and small teams, but we\u2019re actively working toward collaboration features like shared workspaces, roles and permissions, project history, and handoffs so multiple people can co-own a project cleanly. If you tell me your team setup, I\u2019d love to learn what collaboration workflow you need most. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shirleyw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shirleyw<\/a> Yes, it\u2019s on our roadmap. Right now Atoms is optimized for solo builders, but we\u2019re actively planning collaboration features like shared workspaces, roles and permissions, project history, and clean handoffs so multiple people can co-own a project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@shirleyw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shirleyw<\/a> Yes. Collaboration is on our roadmap. Multi person projects with shared context, roles and permissions, comments, and clear version history are all important for this to work in real teams. If you tell me your typical setup, solo plus occasional collaborator, or a full team, I can share what we are prioritizing first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the PH launch \u2014 I\u2019m genuinely intrigued by how you\u2019re framing this as an \u201cAI business team\u201d instead of just another code generator. A lot of tools can spit out UI and even decent scaffolding, but the real pain is stitching everything together into something you can actually ship and charge for. If Atoms can consistently help with the messy middle (decisions, trade-offs, wiring auth\/billing, deploying without everything breaking), that\u2019s a <em>huge<\/em> unlock for solo builders.<\/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\/@31xira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@31xira<\/a> <br \/>Really appreciate this, and you described the problem perfectly. The \u201cmessy middle\u201d is where most projects stall.<\/p>\n<p>Atoms is designed to make those parts more repeatable: we keep research and product decisions attached to the build, surface trade-offs for approval instead of silently deciding, and try to automate the boring but critical wiring like auth, billing, and deployment with production-friendly defaults. We\u2019re still iterating hard on consistency, so if you try it, your feedback on where it breaks or feels uncertain would be incredibly valuable.<\/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\/@31xira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@31xira<\/a> Thank you, and you nailed the pain. The messy middle is where most prototypes die. We try to make those decisions and trade-offs explicit, keep research and scoping connected to implementation, and use production-friendly defaults for things like auth, billing, and deployment so it\u2019s easier to get to something stable. Consistency is a big focus for us right now, so if you try it, your feedback on where it feels unclear would be incredibly valuable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@31xira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@31xira<\/a> Thank you, this means a lot. The \u201cmessy middle\u201d is exactly what we want to solve: making decisions explicit, showing trade offs, and handling the unglamorous wiring like auth, payments, deployment, and go to market steps so solo builders can ship something real.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 it is different from the existing coding tools to build an app from protype to production.<\/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\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> <br \/>Great question. Many existing tools are excellent at generating UI or getting you to a prototype quickly. Atoms is designed around the full \u201cidea to business\u201d loop, so it starts earlier and goes further.<\/p>\n<p>What\u2019s different in practice is:<\/p>\n<ul>\n<li>\n<p>we begin with market research and product scoping so the build is grounded in a real user and distribution angle<\/p>\n<\/li>\n<li>\n<p>we carry that context through implementation, including backend essentials like auth, data, and payments so it\u2019s closer to shippable<\/p>\n<\/li>\n<li>\n<p>we don\u2019t stop at code generation, we also help with launch and iteration loops (SEO and growth planning)<\/p>\n<\/li>\n<\/ul>\n<p>So the focus is less \u201cbuild faster\u201d and more \u201cship something people can actually use and pay for.\u201d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> Great question. Many coding tools are excellent at getting you a prototype quickly. Atoms is built around the full \u201cidea to business\u201d loop: research and scoping first, then building with the unglamorous production pieces in mind like auth, payments, deployment, and a distribution plan. The goal is not just a working demo, but something you can actually ship and charge for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> Great question. Most coding tools optimize for getting code and UI fast. Atoms is built around the full path from idea to a chargeable, operable product, research, positioning, spec, build, and go to market, with decisions tracked as assumptions instead of just generating screens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love how Atoms runs the full idea\u2011to\u2011live\u2011business loop for solo founders.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thank you. That end to end loop is exactly what we\u2019re building for: helping solo founders go from idea to something live, measurable, and monetizable, not just a prototype. If you try it, I\u2019d love to hear what kind of business you build first.<\/p>\n<h3><\/h3>\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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thank you so much. Solo founders were exactly who we had in mind when we built the end to end workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thank you. Solo founders are a big focus for us, keeping the loop tight from idea to something live.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 promise of shipping a chargeable app (auth + payments + backend) instead of a shiny prototype is exactly what builders need. Rooting for this.<\/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\/@villazhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@villazhao<\/a> <br \/>Thank you, that means a lot. We\u2019re obsessed with the unglamorous \u201cmake it real\u201d pieces, because that\u2019s where most prototypes die. If you have an idea you want to monetize, share a one-liner and we\u2019ll suggest a fast MVP scope to get to first dollars quickly.<\/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\/@villazhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@villazhao<\/a> Thank you, that means a lot. We\u2019re pretty obsessed with the \u201cmake it real\u201d parts that usually stall solo builders. Rooting for you back, and if you try it, I\u2019d love to hear where it feels smooth vs where it still needs polish.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@villazhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@villazhao<\/a> Really appreciate it. We are rooting for the same thing, less shiny demo, more real shipping with the boring but necessary pieces.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is one of those products where the \u201cworkflow\u201d is the product. Love the focus on the whole chain, not one tiny step.<\/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\/@qiwap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qiwap<\/a> <br \/>Love that framing, thank you. That\u2019s exactly how we think about it too: the value is in keeping research, decisions, building, launch, and iteration connected so context doesn\u2019t get lost. If you try it, I\u2019d love to hear which step in the chain feels strongest and which step still needs work.<\/p>\n<h3><\/h3>\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\/@qiwap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qiwap<\/a> Thank you, I love that phrasing. That\u2019s exactly our belief too: the value is in keeping the whole chain connected so context doesn\u2019t get lost between research, decisions, building, and go-to-market.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@qiwap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qiwap<\/a> Thank you. That is exactly how we think about it too, the workflow and the handoffs are the product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Market research and SEO are real pain points for OPC teams, and an all-in-one approach makes a lot of sense. But stitching together so many expert-level workflows is hard. How do you manage the domain expertise across research, SEO, and content creation?<\/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\/@daxin_wang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daxin_wang<\/a> <br \/>Totally agree, stitching these workflows together is the hard part.<\/p>\n<p>Our approach is to treat this as a coordinated team, not a single model trying to do everything:<\/p>\n<ul>\n<li>\n<p>specialist agents own each domain (research, product, engineering, SEO, analytics), with a Team Lead agent keeping the overall goal and constraints consistent<\/p>\n<\/li>\n<li>\n<p>each domain runs with structured checklists and outputs (for example research generates positioning and target queries, SEO turns that into an information architecture, content maps back to distribution intent)<\/p>\n<\/li>\n<li>\n<p>we keep a shared project memory so later steps reuse earlier assumptions instead of re-inventing them<\/p>\n<\/li>\n<li>\n<p>we validate with \u201cexecution reality\u201d so content and SEO plans stay aligned with what we can actually ship and measure<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daxin_wang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daxin_wang<\/a> Totally agree, that stitching is the hard part. We manage it by treating Atoms like a coordinated team: specialist agents for research, product, engineering, SEO, and analytics, plus a lead agent that keeps a single source of truth for assumptions and decisions. The key is making the handoffs explicit so SEO and content stay tied to the actual product, ICP, and distribution strategy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@daxin_wang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daxin_wang<\/a> You are right, it is hard. Our approach is to use structured playbooks per domain, require sources and citations in research, and keep SEO and content tied to the same ICP, positioning, and keyword intent so they do not drift. We also surface uncertainty and \u201cneeds human judgment\u201d flags when the system cannot reliably know.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I like the term vibe-business, I can\u2019t tell how many people get stuck from making revenue out of their creative business ideas. It brings people to the future form of funding a business<\/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\/@frank_li13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frank_li13<\/a> <br \/>Love that, thank you. That\u2019s exactly what we mean by \u201cvibe-business\u201d: not just turning creativity into a prototype, but pushing it all the way to something you can actually launch, charge for, and iterate on.<\/p>\n<\/p>\n<p>And I agree on the bigger picture too, it changes how new businesses can get funded and started. If the cost of testing an idea drops dramatically, more creators can bootstrap and validate without needing capital upfront.<\/p>\n<\/p>\n<p>If you share the kind of creative business ideas you\u2019re thinking about, I\u2019m happy to suggest what a fast \u201cfirst revenue\u201d version would look like with Atoms.<\/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\/@frank_li13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frank_li13<\/a> Thank you, I really love how you put that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@frank_li13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frank_li13<\/a> Appreciate that. \u201cVibe business\u201d is our way to describe the gap between having a cool idea and turning it into something that can actually earn revenue. If it helps more creators cross that gap, we are doing our 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This sounds promising! Selling product is not just creating, so many moving parts, including marketing, how do you handle social media marketing?<\/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\/@sam_chen1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_chen1<\/a> <br \/>Great question. Today we help most with the planning and production side: identifying target audiences and angles, generating positioning and content ideas, drafting posts, and building a simple content calendar aligned with your product and distribution strategy.<\/p>\n<\/p>\n<p>We\u2019re not trying to \u201cspam autopost\u201d everywhere, because quality and authenticity matter. The goal is to help solo founders move faster while staying on brand and staying human.<\/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\/@sam_chen1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_chen1<\/a> Totally agree. Today we help most with the strategy and execution support: defining audience and angles, writing channel-specific drafts, building a lightweight content calendar, and keeping it consistent with your positioning. We\u2019re not trying to be a spam autoposter. The goal is to help solo builders ship authentic, on-brand marketing faster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@sam_chen1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_chen1<\/a> Thanks. For social, we help you go from ICP and positioning to a content plan, post angles, drafts, and a lightweight distribution checklist. We do not pretend there is a magic autopilot, but we try to make the work clear, repeatable, and tied to the same strategy as the product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For SEO, do you generate content outlines, full pages, internal linking, and metadata strategy?<\/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\/@anthony_cai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_cai<\/a> <br \/>Yes, that\u2019s the direction, and we try to cover SEO as a system, not just \u201cwrite a blog post.\u201d<\/p>\n<p>Atoms can help with:<\/p>\n<ul>\n<li>\n<p>topic and keyword research plus content outlines<\/p>\n<\/li>\n<li>\n<p>generating SEO oriented pages (programmatic or editorial style, depending on the product)<\/p>\n<\/li>\n<li>\n<p>on page basics like titles, headings, and metadata suggestions<\/p>\n<\/li>\n<li>\n<p>internal linking structure recommendations so pages support each other<\/p>\n<\/li>\n<\/ul>\n<p>How \u201cautomatic\u201d it is depends on your project and how much control you want. If you tell me your use case (content site, directory, micro SaaS, tool pages, etc.), I can share the exact SEO workflow we recommend and what gets generated today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anthony_cai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_cai<\/a> Yes, that\u2019s the direction. We help with topic and keyword research, outlines, SEO-focused pages, basic metadata suggestions, and internal linking structure so it\u2019s not just isolated content. How automatic it is depends on your project and how much control you want, but we aim to treat SEO as a system.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anthony_cai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_cai<\/a> Yes, we can help with SEO outlines and briefs, draft pages, suggested internal linking structure, and metadata like titles and descriptions. We also try to tie it back to a keyword and intent map so it is not just generic content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been building with Atoms for sevral days, pleased so far, even did your survey, hoping to hear back on whether it was accepted (search from my ph username for that). <\/p>\n<p>Best of luck with the launch and building this out further!<\/p>\n<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Thank you for spending the time, and for doing the survey. We really appreciate it.<\/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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Thank you for spending the time, and for doing the survey too, we really appreciate it. We\u2019re reviewing submissions in batches. If you can reply with your PH username, I\u2019ll help make sure we locate your survey and get you an update.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Thank you for building with Atoms for several days and for filling out the survey, that really helps. We review submissions in batches, so it can take a bit. If you do not hear back soon, please DM me your signup email or a screenshot of the confirmation and we will check it for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats.. looks amazing.. will be testing this<\/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\/@dessignnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dessignnet<\/a> Thank you. If you try it, I\u2019d love to hear what idea you test first and where the workflow feels smooth vs where it still needs polish. Launch-day feedback is incredibly valuable for us.<\/p>\n<h3><\/h3>\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\/@dessignnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dessignnet<\/a> Thank you. Would love to hear what you try building first and what feels smooth vs confusing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dessignnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dessignnet<\/a> Thank you. Would love to hear what you try first and what feels unclear once you test it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept! I signed up, built a prototype, and exported the code. It looks well-structured with clear separation of concerns. Also love <a href=\"https:\/\/www.producthunt.com\/@jaceperry\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jaceperry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaceperry<\/a>‘s idea about vibe marketing.<\/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\/@jaceperry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaceperry<\/a>  <a href=\"https:\/\/www.producthunt.com\/@tripplep\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tripplep<\/a> <br \/>This made our day, thank you. We\u2019ve put a lot of effort into keeping the exported code <strong>maintainable<\/strong> with clear separation of concerns, because we want people to be able to own and extend it.<\/p>\n<p>And yes on \u201cvibe marketing\u201d, we love that direction. Today we already support SEO and distribution planning, and we\u2019re exploring deeper marketing workflows once a product is shipped. If you have a preferred channel (X, LinkedIn, SEO, outbound), I\u2019d love to hear what \u201cvibe marketing\u201d would look like for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\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>  <a href=\"https:\/\/www.producthunt.com\/@tripplep\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tripplep<\/a> This made my day, thank you. We care a lot about exported code being maintainable and easy to take over, so I\u2019m really glad the structure felt solid. And yes, vibe marketing is such a good idea, we\u2019re excited about building more \u201cafter shipping\u201d workflows. If you have a preferred channel, I\u2019d love to hear what you\u2019d want that feature to do first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\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>  <a href=\"https:\/\/www.producthunt.com\/@tripplep\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tripplep<\/a> This is awesome to hear, thank you for trying it and for the concrete feedback on code quality. And +1 on vibe marketing, we also think distribution needs to be part of the same loop, so it is definitely on our radar.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Congrats on rocketing to the top of the leaderboard! I\u2019m curious what the final launched products coming out of Atoms are like. Do you have any example businesses that have launched via Atoms and are actively open to new users\/customers?<\/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\/@kilpatrick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kilpatrick<\/a> <br \/>Thank you so much. Great question, and it\u2019s the right bar to hold us to.<\/p>\n<\/p>\n<p>We\u2019re actively compiling a set of <strong>real end to end case studies<\/strong> with links and clear breakdowns of what Atoms did vs what the human decided, plus what worked and what didn\u2019t. Some early projects are public already, and a few are still in private beta while teams finish polishing.<\/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\/@kilpatrick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kilpatrick<\/a> Thank you so much. Great question, and it\u2019s the right thing to ask. We\u2019re putting together a set of real end to end case studies with live links and a clear breakdown of what Atoms did vs what the human decided. Some early projects are already public, and a few are still polishing before they open up to new users. If you share what type of business you\u2019re most interested in, I\u2019ll point you to the closest examples we can share right now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kilpatrick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kilpatrick<\/a> Thank you so much. We are still early, but yes, we are collecting and sharing real shipped examples and case studies as they go live. If you tell me what kind of business you want to see (B2B, prosumer, DTC), I can point you to the closest examples we publish next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Wow, really impressive work! Love how simple and clean everything looks.<\/p>\n<p>Quick question: can Atoms be used just to research and evaluate ideas, without actually building or launching them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mrpop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrpop<\/a> <br \/>Yes. You can use Atoms purely for research and evaluation: market and competitor analysis, positioning, ICP clarity, distribution hypotheses, and MVP scoping, without committing to building or launching. A lot of users start there to decide what\u2019s worth pursuing before spending time and budget. If you share a rough idea, I\u2019m happy to show what the evaluation output looks like.<\/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\/@mrpop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrpop<\/a> Thank you! We put a lot of effort into keeping it clean, because the underlying workflow can get complex quickly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mrpop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrpop<\/a> Thanks, and yes we are thinking in that direction. Once something is shipped, the next unlock is consistent distribution. We want marketing to be part of the same loop, not a separate set of tools, so the product and the growth plan stay aligned. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ambitious project! Do you have plans to add a vibe marketing type feature once the product is shipped? I believe whoever can build such tool will connect the dots for many dead products on the internet.<\/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\/@jaceperry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaceperry<\/a> <br \/>Yes, we\u2019re very interested in that direction. Shipping is only half the battle, distribution is where most products stall.<\/p>\n<p>Today we already help with distribution planning, SEO workflows, and content creation. \u201cVibe marketing\u201d as a deeper feature set is on our roadmap, things like channel specific messaging, content calendars, landing page testing, and iteration loops tied to metrics, without turning it into spam automation.<\/p>\n<p>Also, we will public the Ads Agent soon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> Yes, we\u2019re very interested in that direction. Shipping is only half the battle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jaceperry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaceperry<\/a> Thank you. Research and making the bottlenecks visible is a big focus for us, and we are pushing hard on clarity, not just output volume. And yes, the \u201cbuild and launch\u201d part is ambitious, we are excited to keep iterating with builders like 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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VIMM3E7UC7GCDZ\" class=\"app-title\">findable.<\/a><\/p>\n<div class=\"one-liner\">A full Answer Engine Optimization (AEO) platform for free<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">291<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>findable\u662f\u4e00\u4e2a\u514d\u8d39\u7684\u7b54\u6848\u5f15\u64ce\u4f18\u5316\u5e73\u53f0\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728ChatGPT\u3001Gemini\u7b49AI\u641c\u7d22\u4e2d\u63d0\u5347\u54c1\u724c\u53ef\u89c1\u6027\uff0c\u89e3\u51b3\u8425\u9500\u4eba\u5458\u5728AI\u65f6\u4ee3\u96be\u4ee5\u83b7\u53d6\u6d41\u91cf\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\/e75e32ca-d3fe-42d9-b479-37d575b050b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2cdf4ba1-bf38-43a2-bcfc-5757c7d23f1e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70201bb3-4742-44f5-8ec0-334bed589763.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43d9ece9-8932-41e2-af72-f566f541eba8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c11c6f29-c434-4f7f-8373-fc5429b953f0.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\/0f2868b4-4f80-4e11-b9a3-92b46a92be1f.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/ab765a07fa274379bb12cd80406a2d00\"><source src=\"https:\/\/www.loom.com\/share\/ab765a07fa274379bb12cd80406a2d00\" 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\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7b54\u6848\u5f15\u64ce\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">AI\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/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\u795d\u8d3a\u53d1\u5e03\u5e76\u8ba4\u53efAEO\u91cd\u8981\u6027\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u8be2\u95eeAI\u5e7b\u89c9\u76d1\u63a7\u3001\u5206\u6570\u8ba1\u7b97\u903b\u8f91\u3001\u5bfc\u51faPDF\u62a5\u544a\u529f\u80fd\u9700\u6c42\u3001\u5185\u5bb9\u6765\u6e90\u6392\u540d\u673a\u5236\uff0c\u4ee5\u53caAEO\u4e0eSEO\u4f18\u5316\u5f02\u540c\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u900f\u9732\u5df2\u89c4\u5212\u66f4\u591a\u4fe1\u53f7\u5206\u6790\u3001\u5bfc\u51fa\u53ca\u534f\u4f5c\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 findable\u7684\u201c\u514d\u8d39\u201d\u7b56\u7565\u662f\u6253\u5165\u5e02\u573a\u7684\u7280\u5229\u4e00\u5251\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u6b64\u3002\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\uff0c\u662f\u4f20\u7edfSEO\u4f53\u7cfb\u5728\u751f\u6210\u5f0fAI\u65f6\u4ee3\u9762\u4e34\u7684\u7cfb\u7edf\u6027\u5d29\u584c\u98ce\u9669\u3002\u5f53\u7b54\u6848\u7531LLM\u76f4\u63a5\u751f\u6210\u800c\u975e\u5c55\u793a\u94fe\u63a5\u5217\u8868\u65f6\uff0c\u4f20\u7edf\u7684\u201c\u57df\u540d\u6743\u5a01\u201d\u548c\u5173\u952e\u8bcd\u6392\u540d\u903b\u8f91\u6b63\u5728\u5931\u6548\u3002findable\u63d0\u51fa\u7684\u201cAEO\u201d\u6982\u5ff5\uff0c\u672c\u8d28\u662f\u5e2e\u52a9\u54c1\u724c\u9002\u5e94\u65b0\u7684\u89c4\u5219\uff1a\u76d1\u6d4bLLM\u5bf9\u54c1\u724c\u7684\u201c\u8ba4\u77e5\u201d\uff0c\u4f18\u5316\u5185\u5bb9\u4ee5\u6210\u4e3aLLM\u53ef\u4fe1\u7684\u5f15\u7528\u6e90\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u7684\u56f0\u60d1\uff08\u5982\u5206\u6570\u8ba1\u7b97\u3001\u4e0eSEO\u5173\u7cfb\uff09\u6070\u6070\u63ed\u793a\u4e86\u5e02\u573a\u7684\u65e9\u671f\u72b6\u6001\u2014\u2014\u89c4\u5219\u672a\u660e\u3002findable\u7684\u4ef7\u503c\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u5957\u521d\u6b65\u7684\u5ea6\u91cf\u8861\u548c\u89c2\u6d4b\u5de5\u5177\uff0c\u5c06\u6a21\u7cca\u7684\u201cAI\u53ef\u89c1\u6027\u201d\u8f6c\u5316\u4e3a\u53ef\u5ba1\u8ba1\u7684\u5206\u6570\u548c\u53ef\u64cd\u4f5c\u7684\u62a5\u544a\u3002\u5176\u201c\u514d\u8d39\u201d\u6a21\u5f0f\u4e0d\u4ec5\u662f\u4e3a\u4e86\u83b7\u5ba2\uff0c\u66f4\u6df1\u5c42\u7684\u662f\u4e3a\u4e86\u5feb\u901f\u6536\u96c6\u5404\u884c\u4e1a\u6570\u636e\uff0c\u53cd\u5411\u8bad\u7ec3\u548c\u9a8c\u8bc1\u81ea\u5df1\u7684AEO\u6a21\u578b\uff0c\u4ece\u800c\u5efa\u7acb\u884c\u4e1a\u6807\u51c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0cLLM\u7684\u201c\u9ed1\u7bb1\u201d\u7279\u6027\u4f7f\u5f97\u4f18\u5316\u7b56\u7565\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\uff0c\u4eca\u5929\u7684\u6709\u6548\u65b9\u6cd5\u660e\u5929\u53ef\u80fd\u56e0\u6a21\u578b\u66f4\u65b0\u800c\u5931\u6548\u3002\u5176\u6b21\uff0c\u5e73\u53f0\u76d1\u63a7\u7684\u5e7f\u5ea6\uff08\u8986\u76d6\u591a\u4e2aAI\u7cfb\u7edf\uff09\u53ef\u80fd\u727a\u7272\u6df1\u5ea6\uff0c\u6bcf\u4e2aLLM\u7684\u6392\u540d\u903b\u8f91\u548c\u4fe1\u6e90\u504f\u597d\u5747\u6709\u5dee\u5f02\u3002\u6700\u540e\uff0c\u5176\u957f\u671f\u5546\u4e1a\u6a21\u5f0f\u5b58\u7591\uff1a\u5f53\u514d\u8d39\u7528\u6237\u4f9d\u8d56\u5176\u6570\u636e\u5f62\u6210\u4f18\u5316\u4e60\u60ef\u540e\uff0c\u5411Pro\u7248\u7684\u8f6c\u5316\u70b9\u662f\u5426\u8db3\u591f\u521a\u9700\uff1f\u6bd5\u7adf\uff0c\u6838\u5fc3\u7684\u201c\u5185\u5bb9\u4f18\u5316\u5efa\u8bae\u201d\u53ef\u80fd\u5f88\u5feb\u88ab\u5e02\u573a\u53c2\u900f\u6216\u7531AI\u5de5\u5177\u5e73\u6743\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cfindable\u662f\u4e00\u6b21\u5fc5\u8981\u7684\u5361\u4f4d\uff0c\u5b83\u6293\u4f4f\u4e86\u8425\u9500\u8005\u7684\u7126\u8651\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u201c\u6709\u7528\u7684\u89c2\u6d4b\u5de5\u5177\u201d\u6f14\u8fdb\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u4f18\u5316\u5e73\u53f0\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u5feb\u901f\u6f14\u53d8\u7684AI\u641c\u7d22\u751f\u6001\u4e2d\uff0c\u5efa\u7acb\u8d77\u6df1\u539a\u3001\u52a8\u6001\u4e14\u96be\u4ee5\u88ab\u7ed5\u8fc7\u7684\u6570\u636e\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">findable.<\/span>\n <\/div>\n<div class=\"comment-content\">findable is a full Answer Engine Optimization (AEO) platform for unlocking ChatGPT, Google Gemini, Google AI Mode, Meta AI, Grok, Perplexity and co for marketing and sales. With findable free we have now added a comprehensive free plan that includes everything you need to get started with Answer Engine Optimization.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey makers & creators,<\/p>\n<\/p>\n<p>It\u2019s Pete from findable.<\/p>\n<\/p>\n<p>Today we\u2019re launching Findable for the second time, but this is a very different Findable than the one you saw before.<\/p>\n<\/p>\n<p>We\u2019ve helped thousands of companies win in AI search since launching in first in July last year.<\/p>\n<\/p>\n<p>And today there\u2019s some big news: Findable is now free.<\/p>\n<\/p>\n<p>We\u2019ve just released Findable Free, a full Answer Engine Optimization (AEO) platform that anyone can use to start being visible inside ChatGPT, Google Gemini, Google AI Mode, Perplexity, Meta AI, Grok, and other AI systems. No trial, no credit card, no catch.<\/p>\n<\/p>\n<p>Findable free is a real starting point for AEO.<\/p>\n<\/p>\n<p>This matters to me personally: my first business was a small brick-and-mortar store. Back then, free tools were the only reason I could learn, experiment, and eventually grow.<\/p>\n<\/p>\n<p>Making Findable accessible to every company in the world is something I genuinely care about.<\/p>\n<\/p>\n<p>But this launch isn\u2019t only about free.<\/p>\n<\/p>\n<p>We\u2019ve also shipped a major product update. Findable is now a complete AEO suite that helps you:<\/p>\n<\/p>\n<ul>\n<li>\n<p>Audit your brand in AI search<\/p>\n<\/li>\n<li>\n<p>Benchmark against competitors<\/p>\n<\/li>\n<li>\n<p>Track key vitals like SEO, speed, and E-E-A-T<\/p>\n<\/li>\n<li>\n<p>Monitor specific prompts across LLMs (in our PRO plan only)<\/p>\n<\/li>\n<li>\n<p>Create and optimize content for AI systems<\/p>\n<\/li>\n<li>\n<p>Understand where you win and where you\u2019re invisible<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<p>If you\u2019re doing marketing, SEO, growth, or demand gen in 2026, AEO is now essential and Findable Free is built so you can start today.<\/p>\n<\/p>\n<p>Would love your feedback, questions, and upvotes if this resonates. Let\u2019s unlock AI search together. \ud83d\ude80<\/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\/@peterbuch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterbuch<\/a> Congrats! Do you monitor for AI hallucinations in generated content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@peterbuch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterbuch<\/a> best of luck mate. looks excellent!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83c\udf89 Love this focused LLM SEO toolkit for real AI search visibility.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> thank you for the support, let me know if you have any questions on findable<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> thank you for your kind words, please let us know what you think of the platform<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Shipping a free tool like this is a big step. AEO \/ GEO is still an unexplored territory, so having data and tools that add clarity is really helpful. Will definitely test the tool.<\/p>\n<p>The score looks interesting. Should it be seen as an alternative to domain authority in SEO? How is it calculated?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> great question!<\/p>\n<p>Right now the findable score is based on what models know about the brand without access to search, robots.txt settings for crawlers, web performance metrics and a trust model (modeling Google’s EEAT guidelines).<\/p>\n<p>That said, we are adding more signals to the findable score.<\/p>\n<p>The idea is to provide a reasonable score to benchmark against + ability to improve systematically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Amazing reports! I wish there existed a export button so i can show my team members a pdf.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@flundberg_at_incredible\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flundberg_at_incredible<\/a> great feedback. We are working on adding even more export, reporting and collaboration features. Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@__tosh that would be an incredible value-add. thanks \ud83d\udc4d<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can you tell me flow suppose if I search for anything, then how it gets ranked and sources our content in this LLM<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> Hi Jeetendra, can you elaborate what you mean? tahnk you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> you can just sign up and set up your brand and competitors in findable (takes a few seconds). From that point on findable will help you understand what ChatGPT, Grok, Google AI Mode, Gemini, Claude et al think about your brand and your competitors, why and what you can do about it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is solid <a href=\"https:\/\/www.producthunt.com\/@peterbuch\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"peterbuch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterbuch<\/a> . AEO is quickly becoming as important as SEO, and having a free plan lowers the barrier nicely. Excited to see how teams use 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\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> thank you, Harkirat.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@peterbuch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterbuch<\/a>  <a href=\"https:\/\/www.producthunt.com\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> can’t agree more. Super happy to be able to roll out the free plan so everyone can get started with findable as full featured Answer Engine Optimization platform.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Wow Peter! It’s amazing finding a tool like this for free. I’ll give it a try of course and I’ll be back with deep feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> thank you, Germ\u00e1n. 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>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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> thank’s a lot for checking out findable. Looking forward to your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Wow, i just gave it a try and the reports were amazing.<\/div>\n<div class=\"comment-actions\">\n<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\/@ahmer_saud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmer_saud<\/a> thanks for trying, please let me know how we can make findable even better for you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ahmer_saud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmer_saud<\/a> thanks a lot for giving findable a try.<\/p>\n<p>I’m especially interested in what you think about the “Content” tab where we run a full content gap report for you.<\/p>\n<p>Let us know if you find anything we can make better.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@__tosh Yes the content tab was something that caught my attention, it pointed out things that were actually missing in my landing page. I will try to fill up those content gaps .<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <a href=\"https:\/\/www.producthunt.com\/@peterbuch\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"peterbuch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterbuch<\/a> !! <br \/>Indeed, AEO observability is key to today\u2019s business success. Since you\u2019re experts in AEO, when you optimize a page for SEO, is it also automatically optimized for AEO, or is that not necessarily the case?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jorgealonsodf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jorgealonsodf<\/a> thank you, Jorge, I appreciate the support. <br \/>If you are optimizing your page for SEO it certainly helps. But AEO goes beyond what’s on your website. With findable we show you how LLMs like ChatGPT see your brand, and how they talk about you. Also what you can do to rank better. So SEO is 70% of the work, but the real growth opporuntities are often in the sources that LLMs use.<br \/>Happy to jump on a call to chat more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@peterbuch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterbuch<\/a>  <a href=\"https:\/\/www.producthunt.com\/@jorgealonsodf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jorgealonsodf<\/a> like <a href=\"https:\/\/www.producthunt.com\/@peterbuch\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"peterbuch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterbuch<\/a> already said: SEO definitely helps and in a sense AEO is an extended version of SEO (and arguably modern SEO is AEO) so it is a bit tricky to answer the question without getting into word definitions \ud83d\ude00<\/p>\n<p>I think the good news is: if you have an existing, strong SEO foundation you do have a head-start when it comes to AEO.<\/p>\n<p>But the flip-side is also true: if you start from scratch, with a new brand\/startup\/product and even if you do not have a strong SEO background there are tons of things you can do to get more visibility.<\/p>\n<p>AEO is so broad and there are so many angles to improve (on-site content, off-site content, social, press, training material, video, search, \u2026)<\/p>\n<p>That’s why I’m so excited about this launch: you can just sign up for free, set up your brand and immediately benefit from findable and you get continuous monitoring, reporting and content opportunities our of the box.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@juannikin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juannikin<\/a> thank you, appreciate your support. You really are everywhere \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, guys. In your experience, how long does it usually take to get mentioned by LLMs after starting to use your tool?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> great question. In some cases you can improve your visibility almost instantly.<\/p>\n<p>Seconds to minutes (!)<\/p>\n<p>Some of our customers find actionable low hanging fruit as soon as the first findable reports are done (a few seconds after signup).<\/p>\n<p>Why is this possible so fast?<\/p>\n<p>Because ChatGPT and co use search heavily.<\/p>\n<p>It depends on the space, personas, topics, prompts, competition and so on of course.<\/p>\n<p>But to give you a concrete example: launching on Product Hunt is an excellent way to get onto the map fast. Especially when your product or service is still a rather unknown.<\/p>\n<p>Why? Product Hunt ranks well on SEO so it is quite findable by search tool use of ChatGPT, Gemini, Claude and so on.<\/p>\n<p>But more than that: the models know that Product Hunt and the community around Product Hunt (similar to reddit) are a destination \/ directory that gives orientation.<\/p>\n<p>Also there are a lot of forums, blogs and newsletters that talk about what’s new on Product Hunt, which again helps with SEO but also with visibility in model training data long term.<\/p>\n<p>So while it might take a while to get SEO on your own website going you can make progress fast when you get into the right directories or other off-site destinations like reddit, podcasts, magazines, social media and so on.<\/p>\n<p>That said: don’t underestimate longer-term efforts like investing in owned media + your own SEO.<\/p>\n<p>Please let us know how findable works for you and if you found low hanging as well as longer term stuff that helped 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\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FZDB7VAKP3KPVS\" class=\"app-title\">Codex by OpenAI<\/a><\/p>\n<div class=\"one-liner\">A command center for working with agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">285<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Codex\u662f\u4e00\u6b3emacOS\u4e0a\u7684AI\u7f16\u7a0b\u547d\u4ee4\u4e2d\u5fc3\uff0c\u901a\u8fc7\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u548c\u5e76\u884c\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u590d\u6742\u8f6f\u4ef6\u751f\u547d\u5468\u671f\u4e2d\u6548\u7387\u4f4e\u4e0b\u548c\u4e0a\u4e0b\u6587\u5207\u6362\u56f0\u96be\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\/7ef5fe4f-96bf-4e6a-a7a8-3b27adb00e02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3db53666-b72c-4196-a96b-ad9f3accda65.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\/f9a27ef5-e0bd-4bda-a29e-bc639fd36543.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=HFM3se4lNiw\"><source src=\"https:\/\/www.youtube.com\/watch?v=HFM3se4lNiw\" 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\">Task Management<\/span><br \/>\n <span class=\"tag\">Robots<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4\u4e00\u4f53\u5316<\/span><br \/>\n <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">OpenAI\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7f16\u7801<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\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\u5de5\u4f5c\u6811\u9694\u79bb\u3001\u6280\u80fd\u96c6\u6210\u7b49\u8bbe\u8ba1\u80fd\u89e3\u51b3\u5b9e\u9645\u5de5\u4f5c\u6d41\u51b2\u7a81\u548c\u5b9e\u73b0\u7aef\u5230\u7aef\u81ea\u52a8\u5316\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u591a\u667a\u80fd\u4f53\u4ea4\u4e92\u7684\u5177\u4f53\u65b9\u5f0f\u3001\u4e0e\u7ade\u54c1\uff08\u5982Claude Code\uff09\u7684\u5bf9\u6bd4\uff0c\u4ee5\u53ca\u81ea\u52a8\u5316\u4efb\u52a1\u5931\u8d25\u540e\u7684\u5904\u7406\u4e0e\u6062\u590d\u6d41\u7a0b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Codex\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662fOpenAI\u5728IDE\u63d2\u4ef6\u4e4b\u5916\u63d0\u4f9b\u4e86\u4e00\u4e2a\u72ec\u7acb\u5e94\u7528\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u5c06\u201cAI\u7ed3\u5bf9\u7f16\u7a0b\u201d\u7684\u5fae\u89c2\u573a\u666f\uff0c\u5347\u7ef4\u4e3a\u201cAI\u9a71\u52a8\u8f6f\u4ef6\u5de5\u7a0b\u201d\u7684\u5b8f\u89c2\u8303\u5f0f\u8f6c\u79fb\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u6539\u53d8\u8f6f\u4ef6\u6784\u5efa\u65b9\u5f0f\u53ca\u6784\u5efa\u8005\u201d\u7684\u5ba3\u8a00\uff0c\u70b9\u660e\u4e86\u5176\u91ce\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6838\u5fc3\u4ef7\u503c\u9996\u5148\u4f53\u73b0\u5728\u201c\u591a\u667a\u80fd\u4f53\u201d\u4e0e\u201c\u5e76\u884c\u5de5\u4f5c\u6d41\u201d\u7684\u67b6\u6784\u4e0a\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u591a\u4e2aChatGPT\u7a97\u53e3\uff0c\u800c\u662f\u901a\u8fc7\u201c\u5de5\u4f5c\u6811\u201d\u5b9e\u73b0\u4e0a\u4e0b\u6587\u9694\u79bb\u4e0e\u72b6\u6001\u6301\u4e45\u5316\uff0c\u8ba9\u4e0d\u540cAI\u667a\u80fd\u4f53\u53ef\u4ee5\u50cf\u4e13\u4e1a\u5316\u56e2\u961f\u4e00\u6837\uff0c\u5728\u8bbe\u8ba1\u3001\u5f00\u53d1\u3001\u90e8\u7f72\u3001\u7ef4\u62a4\u7b49\u4e0d\u540c\u751f\u547d\u5468\u671f\u9636\u6bb5\u5e76\u884c\u534f\u4f5c\u3002\u8fd9\u76f4\u63a5\u653b\u51fb\u4e86\u4f20\u7edf\u7ebf\u6027\u5f00\u53d1\u6d41\u7a0b\u7684\u6548\u7387\u5929\u82b1\u677f\u548c\u5f00\u53d1\u8005\u9891\u7e41\u4e0a\u4e0b\u6587\u5207\u6362\u7684\u8ba4\u77e5\u8d1f\u8377\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u201c\u6280\u80fd\u201d\u67b6\u6784\u5c55\u73b0\u4e86\u52a1\u5b9e\u7684\u5e73\u53f0\u5316\u601d\u7ef4\u3002\u901a\u8fc7\u8fde\u63a5Vercel\u3001Figma\u3001Linear\u7b49\u73b0\u6709\u5de5\u5177\u94fe\uff0cCodex\u4e0d\u518d\u5c40\u9650\u4e8e\u4ee3\u7801\u5efa\u8bae\u7684\u201c\u53c2\u8c0b\u201d\uff0c\u800c\u662f\u80fd\u6267\u884c\u90e8\u7f72\u3001\u62c9\u53d6\u8bbe\u8ba1\u7a3f\u3001\u7ba1\u7406\u4efb\u52a1\u7b49\u5b9e\u9645\u64cd\u4f5c\u7684\u201c\u6267\u884c\u8005\u201d\u3002\u8fd9\u4f7f\u5176\u4ece\u7f16\u7801\u52a9\u624b\u8f6c\u53d8\u4e3a\u53ef\u7f16\u6392\u771f\u5b9e\u5de5\u4f5c\u6d41\u7684\u81ea\u52a8\u5316\u4e2d\u67a2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u4e4b\u4e0b\u6697\u85cf\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5931\u8d25\u5904\u7406\u201d\u7684\u7591\u95ee\u76f4\u6307\u6838\u5fc3\uff1a\u5f53AI\u4ee3\u7406\u5728\u590d\u6742\u3001\u957f\u671f\u7684\u81ea\u52a8\u5316\u4efb\u52a1\u4e2d\u51fa\u9519\u65f6\uff0c\u7cfb\u7edf\u5982\u4f55\u4f18\u96c5\u964d\u7ea7\u3001\u901a\u77e5\u4eba\u7c7b\u6216\u81ea\u6211\u4fee\u590d\uff1f\u8fd9\u5173\u4e4e\u4ea7\u54c1\u7684\u53ef\u9760\u6027\u8fb9\u754c\u3002\u6b64\u5916\uff0c\u534f\u8c03\u591a\u4e2a\u667a\u80fd\u4f53\u672c\u8eab\u53ef\u80fd\u5f15\u5165\u65b0\u7684\u590d\u6742\u6027\uff0c\u5bf9\u7528\u6237\u7684\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u548c\u9879\u76ee\u7ba1\u7406\u80fd\u529b\u63d0\u51fa\u4e86\u66f4\u9ad8\u8981\u6c42\uff0c\u53ef\u80fd\u5f62\u6210\u65b0\u7684\u5b66\u4e60\u66f2\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cCodex\u4ee3\u8868\u4e86AI\u878d\u5165\u751f\u4ea7\u6d41\u7a0b\u7684\u65b0\u9636\u6bb5\uff1a\u4ece\u5355\u70b9\u667a\u80fd\u5230\u534f\u540c\u667a\u80fd\uff0c\u4ece\u8f85\u52a9\u751f\u6210\u5230\u81ea\u4e3b\u6267\u884c\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u4ee3\u7801\u751f\u6210\u7684\u51c6\u786e\u6027\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u4f5c\u4e3a\u201c\u6307\u6325\u4e2d\u5fc3\u201d\u7684\u9c81\u68d2\u6027\u3001\u53ef\u89c2\u6d4b\u6027\u548c\u5bf9\u590d\u6742\u5de5\u7a0b\u5b9e\u8df5\u7684\u771f\u5b9e\u7406\u89e3\u6df1\u5ea6\u3002\u8fd9\u662f\u4e00\u573a\u5927\u80c6\u7684\u8d4c\u6ce8\uff0c\u8d4c\u7684\u662f\u8f6f\u4ef6\u5f00\u53d1\u7684\u672a\u6765\u5f62\u6001\u662f\u4eba\u4e0eAI\u667a\u80fd\u4f53\u7ec4\u6210\u7684\u6df7\u5408\u56e2\u961f\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\">Codex by OpenAI<\/span>\n <\/div>\n<div class=\"comment-content\">Introducing the Codex app for macOS\u2014a command center for AI coding and software development with multiple agents, parallel workflows, and long-running tasks. The Codex app changes how software gets built and who can build it\u2014from pairing with a single coding agent on targeted edits to supervising coordinated teams of agents across the full lifecycle of designing, building, shipping, and maintaining software.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>What’s new in the Codex app<\/strong><\/p>\n<\/p>\n<p>\ud83d\udd00 <strong>Built-in worktrees<\/strong><\/p>\n<p>Enable multiple agents to work without conflicts<\/p>\n<p>\u2022 Use isolated worktrees in same repository<\/p>\n<p>\u2022 Review clean diffs and provide inline feedback<\/p>\n<\/p>\n<p>\ud83d\udccb <strong>Plan mode<\/strong><\/p>\n<p>Type \/plan to go back and forth with Codex<\/p>\n<p>\u2022 Create thorough plans before you start coding<\/p>\n<p>\u2022 Iterate on your approach with the agent<\/p>\n<\/p>\n<p>\ud83d\udde3\ufe0f <strong>Personalities<\/strong><\/p>\n<p>Choose the interaction style that fits your vibe<\/p>\n<p>\u2022 Use the \/personality command across all surfaces<\/p>\n<p>\u2022 Pick a pragmatic or conversational style<\/p>\n<\/p>\n<p>\ud83d\ude80 <strong>Skills<\/strong><\/p>\n<p>Connect the tools you already use and go beyond writing code<\/p>\n<p>\u2022 Deploy to <a href=\"https:\/\/www.producthunt.com\/products\/vercel\" target=\"_blank\" rel=\"noopener\">@Vercel<\/a> , fetch from <a href=\"https:\/\/www.producthunt.com\/products\/figma\" target=\"_blank\" rel=\"noopener\">@Figma<\/a> , manage <a href=\"https:\/\/www.producthunt.com\/products\/linear\" target=\"_blank\" rel=\"noopener\">@Linear<\/a>, and more<\/p>\n<p>\u2022 Bundle your workflows into reusable skills<\/p>\n<\/p>\n<p>\ud83d\udd01 <strong>Automations<\/strong><\/p>\n<p>Delegate repetitive recurring tasks in the background<\/p>\n<p>\u2022 Set up tasks for issue triage, failure reports, and more<\/p>\n<p>\u2022 Combines skills and custom instructions to run on a schedule<\/p>\n<\/p>\n<p>Available on macOS, with Windows coming soon.<\/p>\n<\/p>\n<p>To celebrate, Plus, Pro, Business, Enterprise, and Edu users have doubled rate limits across the Codex app, CLI, IDE extension, and cloud.<\/p>\n<\/p>\n<p><em>Codex is also included in Free and Go plans for a limited t<\/em>ime.<\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Congrats on the launch Chris! How do users interact with multiple agents? Through a single interface, scripts, or dashboards?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good job! Has someone done a thoughtful comparison with Claude Code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80 OpenAI remains a foundational, production\u2011grade platform for building and scaling serious AI products.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The worktrees feature is the sleeper hit here. Most developer workflows break down when you need context switching – you’re mid-refactor on one branch, but a critical bug comes in. With isolated worktrees, you can spin up a separate agent instance without losing state on your current work.<\/p>\n<\/p>\n<p>The skills architecture is also smart. Rather than trying to make Codex do everything natively, connecting to Vercel\/Figma\/Linear means the agent can actually complete end-to-end workflows. Deploy, then open a PR, then update the Linear ticket – without leaving the context window.<\/p>\n<\/p>\n<p>Curious about failure handling though – when an automation runs overnight and hits an edge case, what’s the recovery flow? Does it queue for human review or attempt self-correction first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool to see OpenAI coming up with new alternatives – looking forward to testing it out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting stuff!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/ENTVVN2FKK75RP\" class=\"app-title\">Helply<\/a><\/p>\n<div class=\"one-liner\">65% AI resolution rate in 90 days, or you pay nothing<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">257<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Helply\u662f\u4e00\u6b3e\u80fd\u7aef\u5230\u7aef\u89e3\u51b3\u5ba2\u6237\u652f\u6301\u5bf9\u8bdd\u3001\u6267\u884c\u5b9e\u9645\u64cd\u4f5c\uff08\u5982\u66f4\u65b0\u8d26\u6237\u3001\u53d1\u9001\u53d1\u7968\uff09\u7684AI\u652f\u6301\u4ee3\u7406\uff0c\u65e8\u5728\u4e3a\u5904\u7406\u5927\u91cf\u91cd\u590d\u6027\u5de5\u5355\u7684\u56e2\u961f\u5b9e\u8d28\u6027\u51cf\u5c11\u5de5\u5355\u6570\u91cf\uff0c\u800c\u975e\u4ec5\u52a0\u5feb\u56de\u590d\u901f\u5ea6\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\/26eddd61-791c-4b3b-be51-991ae8c53f3b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dfd87e9f-a03e-42f2-adbd-fe51e03c44b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df65415c-5d75-4639-b25a-93736d74635d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1beb1b36-d0ce-4c0f-8fd1-b61cfde83717.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2b671c6-b376-4785-b2c9-1edf0a46ea0f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42c86fc6-a93c-4bbd-a5d8-b1a4835e9202.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9fefc49-a743-4104-a5b2-53f517c9608c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc3aff33-003e-4f23-ad01-4ee76a4417d6.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\/cf26bb7f-0dd5-4852-be29-30727ddb24ba.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=KOa56s8O3dA\"><source src=\"https:\/\/www.youtube.com\/watch?v=KOa56s8O3dA\" 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 Success<\/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\u5ba2\u670d\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5de5\u5355\u89e3\u51b3<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u652f\u6301\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6548\u679c\u4fdd\u8bc1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c65%\u89e3\u51b3\u7387\u4fdd\u8bc1\u201d\u548c\u201c\u7aef\u5230\u7aef\u6267\u884c\u64cd\u4f5c\u201d\u7684\u5dee\u5f02\u5316\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u5b9e\u8d28\u6027\u51cf\u5c11\u5de5\u4f5c\u91cf\u3002\u4e3b\u8981\u5173\u5207\u70b9\u96c6\u4e2d\u4e8eAI\u6267\u884c\u654f\u611f\u64cd\u4f5c\uff08\u5982\u8d26\u5355\u53d8\u66f4\uff09\u7684\u5b89\u5168\u4fdd\u969c\u673a\u5236\u3001\u590d\u6742\u573a\u666f\u4e0b\u7684\u5904\u7406\u80fd\u529b\uff0c\u4ee5\u53ca\u5b9e\u9645\u90e8\u7f72\u521d\u671f\u7684\u91c7\u7528\u60c5\u51b5\u3002\u521b\u59cb\u4eba\u56e2\u961f\u5bf9\u5b89\u5168\u6027\u548c\u6e10\u8fdb\u5f0f\u81ea\u52a8\u5316\u903b\u8f91\u8fdb\u884c\u4e86\u8be6\u7ec6\u89e3\u7b54\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 Helply\u7684\u4eae\u76f8\uff0c\u76f4\u6307\u5f53\u524dAI\u5ba2\u670d\u8d5b\u9053\u7684\u6838\u5fc3\u6ce1\u6cab\uff1a\u5373\u7edd\u5927\u591a\u6570\u4ea7\u54c1\u505c\u7559\u5728\u201c\u8f85\u52a9\u8d77\u8349\u201d\u5c42\u9762\uff0c\u5e76\u672a\u771f\u6b63\u51cf\u5c11\u5de5\u5355\u603b\u91cf\u548c\u4eba\u529b\u8d1f\u62c5\u3002\u5176\u63d0\u51fa\u7684\u201c65%\u89e3\u51b3\u7387\u6216\u9000\u6b3e\u201d\u4fdd\u8bc1\uff0c\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u8fd9\u65e2\u662f\u6781\u5177\u51b2\u51fb\u529b\u7684\u5e02\u573a\u5ba3\u8a00\uff0c\u5f70\u663e\u4e86\u5bf9\u4ea7\u54c1\u6548\u679c\u7684\u7f55\u89c1\u81ea\u4fe1\uff0c\u4e5f\u5c06\u81ea\u8eab\u7f6e\u4e8e\u5fc5\u987b\u4e3a\u5ba2\u6237\u4e1a\u52a1\u7ed3\u679c\u8d1f\u8d23\u7684\u4e25\u82db\u5883\u5730\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u98a0\u8986\u6027\u5728\u4e8e\u201c\u6743\u9650\u201d\u4e0e\u201c\u884c\u52a8\u201d\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u5728\u804a\u5929\u7a97\u53e3\u91cc\u63d0\u4f9b\u77e5\u8bc6\u5e93\u94fe\u63a5\u6216\u8349\u7a3f\uff0c\u800c\u662f\u88ab\u6388\u6743\u76f4\u63a5\u63a5\u5165\u540e\u53f0\uff0c\u6267\u884c\u66f4\u6539\u5957\u9910\u3001\u53d1\u9001\u53d1\u7968\u7b49\u5b9e\u8d28\u6027\u64cd\u4f5c\u3002\u8fd9\u5c06\u5176\u4ece\u201c\u5bf9\u8bdd\u578bAI\u201d\u5347\u7ea7\u4e3a\u201c\u6d41\u7a0b\u81ea\u52a8\u5316AI\u201d\uff0c\u4ef7\u503c\u8861\u91cf\u6807\u51c6\u4ece\u201c\u56de\u590d\u6ee1\u610f\u5ea6\u201d\u8f6c\u5411\u4e86\u201c\u5de5\u5355\u5173\u95ed\u7387\u201d\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u5e26\u6765\u4e86\u6700\u5927\u7684\u98ce\u9669\u4e0e\u6311\u6218\uff1a\u5b89\u5168\u6027\u4e0e\u8d23\u4efb\u8fb9\u754c\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5bf9\u6b64\u6709\u6e05\u9192\u8ba4\u77e5\uff0c\u901a\u8fc7\u7f6e\u4fe1\u5ea6\u9608\u503c\u3001\u5206\u6743\u5ba1\u6279\u3001\u64cd\u4f5c\u65e5\u5fd7\u4e0e\u56de\u6eda\u673a\u5236\u6784\u5efa\u4e86\u591a\u5c42\u9632\u62a4\uff0c\u5176\u201c\u65e9\u671f\u5347\u7ea7\u800c\u975e\u5192\u9669\u731c\u6d4b\u201d\u7684\u539f\u5219\u662f\u5546\u4e1a\u843d\u5730\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u6df1\u601d\u7684\u662f\uff0cHelply\u5c06\u6210\u529f\u4e0e\u5ba2\u6237\u81ea\u8eab\u7684\u77e5\u8bc6\u7ba1\u7406\u6df1\u5ea6\u7ed1\u5b9a\u3002\u5176\u201cGap Finder\u201d\u529f\u80fd\u65e8\u5728\u4ece\u672a\u89e3\u51b3\u7684\u5de5\u5355\u4e2d\u5b66\u4e60\uff0c\u8fd9\u6697\u793a\u7740\uff0c\u5b83\u7684\u6548\u80fd\u4e0a\u9650\u90e8\u5206\u53d6\u51b3\u4e8e\u5ba2\u6237\u5185\u90e8\u6d41\u7a0b\u7684\u6807\u51c6\u5316\u4e0e\u77e5\u8bc6\u6c89\u6dc0\u7684\u5b8c\u5584\u5ea6\u3002\u5b83\u53ef\u80fd\u6210\u4e3a\u4e00\u9762\u955c\u5b50\uff0c\u8feb\u4f7f\u4f01\u4e1a\u4f18\u5316\u81ea\u8eab\u652f\u6301\u4f53\u7cfb\u3002\u603b\u4f53\u800c\u8a00\uff0cHelply\u662f\u4e00\u6b21\u5927\u80c6\u7684\u8303\u5f0f\u8dc3\u8fc1\u5c1d\u8bd5\uff0c\u5b83\u4e0d\u518d\u8d29\u5356\u201cAI\u6982\u5ff5\u201d\uff0c\u800c\u662f\u515c\u552e\u201c\u786e\u5b9a\u6027\u7684\u6548\u7387\u7ed3\u679c\u201d\u3002\u5176\u6210\u8d25\u5c06\u9a8c\u8bc1\uff0c\u5728\u590d\u6742\u7684\u5546\u4e1a\u4ea4\u4e92\u4e2d\uff0cAI\u4ee3\u7406\u80fd\u5426\u5728\u5b89\u5168\u53ef\u63a7\u7684\u524d\u63d0\u4e0b\uff0c\u627f\u62c5\u8d77\u95ed\u73af\u8d23\u4efb\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u603b\u9700\u8981\u4eba\u7c7b\u64e6\u5c41\u80a1\u7684\u201c\u534a\u6210\u54c1\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Helply<\/span>\n <\/div>\n<div class=\"comment-content\">Helply is an AI support agent that resolves support conversations end-to-end, takes real actions, syncs to your help desk, and escalates with full context and source citations. Work 1-on-1 with a dedicated AI support engineer and get a 65% AI resolution rate in 90 days, or you pay nothing.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt, I\u2019m Alex, founder of Helply.<\/p>\n<\/p>\n<p>I\u2019ve spent the last 15 years building customer support software. During that time, I\u2019ve watched great support teams burn hours every day answering the same repetitive tickets.<\/p>\n<\/p>\n<p>Billing questions. Plan changes. Password resets. \u201cWhere\u2019s my invoice?\u201d<\/p>\n<p>Smart people doing robotic work.<\/p>\n<\/p>\n<p><strong>The problem:<\/strong><\/p>\n<\/p>\n<p>Most \u201cAI support\u201d tools don\u2019t actually remove work.<\/p>\n<p>\u274c Chatbots that answer simple FAQs but break on real issues<\/p>\n<p>\u274c Copilots that draft replies but still require humans to send everything<\/p>\n<p>They look helpful, but tickets never disappear.<\/p>\n<p>Teams still hire. Costs still rise.<\/p>\n<p>So we built Helply<\/p>\n<\/p>\n<p><strong>Not a chatbot.<br \/><\/strong><\/p>\n<p>Helply is an <strong>AI support agent<\/strong> that resolves conversations end to end.<\/p>\n<p><strong>How Helply is different:<\/strong><\/p>\n<\/p>\n<p><strong>\ud83d\udd39 Guaranteed outcomes<\/strong><br \/>Minimum 65% AI resolution in 90 days or you don\u2019t pay<br \/><strong>\ud83d\udd39 Takes real actions<\/strong><br \/>Updates accounts, changes plans, sends invoices, and handles real billing workflows<br \/><strong>\ud83d\udd39 Learns directly from your help desk<\/strong><br \/>Syncs articles, macros, and tickets from Zendesk, Front, Crisp, Freshdesk, Help Scout, and Groove<br \/><strong>\ud83d\udd39 Improves over time<\/strong><br \/>Gap Finder analyzes real tickets and drafts missing answers so accuracy keeps increasing<br \/><strong>\ud83d\udd39 Safe escalations<\/strong><br \/>When unsure, Helply hands off to your help desk with full context and transcript. No guessing<br \/><strong>\ud83d\udd39 VIP Concierge included in all plans<\/strong><br \/>Every customer gets hands-on setup in a 1:1 Slack channel with our engineers to ensure Helply actually hits the guarantee<\/p>\n<p><strong>Who it\u2019s for:<br \/><\/strong><\/p>\n<p>\u2705 Teams handling <strong>500+ tickets per month<\/strong> that want fewer tickets, not just faster replies<\/p>\n<p>\u2705 Best for teams using a supported help desk<\/p>\n<p><strong>\ud83c\udf81 Product Hunt special <\/strong><\/p>\n<p>For Product Hunters only:<\/p>\n<p>We\u2019ll build a <strong>custom Helply agent trained on your help center<\/strong>, with our engineers setting it up for you, included in an extended free trial.<\/p>\n<\/p>\n<p>Drop a <strong>comment<\/strong> or say <strong>\u201cShow me Helply\u201d<\/strong> and we\u2019ll take it from there \ud83d\udcaa<\/p>\n<\/p>\n<p>Thank you so much for checking us out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>37<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a> This is genuinely impressive.<\/p>\n<p>A few things that really stand out:<\/p>\n<ul>\n<li>\n<p><strong>65% resolution guarantee<\/strong> is bold; and rare. Most \u201cAI support\u201d tools avoid committing to outcomes.<\/p>\n<\/li>\n<li>\n<p>Actually <strong>closing tickets end-to-end<\/strong> (billing, plan changes, invoices) instead of drafting replies is the real unlock.<\/p>\n<\/li>\n<li>\n<p>The <strong>VIP concierge + hands-on setup<\/strong> shows you care about results, not just demos.<\/p>\n<\/li>\n<li>\n<p>From a user POV, this removes friction instead of adding another layer of automation.<\/p>\n<\/li>\n<\/ul>\n<p>This feels meaningfully different from typical AI copilots (and frankly far more useful than tools like Intercom Fin that still leave humans doing the work).<\/p>\n<p>Congrats on the launch; this solves a real problem the right way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a> Brilliant! Congrats on the launch Alex. How do you handle multi-agent collaboration or handoffs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a> \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big day. Thanks for the hunt <a href=\"https:\/\/www.producthunt.com\/@benln\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a>  <a href=\"https:\/\/www.producthunt.com\/@tmorkes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tmorkes<\/a> lets gooooooooooo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 impressive, especially the <strong>65% resolution guarantee<\/strong> and actually closing tickets end-to-end, not just drafting replies. Feels meaningfully more useful than most AI support tools out there.<\/p>\n<p>Curious: which ticket types were hardest to get Helply to reliably resolve?<\/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\/@rosekamallove\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rosekamallove<\/a>Good question. The toughest ones were edge cases where even humans didn\u2019t follow a consistent process. Fix the inputs, and Helply gets reliable fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rosekamallove\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rosekamallove<\/a> Thanks! The hardest ones are very often the ones that seem easy, but require a context that is not provided in the Knowledge Base articles. Thanks to the features like Gap Finder and Guidance, our AI Agent can easily tackle those questions reliably. As an example, we have a client that use mentioned features to answer questions for legacy and new tools they provide. Their AI Agent can easily understand what tool is being used by the way the question is asked. If it’s still missing that context, it asks a follow-up questions, ensuring very high level of accuracy<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 really impressive \ud83d\ude4c\ud83c\udffb, the guarantee + actually resolving tickets (not just drafting replies) is what stood out to me. Taking real actions and improving over time, that\u2019s where most \u201cAI support\u201d tools fall apart.<\/p>\n<p>If Helply really removes tickets instead of just speeding them up, that\u2019s a big win for support teams.<\/p>\n<p>Excited to see how this performs in the wild \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aavishkarmishra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aavishkarmishra<\/a> thanks for the comment! Love the feedback. Happy to show you how it works and get you set up with a custom AI agent free to test it out and prove to you what we can do \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aavishkarmishra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aavishkarmishra<\/a> Thanks Aavishkar, appreciate that. Removing tickets entirely was the bar we set from day one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Helply is a powerful tool that has consistently solved over 73% customers questions. With the ability to customize the answers, provide multiple sources of content, and easily escalate to a human-powered ticket, this tools is indispensable to our organization. We are now exploring rolling it out in other places in the organization to help our teams. Thank you <a href=\"https:\/\/www.producthunt.com\/@alexmturnbull\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a> and team for this excellent tool!<\/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\/@alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a>  <a href=\"https:\/\/www.producthunt.com\/@brent_hardinge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brent_hardinge<\/a> it’s great working with you Brent. Thank you for sharing your stats so transparently. Excited to continue working with Adventist into 2026 and beyond!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@brent_hardinge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brent_hardinge<\/a> thanks Brent, really appreciate you sharing the results. Excited to see it expand across the team \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a>  <a href=\"https:\/\/www.producthunt.com\/@brent_hardinge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brent_hardinge<\/a> inject this directly into my veins \ud83d\ude42 Love to hear these numbers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 lot of AI support tools promise high automation but the hard part is trust, especially when the AI can take real actions like billing or plan changes. What safeguards and approval logic did you put in place to make sure Helply acts correctly without creating risk for support 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\/@why_tahir\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@why_tahir<\/a> Great question. This is exactly the part most AI support tools gloss over.<\/p>\n<p>A few core principles we built Helply around:<\/p>\n<p><strong>1. Confidence thresholds, not blind automation<\/strong><br \/>Helply only takes real actions (billing, plan changes, account updates) when it\u2019s highly confident. If confidence drops below a defined threshold, it escalates immediately with full context instead of guessing.<\/p>\n<p><strong>2. Explicit permissions by action type<\/strong><br \/>Teams control <em>what<\/em> Helply is allowed to do. You can enable read-only, suggest-only, or execute actions per category (billing, account, refunds, etc.). Nothing is on by default.<\/p>\n<p><strong>3. Guardrails + reversible actions<\/strong><br \/>Actions are constrained, logged, and reversible. No open-ended \u201cdo anything\u201d access. Every step is auditable.<\/p>\n<p><strong>4. Human-in-the-loop where it matters<\/strong><br \/>For sensitive workflows, Helply can propose the action and wait for approval. Over time, teams can loosen that as trust builds.<\/p>\n<p><strong>5. Outcome-based enforcement<\/strong><br \/>We back this with a 65% resolution guarantee. If Helply isn\u2019t behaving safely or accurately, that\u2019s on us, not the support team.<\/p>\n<p>Net-net: Helply escalates early rather than risk doing the wrong thing. Trust comes from restraint, not bravado.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@why_tahir\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@why_tahir<\/a> love it. great question. <\/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>Congratulations on this launch folks! <\/p>\n<p>I’ve been following Alex and team for over 20 years and Helply is definitely on my list of tools try very very soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marioandrearaujo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marioandrearaujo<\/a> that’s awesome. Can’t wait to have you test it out and get your feedback! Let’s go! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marioandrearaujo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marioandrearaujo<\/a> thanks Mario! 20 years?! I’m feeling old LOL. Thanks for following all these years and excited for you to give Helply a spin when you’re ready \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>Huge congrats on the launch! \ud83c\udf89 Helply\u2019s outcome\u2011driven AI support and bold guarantee feel like a perfect fit for the PH crowd.<\/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>thanks <a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a>! we are so proud of this product and appreciate you checking it out \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@tmorkes\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tmorkes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tmorkes<\/a> <a href=\"https:\/\/www.producthunt.com\/@alexmturnbull\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a> <a href=\"https:\/\/www.producthunt.com\/@jared_scheel\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jared_scheel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_scheel<\/a> !<br \/>The guaranteed resolution rate is interesting. Curious how teams usually see adoption in the first few weeks.<\/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\/@alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a>  <a href=\"https:\/\/www.producthunt.com\/@jared_scheel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_scheel<\/a>  <a href=\"https:\/\/www.producthunt.com\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> thanks for the love Karkirat! Let’s go!! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tmorkes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tmorkes<\/a>  <a href=\"https:\/\/www.producthunt.com\/@jared_scheel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_scheel<\/a>  <a href=\"https:\/\/www.producthunt.com\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> Thanks Harkirat. Early adoption usually comes down to two things:<\/p>\n<ol>\n<li>\n<p><strong>Where the AI agent is placed<\/strong> in the user journey<\/p>\n<\/li>\n<li>\n<p><strong>Ticket volume<\/strong><\/p>\n<\/li>\n<\/ol>\n<p>Teams with higher volume that surface the agent in a high-intent spot (help center, contact flow, billing pages) tend to see adoption almost immediately. That\u2019s also why we\u2019re comfortable backing the outcome with a guarantee.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really excited to see you back with another great looking product <a href=\"https:\/\/www.producthunt.com\/@alexmturnbull\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a> – can’t wait to follow along with what I’m sure is gonna be another interesting build in public journey too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>thanks <a href=\"https:\/\/www.producthunt.com\/@dylan_hey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dylan_hey<\/a>! Let’s go!! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dylan_hey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dylan_hey<\/a> thanks man! We’ll be sharing it all \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>Big day team. Impressive product and the team.<\/p>\n<\/p>\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@tmorkes\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tmorkes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tmorkes<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tmorkes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tmorkes<\/a>  <a href=\"https:\/\/www.producthunt.com\/@utsavpm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@utsavpm<\/a> thanks man! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The promise of taking real actions is interesting. What safeguards do you put in place so the AI only changes accounts, plans or billing when the intent is clear and what does the rollback process look like if something goes wrong?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@leonie_fischer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonie_fischer<\/a> We only allow real actions when intent is explicit, confidence is high, and permissions are enabled for that action. Nothing is implicit or on by default.<\/p>\n<\/p>\n<p>Every action is scoped, logged, and reversible. If confidence drops or intent is ambiguous, Helply escalates instead of acting.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leonie_fischer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonie_fischer<\/a> We always suggest to start with “read only” actions (getting the last invoice, subscription status etc.). When our clients are gaining confidence in our agent, they tend to roll more actions in a time. Apart of our internal safeguards, users can also specify when action should run.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Taking real actions is the part most tools avoid. How do you decide which workflows are safe to automate end-to-end versus those that always need a human check? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a> Good question. We don\u2019t think in terms of \u201cAI vs human\u201d but risk, reversibility, and confidence. Low-risk, easy-to-undo workflows can run end-to-end. Anything with financial impact or a big blast radius requires confirmation or a human check.<\/p>\n<\/p>\n<p>Teams start conservative and loosen controls as Helply proves itself on their data. If confidence drops, it escalates early with full context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a> we’ve found that highly-complex issues tend to require escalation to a human, regardless of what agent you are using. Way too many people were over-eager about dumping everything to AI (see Salesforce admitting that they over-promised). We did a lot of work around making sure Helply can answer questions but also bow out of the conversation when it should. Ideally that’s the exception and not the rule, though! In the future we plan to explore having more support for mid-conversation long waiting human-in-the-loop checks for when escalation isn’t the answer but you still someone to push the button.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@alexmturnbull\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a>, congrats on the new launch!<\/p>\n<p>I also want to thank you. Ten years ago, your quest to hit 100k MRR with Groove and your willingness to write about the journey inspired me to build my own business.<\/p>\n<p>I still remember hitting 10k MRR and thinking how impossibly far away 100k felt.<\/p>\n<p>Over the years, I’ve learned something that matters even more than any revenue milestone:<\/p>\n<p>It’s easy to get distracted by new features, competitors, and emerging technology. But longevity comes from staying focused on the original problem you set out to solve.<\/p>\n<p>Thank you for the early inspiration, and best of luck with the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a>  <a href=\"https:\/\/www.producthunt.com\/@dosberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dosberg<\/a> I love this Doug. Thanks for sharing your story. Alex was a huge inspiration for so many (myself included!), and it’s been nothing short of amazing working with him on this. You will definitely see the love and focus we’ve put into Helply. Appreciate you \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dosberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dosberg<\/a> thanks Doug! That blog changed my life and I’m grateful everyday I was able to get lucky with it back then. Cheers to many more years building in public. Here’s an image I dug up from that first post haha <\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14fb0b6b-8d69-4ca5-bb5b-a543b35736f6.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>Congrats on the launch, Alex \ud83d\ude80<\/p>\n<p>This resonates a lot; most <strong>AI support<\/strong> still just shifts work around instead of removing it.<br \/>The guaranteed 65% resolution is bold \ud83d\udc40<br \/>Curious: what\u2019s been the hardest workflow for Helply to automate so far (billing, refunds, plan changes, etc.)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saurabh_ishere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saurabh_ishere<\/a> woohoo! Let’s go!!! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@saurabh_ishere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saurabh_ishere<\/a> Thanks! Totally agree. Most tools just move work around. The hardest workflows so far haven\u2019t been <em>billing mechanics<\/em> but intent-heavy edge cases. Things like refunds or plan changes where the user is frustrated, unclear, or mixing multiple requests in one message.<\/p>\n<\/p>\n<p>The automation itself is solvable. Getting intent right with zero blast radius is the real work, which is why Helply escalates early when signals aren\u2019t clean.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a fellow SaaS bootstrapper, I find your Tweets inspiring, wish you every success with this launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, AI support that actually closes tickets<\/p>\n<p>As a business owner, I don\u2019t need AI that suggests replies \u2014 I need AI that resolves problems.<\/p>\n<p>Feels less like a bot, more like my new best support rep who never sleeps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Great product! I’ve been a happy beta customer for Helply for months and we’ve achieved a ~75% resolution rate for Plato. Congratulations on the official launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks so sweet \ud83e\udd18<\/p>\n<\/p>\n<p>Excited to give it a bash, especially after seeing how badly so many of these other AI tools have performed, it\u2019s refreshing to see folks putting money where their mouth is on a refund like that.<\/p>\n<\/p>\n<p>And considering it is the folks from Groove, no doubt this will be awesome.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool to see you going all the way into \u201creal actions\u201d and not stopping at drafting replies like everyone else.<\/p>\n<p>The hard part I keep seeing with this kind of product is the tightrope between autonomy and blast radius: the more you let the agent actually change accounts or billing, the more one bad config can quietly hurt real customers.<\/p>\n<p>Curious how you\u2019re drawing that line in v1? Especially around guardrails, approvals, and reporting\/insights so teams still feel the speed gain without getting nervous about issues.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/CZMRMJSHACHADO\" class=\"app-title\">AI Doc Writer by Trupeer<\/a><\/p>\n<div class=\"one-liner\">Create finished, on-brand docs from simple recordings.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">242<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u539f\u59cb\u5c4f\u5e55\u5f55\u50cf\u6216\u89c6\u9891\u4f1a\u8bae\u8bb0\u5f55\u81ea\u52a8\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u3001\u7b26\u5408\u54c1\u724c\u89c4\u8303\u6587\u6863\u7684AI\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u6280\u672f\u5199\u4f5c\u3001\u57f9\u8bad\u548c\u652f\u6301\u4eba\u5458\u624b\u52a8\u7f16\u5199\u3001\u622a\u56fe\u548c\u6392\u7248\u6587\u6863\u7684\u7e41\u7410\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\/17a1072d-665d-49a8-81dd-32cdfe536fda.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" 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class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u6863\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5f55\u50cf\u8f6c\u6587\u6863<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6587\u6863<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u5199\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SOP\u521b\u5efa<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a\u6587\u6863<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u6587\u6863\u521b\u5efa\u7f13\u6162\u3001\u67af\u71e5\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8bc4\u4ef7\u4e3a\u201c\u9886\u5148\u5e02\u573a\u6570\u5e74\u201d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5982\u4f55\u5904\u7406\u5f55\u50cf\u4e2d\u7684\u9519\u8bef\u6216\u975e\u7ebf\u6027\u6d41\u7a0b\u4ee5\u786e\u4fdd\u51c6\u786e\u6027\uff1b\u5982\u4f55\u4e0e\u73b0\u6709\u5de5\u5177\uff08\u5982Word\uff09\u96c6\u6210\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u5f3a\u8c03\u4ea7\u54c1\u80fd\u5904\u7406\u4e0d\u5b8c\u7f8e\u5f55\u50cf\uff0c\u5e76\u8be2\u95ee\u7528\u6237\u5177\u4f53\u7528\u4f8b\u4ee5\u8fed\u4ee3\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 Trupeer\u7684AI Doc 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<\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u6f5c\u529b\u4e00\u6837\u663e\u8457\u3002\u9996\u5148\uff0c\u662f\u201c\u7406\u89e3\u201d\u7684\u53ef\u9760\u6027\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5982\u4f55\u5904\u7406\u5f55\u50cf\u4e2d\u7684\u201c\u5f2f\u8def\u201d\u548c\u201c\u9519\u8bef\u201d\u7684\u8d28\u7591\u5207\u4e2d\u8981\u5bb3\u3002\u8fd9\u8981\u6c42AI\u5fc5\u987b\u5177\u5907\u573a\u666f\u610f\u56fe\u63a8\u65ad\u80fd\u529b\uff0c\u800c\u975e\u7b80\u5355\u5e8f\u5217\u8bb0\u5f55\uff0c\u5426\u5219\u53ef\u80fd\u4ea7\u51fa\u8bef\u5bfc\u6027\u6b65\u9aa4\u3002\u5176\u6b21\uff0c\u662f\u201c\u7ed3\u6784\u5316\u201d\u7684\u666e\u9002\u6027\u3002\u867d\u7136\u5b83\u80fd\u5b66\u4e60\u4e0a\u4f20\u7684\u6837\u672c\u683c\u5f0f\uff0c\u4f46\u4e0d\u540c\u56e2\u961f\u3001\u4e0d\u540c\u6587\u6863\u7c7b\u578b\uff08SOP\u3001\u4ea7\u54c1\u53d1\u5e03\u8bf4\u660e\u3001\u5ba2\u6237\u6307\u5357\uff09\u5bf9\u7ed3\u6784\u3001\u8be6\u7565\u3001\u8bed\u6c14\u7684\u9700\u6c42\u5dee\u5f02\u5de8\u5927\uff0c\u5176\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u6cdb\u5316\u80fd\u529b\u6709\u5f85\u8003\u9a8c\u3002\n 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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\">AI Doc Writer by Trupeer<\/span>\n <\/div>\n<div class=\"comment-content\">Turn raw recordings (walkthroughs, internal processes, demos, zoom calls) into finished step-by-step docs in minutes. Trupeer understands what\u2019s on screen, picks the actions that matter, and generates a structured guide with clear summary, steps and relevant screenshots. Upload a sample guide to learn your structure, tone, fonts and logos so every doc stays on brand. Vision-based analysis works even on imperfect or old recordings.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone \ud83d\udc4b<\/p>\n<p>Good to meet you all again! <\/p>\n<p>We originally started Trupeer for product videos. But very quickly, our customers started telling us something unexpected – video creation has become super easy now, but can we help with documentation as well.<\/p>\n<p>People were manually writing text, taking screenshots, formatting pages, and rewriting the same doc again and again for different teams. It still lives in the 90s!<\/p>\n<p>Even with so many documentation tools out there, most of them only save a small amount of time. You\u2019re still doing the work, just inside a better-looking editor.<\/p>\n<p>So we asked ourselves: what if documentation didn\u2019t need to be written at all?<\/p>\n<p>That led us to build AI Doc Writer by Trupeer.<\/p>\n<p>You simply record your screen (or upload an existing recording), and we turn that into a complete, structured document. Here\u2019s what it does today:<\/p>\n<p>Create complete, on-brand step-by-step guide from a rough screen recording or existing video calls <\/p>\n<p>Format everything properly \u2014 headings, bullets, spacing, logo without the need for any editing<\/p>\n<p>Add your existing document and AI learns your template instantly <\/p>\n<p>Translate in 80+ languages instantly <\/p>\n<p>This is for anyone who has to explain things clearly and repeatedly \u2014 technical writers, documentation owners, L&D teams, customer education, implementation, support, product, and engineering.<\/p>\n<p>Our customers have already said: \u201cThis is light years ahead of anything that exists in the market\u201d <\/p>\n<p>You can try AI Doc Writer for free.<\/p>\n<p>I\u2019d really love to hear your feedback and can\u2019t wait for it to make a huge difference in your lives!<\/p>\n<p>Thanks<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shivali_goyal1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivali_goyal1<\/a> hey there \ud83d\ude42 Curious how you handle accuracy and edge cases: when a screen recording includes detours, mistakes, or non-linear flows, how does AI Doc Writer decide what becomes part of the final step-by-step doc? Is there a confidence\/scoring or review layer to avoid hallucinated or misleading steps? This is a really interesting shift from better editors to no writing at all! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>This is brilliant! Automating documentation from screen recordings solves a real, painful problem. The “light years ahead” feedback says it all. Excited to try the free trial and see it in action. Thanks for sharing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@shivali_goyal1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivali_goyal1<\/a> Congrats on the launch! How does AI Doc Writer integrate with existing workflows\u2014Word, Google Docs, email?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This solves a real pain. Documentation is always slow, boring, and expensive. \ud83e\udd1d<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> so true! That’s what we kept hearing from everyone. <br \/>Do try it out and let us know your experience<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> Totally agree. <br \/>That\u2019s exactly what pushed us to build this.<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> that’s why we have created this \ud83d\ude09 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the best tools out there in the market. Can’t believe how well it is crafted and upto the mark. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@a_s_k_af\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@a_s_k_af<\/a> thanks! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks Arun, really appreciate the kind words \ud83d\ude4c <br \/>We\u2019ve put a lot of care into making the output feel genuinely \u201cshippable\u201d, not generic.<\/p>\n<p>If you try it, I\u2019d love to know what you\u2019re documenting most often: internal SOPs, product walkthroughs, or customer onboarding?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@a_s_k_af\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@a_s_k_af<\/a> thanks man! Happy to see Trupeer being helpful in your work <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@shivali_goyal1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shivali_goyal1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivali_goyal1<\/a> <a href=\"https:\/\/www.producthunt.com\/@pritish_gupta2\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pritish_gupta2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pritish_gupta2<\/a> \ud83d\udc4f<br \/>This is a super clean way to turn messy recordings into clear, on-brand docs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> <br \/>That \u201cmessy recordings \u2192 clean, on-brand docs\u201d line is exactly the goal.<\/p>\n<p>We built Trupeer to work with real-world inputs (Zoom\/Meet demos, imperfect walkthroughs), then use vision-based understanding to pick the actions that matter and turn them into a doc that reads like something your team would actually ship.<\/p>\n<p>Curious: where would this help you most, internal SOPs, customer onboarding, or product docs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shivali_goyal1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivali_goyal1<\/a>  <a href=\"https:\/\/www.producthunt.com\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> thanks buddy! It’s so good to see you here<\/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>Making Product documentation was never this easy.<\/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\/@prashastha_jain\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashastha_jain<\/a> you bet! \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@prashastha_jain\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashastha_jain<\/a> Thanks, really appreciate it \ud83d\ude4c <br \/>We\u2019re trying to make docs feel as easy as hitting record.<\/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\/@prashastha_jain\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashastha_jain<\/a> you bet \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pritish_gupta2\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pritish_gupta2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pritish_gupta2<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pritish_gupta2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pritish_gupta2<\/a>  <a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> thanks! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> thanks! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Really appreciate your support. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been a fan of the Trupeer team, what a banger and important launch you folks have pulled off.<\/p>\n<p>Absolutely love the nitty-gritty of the workflow \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iamarnob6543\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamarnob6543<\/a> <br \/>This means a lot, thank you \u2764\ufe0f<\/p>\n<p>We\u2019ve been obsessed with the nitty-gritty because that\u2019s where documentation usually breaks. People don\u2019t struggle to \u201cexplain\u201d something; they struggle to turn that explanation into a doc that\u2019s actually usable and shippable: clean steps, correct screenshots, and the same structure your team expects, without spending hours formatting and rewriting.<\/p>\n<p>That\u2019s why we built Trupeer to work from real recordings (including messy Zoom\/Meet demos), use vision-based understanding to detect meaningful actions, and then generate a doc that reads like something a team would confidently send to customers or ship internally.<\/p>\n<p>If you get a chance to try it, I\u2019d love to know what your primary use case is at Olvy: release notes, product docs, onboarding, SOPs, or internal workflows. We\u2019re actively iterating based on feedback, and your perspective would be super valuable<\/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\/@iamarnob6543\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamarnob6543<\/a> thanks a lot for all your support! It’s great to see you here 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iamarnob6543\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamarnob6543<\/a> thanks a lot buddy! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>interesting addition to the solution. 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\/@kritikasinghania\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kritikasinghania<\/a> Thanks \ud83d\ude4c, really appreciate it!<\/p>\n<p>We built this because most teams already <em>explain<\/em> processes on recordings, the painful part is turning that into a clean, on-brand doc that\u2019s actually usable. Trupeer does that in minutes from screen recordings or even Zoom\/Meet demos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh, I’m updating the Docs section for <a href=\"https:\/\/glozo.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">glozo.com<\/a> right now, I’m gonna try this tool and provide you with feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@michael_vavilov yayyy! Looking forward to hearing from you<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice. 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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> really appreciate it!<\/p>\n<p>If you get a minute to check it out, Trupeer turns everyday recordings (walkthroughs, demos, Zoom\/Meet calls) into clean, on-brand docs in minutes. Would love to know what you document most often at Swytchcode: SOPs, product guides, or training docs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> thanks! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I really like the product. Many ai tools try the same thing but words get lost in translation. This is way better.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pretty cool guys! Does it infer intent and context, or is it mostly sequence-based from actions on 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=\"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>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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> appreciate your support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on the launch! Always love to see docs product going alive, especially AI powered<\/div>\n<div class=\"comment-actions\">\n<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\/@sam_chen1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_chen1<\/a> great to know! Do you currently use any doc product currently?<\/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<\/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\/DCLXPB5WFCMO47\" class=\"app-title\">Relay.app Agents<\/a><\/p>\n<div class=\"one-liner\">Build an AI team that works for you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">168<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u8ba9\u975e\u6280\u672f\u7528\u6237\u4e5f\u80fd\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6784\u5efa\u548c\u7ba1\u7406AI\u667a\u80fd\u4f53\u56e2\u961f\uff0c\u5e76\u96c6\u6210\u4e8eGmail\u3001Notion\u7b49\u6570\u767e\u6b3e\u5e94\u7528\uff0c\u4ee5\u81ea\u52a8\u5316\u5904\u7406\u65e5\u5e38\u91cd\u590d\u6027\u5de5\u4f5c\u6d41\u7684\u5e73\u53f0\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\/5cc543cd-ba3d-4560-a658-dde38d142d4e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a34cae2-c67b-4ece-a212-bd1ea7111c49.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/939a4ece-659f-4fff-9517-4eb8515bc89f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8060f07-65a5-4821-9c0e-7f66b594dc47.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/709d928e-95d0-45f9-9b11-b684bae443fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06ae70d3-6c66-4abf-82c6-5f9173740799.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\/5ac93a1d-e3f3-4c8e-87c3-5fb0e698cc4d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=XQt47wxozL8\"><source src=\"https:\/\/www.youtube.com\/watch?v=XQt47wxozL8\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">SaaS\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8a89\u5176\u754c\u9762\u76f4\u89c2\u3001\u8bbe\u7f6e\u5feb\u901f\uff0c\u771f\u6b63\u4e3a\u975e\u6280\u672f\u4eba\u5458\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86AI\u667a\u80fd\u4f53\u4e0d\u53ef\u9760\u3001\u8bbe\u7f6e\u590d\u6742\u7684\u75db\u70b9\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a\u591a\u4e2a\u667a\u80fd\u4f53\u5982\u4f55\u534f\u8c03\u4efb\u52a1\u907f\u514d\u51b2\u7a81\uff0c\u4ee5\u53ca\u6280\u80fd\u5e93\u7684\u5177\u4f53\u5185\u5bb9\u3002\u6709\u7528\u6237\u4ece\u5176\u4ed6\u81ea\u52a8\u5316\u5de5\u5177\u8fc1\u79fb\u800c\u6765\uff0c\u8ba4\u4e3a\u5176UI\u5e02\u573a\u6700\u4f73\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 Relay.app Agents \u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u4ea7\u54c1\u66f4\u65b0\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u201cAI\u667a\u80fd\u4f53\u201d\u6ce1\u6cab\u5316\u5ba3\u4f20\u7684\u4e00\u6b21\u52a1\u5b9e\u53cd\u51fb\u3002\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524d\u5e02\u573a\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u4e00\u8fb9\u662f\u201c\u667a\u80fd\u4f53\u5143\u5e74\u201d\u7684\u5b8f\u5927\u53d9\u4e8b\uff0c\u53e6\u4e00\u8fb9\u662f\u666e\u901a\u7528\u6237\u9762\u5bf9\u590d\u6742\u914d\u7f6e\u3001\u4e0d\u53ef\u9884\u6d4b\u884c\u4e3a\u7684\u632b\u8d25\u611f\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u4f53\u9a8c\u4e0a\u7684\u201c\u964d\u7ef4\u201d\u2014\u2014\u901a\u8fc7\u5c06\u667a\u80fd\u4f53\u62df\u4eba\u5316\uff08\u50cf\u4e0e\u4eba\u534f\u4f5c\u4e00\u6837\u7ed9\u4e88\u6307\u4ee4\u548c\u53cd\u9988\uff09\uff0c\u5e76\u5c06\u590d\u6742\u903b\u8f91\u5c01\u88c5\u4e3a\u53ef\u7406\u89e3\u7684\u201c\u6280\u80fd\u201d\u548c\u5de5\u4f5c\u6d41\uff0c\u5b83\u8bd5\u56fe\u5c06\u667a\u80fd\u4f53\u4ece\u6781\u5ba2\u73a9\u5177\u8f6c\u53d8\u4e3a\u53ef\u9760\u7684\u751f\u4ea7\u529b\u7ec4\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u53ef\u9760\u6027\u201d\u4e0e\u201c\u53ef\u9884\u6d4b\u6027\u201d\u4ecd\u662f\u6700\u5927\u8003\u9a8c\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u591a\u667a\u80fd\u4f53\u534f\u8c03\u7684\u95ee\u9898\u76f4\u6307\u8981\u5bb3\uff1a\u5f53\u591a\u4e2a\u81ea\u4e3b\u4ee3\u7406\u540c\u65f6\u64cd\u4f5c\u540c\u4e00\u5957\u4f01\u4e1a\u6570\u636e\uff08\u5982CRM\u3001\u90ae\u7bb1\uff09\u65f6\uff0c\u5982\u4f55\u786e\u4fdd\u884c\u52a8\u4e00\u81f4\u3001\u907f\u514d\u5faa\u73af\u51b2\u7a81\u6216\u6570\u636e\u635f\u574f\uff1f\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u4ea7\u54c1\u54f2\u5b66\u95ee\u9898\u3002\u76ee\u524d\u5176\u201c\u4eba\u5728\u56de\u8def\u201d\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u867d\u80fd\u63a7\u5236\u9ad8\u98ce\u9669\u64cd\u4f5c\uff0c\u4f46\u4e5f\u53ef\u80fd\u6210\u4e3a\u89c4\u6a21\u5316\u81ea\u52a8\u5316\u7684\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6218\u7565\u4e0a\u770b\uff0c\u5b83\u9009\u62e9\u4e86\u4e00\u6761\u201c\u96c6\u6210\u4f18\u5148\u201d\u7684\u8def\u5f84\uff0c\u6df1\u5ea6\u6346\u7ed1\u4e3b\u6d41SaaS\u5e94\u7528\uff0c\u8fd9\u80fd\u5feb\u901f\u83b7\u53d6\u7528\u6237\u4f46\u4e5f\u53ef\u80fd\u53d7\u5236\u4e8e\u751f\u6001\u3002\u5176\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u7b80\u5316\u4f53\u9a8c\u7684\u540c\u65f6\uff0c\u4e0d\u727a\u7272\u9ad8\u7ea7\u7528\u6237\u6240\u9700\u7684\u7075\u6d3b\u6027\u4e0e\u63a7\u5236\u529b\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u6709\u671b\u6210\u4e3aAI\u65f6\u4ee3\u7684\u201c\u5de5\u4f5c\u6d41\u4e2d\u67a2\u201d\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u529f\u80fd\u7a0d\u5f3a\u7684\u65e0\u4ee3\u7801\u81ea\u52a8\u5316\u5de5\u5177\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u6210\u4e3a\u68c0\u9a8cAI\u667a\u80fd\u4f53\u80fd\u5426\u771f\u6b63\u878d\u5165\u4e3b\u6d41\u5de5\u4f5c\u573a\u666f\u7684\u4e00\u5757\u8bd5\u91d1\u77f3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Relay.app Agents<\/span>\n <\/div>\n<div class=\"comment-content\">Relay.app the easiest way to create a team of AI agents that work for you across Gmail, Notion, HubSpot and hundreds of other apps. Relay.app agents work for you proactively day and night and get better over time.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt,<\/p>\n<p>We\u2019ve just launched a brand new <a href=\"http:\/\/Relay.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Relay.app<\/a>! It\u2019s a totally new way of thinking about AI agents, and it\u2019s going to enable EVERYONE to build their own AI team.<\/p>\n<p>2025 was supposed to be the \u201cyear of the AI agent.\u201d But for many people, it wasn\u2019t. Setting up agents was too hard and technical. Working with agents was too unpredictable and frustrating.<\/p>\n<\/p>\n<p>Here\u2019s what makes AI agents in <a href=\"http:\/\/Relay.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Relay.app<\/a> different:<\/p>\n<ol>\n<li>\n<p><strong>Anyone can create agents<\/strong>. You work with AI agents just like you work with people. You ask your agent to do things for you and give it feedback to get better. No code, JSON, terminal, or MCP needed.<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>Agents are predictable and reliable<\/strong>. You teach your agent skills with simple prompts, and it turns those into easily understandable, consistent workflows. Plus, your agent can keep a human-in-the-loop for anything high stakes. No random actions you can\u2019t explain.<\/p>\n<\/li>\n<\/ol>\n<p>I know these agents actually work because I couldn\u2019t do my job without them. I\u2019m the founder of <a href=\"http:\/\/Relay.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Relay.app<\/a>, but I\u2019m also the sales team, marketing team, support team, HR team, and finance team. My AI agents have handled 26,323 webinar signups, closed the support loop with 2,253 customers, briefed me before 1014 meetings, reviewed 307 partner applications, and much more.<\/p>\n<\/p>\n<p>To start building your own AI team, head over to <a href=\"https:\/\/relay.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/relay.app<\/a> and try it out for free. I can\u2019t wait to hear your feedback.<\/p>\n<p>Jacob<\/p>\n<p>Founder, <a href=\"http:\/\/Relay.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Relay.app<\/a><\/p>\n<p>P.S. As a special thanks to the Product Hunt community, you can use the code <strong>PH2026 <\/strong>at <a href=\"https:\/\/bonus.relay.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/bonus.relay.app<\/a> to get 500 extra monthly AI credits for a full year.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jebank\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jebank<\/a> wooow, love 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\/@jebank\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jebank<\/a> Congrats on the launch Jacob! How do the agents coordinate tasks and avoid conflicting actions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@jebank\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jebank<\/a> congrats on the launch. Is it possible to easily orchestrate multiple agents? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 best product ever. I can’t imagine one day at work without Relay. And it gets better every day.<\/p>\n<p>Amazing work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love to see it! I think this is an incredibly helpful update to spread adoption of AI automations and get people in the right mindset around thinking what to build \ud83d\ude0d <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, <a href=\"https:\/\/www.producthunt.com\/@jebank\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jebank\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jebank<\/a> and team! I love <a href=\"https:\/\/www.producthunt.com\/products\/relay-app\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"relay-app\" target=\"_blank\" rel=\"noopener\">@Relay.app<\/a>. Looking forward to giving the new features a spin! Way to go! <\/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>Huge congrats on the launch \u2014 love how <a href=\"http:\/\/Relay.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Relay.app<\/a> makes reliable AI agents accessible to non-technical teams and plugs into real workflows across tools like Gmail, Notion, and HubSpot.\u200b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Love the product so much<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how honestly this is framed. The gap between AI agents hype and agents that actually work day-to-day is very real. Respect for focusing on reliability and predictability over flashy demos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is the first ‘none-techy’ first implementation of ai agents that i can get behind. makes sense when you see and works when you use it. You’ve done a great job. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool that you can define “skills” each agent has – can you link to list of skills? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Already a fan of <a href=\"https:\/\/www.producthunt.com\/products\/relay-app\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"relay-app\" target=\"_blank\" rel=\"noopener\">@Relay.app<\/a> ! Looking forward to see how this update can further improve my productivity with the help of AI Agents. <br \/>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@jebank\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jebank\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jebank<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Relay is the backbone of my single-person operation!<\/p>\n<\/p>\n<p>Nothing gets past Relay if it has to be in my CRM or in my Slack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Relay has been my agentic automation tool by default in the last few months <\/p>\n<p>Setting up automations and agents was way faster than I expected. The interface is clean, intuitive, and you don’t need to bother engineering to get things running. <\/p>\n<p>The new AI agent update is impressive too. If you haven\u2019t used Relay\u2026 what are you doing?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I went from complicating myself with messy N8N, Relevance, Make workflows… to switching to Relay as my default tool. This is no trivial decision – I used to lead an automation firm & work in an automation company. This is the BEST UI in the market currently to work with, it’ll make your life and work easier. Congrats on the re-launch Jacob & team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the new ability to just prompt to create the workflow! Truly a big time saver.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Beautiful product! Indispensable to my stack! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats to the team! Looking forward to trying this new version out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the new release. Relay is easy to use. Anyone has the potential to create agents. It is backed by a great support team. You also won’t find many organizations that constantly offer educational webinars to help you learn and grow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So excited for this! Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Honestly this is so much better than raw-dogging claude (through OpenClaw or Cowork) to get things done, as the underlying workflows are deterministic (with AI native steps)<\/p>\n<p>Congrats on the launch, and honestly this is clearly the future where AI agents help us as team mates, while being insanely reliable like computers!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K3NB75255FRFHN\" class=\"app-title\">Lightfern for Email<\/a><\/p>\n<div class=\"one-liner\">The telepathic AI writing tool<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">156<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lightfern\u662f\u4e00\u6b3e\u76f4\u63a5\u96c6\u6210\u5728Gmail\u7b49\u90ae\u7bb1\u4e2d\u7684\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u901a\u8fc7\u6df1\u5ea6\u7406\u89e3\u7528\u6237\u4e2a\u4eba\u5199\u4f5c\u98ce\u683c\u548c\u8fc7\u5f80\u90ae\u4ef6\u4e0a\u4e0b\u6587\uff0c\u5b9e\u73b0\u201c\u5fc3\u7075\u611f\u5e94\u201d\u822c\u7684AI\u53e5\u5b50\u8865\u5168\uff0c\u65e8\u5728\u89e3\u51b3\u90ae\u4ef6\u6c9f\u901a\u4e2d\u8017\u65f6\u8d39\u529b\u3001\u96be\u4ee5\u4fdd\u6301\u4e2a\u4eba\u771f\u5b9e\u8bed\u8c03\u548c\u7ec6\u8282\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\/94b825d4-5793-4405-a5a9-517fa2fa8e55.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2cde3131-da0b-49ed-bd29-915f79c549f7.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\/ebc8f6e4-607f-4e1c-bf12-572bef9ae7fd.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\/ed5ade2e-15b1-4c39-a377-a67de74f8f1f.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\/c50c5490-50e7-4c83-9392-177830194c97.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\/275918f2-1d14-4e96-b5f1-25c0b4538bee.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\/285f678b-f588-4534-9144-61bf54731326.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\/1931849d-5059-444a-9458-930b09af81c9.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\/ca00e610-9cb2-427a-ad02-7d89ef6e3e5a.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\">Email<\/span><br \/>\n <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5199\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8865\u5168<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">Gmail\u63d2\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8a89\u5176\u201c\u5fc3\u7075\u611f\u5e94\u201d\u822c\u7684\u7cbe\u51c6\u8865\u5168\u3001\u65e0\u7f1d\u96c6\u6210\u4f53\u9a8c\u548c\u751f\u4ea7\u529b\u63d0\u5347\uff0c\u5c24\u5176\u6b23\u8d4f\u5176\u5bf9\u4e2a\u4eba\u98ce\u683c\u3001\u7ec6\u8282\u548c\u591a\u8bed\u8a00\u7684\u652f\u6301\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u5bf9\u6570\u636e\u9690\u79c1\u653f\u7b56\u7684\u80af\u5b9a\uff0c\u5bf9\u201cCursor for email\u201d\u7406\u5ff5\u7684\u8ba4\u540c\uff0c\u4ee5\u53ca\u8be2\u95ee\u5982\u4f55\u5e73\u8861\u8fd1\u671f\u4e0a\u4e0b\u6587\u4e0e\u957f\u671f\u5199\u4f5c\u98ce\u683c\u3002\u90e8\u5206\u7528\u6237\u8ba4\u4e3a\u5176\u51cf\u5c11\u4e86\u90ae\u4ef6\u7126\u8651\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Lightfern\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u90ae\u7bb1\u201c\u81ea\u52a8\u8865\u5168\u201d\u3002\u5b83\u5207\u5165\u7684\u662fAI\u8f85\u52a9\u5199\u4f5c\u4e2d\u6700\u987d\u56fa\u7684\u75db\u70b9\uff1a\u4e2a\u6027\u5316\u4e0e\u771f\u5b9e\u6027\u3002\u5f53\u524d\u591a\u6570AI\u5199\u4f5c\u5de5\u5177\u81f4\u529b\u4e8e\u4ea7\u51fa\u201c\u6b63\u786e\u4f46\u5e73\u5eb8\u201d\u7684\u6587\u672c\uff0c\u800cLightfern\u8bd5\u56fe\u6210\u4e3a\u7528\u6237\u7684\u201c\u6570\u5b57\u5199\u4f5c\u5206\u8eab\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201d\u7684\u6df1\u5ea6\u2014\u2014\u4e0d\u4ec5\u6293\u53d6\u90ae\u4ef6\u7ebf\u7a0b\u4e2d\u7684\u663e\u6027\u4fe1\u606f\uff0c\u66f4\u8bd5\u56fe\u5b66\u4e60\u7528\u6237\u72ec\u6709\u7684\u6635\u79f0\u3001\u7ed3\u675f\u8bed\u3001\u8bed\u8a00\u8282\u594f\u7b49\u9690\u6027\u6a21\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u96f6\u6570\u636e\u4fdd\u7559\u201d\u4f5c\u4e3a\u9ed8\u8ba4\u8bbe\u7f6e\uff0c\u662f\u5176\u5728\u9690\u79c1\u7ea2\u6d77\u4e2d\u6253\u51fa\u7684\u4e00\u5f20\u5173\u952e\u4fe1\u4efb\u724c\uff0c\u5c24\u5176\u9488\u5bf9\u4f01\u4e1a\u7528\u6237\u548c\u9690\u79c1\u654f\u611f\u4eba\u7fa4\u3002\u7136\u800c\uff0c\u8fd9\u4e0e\u5176\u9700\u8981\u6df1\u5ea6\u5904\u7406\u7528\u6237\u6570\u636e\u4ee5\u63d0\u4f9b\u7cbe\u51c6\u670d\u52a1\u7684\u6a21\u5f0f\u5b58\u5728\u5185\u5728\u5f20\u529b\u3002\u56e2\u961f\u5f3a\u8c03\u201c\u5904\u7406\u4f46\u4e0d\u5b58\u50a8\u201d\uff0c\u5982\u4f55\u5728\u6280\u672f\u4e0a\u5b8c\u7f8e\u5151\u73b0\u6b64\u627f\u8bfa\uff0c\u5e76\u8ba9\u7528\u6237\u611f\u77e5\u5230\u8fd9\u79cd\u5b89\u5168\uff0c\u5c06\u662f\u6301\u7eed\u7684\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201c\u6210\u763e\u6027\u201d\u548c\u201c\u79bb\u7ebf\u5373\u611f\u865a\u5f31\u201d\u7684\u7528\u6237\u53cd\u9988\uff0c\u63ed\u793a\u4e86\u4ea7\u54c1\u5df2\u521d\u6b65\u6784\u5efa\u8d77\u771f\u6b63\u7684\u4f7f\u7528\u7c98\u6027\uff0c\u800c\u975e\u5671\u5934\u3002\u8fd9\u6807\u5fd7\u7740\u5de5\u5177\u5411\u201c\u5fc5\u5907\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u6f14\u8fdb\u3002\u4f46\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u573a\u666f\u76ee\u524d\u7262\u7262\u9501\u5b9a\u5728\u90ae\u7bb1\u5185\uff0c\u6a21\u578b\u5bf9\u4e2a\u4eba\u98ce\u683c\u7684\u201c\u5b66\u4e60\u201d\u5e7f\u5ea6\u4e0e\u6df1\u5ea6\uff0c\u4ee5\u53ca\u5982\u4f55\u907f\u514d\u9677\u5165\u201c\u56de\u97f3\u58c1\u201d\u6548\u5e94\uff08\u4e0d\u65ad\u5f3a\u5316\u7528\u6237\u73b0\u6709\u6a21\u5f0f\u800c\u5931\u53bb\u4f18\u5316\u7a7a\u95f4\uff09\uff0c\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u60ca\u8273\u7684\u52a9\u624b\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u4f19\u4f34\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cLightfern\u662f\u5728\u535a\u5f08\u4e00\u4e2a\u672a\u6765\uff1a\u5f53AI\u80fd\u5b8c\u7f8e\u6a21\u4eff\u4e2a\u4eba\u98ce\u683c\u65f6\uff0c\u6c9f\u901a\u662f\u53d8\u5f97\u66f4\u9ad8\u6548\u771f\u8bda\uff0c\u8fd8\u662f\u52a0\u5267\u4e86\u67d0\u79cd\u201c\u771f\u5b9e\u6027\u8868\u6f14\u201d\uff1f\u5b83\u76ee\u524d\u7ed9\u51fa\u4e86\u4e00\u4e2a\u504f\u5411\u4e50\u89c2\u7684\u89e3\u51b3\u65b9\u6848\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Lightfern for Email<\/span>\n <\/div>\n<div class=\"comment-content\">Finish thoughts before fingers hit keys. Working directly in your inbox as a browser extension, Lightfern nails the details that make emails feel like you – nicknames, sign-offs, your tone of voice – and pulls context from past threads to finish sentences the way you would. All with zero data retention by default.<\/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 Doug – I was OpenAI\u2019s first hire in London but left to co-found Lightfern.<\/p>\n<\/p>\n<p><strong>The problem:<\/strong><\/p>\n<p>AI-driven communication isn\u2019t authentic.<br \/>You want to communicate clearly and thoughtfully. <\/p>\n<p>But wording your thoughts is time-consuming.<\/p>\n<\/p>\n<p><strong>Lightfern is the telepathic AI writing tool.<\/strong> We started with a simple idea: <strong>Cursor, but for email.<\/strong> Today, we\u2019re rolling out public availability for Gmail users via our browser extension.<\/p>\n<ul>\n<li>\n<p><strong>Finish thoughts before fingers hit keys.<\/strong> Lightfern nails the details that make emails feel like you – nicknames, sign-offs, your usual tone – and pulls context from past threads to finish your sentences the way you would.<\/p>\n<\/li>\n<li>\n<p><strong>Build stronger relationships.<\/strong> Lightfern keeps you thoughtful, whether it\u2019s remembering your VC\u2019s ski trip to Switzerland or a long-forgotten invoice number.<\/p>\n<\/li>\n<li>\n<p><strong>Redraft and edit without ever leaving the page. <\/strong>Chat with AI that already has full context.<\/p>\n<\/li>\n<\/ul>\n<p>All this with zero data retention by default.<\/p>\n<\/p>\n<p>Lightfern is the best autocomplete model in the world. Nothing else comes close in contextual awareness or speed.<\/p>\n<\/p>\n<p>\ud83e\udeb4 <strong>Install now for unlimited free access during our beta: <\/strong><a href=\"https:\/\/lightfern.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/lightfern.com\/<\/a>.<\/p>\n<p>We\u2019ll be here all day to answer your questions and hear your thoughts, so please reach out and say hi \ud83d\ude42<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dougli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dougli<\/a> love that you left OpenAI to take on this massive challenge and super impressed by what you have already built!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@dougli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dougli<\/a> Congrats on the launch! What\u2019s the first moment users realize it\u2019s truly \u2018telepathic\u2019?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dougli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dougli<\/a> Congrats on the Gmail rollout! Curious to see how users adapt to writing with full context like this. Definitely feels like a big shift in daily communication. Also curious, what\u2019s been the most surprising feedback since the Gmail 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>Lightfern for Email is probably the closest you’re going to get to telepathy until Neuralink is out and available for general purpose use cases.<\/p>\n<\/p>\n<p>Therefore \u2014 until then, you really have to try Lightfern to <em>get it<\/em>.<\/p>\n<\/p>\n<p>Simply <a href=\"https:\/\/chromewebstore.google.com\/detail\/lightfern-ai-email\/igfiflklifjpodfnojpieipbfjlbigpc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">install the Chrome Extension<\/a>, grant access to Gmail and Calendar (your data isn’t stored unless you agree to it), and then go compose an email in Gmail or Outlook on the web and be amazed.<\/p>\n<\/p>\n<p>Here’s what I love about this: the <a href=\"https:\/\/www.youtube.com\/watch?v=mFkC3F0lmjA\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">QWERTY keyboard was designed to slow down MECHANICAL TYPISTS<\/a>.<\/p>\n<\/p>\n<p>We’re still suffering from that design \u2014 when we could shorten the distance between what we intend to communicate and what actually ends up on the screen.<\/p>\n<\/p>\n<p>And that’s what Lightfern is all about: helping you express yourself authentically \u2014 <em>telepathically!<\/em> \u2014 so you can get across what you really mean with integrity and clarity.<\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> We’re delighted to have you as our Hunter!<\/p>\n<\/p>\n<p>One clarification on data processing — we do process remotely (big GPUs needed to power the models), but we never store your data or train on it without consent.<\/p>\n<\/p>\n<p>Here’s to telepathic communication \ud83d\ude42<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> fully agree! been using for the past 6 weeks and it is insanely good<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> finally an ai tool in the email space that isn’t just a gimmick but delivers real impact <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey all,<\/p>\n<p>I’m Matt, one of the co-founders of Lightfern<\/p>\n<p>I spent years as a researcher in medtech, so privacy has always been at the heart of what I build. One of the reasons we have a zero data retention policy as default. Developing this model was technically challenging and super fun for me so I hope you like it!<\/p>\n<p>We built Lightfern because we were tired of AI writing tools that are optimised for the mean. Lightfern actually learns your style – how you write, your rhythm, the way you talk.<\/p>\n<p>Try it and let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using lightfern since it launched in beta. Doug, Matt and Marcus, its impressive what you’ve built. This is truly the closest to telepathy I’ve experienced. I love that it lives within gmail and doesn’t add any noise to my tool stack. Its been a true productivity boost and makes replying to emails addictive \ud83d\ude80 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luissa_schemuth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luissa_schemuth<\/a> Thanks Luissa! You’re right – I never would have thought replying to emails could be this addictive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luissa_schemuth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luissa_schemuth<\/a> Totally agreed!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@luissa_schemuth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luissa_schemuth<\/a> I second this \u2013 Luissa is spot on. The way it integrates directly into Gmail is a total game-changer and it keeps my workflow so clean. Huge kudos to Doug, Matt, and Marcus for making the inbox experience so seamless!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello! Marcus here, co-founder at Lightfern.<\/p>\n<\/p>\n<p>Super excited to hear any and all feedback from everyone! We\u2019re all very keen to build a product for you.<\/p>\n<p>Happy to answer any questions on the technical aspects of Lightfern too. I love a good discussion!<\/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 been using it since early private beta. I tried any sort of email automation to auto draft, nothing truly saved me time like Lightfern. I love that it knows my style, but also gives me control to edit and rephrase.<\/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\/@osmanio2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osmanio2<\/a>  Thanks for the kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Over the moon to have worked on this! As a former journalist, the power of high-quality, expressive writing cannot be understated. <\/p>\n<\/p>\n<p>In the past, I’ve had to navigate writing my novel outside of my life and work in tech. I’m grateful to now combine my two worlds alongside such a talented technical team.<\/p>\n<\/p>\n<p>Can’t wait to see what the future of communication looks like next!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey \ud83d\udc4b I’m Jacek, a Founding Engineer at Lightfern.<\/p>\n<\/p>\n<p>I’ve spent most of my career in startups, which is why I’m especially excited to be here – building and shipping things end to end with a small, focused team. I’m responsible for product delivery across the stack, so if you’ve got any questions (technical or not), I’m very happy to answer.<\/p>\n<\/p>\n<p>What I love about Lightfern is that it’s always there when you’re stuck – whether that’s wording, simplifying an over-complicated sentence, or just getting unstuck.<\/p>\n<\/p>\n<p>So, please try it out and share your thoughts \ud83e\udd17<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>TLDR I used Lightfern since alpha, and it’s reduced my inbox anxiety by 80%<\/strong><\/p>\n<p><strong>LightFern makes writing in Gmail feel effortless and \u201csafer,\u201d<\/strong> especially when you write in multiple languages (English and French for me). <strong>The autocomplete is genuinely context-aware<\/strong>: it remembers subtle personal details (who someone is, what you called something last time, your weird turns of phrase) and can even fill in relationship context (e.g., \u201cJohn\u2026 CEO of CompanyZ\u201d popping in automatically). The multilingual handling is a standout\u2014smooth switches between English, French, and frenglish, with far fewer awkward failures than most tools (French slightly less strong than English, but still very usable). You don\u2019t even need to hit Tab constantly; <strong>the comfort of having a good suggestion sitting there is weirdly satisfying<\/strong>, and for non-native English (and if you\u2019re a bit shy) <strong>full autocomplete reduces anxiety by helping you land the right phrasing faster.<\/strong> The strongest proof is behavioral: you actually use it daily, and you feel noticeably weaker when you\u2019re accidentally logged out (\u201coops, let\u2019s log in\u201d). <\/p>\n<p>It is so good that I’m starting to use Gmail as a lightweight notetaker because it supports continuous writing, not just post-hoc summaries.<\/p>\n<p><\/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\/@marie_brayer_ftw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marie_brayer_ftw<\/a> <\/p>\n<p>“It is so good that I’m starting to use Gmail as a lightweight notetaker” hahaha I do this too! We’re working on getting this working in other places, can’t wait to release new features for you to try.<\/p>\n<p>Thank you for being such an early tester! We couldn’t have done this without you \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>Tried it out as an early release – the UX and general polish is great, and the team behind Lightfern are a really talented and focused group of people. I look forward to continuing to see Lightfern grow and flourish \ud83c\udf31<\/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\/@jesperht\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jesperht<\/a> Thanks Jesper. Always 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>Congrats on the launch. Authenticity in AI communication is a hard problem, and it\u2019s refreshing to see it addressed head-on instead of optimizing for generic better writing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kevan_williams\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevan_williams<\/a> Thanks Kevan! Really appreciate the feedback. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kevan_williams\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevan_williams<\/a> Thank you – really appreciate that. Authenticity is exactly the hard part we cared most about. We\u2019re trying to build something that supports how people already communicate, rather than replacing it with a \u201cbetter\u201d but generic version. Feedback like this genuinely means a lot to us \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>Cursor for email analogy is perfect! I love the focus on personalisation, we are actually building a personalised product ourselves, so I’m a believer that personalisation is king in this space. How does Lightfern handle the balance between using past thread context and the user\u2019s global writing style? Does it prioritize recent interactions, or does it build a long-term tone of voice profile?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Thanks Anna for the kind words! I agree – personalisation is important.<\/p>\n<p>We have mechanisms to balance past thread context with the user\u2019s global writing style. Both approaches are valid; what matters is having the most accurate, up-to-date version of the user\u2019s style and feeding it to the AI at the right time. Context engineering is central to our product, and we\u2019re focused on making it correct and reliable for our users.<\/p>\n<p>Can’t wait to see what you’ve been working on \ud83d\udc40 Fingers crossed for your product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80 Love this telepathic, in\u2011inbox email copilot with zero data retention.<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thank you Zeiki! Glad that this resonates with you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@gastlich\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gastlich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gastlich<\/a> <a href=\"https:\/\/www.producthunt.com\/@mleelightfern\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mleelightfern\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mleelightfern<\/a> <a href=\"https:\/\/www.producthunt.com\/@dougli\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dougli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dougli<\/a> \ud83d\udc4f<br \/>I loved the idea of \u201cCursor for email,\u201d especially the focus on personal tone and context. W<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mleelightfern\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mleelightfern<\/a>  <a href=\"https:\/\/www.producthunt.com\/@dougli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dougli<\/a>  <a href=\"https:\/\/www.producthunt.com\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> Thanks for the kind words \ud83d\ude47\u200d\u2642\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Lightfern since its Beta and I just love the context it has on my calendar and previous e-mails.. and all these details pop up just at the right time! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@linh_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linh_s<\/a> Thanks for helping us test out Lightfern! Really appreciate all the feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Positioning this as Cursor for email with deep thread context and personal tone is compelling. How does Lightfern balance pulling in rich historical context with avoiding overreach, especially so suggestions feel helpful and accurate without surfacing details that might no longer be relevant or appropriate in a given conversation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/UO6MJRWPPRDV73\" class=\"app-title\">Grok Imagine 1.0<\/a><\/p>\n<div class=\"one-liner\">It\u2019s never been easier to bring your ideas to life.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">146<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Grok Imagine 1.0\u662f\u4e00\u6b3eAI\u89c6\u9891\u751f\u6210\u4e0e\u7f16\u8f91\u5e73\u53f0\uff0c\u901a\u8fc7\u6587\u672c\u3001\u56fe\u50cf\u6216\u73b0\u6709\u7d20\u6750\u5feb\u901f\u751f\u6210\u9ad8\u8d28\u91cf\u77ed\u7247\uff0c\u89e3\u51b3\u4e86\u521b\u610f\u5de5\u4f5c\u8005\u5728\u6545\u4e8b\u677f\u5236\u4f5c\u3001\u6982\u5ff5\u6d4b\u8bd5\u548c\u8425\u9500\u5185\u5bb9\u5feb\u901f\u539f\u578b\u521b\u4f5c\u4e2d\u8017\u65f6\u8017\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/838c7116-b7a4-496f-a7c4-02f0913d1cc2.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\/68002452-da27-4293-8e23-5a897c49d0c9.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\/9b52f764-d051-4739-8b86-b465f6aa7195.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">API\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7d20\u6750<\/span><br \/>\n <span class=\"tag\">\u6545\u4e8b\u677f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5bf9\u89c6\u9891\u8d28\u91cf\u3001\u8fd0\u52a8\u8fde\u7eed\u6027\u548c\u573a\u666f\u63a7\u5236\u63d0\u5347\u8868\u793a\u5174\u594b\uff0c\u8ba4\u4e3a\u5176\u4ece\u6f14\u793a\u54c1\u8f6c\u5411\u5b9e\u7528\u5de5\u5177\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1aAI\u5904\u7406\u6a21\u7cca\u6982\u5ff5\u7684\u903b\u8f91\u3001\u64cd\u4f5c\u662f\u81ea\u52a8\u8fd8\u662f\u5206\u6b65\u5f15\u5bfc\uff0c\u4ee5\u53caAPI\u662f\u5426\u652f\u6301\u6279\u91cf\u5904\u7406\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Grok Imagine 1.0\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u7b80\u5355\u7684\u7248\u672c\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662fxAI\u5728\u201c\u5b9e\u7528\u6027\u201d\u5c42\u9762\u5bf9AI\u89c6\u9891\u8d5b\u9053\u7684\u4e00\u6b21\u7cbe\u51c6\u5361\u4f4d\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u5f3a\u8c03\u7684\u201c\u5ef6\u8fdf\u3001\u6210\u672c\u6548\u76ca\u3001720p 10\u79d2\u89c6\u9891\u201d\uff0c\u770b\u4f3c\u662f\u6280\u672f\u53c2\u6570\u7684\u7f57\u5217\uff0c\u5b9e\u5219\u76f4\u6307\u5f53\u524dAI\u89c6\u9891\u5546\u4e1a\u5316\u5e94\u7528\u7684\u6838\u5fc3\u74f6\u9888\uff1a\u8d28\u91cf\u4e0d\u7a33\u5b9a\u3001\u751f\u6210\u6210\u672c\u9ad8\u3001\u65f6\u957f\u8fc7\u77ed\u5bfc\u81f4\u53d9\u4e8b\u7834\u788e\u3002xAI\u6b64\u756a\u5347\u7ea7\uff0c\u5c24\u5176\u662f\u5bf9\u8fd0\u52a8\u8fde\u7eed\u6027\u548c\u89c6\u89c9\u4e00\u81f4\u6027\u7684\u4f18\u5316\uff0c\u6b63\u662f\u8bd5\u56fe\u7f1d\u5408\u8fd9\u4e9b\u88c2\u75d5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u91ce\u5fc3\u6216\u8bb8\u9690\u85cf\u5728\u201c\u7edf\u4e00API\u201d\u548c\u201c\u7aef\u5230\u7aef\u521b\u4f5c\u7f16\u8f91\u201d\u4e4b\u4e2d\u3002\u8fd9\u6807\u5fd7\u7740\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u505a\u4e00\u4e2a\u70ab\u6280\u7684\u73a9\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u5d4c\u5165\u73b0\u6709\u5de5\u4f5c\u6d41\u7684\u5e95\u5c42\u5f15\u64ce\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6279\u91cf\u5904\u7406\u5e7f\u544a\u201d\u7684\u8be2\u95ee\uff0c\u6070\u6070\u5370\u8bc1\u4e86\u5e02\u573a\u5bf9\u751f\u4ea7\u7ea7\u5de5\u5177\uff0c\u800c\u975e\u5b64\u7acb\u6f14\u793a\u5de5\u5177\u7684\u6e34\u6c42\u3002\u5f53\u524dAI\u89c6\u9891\u9886\u57df\u7684\u7ade\u4e89\uff0c\u5df2\u4ece\u201c\u80fd\u5426\u751f\u6210\u201d\u8fc7\u6e21\u5230\u201c\u80fd\u5426\u7a33\u5b9a\u3001\u9ad8\u6548\u3001\u4f4e\u6210\u672c\u5730\u96c6\u6210\u5230\u751f\u4ea7\u7ba1\u7ebf\u4e2d\u201d\u3002Grok Imagine\u6b64\u4e3e\uff0c\u6b63\u662f\u5411Adobe\u7b49\u4f20\u7edf\u5185\u5bb9\u751f\u4ea7\u5de8\u5934\uff0c\u4ee5\u53caRunway\u7b49AI\u539f\u751f\u5e94\u7528\uff0c\u540c\u65f6\u53d1\u8d77\u7684\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9690\u5fe7\u540c\u6837\u5b58\u5728\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5982\u4f55\u5904\u7406\u62bd\u8c61\u6982\u5ff5\u201d\u7684\u63d0\u95ee\uff0c\u89e6\u53ca\u4e86\u5f53\u524d\u6269\u6563\u6a21\u578b\u7684\u7406\u89e3\u5929\u82b1\u677f\u300210\u79d2\u65f6\u957f\u5728\u8425\u9500\u548c\u6545\u4e8b\u677f\u4e2d\u867d\u5177\u5b9e\u7528\u6027\uff0c\u4f46\u79bb\u771f\u6b63\u7684\u77ed\u7247\u521b\u4f5c\u4ecd\u6709\u8ddd\u79bb\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\u6307\u6807\u7684\u4f18\u52a3\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176API\u7684\u6613\u7528\u6027\u3001\u751f\u6001\u6784\u5efa\u80fd\u529b\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u521b\u610f\u53ef\u63a7\u6027\u201d\u4e0e\u201c\u81ea\u52a8\u5316\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u771f\u6b63\u8ba9\u521b\u4f5c\u8005\uff0c\u800c\u975e\u6280\u672f\u7231\u597d\u8005\uff0c\u6210\u4e3a\u6838\u5fc3\u7528\u6237\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Grok Imagine 1.0<\/span>\n <\/div>\n<div class=\"comment-content\">xAI launches Grok Imagine 1.0, a major upgrade to its AI video generation platform. The release improves video quality, latency, and cost efficiency, supports up to 10s 720p videos with better audio, and adds advanced motion and visual continuity. A new unified API enables end-to-end video creation and editing from text, images, or existing footage.<\/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>Excited to share Grok Imagine 1.0 by xAI. You can turn text or images into short cinematic videos, animate characters, add or swap objects, change scenes (daylight, fog, winter, sunset), restyle existing footage, and even convert sketches into animations.<\/p>\n<p> It also ships with a unified API for fast, end-to-end video creation and editing. Curious to hear what you\u2019ll build with it<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> My first output: <a href=\"https:\/\/grok.com\/imagine\/post\/025c2978-d993-4c5c-af42-9a1aebf2ffec?source=post-page&platform=web\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/grok.com\/imagine\/post\/025c2978-d993-4c5c-af42-9a1aebf2ffec?source=post-page&platform=web<\/a> \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Congrats on the launch Alex! Brilliant for creatives and a fun for turning ideas into reality. Does Grok Imagine generate outputs fully automatically, or guide users step by step? How does the AI handle vague or abstract ideas?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80 <a href=\"http:\/\/Grok.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Grok.com<\/a> makes frontier, real\u2011time AI delightfully accessible for curious builders.<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The jump in motion continuity and scene control is impressive \u2014 this feels less like \u201cAI video demo\u201d and more like a practical tool for rapid storyboarding and concept tests. I want to see, how creators will push this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will try it out right now, but finally something that I will really use for my paid subscription \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>10 seconds of cinematic video from a sketch? My creative team is either going to love this or start looking for new hobbies!) Jk, It\u2019s a massive leap for fast-paced marketing. Does the API allow for batch processing if we want to restyle a whole series of ads at once?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/BNZICYUBHOHPAS\" class=\"app-title\">Logo Link by Brand.dev<\/a><\/p>\n<div class=\"one-liner\"> Display any company logo with a single URL. No API needed.<\/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>\u4e00\u6b3e\u63d0\u4f9b\u96f6\u96c6\u6210\u95e8\u69db\u7684Logo\u663e\u793aURL\u670d\u52a1\uff0c\u901a\u8fc7\u5728\u7f51\u7ad9\u4e2d\u76f4\u63a5\u5d4c\u5165\u4e13\u7528\u56fe\u7247\u94fe\u63a5\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u4eea\u8868\u76d8\u3001\u4ea4\u6613\u8bb0\u5f55\u7b49\u5ba2\u6237\u754c\u9762\u4e2d\u9ad8\u6548\u3001\u7a33\u5b9a\u5c55\u793a\u516c\u53f8Logo\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\/1c8fc4ce-d441-458b-8352-3d4c8ee14d08.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6517542-cb1f-4821-8bd2-2eb66f61d90b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ab16c71-36e3-4446-99e5-9031386f50d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa3dd621-b455-4ac4-9798-5c396e6b1767.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\">API<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u54c1\u724c\u6570\u636e<\/span><br \/>\n <span class=\"tag\">Logo\u663e\u793a<\/span><br \/>\n <span class=\"tag\">\u65e0API\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">CDN\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u5373\u63d2\u5373\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u79f0\u8d5e\u4ea7\u54c1\u7684\u7b80\u6d01\u548c\u5b9e\u7528\u6027\u3002\u521b\u59cb\u4eba\u56de\u590d\u79ef\u6781\uff0c\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u5546\u6807\u6743\u4e0e\u4f7f\u7528\u6743\u9650\u7684\u7ba1\u7406\uff0c\u521b\u59cb\u4eba\u5c1a\u672a\u5728\u8bc4\u8bba\u4e2d\u7ed9\u51fa\u5177\u4f53\u89e3\u51b3\u65b9\u6848\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 Logo Link\u7684\u672c\u8d28\uff0c\u662f\u5c06\u590d\u6742\u7684\u54c1\u724c\u6570\u636eAPI\u7b80\u5316\u4e3a\u4e00\u4e2a\u9759\u6001\u8d44\u6e90CDN\u670d\u52a1\uff0c\u8fd9\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\u5b83\u6d1e\u5bdf\u5230\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u591a\u6570\u7528\u6237\u53ea\u9700\u201c\u663e\u793a\u201dLogo\uff0c\u800c\u975e\u201c\u5904\u7406\u201d\u54c1\u724c\u6570\u636e\u3002\u4ea7\u54c1\u901a\u8fc7\u4e00\u4e2a\u6c38\u4e0d\u8fc7\u671f\u7684URL\uff0c\u5c06API\u7684\u5b9e\u65f6\u6027\u3001\u7ef4\u62a4\u6210\u672c\u4e0e\u5408\u89c4\u98ce\u9669\u5168\u90e8\u8f6c\u5ac1\u56de\u670d\u52a1\u5546\u81ea\u8eab\uff0c\u7528\u6237\u5219\u83b7\u5f97\u4e86\u8fd1\u4e4e\u96f6\u6210\u672c\u7684\u4fbf\u5229\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u5c01\u88c5\u590d\u6742\u6027\u201d\u3002\u5b83\u7528\u6700\u4f20\u7edf\u7684<img>\u6807\u7b7e\uff0c\u89e3\u51b3\u4e86Logo\u6765\u6e90\u4e0d\u4e00\u3001\u5c3a\u5bf8\u6df7\u4e71\u3001\u66f4\u65b0\u5ef6\u8fdf\u7b49\u7410\u788e\u4f46\u8017\u65f6\u7684\u5de5\u7a0b\u95ee\u9898\u3002\u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5b58\u5728\u9690\u5fe7\uff1a\u4f5c\u4e3aAPI\u4ea7\u54c1\u7684\u9644\u5c5e\u529f\u80fd\uff0c\u5b83\u53ef\u80fd\u524a\u5f31\u5176\u6838\u5fc3API\u7684\u5438\u5f15\u529b\uff0c\u5c06\u9ad8\u4ef7\u503c\u5ba2\u6237\u5bfc\u5411\u5ec9\u4ef7\u7b80\u5355\u7684\u89e3\u51b3\u65b9\u6848\u3002\u540c\u65f6\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5546\u6807\u6743\u9650\u7684\u8d28\u7591\u76f4\u51fb\u547d\u95e8\u2014\u2014\u8fd9\u5e76\u975e\u5355\u7eaf\u6280\u672f\u95ee\u9898\uff0c\u800c\u662f\u6cd5\u5f8b\u4e0e\u5408\u89c4\u7684\u6df1\u6c34\u533a\u3002\u82e5\u65e0\u6cd5\u6784\u5efa\u575a\u5b9e\u7684\u6388\u6743\u58c1\u5792\u6216\u6e05\u6670\u7684\u6743\u8d23\u754c\u5b9a\uff0c\u8be5\u670d\u52a1\u5728\u9762\u4e34\u5927\u89c4\u6a21\u5546\u7528\u6216\u7248\u6743\u8bc9\u8bbc\u65f6\uff0c\u53ef\u80fd\u4ece\u201c\u4fbf\u5229\u5de5\u5177\u201d\u53d8\u4e3a\u201c\u98ce\u9669\u6e90\u5934\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u4ea7\u54c1\u601d\u7ef4\u6848\u4f8b\uff0c\u7528\u6781\u7b80\u65b9\u6848\u64ac\u52a8\u5e7f\u6cdb\u9700\u6c42\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u6216\u4f53\u9a8c\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u80cc\u540e\u54c1\u724c\u6570\u636e\u6c60\u7684\u5e7f\u5ea6\u3001\u66f4\u65b0\u901f\u5ea6\uff0c\u4ee5\u53ca\u6700\u4e3a\u5173\u952e\u7684\u3001\u5904\u7406\u77e5\u8bc6\u4ea7\u6743\u6cd5\u5f8b\u98ce\u9669\u7684\u80fd\u529b\u3002\u5b83\u662f\u5728\u5200\u950b\u4e0a\u8df3\u821e\uff0c\u4f18\u96c5\uff0c\u4f46\u4e5f\u5371\u9669\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\">Logo Link by Brand.dev<\/span>\n <\/div>\n<div class=\"comment-content\">Brand.dev is a brand data API used by 5,000+ companies. Our customers kept asking for a simpler way to display logos in client-facing UIs without the overhead of API calls. Logo Link is the answer, optimized for high-volume reads via a global CDN.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Yahia, founder of <a href=\"http:\/\/Brand.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Brand.dev<\/a>.<\/p>\n<p>We’ve been running our brand data API for a while, and one request kept coming up: “I just need to show a logo, can’t I just use an img tag?”<\/p>\n<p>So we built LogoLink: a drop-in logo URL you can use directly on your website. No API integration, just an img src that works.<\/p>\n<p>Perfect for dashboards, transaction feeds, CRM lists, directory pages, anywhere you need a logo to just show up.<\/p>\n<p><strong>How it works:<\/strong> The logo loads from our CDN, always up-to-date. If you’ve used Clearbit’s logo API, this is a direct replacement.<\/p>\n<p><strong>Pricing:<\/strong> LogoLink credits are included in all <a href=\"http:\/\/Brand.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Brand.dev<\/a> plans (free tier available), tracked separately from API usage.<\/p>\n<p>This isn’t meant to replace our full API, if you need to store logos, extract colors, get fonts, or build brand kits, that’s what <a href=\"http:\/\/Brand.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Brand.dev<\/a> is for. LogoLink is just for zero-friction display.<\/p>\n<\/p>\n<p>Would love your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yahia_bakour3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yahia_bakour3<\/a> Great product Yahia! Congrats on the launch. How do you manage permissions or trademark 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this \u2014 <a href=\"http:\/\/Brand.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Brand.dev<\/a> makes brand data and logos feel instantly usable in any product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome product \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ltatis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ltatis<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Loving this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@polnikale\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polnikale<\/a> appreciate you as always man<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome! Love seeing you ship so fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tomaslau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomaslau<\/a> Thank you, great to see you here as well \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZWJGBGTUZHDP5L\" class=\"app-title\">Heuris<\/a><\/p>\n<div class=\"one-liner\">Claude meets Wikipedia, for curious people<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">123<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Heuris\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u77e5\u8bc6\u63a2\u7d22\u5e94\u7528\uff0c\u901a\u8fc7\u6301\u7eed\u3001\u5173\u8054\u7684\u5bf9\u8bdd\u548c\u4e2a\u6027\u5316\u63a8\u8350\uff0c\u4e3a\u559c\u6b22\u5728ChatGPT\u6216\u7ef4\u57fa\u767e\u79d1\u201c\u94bb\u725b\u89d2\u5c16\u201d\u5f0f\u5b66\u4e60\u3001\u4f46\u82e6\u4e8e\u4fe1\u606f\u788e\u7247\u5316\u548c\u7f3a\u4e4f\u5f15\u5bfc\u7684\u6c42\u77e5\u8005\uff0c\u63d0\u4f9b\u7ed3\u6784\u5316\u7684\u6c89\u6d78\u5f0f\u5b66\u4e60\u4f53\u9a8c\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\/781c4526-b9b1-4bdf-8532-a865b41f3069.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46713fa0-fa4b-46be-acae-a5f3926f4385.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/434628be-694c-42e8-8fe4-63e998fad998.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7fe196e3-b166-480f-808e-a7fb06b1f82b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79157930-4e83-4393-9928-75439c19f884.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b1c8b2d-75cf-49e4-bb41-8a07a90131e6.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\">iOS<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b66\u4e60\u4f34\u4fa3<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u77e5\u8bc6\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u901a\u8bc6\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u597d\u5947\u5fc3\u63a2\u7d22<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u7ec8\u8eab\u5b66\u4e60\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3AI\u804a\u5929\u5b66\u4e60\u201c\u5b64\u7acb\u6027\u201d\u75db\u70b9\u7684\u601d\u8def\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5185\u5bb9\u6765\u6e90\u4e0e\u5f15\u7528\u673a\u5236\uff08\u5982\u4e0e\u7ef4\u57fa\u767e\u79d1\u7684\u5b9e\u9645\u6574\u5408\u3001\u5f15\u6587\u53ef\u9760\u6027\uff09\u3001\u63a8\u8350\u7b97\u6cd5\u7684\u5177\u4f53\u903b\u8f91\uff08\u5982\u4f55\u4fdd\u6301\u8bdd\u9898\u6301\u7eed\u76f8\u5173\u6027\uff09\uff0c\u4ee5\u53ca\u4ea7\u54c1\u6253\u78e8\uff08\u5982\u5f15\u5bfc\u6d41\u7a0b\uff09\u7b49\u65b9\u9762\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Heuris\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524dAI\u8f85\u52a9\u5b66\u4e60\u8303\u5f0f\u7684\u4e00\u6b21\u7cbe\u51c6\u6279\u5224\u4e0e\u5fae\u521b\u65b0\u3002\u5b83\u654f\u9510\u5730\u6233\u7a7f\u4e86\u201c\u4e07\u80fd\u804a\u5929\u673a\u5668\u4eba\u5373\u4e07\u80fd\u6559\u5e08\u201d\u7684\u5e7b\u89c9\uff1a\u5b64\u7acb\u3001\u79bb\u6563\u7684\u5bf9\u8bdd\uff0c\u7f3a\u4e4f\u8bb0\u5fc6\u3001\u4e0a\u4e0b\u6587\u4e0e\u4f53\u7cfb\u5316\u6307\u5f15\uff0c\u6700\u7ec8\u53ea\u4f1a\u8ba9\u5b66\u4e60\u70ed\u60c5\u6d88\u6563\u4e8e\u4e00\u6b21\u6b21\u91cd\u590d\u7684\u201c\u5f00\u573a\u767d\u201d\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201cClaude meets Wikipedia\u201d\u9887\u5177\u8ff7\u60d1\u6027\uff0c\u521b\u59cb\u4eba\u6f84\u6e05\u5176\u5e76\u672a\u76f4\u63a5\u4f7f\u7528\u7ef4\u57fa\u767e\u79d1\u6570\u636e\uff0c\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u63a5\u5165\u67d0\u4e2a\u6743\u5a01\u77e5\u8bc6\u5e93\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u5957\u201c\u5b66\u4e60\u884c\u4e3a\u9a71\u52a8\u201d\u7684\u63a8\u8350\u5f15\u64ce\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u91ce\u5fc3\uff0c\u662f\u6210\u4e3a\u7528\u6237\u597d\u5947\u5fc3\u7684\u201c\u5916\u90e8\u5927\u8111\u201d\u2014\u2014\u8bb0\u5f55\u63a2\u7d22\u8def\u5f84\uff0c\u5206\u6790\u5174\u8da3\u7126\u70b9\uff0c\u5e76\u4e3b\u52a8\u7f16\u6392\u5b66\u4e60\u8bae\u7a0b\u3002\u8fd9\u8bd5\u56fe\u5c06AI\u4ece\u201c\u5e94\u7b54\u673a\u201d\u63d0\u5347\u4e3a\u201c\u8bfe\u7a0b\u7b56\u5212\u201d\uff0c\u89e3\u51b3\u7684\u662f\u201c\u5b66\u4ec0\u4e48\u201d\u548c\u201c\u63a5\u4e0b\u6765\u5b66\u4ec0\u4e48\u201d\u7684\u5143\u8ba4\u77e5\u95ee\u9898\uff0c\u8fd9\u6bd4\u5355\u7eaf\u4f18\u5316\u201c\u600e\u4e48\u5b66\u201d\uff08\u5bf9\u8bdd\u4f53\u9a8c\uff09\u66f4\u5177\u7cfb\u7edf\u6027\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\u5728\u672a\u6df1\u5ea6\u7ed1\u5b9a\u6743\u5a01\u4fe1\u6e90\u7684\u60c5\u51b5\u4e0b\uff0c\u5176\u77e5\u8bc6\u8f93\u51fa\u7684\u51c6\u786e\u6027\u4e0e\u53ef\u9760\u6027\u5c06\u5b8c\u5168\u4f9d\u8d56\u4e8e\u5e95\u5c42\u5927\u6a21\u578b\uff08Claude\uff09\u7684\u7d20\u8d28\uff0c\u8fd9\u4f7f\u5176\u5728\u4e25\u8083\u5b66\u4e60\u573a\u666f\u4e2d\u9762\u4e34\u201c\u6743\u5a01\u6027\u8d64\u5b57\u201d\u3002\u5176\u6b21\uff0c\u5176\u63a8\u8350\u7b97\u6cd5\u7684\u201c\u7b80\u5355\u201d\u73b0\u72b6\u4e0e\u7528\u6237\u671f\u5f85\u7684\u201c\u6df1\u5ea6\u7406\u89e3\u201d\u4e4b\u95f4\u53ef\u80fd\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\u3002\u4ec5\u51ed\u4f1a\u8bdd\u4e3b\u9898\u548c\u4e92\u52a8\u65f6\u957f\uff0c\u80fd\u5426\u771f\u6b63\u7406\u89e3\u7528\u6237\u5174\u8da3\u7684\u5fae\u5999\u8f6c\u79fb\u4e0e\u77e5\u8bc6\u7ed3\u6784\u7684\u7f3a\u53e3\uff1f\u8fd9\u51b3\u5b9a\u4e86\u4ea7\u54c1\u662f\u505c\u7559\u5728\u201c\u5174\u8da3Feed\u6d41\u201d\u7684\u6d45\u5c42\uff0c\u8fd8\u662f\u80fd\u8fdb\u5316\u6210\u771f\u6b63\u7684\u201c\u4e2a\u4eba\u77e5\u8bc6\u56fe\u8c31\u5bfc\u822a\u4eea\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cHeuris\u5728\u7406\u5ff5\u4e0a\u5207\u4e2d\u4e86AI\u6559\u80b2\u4ea7\u54c1\u4ece\u201c\u5de5\u5177\u201d\u8f6c\u5411\u201c\u4f19\u4f34\u201d\u7684\u5173\u952e\u8def\u5f84\u3002\u4f46\u5176\u957f\u671f\u4ef7\u503c\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5c06\u201c\u81ea\u9002\u5e94\u5b66\u4e60\u201d\u8fd9\u4e00\u53e4\u8001\u7684\u6559\u80b2\u79d1\u6280\u547d\u9898\uff0c\u901a\u8fc7AI\u5bf9\u8bdd\u8fd9\u79cd\u81ea\u7136\u4ea4\u4e92\u5f62\u5f0f\uff0c\u624e\u5b9e\u5730\u6784\u5efa\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684\u3001\u5177\u6709\u6df1\u5ea6\u8fde\u7eed\u6027\u7684\u5b66\u4e60\u65c5\u7a0b\uff0c\u800c\u975e\u53e6\u4e00\u4e2a\u7cbe\u5fc3\u5305\u88c5\u7684\u4fe1\u606f\u5a31\u4e50\u95e8\u6237\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\">Heuris<\/span>\n <\/div>\n<div class=\"comment-content\">Learn philosophy, history, art history, psychology, and economics through AI conversations designed to navigate your curiosity. Heuris adapts to what you explore and curates a daily feed of topics you’ll actually want to read and learn about. Built for people who love going down rabbit holes on ChatGPT or Wikipedia, but wish the experience was better.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b I’m Chan, the creator of Heuris.<\/p>\n<\/p>\n<p>I love casually learning about history through conversations with AI. It skips the jargon and is way easier to digest than Wikipedia articles. But I got frustrated with a few things: <strong>I always had to know what to ask, each conversation felt isolated from the last, and there was no sense of what to explore next.<\/strong><\/p>\n<\/p>\n<p>Heuris fixes that. <strong>It remembers what you’ve explored and surfaces topics you’ll actually want to learn about.<\/strong><\/p>\n<\/p>\n<p>\u270d\ud83c\udffb Here’s how it works:<\/p>\n<ol>\n<li>\n<p>Pick your interests (philosophy, history, economics, psychology, art)<\/p>\n<\/li>\n<li>\n<p>We curate a feed of topics designed to pull you in<\/p>\n<\/li>\n<li>\n<p>Tap any topic, have a conversation, drift between related concepts<\/p>\n<\/li>\n<li>\n<p>Heuris learns from what you explore and recommends what to learn next<\/p>\n<\/li>\n<li>\n<p>Repeat. Your curiosity compounds.<\/p>\n<\/li>\n<\/ol>\n<p>Perfect for anyone who wants to learn more but never has time for books, and finds Wikipedia too dry to stick with.<\/p>\n<\/p>\n<p>Would love your feedback \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits close to home! We are building a personalized product in the education space (Nuomy), and we constantly see how isolated AI chats kill the learning momentum. The way you curate a feed based on past context is very inspiring! It\u2019s exactly the kind of continuity needed to turn a simple chatbot into a real learning partner. How do you decide which topics from the past are still relevant for the user\u2019s current daily feed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> The algorithm’s pretty simple at this point. We track the topics you explore in each session and how much you engage with them, then use AI to suggest new topics you’d likely find interesting!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 really neat! Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i love going down wikipedia rabbit holes but yeah the experience could be so much better. curious how you’re pulling in the wikipedia data – is it through their api or are you doing something custom? also wondering if claude can cite specific wikipedia articles in the responses or if it’s more of a general knowledge thing. we’re working on connecting our agents to external knowledge bases and citation\/source tracking has been surprisingly hard to get right. anyway this looks really polished, excited to try it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victor_eth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victor_eth<\/a> Wikipedia was a metaphor haha — we actually don’t use wikipedia to generate content, for now. But, using wikipedia links in a page to generate related topics would be an interesting idea to explore in the future. The onboarding still needs a lot of polishing but let me know how it goes! \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<\/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\/FF7MZ2MORRDSHH\" class=\"app-title\">MemoryPlugin for OpenClaw<\/a><\/p>\n<div class=\"one-liner\">One memory across OpenClaw, ChatGPT, Claude & Gemini<\/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>MemoryPlugin\u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u63d2\u4ef6\uff0c\u4e3aOpenClaw\u3001ChatGPT\u3001Claude\u548cGemini\u7b49\u591aAI\u5e73\u53f0\u63d0\u4f9b\u4e00\u4e2a\u7edf\u4e00\u7684\u6301\u4e45\u5316\u201c\u8bb0\u5fc6\u5927\u8111\u201d\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u8de8\u5e73\u53f0\u3001\u8de8\u4f1a\u8bdd\u5de5\u4f5c\u65f6\u9700\u8981\u53cd\u590d\u5411\u6bcf\u4e2aAI\u6a21\u578b\u91cd\u590d\u4e2a\u4eba\u80cc\u666f\u548c\u9879\u76ee\u4e0a\u4e0b\u6587\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d65e50f-ab86-4610-885e-a87bf9b9edba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62b0a3de-fccc-4760-bde1-c480fb8c5414.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91872d69-ef51-4732-9211-4b0e4e7de8da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7559\u5b58<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u591aAI\u4ee3\u7406\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u91cd\u590d\u6559\u6388AI\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8d5e\u8d4f\u4e66\u7b7e\u540c\u6b65\u7b49\u8bbe\u8ba1\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff08\u5982\u662f\u5426\u901a\u8fc7MCP\uff09\u3001\u6570\u636e\u5b58\u50a8\u4f4d\u7f6e\u4e0e\u9690\u79c1\u5b89\u5168\u3001\u6d4f\u89c8\u5668\u652f\u6301\u8303\u56f4\uff08\u662f\u5426\u4ec5\u9650Chrome\uff09\u3001\u4ee5\u53ca\u672a\u6765\u662f\u5426\u652f\u6301\u591a\u9879\u76ee\u8bb0\u5fc6\u6863\u6848\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 MemoryPlugin\u7684\u91ce\u5fc3\uff0c\u662f\u6210\u4e3a\u6a2a\u4e98\u5728\u7528\u6237\u4e0e\u591a\u4e2a\u4e3b\u6d41AI\u6a21\u578b\u4e4b\u95f4\u7684\u201c\u8bb0\u5fc6\u5c42\u201d\u6216\u4e0a\u4e0b\u6587\u603b\u7ebf\u3002\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\uff0c\u8fdc\u4e0d\u6b62\u662f\u201c\u907f\u514d\u91cd\u590d\u8f93\u5165\u201d\u7684\u6d45\u5c42\u9ebb\u70e6\uff0c\u800c\u662f\u89e6\u53ca\u4e86\u5f53\u524dAI\u5e94\u7528\u8303\u5f0f\u7684\u4e00\u4e2a\u6839\u672c\u6027\u7f3a\u9677\uff1aAI\u6ca1\u6709\u201c\u7528\u6237\u89c6\u89d2\u201d\u7684\u8fde\u7eed\u8bb0\u5fc6\u3002\u6bcf\u4e2a\u4f1a\u8bdd\u90fd\u662f\u5b64\u5c9b\uff0c\u6bcf\u6b21\u4ea4\u4e92\u90fd\u4ece\u96f6\u5f00\u59cb\uff0c\u8fd9\u4e25\u91cd\u963b\u788d\u4e86\u5c06AI\u7528\u4f5c\u6df1\u5ea6\u3001\u957f\u671f\u601d\u8003\u4f19\u4f34\u7684\u53ef\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06OpenClaw\uff08\u4e00\u4e2aAI\u4ee3\u7406\u5e73\u53f0\uff09\u4e0eChatGPT\u7b49\u804a\u5929\u754c\u9762\u7edf\u4e00\u8bb0\u5fc6\uff0c\u662f\u660e\u667a\u7684\u5dee\u5f02\u5316\u8def\u5f84\u3002\u5b83\u6697\u793a\u4e86\u4e00\u4e2a\u672a\u6765\uff1a\u7528\u6237\u7684\u201c\u8bb0\u5fc6\u201d\u548c\u201c\u77e5\u8bc6\u201d\u5e94\u72ec\u7acb\u4e8e\u5177\u4f53AI\u5de5\u5177\u800c\u5b58\u5728\uff0c\u5e76\u80fd\u88ab\u7075\u6d3b\u8c03\u5ea6\u3002\u5176\u4e0eWaitPro\u95ea\u5361\u7684\u96c6\u6210\uff0c\u66f4\u662f\u5c06\u4e34\u65f6\u5bf9\u8bdd\u63d0\u5347\u4e3a\u53ef\u590d\u7528\u77e5\u8bc6\u8d44\u4ea7\u7684\u5173\u952e\u4e00\u6b65\uff0c\u8bd5\u56fe\u5b8c\u6210\u4ece\u201c\u5bf9\u8bdd\u201d\u5230\u201c\u79ef\u7d2f\u201d\u7684\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c**\u6280\u672f\u6574\u5408\u7684\u6df1\u5ea6\u51b3\u5b9a\u4f53\u9a8c**\u3002\u901a\u8fc7Chrome\u63d2\u4ef6\u201c\u6ce8\u5165\u201d\u4e0a\u4e0b\u6587\u5230\u5404\u7c7bWeb\u754c\u9762\uff0c\u662f\u4e00\u79cd\u53d6\u5de7\u4f46\u53ef\u80fd\u8106\u5f31\u7684\u65b9\u6848\uff0c\u53d7\u5236\u4e8e\u76ee\u6807\u7f51\u7ad9\u7684\u53cd\u722c\u4e0e\u6539\u7248\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8eMCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u7684\u63d0\u95ee\u4e00\u9488\u89c1\u8840\uff0c\u70b9\u51fa\u4e86\u66f4\u5e95\u5c42\u3001\u6807\u51c6\u5316\u7684\u89e3\u51b3\u65b9\u6848\u53ef\u80fd\u6027\u3002\u5176\u6b21\uff0c**\u9690\u79c1\u4e0e\u4fe1\u4efb\u662f\u751f\u547d\u7ebf**\u3002\u4ea7\u54c1\u5c06\u6570\u636e\u5b58\u50a8\u4e8e\u81ea\u6709\u7684\u201c\u4e91\u7aef\u4fdd\u9669\u5e93\u201d\u867d\u4e3a\u6027\u80fd\uff0c\u5374\u4e0e\u7528\u6237\u5bf9\u654f\u611f\u5bf9\u8bdd\u8bb0\u5f55\u7684\u201c\u672c\u5730\u5b58\u50a8\u201d\u9884\u671f\u53ef\u80fd\u4ea7\u751f\u51b2\u7a81\u3002\u5176\u201c\u96f6\u4fe1\u4efb\u4f46\u968f\u5904\u53ef\u8bbf\u95ee\u201d\u7684\u8868\u8ff0\uff0c\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u9700\u8981\u5411\u7528\u6237\u6e05\u6670\u9610\u91ca\u7684\u5e73\u8861\u672f\u3002\u6700\u540e\uff0c**\u8bb0\u5fc6\u7684\u667a\u80fd\u5316\u7ba1\u7406\u662f\u4e0b\u4e00\u5173\u5361**\u3002\u7528\u6237\u5df2\u63d0\u51fa\u201c\u591a\u9879\u76ee\u8bb0\u5fc6\u6863\u6848\u201d\u7684\u9700\u6c42\uff0c\u8fd9\u6307\u5411\u4e86\u6838\u5fc3\u77db\u76fe\uff1a\u8bb0\u5fc6\u5e76\u975e\u7b80\u5355\u5806\u79ef\uff0c\u800c\u662f\u9700\u8981\u5206\u7c7b\u3001\u68c0\u7d22\u751a\u81f3\u9057\u5fd8\u7684\u667a\u80fd\u7cfb\u7edf\u3002\u76ee\u524d\u201c\u9700\u4e24\u4e2a\u8d26\u6237\u201d\u7684\u56de\u590d\uff0c\u66b4\u9732\u4e86\u5176\u8bb0\u5fc6\u6a21\u578b\u4ecd\u5904\u4e8e\u521d\u7ea7\u9636\u6bb5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMemoryPlugin\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6b63\u5728\u6269\u5927\u7684\u9700\u6c42\uff0c\u5176\u6784\u60f3\u5177\u6709\u524d\u77bb\u6027\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u201c\u597d\u7528\u7684\u4e0a\u4e0b\u6587\u540c\u6b65\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e2a\u4ebaAI\u8bb0\u5fc6\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u5728\u6280\u672f\u9c81\u68d2\u6027\u3001\u9690\u79c1\u67b6\u6784\u548c\u8bb0\u5fc6\u667a\u80fd\u4e09\u4e2a\u7ef4\u5ea6\u4e0a\u7684\u8fdb\u5316\u901f\u5ea6\u3002\u5728AI\u7ade\u4e89\u65e5\u76ca\u6fc0\u70c8\u7684\u751f\u6001\u4e2d\uff0c\u6210\u4e3a\u7528\u6237\u53ef\u4fe1\u7684\u3001\u7edf\u4e00\u7684\u8bb0\u5fc6\u4e2d\u67a2\uff0c\u6216\u8bb8\u662f\u4e00\u6761\u6bd4\u6253\u9020\u53e6\u4e00\u4e2aAI\u6a21\u578b\u66f4\u5bbd\u9614\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MemoryPlugin for OpenClaw<\/span>\n <\/div>\n<div class=\"comment-content\">MemoryPlugin gives you one persistent \u201cbrain\u201d across OpenClaw, ChatGPT, Claude, and Gemini. Connect a single Chrome extension to inject the right context, search your past conversations, and sync Chrome and X\/Twitter bookmarks. It also turns what you learn into WaitPro flashcards, so your best prompts, decisions, and research stay reusable across sessions and tools.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built MemoryPlugin because we were tired of feeling productive while still wasting time re-teaching every model who I am, what I\u2019m building, and where we left off. OpenClaw helped a ton, but my \u201cmemory\u201d was still trapped per tool and per session. This is my attempt to make AI feel like one continuous workspace: connect once, keep your context consistent everywhere, and actually build momentum. I\u2019d love your feedback on what should be remembered (and what absolutely shouldn\u2019t).<\/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>Huge congrats on the launch! \ud83c\udf89 MemoryPlugin nails a real pain point by giving OpenClaw and multi\u2011AI workflows a unified long\u2011term \u201cbrain\u201d that feels native, not bolted on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks Zeiki. Means a lot. <br \/>Any features you would have us add to it? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>okay this is exactly what i’ve been complaining about for months – why do i have to explain the same context to every single llm? love that you’re syncing chrome and twitter bookmarks too, that’s smart. question though: how are you handling the memory sync technically? is it through their apis or are you doing something more clever with mcps? i’ve had so many issues getting context to persist properly across sessions with our agents. also curious about privacy since you’re basically storing everything, assuming it’s all local? congrats and best of luck!”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victor_eth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victor_eth<\/a> Hey Victor, share the sentiment you expressed. It is frustrating to keep reiterating yourself. <\/p>\n<p>On non-OpenClaw stuff: all sync is powered through the chrome-extension. It periodically also syncs non-desktop sessions (if you grant permission). For OpenClaw: The agent invokes our APIs on interactions. <\/p>\n<p>On privacy: we operate on zero-trust, but available-everywhere principle. So we store on a cloud-vault for access and performance reasons. All LLM calls are made in saving-off mode. All data is encrypted at rest. And air-gapped architecturally. Happy to answer any more questions. <\/p>\n<\/p>\n<p>Can’t wait for you to try and share your feedback.<\/p>\n<\/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>That’s an impressive idea, it should definitely improve the workflow and save the time! Did i understand it correctly that this plugin is only for Chrome? Do you plan to expand the plugin to other browsers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ksenia_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ksenia_sh<\/a> Thnaks Ksenia.<\/p>\n<p>The OpenClaw plugin is agnostic of browser (integrates at API-level). The rest of the LLMs’ context(Chatgpt, Claude, etc.) is currently supported through a Chrome-plugin (works on other Chromium-based browsers such as Brave as well). Which browser do you use? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">where does it store’s the data?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Reteaching different AI models who I am and what I am working on is one of my biggest daily frustrations! Having one persistent brain across Claude, Gemini and ChatGPT would be a lifesaver for my workflow. Does the plugin also allow for different memory profiles if I am switching between two very different 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Nice idea on the memory-profiles. For now, it has to be 2 accounts. Would love to understand more on what all use-cases would need someone to have multiple memory profiles.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LT654RBAODKCGL\" class=\"app-title\">Ray 3.0<\/a><\/p>\n<div class=\"one-liner\">Output window for your AI agents<\/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>Ray 3.0\u662f\u4e00\u6b3e\u5c06AI\u667a\u80fd\u4f53\u53ca\u4ee3\u7801\u8c03\u8bd5\u7684\u8f93\u51fa\u5185\u5bb9\uff0c\u4ece\u7ec8\u7aef\u6216\u6d4f\u89c8\u5668\u4e2d\u5206\u79bb\u51fa\u6765\uff0c\u5728\u4e00\u4e2a\u72ec\u7acb\u3001\u7f8e\u89c2\u3001\u4ea4\u4e92\u5f0f\u7684\u684c\u9762\u7a97\u53e3\u4e2d\u96c6\u4e2d\u5c55\u793a\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u8c03\u8bd5\u548c\u4e0eAI\u534f\u4f5c\u65f6\u9700\u5728\u591a\u7a97\u53e3\u95f4\u9891\u7e41\u5207\u6362\u3001\u67e5\u770b\u4e0d\u4fbf\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\/9b379efd-ca95-4d09-b3e7-454b88eeb102.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29682375-808e-42fe-b133-aded281025b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d46f9a93-64ee-4968-8a7d-111ebe44a790.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d3170f7-7cfa-49a8-bf2e-e0277823dcf4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1490cd26-5d0e-4c2a-af4e-4cb0ef5aa1c3.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><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8f93\u51fa\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8c03\u8bd5\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u7a97\u53e3\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92\u754c\u9762<\/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\u5c06\u5206\u6563\u7684\u7ec8\u7aef\u3001\u6d4f\u89c8\u5668\u8f93\u51fa\u96c6\u4e2d\u5230\u72ec\u7acb\u7a97\u53e3\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u63d0\u5347\u5de5\u4f5c\u6d41\u6548\u7387\u3002\u6709\u7528\u6237\u5efa\u8baeMCP\u670d\u52a1\u5668\u5e94\u9ed8\u8ba4\u652f\u6301\u7ed3\u6784\u5316\u4e8b\u4ef6\u6d41\u548c\u654f\u611f\u4fe1\u606f\u8131\u654f\uff0c\u6307\u51fa\u4e86\u4ea7\u54c1\u6df1\u5316\u7684\u65b9\u5411\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Ray 3.0\u7684\u8fed\u4ee3\u63ed\u793a\u4e86\u4e00\u4e2a\u6b63\u5728\u53d1\u751f\u7684\u8d8b\u52bf\uff1aAI\u667a\u80fd\u4f53\u4ece\u201c\u5bf9\u8bdd\u5f0f\u8f93\u51fa\u201d\u8f6c\u5411\u201c\u751f\u4ea7\u5f0f\u8f93\u51fa\u201d\uff0c\u800c\u4f20\u7edfIDE\u548c\u7ec8\u7aef\u7a97\u53e3\u5df2\u6210\u4e3a\u5c55\u793a\u8fd9\u4e9b\u590d\u6742\u4ea7\u51fa\u7684\u74f6\u9888\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u754c\u9762\u7f8e\u5316\u201d\uff0c\u800c\u662f\u901a\u8fc7\u521b\u5efa\u4e00\u4e2a\u4e13\u7528\u7684\u3001\u9ad8\u4fdd\u771f\u7684\u6e32\u67d3\u5c42\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e86AI\u4e0e\u5f00\u53d1\u8005\u7684\u4ea4\u4e92\u8fb9\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u65e9\u671f\u5b9a\u4f4d\u662f\u89e3\u51b3\u201cdump debugging\u201d\u7684\u6df7\u4e71\uff0c\u672c\u8d28\u662f\u4fe1\u606f\u7684**\u7a7a\u95f4\u5f52\u96c6**\u3002\u6b64\u6b21\u8f6c\u5411AI Agent\u8f93\u51fa\uff0c\u5219\u662f\u89e3\u51b3\u4e86\u591a\u6a21\u6001\u3001\u7ed3\u6784\u5316\u3001\u4ea4\u4e92\u5f0f\u5185\u5bb9\u7684**\u4fdd\u771f\u5448\u73b0\u4e0e\u5373\u65f6\u4ea4\u4e92**\u95ee\u9898\u3002\u5f53Claude\u751f\u6210\u7684HTML\u539f\u578b\u6216Mermaid\u56fe\u8868\u80fd\u5728\u4e00\u4e2a\u4e0e\u4ee3\u7801\u7f16\u8f91\u5668\u5e76\u6392\u7684\u7a97\u53e3\u4e2d\u539f\u6837\u6e32\u67d3\u3001\u53ef\u4ea4\u4e92\u67e5\u770b\u65f6\uff0c\u5f00\u53d1\u8005\u624d\u771f\u6b63\u8fdb\u5165\u4e86\u4e0eAI\u534f\u540c\u521b\u4f5c\u7684\u201c\u6d41\u72b6\u6001\u201d\uff0c\u800c\u975e\u5728\u547d\u4ee4\u884c\u5b57\u7b26\u6ce5\u6f6d\u4e2d\u6323\u624e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5b83\u91cd\u5ea6\u4f9d\u8d56MCP\uff08Model Context Protocol\uff09\u751f\u6001\u7684\u7e41\u8363\uff0c\u8fd9\u8981\u6c42\u5176\u4e0d\u4ec5\u662f\u4e00\u4e2a\u201c\u663e\u793a\u7aef\u201d\uff0c\u66f4\u8981\u6210\u4e3a\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u534f\u8bae\u9002\u914d\u4e2d\u5fc3\u201d\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u7ed3\u6784\u5316\u4e8b\u4ef6\u6d41\u201d\u548c\u201c\u79d8\u5bc6\u8131\u654f\u201d\u5efa\u8bae\uff0c\u6070\u6070\u70b9\u4e2d\u4e86AI\u5de5\u4f5c\u6d41\u96c6\u6210\u7684\u6df1\u6c34\u533a\u2014\u2014\u5982\u4f55\u5b89\u5168\u3001\u53ef\u63a7\u3001\u53ef\u8c03\u8bd5\u5730\u7ba1\u7406AI\u8c03\u7528\u8fc7\u7a0b\u3002\u82e5Ray\u4ec5\u6ee1\u8db3\u4e8e\u6210\u4e3a\u201c\u66f4\u6f02\u4eae\u7684\u8f93\u51fa\u7a97\u53e3\u201d\uff0c\u5176\u62a4\u57ce\u6cb3\u5c06\u5341\u5206\u6709\u9650\uff1b\u82e5\u80fd\u501f\u6b64\u7a97\u53e3\u4f4d\u7f6e\uff0c\u6210\u4e3aAI\u5de5\u4f5c\u6d41\u4e2d\u6570\u636e\u89c2\u6d4b\u3001\u5e72\u9884\u4e0e\u7ba1\u7406\u7684**\u63a7\u5236\u5e73\u9762**\uff0c\u5176\u60f3\u8c61\u7a7a\u95f4\u5c06\u5b8c\u5168\u4e0d\u540c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cRay 3.0\u662f\u5728\u4e3a\u5373\u5c06\u5230\u6765\u7684AI\u539f\u751f\u5f00\u53d1\u8303\u5f0f\u94fa\u8bbe\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u8bd5\u56fe\u56de\u7b54\uff1a\u5f53AI\u6210\u4e3a\u53e6\u4e00\u4e2a\u4e0d\u65ad\u8f93\u51fa\u4ee3\u7801\u3001\u56fe\u8868\u3001\u6570\u636e\u7684\u201c\u534f\u4f5c\u8005\u201d\u65f6\uff0c\u6211\u4eec\u8be5\u5982\u4f55\u4f18\u96c5\u5730\u201c\u63a5\u6536\u201d\u5b83\u7684\u5de5\u4f5c\u6210\u679c\uff1f\u8fd9\u8fdc\u4e0d\u6b62\u662f\u4e00\u4e2a\u5de5\u5177\u4f18\u5316\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u5f00\u53d1\u73af\u5883\u7684\u91cd\u6784\u5c1d\u8bd5\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Ray 3.0<\/span>\n <\/div>\n<div class=\"comment-content\">Ray makes the output of your AI agent readable by moving it into a dedicated window. Get a properly formatted, interactive view without switching to a browser or a tiny terminal window.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi there, Jimi here from <a href=\"https:\/\/spatie.be\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Spatie<\/a>, the creators of Ray.<\/p>\n<p>We’ve been building Ray for the last five years now, and it has always been the easiest way to <a href=\"https:\/\/myray.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">debug your Laravel or JavaScript applications<\/a> by moving all your debugging output into a dedicated desktop window.<\/p>\n<p>As with so many things we build at Spatie, this tool was built from a real need. We’re fans of dump debugging, and littering your websites with debugging output during development often left us wondering, couldn’t we just move all this information into one window?<\/p>\n<\/p>\n<p>Over the past five years, it’s grown to support multiple languages and frameworks through both <a href=\"https:\/\/myray.app\/docs\/getting-started\/integrations\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">official and third-party integrations<\/a>, thanks in large part to amazing community contributions. <\/p>\n<\/p>\n<p>Now, with this release, we’re excited to announce the addition of an MCP server and skills. This transforms Ray into <strong>a true output window for whatever your AI generates<\/strong>: beautifully designed, fully interactive, and right next to your project code.<\/p>\n<p>We’ve been using it already to let Claude Code generate us HTML mockups, Mermaid diagrams, and formatting lots of different text types, away from that tiny terminal or IDE window. And we’re still finding new use cases every day!<\/p>\n<p>You can use Ray as a free trial, and if you like it, <a href=\"https:\/\/myray.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">support us by buying a license<\/a>. We’re very excited about this release, and can’t wait to hear what you’d use Ray for. Drop us a comment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>I’ve ended up juggling terminal output, browser tabs, and my editor on every agent run. Ray 3.0 turning that into a dedicated output window beside the code feels like a real win. The MCP server gets even better if it supports structured event streams and secret redaction by default.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \u2014 Ray looks like a slick, focused way to keep debugging and AI output in flow without bouncing between tools.\u200b<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks super useful, 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\/@marek_nalikowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marek_nalikowski<\/a> Thanks Marek!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2XXMWQCG6KRASM\" class=\"app-title\">HyNote End-to-End Publish<\/a><\/p>\n<div class=\"one-liner\">Turns any meeting, PDF, or file into presentable insights<\/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>HyNote\u662f\u4e00\u6b3e\u7aef\u5230\u7aef\u77e5\u8bc6\u7ba1\u7406\u5de5\u5177\uff0c\u80fd\u5c06\u4f1a\u8bae\u3001PDF\u3001\u6587\u4ef6\u7b49\u591a\u6e90\u539f\u59cb\u4fe1\u606f\uff0c\u81ea\u52a8\u8f6c\u5316\u4e3a\u53ef\u6f14\u793a\u3001\u53ef\u53d1\u5e03\u7684\u5e7b\u706f\u7247\u3001\u535a\u5ba2\u8349\u7a3f\u7b49\u7ed3\u6784\u5316\u6210\u679c\uff0c\u89e3\u51b3\u4e86\u77e5\u8bc6\u5de5\u4f5c\u8005\u4ece\u4fe1\u606f\u6355\u83b7\u5230\u6210\u679c\u4ea7\u51fa\u6d41\u7a0b\u5272\u88c2\u3001\u6548\u7387\u4f4e\u4e0b\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\/15cba292-8928-44c2-b6f6-96ce23717bef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d41c71fa-741a-4289-8965-ecd50fe18f4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/481a2e31-bacb-4196-bc4b-937c86c4d56c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76da420e-8b7f-4778-81b0-be1857599b7c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9285b892-7ef2-499f-b474-f26e967d497b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42a34e38-be3d-4b72-929c-827702915e1c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d697213-5d0d-4913-a304-b6f4010119b4.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\/61a51be4-52e1-4eb4-949a-e3acfa77d206.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/y_tbuIASQzw\"><source src=\"https:\/\/youtu.be\/y_tbuIASQzw\" 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\">Notes<\/span><br \/>\n <span class=\"tag\">Meetings<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7b2c\u4e8c\u5927\u8111<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u603b\u7ed3<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u51fa\u7248<\/span><br \/>\n <span class=\"tag\">\u591a\u683c\u5f0f\u8f93\u51fa<\/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\u8ba4\u53ef\u5176\u201c\u7aef\u5230\u7aef\u201d\u5de5\u4f5c\u6d41\u548c\u9ad8\u8d28\u91cf\u8f93\u51fa\uff0c\u7279\u522b\u8d5e\u8d4fYouTube\u8f6c\u535a\u5ba2\u3001\u79c1\u4eba\u64ad\u5ba2\u7b49\u573a\u666f\u3002\u6838\u5fc3\u5efa\u8bae\u4e0e\u95ee\u9898\u5305\u62ec\uff1a\u652f\u6301SEO\u5173\u952e\u8bcd\u4f18\u5316\u3001\u589e\u52a0\u81ea\u5b9a\u4e49\u5bfc\u51fa\u6a21\u677f\u3001\u5173\u6ce8AI\u5904\u7406\u6280\u672f\u672f\u8bed\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u5bf9\u6210\u679c\u6eaf\u6e90\u673a\u5236\u7684\u63a2\u8ba8\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 HyNote End-to-End Publish\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u7b14\u8bb0\u6216\u8f6c\u5f55\u5de5\u5177\u3002\u5b83\u8bd5\u56fe\u5b9a\u4e49\u201c\u77e5\u8bc6\u5de5\u4f5c\u6d41\u201d\u7684\u65b0\u8303\u5f0f\uff1a\u5c06\u788e\u7247\u5316\u8f93\u5165\u3001\u7406\u89e3\u6574\u5408\u3001\u91cd\u6784\u8f93\u51fa\u8fd9\u4e09\u4e2a\u5272\u88c2\u7684\u73af\u8282\uff0c\u6574\u5408\u4e3a\u4e00\u4e2a\u65e0\u7f1d\u7684\u201c\u6d41\u6c34\u7ebf\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u67d0\u4e2a\u5355\u70b9\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u77e5\u8bc6\u4ef7\u503c\u5b9e\u73b0\u201d\u8def\u5f84\u7684\u7cfb\u7edf\u6027\u91cd\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u5e02\u573a\u4e0a\uff0cNotion\u7b49\u5de5\u5177\u64c5\u957f\u201c\u5b58\u50a8\u4e0e\u7ec4\u7ec7\u201d\uff0cOtter.ai\u7b49\u7cbe\u4e8e\u201c\u8f6c\u5f55\u4e0e\u6355\u6349\u201d\uff0c\u800c\u5404\u7c7bAI\u5199\u4f5c\u52a9\u624b\u5219\u805a\u7126\u4e8e\u201c\u751f\u6210\u201d\u3002HyNote\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u7784\u51c6\u4e86\u8fd9\u4e9b\u73af\u8282\u4e4b\u95f4\u7684\u201c\u635f\u8017\u5730\u5e26\u201d\u2014\u2014\u90a3\u4e9b\u88ab\u8bb0\u5f55\u4e0b\u6765\u5374\u4ece\u672a\u88ab\u884c\u52a8\u7684\u77e5\u8bc6\uff0c\u88ab\u603b\u7ed3\u51fa\u6765\u5374\u65e0\u6cd5\u76f4\u63a5\u53d1\u5e03\u7684\u534a\u6210\u54c1\u3002\u901a\u8fc7\u5f3a\u5236\u6027\u5730\u5c06\u8f93\u5165\u5bfc\u5411\u591a\u79cd\u201c\u53ef\u53d1\u5e03\u201d\u683c\u5f0f\uff08\u535a\u5ba2\u3001\u5e7b\u706f\u7247\u3001\u64ad\u5ba2\uff09\uff0c\u5b83\u5b9e\u8d28\u4e0a\u662f\u5728\u7528\u4ea7\u54c1\u903b\u8f91\u5012\u903c\u7528\u6237\u5b8c\u6210\u77e5\u8bc6\u95ed\u73af\uff0c\u5c06\u88ab\u52a8\u201c\u6d88\u8d39\u4fe1\u606f\u201d\u53d8\u4e3a\u4e3b\u52a8\u201c\u751f\u4ea7\u5185\u5bb9\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u6e05\u6670\u3002\u673a\u9047\u5728\u4e8e\uff0c\u5b83\u5207\u4e2d\u4e86\u5185\u5bb9\u521b\u4f5c\u8005\u3001\u56e2\u961f\u7ba1\u7406\u8005\u3001\u7814\u7a76\u8005\u7b49\u7fa4\u4f53\u5c06\u5185\u90e8\u77e5\u8bc6\u5916\u90e8\u5316\u3001\u9690\u6027\u77e5\u8bc6\u663e\u6027\u5316\u7684\u521a\u9700\u3002\u6311\u6218\u5219\u5728\u4e8e\uff0c\u8fd9\u79cd\u9ad8\u5ea6\u81ea\u52a8\u5316\u7684\u201c\u629b\u5149\u201d\u8fc7\u7a0b\uff0c\u662f\u5426\u4f1a\u5bfc\u81f4\u4fe1\u606f\u7684\u8fc7\u5ea6\u7b80\u5316\u6216\u5931\u771f\uff1f\u56e2\u961f\u81ea\u5b9a\u4e49\u6a21\u677f\u7684\u9700\u6c42\uff0c\u6b63\u53cd\u6620\u51fa\u6807\u51c6\u5316AI\u8f93\u51fa\u4e0e\u4e2a\u6027\u5316\u5de5\u4f5c\u6d41\u7a0b\u4e4b\u95f4\u7684\u5f20\u529b\u3002\u800c\u5173\u4e8e\u201c\u6eaf\u6e90\u201d\u7684\u8ba8\u8bba\uff0c\u5219\u89e6\u53ca\u4e86AI\u751f\u6210\u5185\u5bb9\u53ef\u4fe1\u5ea6\u7684\u6839\u672c\u3002\u82e5HyNote\u80fd\u5c06\u5176\u5ba3\u79f0\u7684\u201c\u4ece\u6e90\u5934\u5230\u8f93\u51fa\u7684\u53ef\u8ffd\u6eaf\u6027\u201d\u505a\u6df1\u505a\u900f\uff0c\u5b83\u6216\u8bb8\u80fd\u6210\u4e3a\u53ef\u4fe1AI\u8f85\u52a9\u5de5\u4f5c\u7684\u4e00\u4e2a\u6807\u6746\uff1b\u82e5\u6d41\u4e8e\u8868\u9762\uff0c\u5219\u53ef\u80fd\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u5305\u88c5\u7cbe\u7f8e\u7684\u201c\u6458\u8981\u751f\u6210\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cHyNote\u5728\u552e\u5356\u4e00\u79cd\u201c\u786e\u5b9a\u6027\u7684\u6548\u7387\u201d\u3002\u5b83\u627f\u8bfa\u4e86\u4e00\u6761\u4ece\u6df7\u6c8c\u5230\u6709\u5e8f\u7684\u6377\u5f84\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u8fd9\u6761\u6377\u5f84\u4ea7\u51fa\u7684\u6210\u679c\uff0c\u8d28\u91cf\u662f\u5426\u771f\u80fd\u7ecf\u5f97\u8d77\u4e13\u4e1a\u573a\u666f\u7684\u5ba1\u89c6\uff0c\u4ee5\u53ca\u5176\u6d41\u7a0b\u662f\u5426\u8db3\u591f\u7075\u6d3b\uff0c\u4ee5\u9002\u5e94\u5343\u53d8\u4e07\u5316\u7684\u771f\u5b9e\u77e5\u8bc6\u5de5\u4f5c\u3002\u5b83\u4e0d\u662f\u5728\u66ff\u4ee3\u601d\u8003\uff0c\u800c\u662f\u5728\u91cd\u5851\u601d\u8003\u540e\u7684\u52a8\u4f5c\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\">HyNote End-to-End Publish<\/span>\n <\/div>\n<div class=\"comment-content\">HyNote is a comprehensive end-to-end knowledge second brain that transforms raw data into polished results. By seamlessly managing the entire lifecycle of your information\u2014from capturing diverse inputs like audio and video to generating professional-grade exports\u2014it functions as a true second brain. This streamlined workflow ensures that your insights aren’t just stored, but are actively evolved from initial sparks into actionable, shareable outputs.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats to the launch! This is the future of content consumption, love 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\/@susan_pan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@susan_pan1<\/a> Thank you, Susan, for loving our new feature! With Publish, we want to go one step further than just transcription or summaries, it turns meetings, audio, PDFs, and even videos into ready-to-share content like slides, blog drafts, or structured insights, so ideas don\u2019t stop at consumption but actually get published and reused.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Sandy! You published features so fast!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ray_luan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ray_luan<\/a> Thank you so much for the support! Let’s keep going!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I dropped a YouTube URL into Hynote and it gave me a perfectly formatted blog post draft with headers and bullet points. Huge time saver for my substack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eeeeeach\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eeeeeach<\/a> That\u2019s awesome to hear, thanks for sharing this! \ud83d\ude4c<br \/>YouTube \u2192 structured blog is one of our most-loved flows, especially for newsletters and Substack writers. We\u2019re aiming to make sure the output feels publish-ready, not just a rough summary.<br \/>If you end up publishing one of those drafts, we\u2019d love to see how it performs in the wild \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>Does it support SEO keywords for the blog generation? That would make this an absolute beast for content marketers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the PH launch <a href=\"https:\/\/www.producthunt.com\/@joanna_l_\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"joanna_l_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joanna_l_<\/a> ! \ud83d\ude80 As an AI Product lead, I\u2019ve tested many \u201csecond brain\u201d tools, and HyNote\u2019s end-to-end pipeline truly stands out\u2014especially how it turns messy inputs (audio\/PDFs) into polished outputs. The seamless lifecycle management is a game-changer for professionals! \u2728<\/p>\n<p>One thought: Have you considered adding \u201ccustom export templates\u201d? For instance, letting users define their own summary formats (like \u201cKey Decisions\/Action Items\/Quotes\u201d) that AI auto-fills. This could make consistent reporting across teams even smoother! Would love to hear your take on this. \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rocsheh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rocsheh<\/a> Thank you so much, really appreciate the thoughtful feedback! \ud83d\ude4f<br \/>Custom export templates are actually something we\u2019re actively exploring. Letting teams define their own structures (like decisions, action items, highlights) is a great way to make outputs consistent and reusable. Would love to learn what templates you find yourself repeating most in your work \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 I can just drop a WebURL and get a narrated summary? This is going to save me so much reading time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vermouth2333\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vermouth2333<\/a> Yep, exactly \ud83d\ude04 Just drop a Web URL and HyNote turns it into a narrated summary you can listen to on the go. Perfect for long reads you don\u2019t have time to sit through. Would love to know what kind of content you\u2019re planning to try first!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Being able to publish my research notes as a private podcast feed for my team is brilliant. It makes our internal knowledge sharing so much more personal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@new_user___1282025165cc92287e7a197\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1282025165cc92287e7a197<\/a> This makes us so happy to read! Private podcast feeds are one of our favorite use cases too \u2014 it turns knowledge sharing into something people actually want to consume. Curious how your team listens: async updates, reviews, or learning sessions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve used NotebookLM before, but HyNote\u2019s publishing features make it much more useful for creators who want to share their insights.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jianqiang_hao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jianqiang_hao<\/a> Love that comparison, thank you!<br \/>That\u2019s exactly where we see HyNote fitting in: not just understanding content, but helping creators package and share insights easily. Excited to see how you use the publishing side in your own workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 following the progress on X and so happy to see HyNote launch today! You guys really nailed the ‘Publish’ workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mooyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mooyan<\/a> That\u2019s incredibly encouraging, thank you for following along! The \u201cPublish\u201d workflow was built to close the gap between thinking and sharing, so hearing this really validates the direction. If you end up publishing something with it, we\u2019d love to see how you\u2019re using it in practice!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m impressed by how the AI handles complex technical terms in PDFs. It doesn’t just read them; it actually sounds like it understands the context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jayzhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jayzhu<\/a> Thanks so much, that means a lot! \ud83d\ude4f Handling technical terms and domain-specific language was a big focus for us, especially for PDFs and research-heavy content. Glad it came through. If you throw even more complex material at it, we\u2019d love to see how it performs for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The demo video looks amazing. Just signed up for the trial, can’t wait to see what my first conversion sounds like.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zephyrlink_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zephyrlink_i<\/a> That\u2019s awesome to hear, welcome aboard! \ud83d\ude80 Really excited for you to hear your first conversion too. If you try turning it into a narrated summary or a publishable insight, let us know how it feels. Curious what type of content you\u2019re converting first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting framing around end-to-end knowledge work. <\/p>\n<\/p>\n<p>Curious how you\u2019re thinking about traceability as insights move from raw inputs to polished exports, especially when summaries are reused or shared externally.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@justin_press\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin_press<\/a> Love this question, traceability is something we think about a lot.<br \/>Each polished output in HyNote keeps a clear link back to its original sources (meeting audio, PDFs, URLs, screenshots), so when summaries are reused or shared externally, you can always trace where an insight came from. Internally, this also helps teams iterate on outputs without losing context. We see this as essential if AI-generated insights are going to be trusted, not just consumed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 promising for knowledge capture! I’m curious – does HyNote identify and highlight action items or key decisions automatically? In our training and workshop environment, being able to quickly extract commitments and next steps from meeting recordings would be incredibly valuable. How smart is the AI parsing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Great question, this is exactly the scenario we designed HyNote for.<br \/>Yes, HyNote automatically identifies action items, decisions, and next steps, and groups them into structured sections you can review or publish right away. In workshops, many teams export these as follow-ups or internal briefs so commitments don\u2019t get lost after the session.<br \/>Would love to hear what kinds of outputs work best in your training 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>Congrats! Cool to see so many output formats available. Will play around with it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thank you! \ud83d\ude4c We\u2019ve put a lot of care into making outputs flexible, because different teams and individuals need different formats. Hope you have fun playing around with it, would love to hear which export ends up being your favorite.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Note-taking is only half the work. Love how HyNote uses auto-flashcards to turn raw data into actual learning. Brilliant workflow!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daliuai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daliuai<\/a> Love that you called this out! We totally agree that capture is only step one. The auto-flashcards are our way of making sure insights actually <em>stick<\/em>, not just get archived. Curious: are you using them more for learning, review, or sharing with others?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like the missing piece of my ‘Second Brain.’ Most tools just store text, but HyNote actually makes it active and listenable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yuki1028\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuki1028<\/a> That means a lot, thank you! \ud83d\ude4f<br \/>\u201cActive\u201d is exactly what we\u2019re aiming for. We don\u2019t want notes to just sit there, but to be listenable, reusable, and easy to turn into real outputs. If you try turning one of your notes into slides or a draft, I\u2019d love to hear how it fits into your workflow!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great launch! Are you guys planning a mobile app so I can manage my ‘Second Brain’ library on the go?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@onlyyixxs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@onlyyixxs<\/a> Thanks so much, Nathan! \ud83d\ude4c The answer is YES, we already have mobile apps. You can capture ideas, review notes, and manage your Second Brain anytime, anywhere.<\/p>\n<p>We\u2019re continuing to improve the on-the-go experience so your knowledge stays usable beyond the desktop. Would love to hear what mobile workflows matter most to 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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OWYNPBQXBB62XI\" class=\"app-title\">Grid Overlay Pro<\/a><\/p>\n<div class=\"one-liner\">A browser extension to visualize grid layouts on any webpage<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Grid Overlay Pro\u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u5141\u8bb8\u8bbe\u8ba1\u5e08\u548c\u5f00\u53d1\u8005\u5728\u4efb\u4f55\u7f51\u9875\u4e0a\u53e0\u52a0\u53ef\u81ea\u5b9a\u4e49\u7684\u54cd\u5e94\u5f0f\u7f51\u683c\uff0c\u89e3\u51b3\u4ece\u8bbe\u8ba1\u5de5\u5177\u5230\u6d4f\u89c8\u5668\u5f00\u53d1\u65f6\u7f51\u683c\u53c2\u8003\u6d88\u5931\u3001\u9700\u9891\u7e41\u5207\u6362\u5de5\u5177\u9a8c\u8bc1\u5bf9\u9f50\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\/d5b53c00-8415-40c4-b84d-94d26dd21c90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f176b07-1070-44da-86be-1a10235e9ddc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e68e0c6-9b2d-4008-a984-e8b651f1f45b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45aa517e-3694-4452-ab93-a9b54ea81c0e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u524d\u7aef\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u7f51\u683c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u7ea7\u5bf9\u9f50<\/span><br \/>\n <span class=\"tag\">\u54cd\u5e94\u5f0f\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u8c03\u8bd5<\/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\u8ba4\u53ef\u5176\u89e3\u51b3\u8bbe\u8ba1\u7f51\u683c\u5728\u6d4f\u89c8\u5668\u4e2d\u6d88\u5931\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8d5e\u8d4f\u54cd\u5e94\u5f0f\u65ad\u70b9\u548c\u5feb\u901f\u9884\u8bbe\u529f\u80fd\u3002\u4e3b\u8981\u5efa\u8bae\/\u95ee\u9898\u662f\u8be2\u95ee\u7f51\u683c\u662f\u5426\u80fd\u5438\u9644\u5230\u7279\u5b9a\u5bb9\u5668\u800c\u975e\u4ec5\u89c6\u53e3\uff0c\u4ee5\u63d0\u5347\u5ba1\u67e5\u7cbe\u5ea6\u3002\u53e6\u6709\u7528\u6237\u63d0\u53ca\u4e0e\u684c\u9762\u5de5\u5177XScope\u7684\u76f8\u4f3c\u6027\uff0c\u4f46\u80af\u5b9a\u6d4f\u89c8\u5668\u5185\u7f6e\u7684\u4fbf\u6377\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 Grid Overlay Pro\u770b\u4f3c\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u89c6\u89c9\u53e0\u52a0\u5de5\u5177\uff0c\u5b9e\u5219\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u5f00\u53d1\u5de5\u5177\u5ffd\u7565\u7684\u201c\u5de5\u4f5c\u6d41\u7f1d\u9699\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5c55\u793a\u7f51\u683c\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e86\u9759\u6001\u8bbe\u8ba1\u89c4\u8303\u4e0e\u52a8\u6001\u3001\u590d\u6742\u6d4f\u89c8\u5668\u73af\u5883\u4e4b\u95f4\u7684\u201c\u5b9e\u65f6\u7ffb\u8bd1\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bbe\u8ba1\u5e08\u5728Figma\u4e2d\u7cbe\u5fc3\u6784\u5efa\u7684\u7f51\u683c\u7cfb\u7edf\uff0c\u4e00\u65e6\u8fdb\u5165\u5145\u6ee1\u52a8\u6001\u5185\u5bb9\u3001\u590d\u6742CSS\u548cJavaScript\u4ea4\u4e92\u7684\u6d4f\u89c8\u5668\uff0c\u4fbf\u5982\u540c\u5730\u56fe\u5728\u8ff7\u96fe\u4e2d\u5931\u6548\u3002\u5f00\u53d1\u8005\u88ab\u8feb\u4f9d\u8d56\u5f00\u53d1\u8005\u5de5\u5177\u7684\u6570\u5b57\u8ba1\u7b97\u548c\u624b\u52a8\u6d4b\u91cf\uff0c\u8fdb\u884c\u4f4e\u6548\u7684\u201c\u76f2\u4eba\u6478\u8c61\u201d\u3002\u8fd9\u6b3e\u5de5\u5177\u5c06\u62bd\u8c61\u7684\u6570\u503c\u89c4\u8303\u91cd\u65b0\u8f6c\u5316\u4e3a\u6301\u7eed\u5b58\u5728\u7684\u89c6\u89c9\u53c2\u8003\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u8bbe\u8ba1\u610f\u56fe\u201c\u951a\u5b9a\u201d\u5728\u6700\u7ec8\u5448\u73b0\u73af\u5883\u4e2d\uff0c\u6781\u5927\u51cf\u5c11\u4e86\u4e0a\u4e0b\u6587\u5207\u6362\u7684\u8ba4\u77e5\u8d1f\u8377\u4e0e\u9a8c\u8bc1\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e0e\u6f5c\u529b\u5e76\u5b58\u3002\u5f53\u524d\u201c\u89c6\u53e3\u54cd\u5e94\u201d\u6a21\u5f0f\u53ef\u80fd\u8fc7\u4e8e\u7c97\u653e\uff0c\u6b63\u5982\u7528\u6237\u6240\u95ee\uff0c\u80fd\u5426\u201c\u5438\u9644\u5bb9\u5668\u201d\u624d\u662f\u5173\u952e\u3002\u4ea7\u54c1\u7684\u4e0b\u4e00\u6b65\u8fdb\u5316\uff0c\u5e94\u4ece\u201c\u89c6\u89c9\u53c2\u8003\u201d\u8fc8\u5411\u201c\u667a\u80fd\u8bca\u65ad\u201d\uff0c\u5373\u4e0d\u4ec5\u80fd\u663e\u793a\u9884\u8bbe\u7f51\u683c\uff0c\u66f4\u80fd\u5206\u6790\u9875\u9762\u5143\u7d20\u4e0e\u7f51\u683c\u7684\u504f\u79bb\u5ea6\uff0c\u81ea\u52a8\u8bc6\u522b\u7834\u7248\u5143\u7d20\uff0c\u751a\u81f3\u7ed9\u51fa\u4fee\u590d\u5efa\u8bae\u3002\u6b64\u5916\uff0c\u4e0e\u4e3b\u6d41\u8bbe\u8ba1\u5de5\u5177\uff08\u5982Figma Dev Mode\uff09\u7684\u89c4\u8303\u540c\u6b65\u3001\u4e0eCSS\u6846\u67b6\uff08\u5982Tailwind\uff09\u7684\u9884\u8bbe\u96c6\u6210\uff0c\u5c06\u662f\u5176\u4ece\u201c\u6709\u7528\u5c0f\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u4e13\u4e1a\u5de5\u4f5c\u6d41\u8282\u70b9\u201d\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728\u4f4e\u4ee3\u7801\u548cAI\u751f\u6210\u4ee3\u7801\u8d8b\u52bf\u4e0b\uff0c\u786e\u4fdd\u5b9e\u73b0\u4e0e\u8bbe\u8ba1\u9ad8\u5ea6\u4e00\u81f4\u7684\u201c\u50cf\u7d20\u7ea7\u5b8c\u7f8e\u201d\u53cd\u800c\u53d8\u5f97\u66f4\u52a0\u91cd\u8981\uff0c\u56e0\u4e3a\u9ed1\u7bb1\u751f\u6210\u7684\u4ee3\u7801\u66f4\u9700\u8981\u900f\u660e\u5316\u7684\u5ba1\u67e5\u5de5\u5177\u3002Grid Overlay Pro\u82e5\u6b62\u6b65\u4e8e\u53e0\u52a0\u5c42\uff0c\u5219\u6613\u88ab\u6a21\u4eff\u6216\u66ff\u4ee3\uff1b\u82e5\u80fd\u6df1\u5165\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u8bca\u65ad\u4e0e\u4fee\u6b63\u73af\u8282\uff0c\u5219\u53ef\u80fd\u6210\u4e3a\u4fdd\u969c\u524d\u7aef\u4ea4\u4ed8\u8d28\u91cf\u7684\u5173\u952e\u5b88\u95e8\u4eba\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\">Grid Overlay Pro<\/span>\n <\/div>\n<div class=\"comment-content\">Grid Overlay Pro is a browser extension that helps designers and developers ensure pixel-perfect alignment by overlaying customizable grid systems on any webpage. Unlike static design tool overlays, it features responsive grid adaptation\u2014automatically adjusting column widths and spacing when the viewport resizes, maintaining consistent proportions across any screen size.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>I’m Dev, and I built Grid Overlay Pro to solve a problem I kept hitting as a Design Engineer.<br \/>\nWhen you’re translating designs from Figma to code, the grid systems that keep everything aligned just disappear in the browser. You end up opening the inspector constantly to verify spacing, check if elements line up, or confirm your responsive breakpoints are correct. It breaks your flow.<\/p>\n<p>Grid Overlay Pro puts those grids back. You can overlay customizable grid layouts directly on any webpage and verify your work visually instead of numerically.<\/p>\n<p>What you can do:<br \/>\n\u2022 Set up custom column grids with specific gutters and margins<br \/>\n\u2022 Create multiple breakpoint configurations<br \/>\n\u2022 Toggle the overlay with keyboard shortcuts<br \/>\n\u2022 Save multiple grid settings as presets<\/p>\n<p>I built this after spending way too much time context-switching between my code editor, browser, and inspector just to check if my 12-column grid was actually behaving correctly at different screen sizes.<\/p>\n<p>The extension is free and works on any website. I’d love to hear what you think or what features would make it more useful for your workflow.<\/p>\n<p>Happy to answer any questions!<\/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\/@devagyasharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devagyasharma<\/a> Figma grids vanish the moment you’re in the browser, so I like that Grid Overlay Pro has Responsive Breakpoints + Quick Presets. Does it snap the overlay to a selected container, not just the viewport? That keeps reviews from turning into pixel debates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@devagyasharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devagyasharma<\/a> Congrats Devagya 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>As someone who occasionally works with graphics, I appreciate that! \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a great idea! XScope has a similar built in tool but having it in the browser makes it even easier. Because I, too, have been at that place you describe<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ANMWQJRL3VEODH\" class=\"app-title\">SUN <\/a><\/p>\n<div class=\"one-liner\">Create audio courses and audiobook summaries instantly<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SUN\u662f\u4e00\u6b3e\u57fa\u4e8e\u751f\u6210\u5f0fAI\u7684\u79fb\u52a8\u5e94\u7528\uff0c\u53ef\u8ba9\u7528\u6237\u901a\u8fc7\u7b80\u5355\u63d0\u793a\u5373\u65f6\u751f\u6210\u97f3\u9891\u8bfe\u7a0b\u4e0e\u6709\u58f0\u4e66\u6458\u8981\uff0c\u5e76\u901a\u8fc7\u5b9e\u65f6\u4ea4\u4e92\u5f0f\u95ee\u7b54\u6df1\u5316\u5b66\u4e60\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u788e\u7247\u5316\u65f6\u95f4\u4e2d\u9ad8\u6548\u3001\u6c89\u6d78\u83b7\u53d6\u77e5\u8bc6\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\/496cbf29-f715-4ffa-893b-04836bb2591e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90ac6e5a-f107-49ce-a97a-1472687cecd2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/571204a8-09e4-4aa8-b8f9-089143276555.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca0961e0-efa9-4055-b086-7c6a3bb231da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f174117-f23e-4865-b1c0-0bc2e15d7208.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\/f7ad0d4e-9cfd-456f-abbd-d04993405075.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=aRq6I7cS1AY\"><source src=\"https:\/\/www.youtube.com\/watch?v=aRq6I7cS1AY\" 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\">Education<\/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\">\u751f\u6210\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u8bfe\u7a0b<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u95ee\u7b54<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u4f18\u5148<\/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\u5176\u5c06\u88ab\u52a8\u97f3\u9891\u8f6c\u5316\u4e3a\u4e3b\u52a8\u3001\u5bf9\u8bdd\u5f0f\u4f53\u9a8c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u9080\u8bf7\u7801\u83b7\u53d6\uff0c\u4ee5\u53ca\u4e00\u4e2a\u6709\u6548\u63d0\u95ee\uff1a\u63a2\u8ba8\u4e86\u7eaf\u97f3\u9891\u6a21\u5f0f\u4e0e\u957f\u671f\u5b66\u4e60\u9700\u89c6\u89c9\u8f85\u52a9\u7684\u7ed3\u6784\u6027\u77db\u76fe\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 SUN\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u6587\u672c\u8f6c\u97f3\u9891\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u6784\u6570\u5b57\u65f6\u4ee3\u7684\u201c\u542c\u5b66\u201d\u8303\u5f0f\u3002\u5b83\u7528GenAI\u540c\u65f6\u653b\u514b\u4e86\u5185\u5bb9\u751f\u6210\uff08\u4ece0\u52301\u5236\u4f5c\u8bfe\u7a0b\uff09\u4e0e\u5185\u5bb9\u6d88\u5316\uff08\u5b9e\u65f6Q&A\uff09\u4e24\u5927\u73af\u8282\uff0c\u5c06\u7ebf\u6027\u3001\u5c01\u95ed\u7684\u97f3\u9891\u64ad\u653e\uff0c\u53d8\u4e3a\u4e00\u4e2a\u53ef\u5b9e\u65f6\u63a2\u6d4b\u4e0e\u586b\u8865\u8ba4\u77e5\u7a7a\u767d\u7684\u4ea4\u4e92\u5f0f\u5b66\u4e60\u73af\u5883\u3002\u5176\u201c\u97f3\u9891\u4f18\u5148\u201d\u7b56\u7565\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0e\u89c6\u89c9\u5185\u5bb9\u5e73\u53f0\u7684\u76f4\u63a5\u7ea2\u6d77\u7ade\u4e89\uff0c\u951a\u5b9a\u4e86\u901a\u52e4\u3001\u5bb6\u52a1\u7b49\u7279\u5b9a\u788e\u7247\u5316\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6df1\u5c42\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5176\u4ea7\u54c1\u4ecb\u7ecd\u5b58\u5728\u6982\u5ff5\u6df7\u6dc6\uff0c\u201c\u97f3\u9891\u8bfe\u7a0b\u201d\u4e0e\u201c\u6709\u58f0\u4e66\u6458\u8981\u201d\u662f\u5dee\u5f02\u5de8\u5927\u7684\u5185\u5bb9\u5f62\u6001\uff0c\u524d\u8005\u9700\u4e25\u8c28\u7ed3\u6784\uff0c\u540e\u8005\u91cd\u5728\u63d0\u70bc\uff0c\u540c\u4e00\u5f15\u64ce\u751f\u6210\u6050\u96be\u517c\u987e\u6df1\u5ea6\u4e0e\u8d28\u91cf\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u97f3\u9891\u4e0e\u89c6\u89c9\u7ed3\u6784\u201d\u7684\u63d0\u95ee\u76f4\u6307\u8981\u5bb3\uff1a\u7eaf\u97f3\u9891\u5b66\u4e60\u5bf9\u590d\u6742\u6982\u5ff5\u3001\u6570\u636e\u56fe\u8868\u7b49\u5185\u5bb9\u4f20\u8fbe\u4e4f\u529b\uff0c\u957f\u671f\u6c89\u6d78\u611f\u53ef\u80fd\u56e0\u8ba4\u77e5\u8d1f\u8377\u8fc7\u91cd\u800c\u8870\u9000\u3002\u8fd9\u6697\u793a\u5176\u5f53\u524d\u6a21\u5f0f\u53ef\u80fd\u66f4\u9002\u7528\u4e8e\u5165\u95e8\u6982\u89c8\u6216\u6cdb\u77e5\u8bc6\u5b66\u4e60\uff0c\u96be\u4ee5\u652f\u6491\u4f53\u7cfb\u5316\u6df1\u5ea6\u5b66\u4e60\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cSUN\u662f\u4e00\u6b3e\u5728\u73b0\u6709AI\u80fd\u529b\u4e0a\u505a\u51fa\u654f\u9510\u573a\u666f\u5316\u521b\u65b0\u7684\u4ea7\u54c1\uff0c\u4f46\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5c06\u53d6\u51b3\u4e8e\uff1a\u751f\u6210\u5185\u5bb9\u7684\u6df1\u5ea6\u4e0e\u51c6\u786e\u6027\u80fd\u5426\u7ecf\u5f97\u8d77\u77e5\u8bc6\u4e25\u8c28\u6027\u7684\u62f7\u95ee\uff0c\u4ee5\u53ca\u5176\u4ea4\u4e92\u6a21\u5f0f\u662f\u6b62\u6b65\u4e8e\u65b0\u9896\u7684\u201c\u8bed\u97f3\u804a\u5929\u673a\u5668\u4eba\u201d\uff0c\u8fd8\u662f\u80fd\u8fdb\u5316\u6210\u771f\u6b63\u7406\u89e3\u5b66\u4e60\u8def\u5f84\u3001\u9002\u914d\u4e2a\u4eba\u8ba4\u77e5\u66f2\u7ebf\u7684AI\u5bfc\u5e08\u3002\u82e5\u4e0d\u80fd\u89e3\u51b3\u8fd9\u4e9b\uff0c\u5b83\u6216\u8bb8\u4f1a\u505c\u7559\u5728\u4e00\u6b3e\u6709\u8da3\u7684\u201c\u77e5\u8bc6\u96f6\u98df\u201d\u751f\u6210\u5668\uff0c\u800c\u975e\u98a0\u8986\u6027\u7684\u5b66\u4e60\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">SUN <\/span>\n <\/div>\n<div class=\"comment-content\">We are the first mobile app where users can instantly generate audio content, listen, ask questions, and receive context-aware answers in real time, all powered by GenAI.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt community! \ud83d\udc4b<\/p>\n<p>I’m excited to launch Sun here today! Sun is designed for curious minds eager to learn something new in an immersive audio-first way.<\/p>\n<p>You can create any course within a few seconds with a single prompt, and enjoy it with engaging audio lectures combined with interactive AI-powered Q&A, allowing you to dive deep, ask questions, and satisfy your curiosity effortlessly.<\/p>\n<p>I would love your feedback, insights, and any questions you might have. We’re committed to continuously improving and growing with this wonderful community.<\/p>\n<p>Let’s spark some thoughtful conversations!<\/p>\n<p>Thank you for your support!<\/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\/@artinbogdanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artinbogdanov<\/a> congratulations <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Audio usually feels passive, but this makes it active and engaging. the experience feels more like a conversation than playback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jeremy_ellis1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeremy_ellis1<\/a> you have invite code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The audio-first angle stands out, especially paired with live Q&A. <\/p>\n<\/p>\n<p>How are you deciding when audio is enough versus when learners need visual structure to stay engaged 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\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MOEC6ACE3USSXC\" class=\"app-title\">ClawSimple<\/a><\/p>\n<div class=\"one-liner\">Your dedicated OpenClaw server in 1 click<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ClawSimple\u901a\u8fc7\u4e00\u952e\u5728\u9694\u79bb\u7684\u4e13\u5c5e\u4e91\u670d\u52a1\u5668\u90e8\u7f72OpenClaw AI\u673a\u5668\u4eba\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u5728\u672c\u5730\u7535\u8111\u8fd0\u884c\u800c\u62c5\u5fe7\u6570\u636e\u5b89\u5168\u548c\u6280\u672f\u590d\u6742\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\/01b25262-b4b1-4e6a-a3a2-26a94bb69d2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03a27ac6-6e2f-413d-b6f0-9c00ebedd20a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d356b657-266c-4740-9173-668bc9e9131a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a788f4d-bf3e-40de-ac52-fed65750127b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbce1c4a-f41d-4b2d-bc62-4e2862f00746.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e16f02ac-1506-452c-813c-54fe98433208.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/456c6e63-1919-4fcd-82b8-ac8d3fd4d790.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\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u4e91\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">OpenClaw<\/span><br \/>\n <span class=\"tag\">\u514d\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u9694\u79bb\u73af\u5883<\/span><br \/>\n <span class=\"tag\">Telegram\u673a\u5668\u4eba<\/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\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u672c\u5730\u90e8\u7f72\u7684\u5b89\u5168\u987e\u8651\u3002\u5f00\u53d1\u8005\u9610\u660e\u4ea7\u54c1\u521d\u8877\u662f\u964d\u4f4e\u6280\u672f\u95e8\u69db\uff0c\u8ba9\u975e\u6280\u672f\u7528\u6237\u4e5f\u80fd\u4f7f\u7528\u3002\u6709\u7528\u6237\u8be2\u95ee\u90e8\u7f72\u6a21\u5f0f\uff0c\u786e\u8ba4\u5176\u4e3a\u6309\u9700\u5168\u65b0\u90e8\u7f72\u3002\u53cd\u9988\u663e\u793a\uff0c\u7b80\u5316\u6280\u80fd\u5b89\u88c5\u548c\u6269\u5c55\u81f3Slack\/Discord\u662f\u540e\u7eed\u5173\u952e\u671f\u5f85\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 ClawSimple\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201cAI\u667a\u80fd\u4f53\u5373\u670d\u52a1\u201d\u7684\u6258\u7ba1\u5e73\u53f0\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u7684\u5e02\u573a\u7f1d\u9699\u5207\u5165\u548c\u98ce\u9669\u8f6c\u5ac1\u3002\u5b83\u5de7\u5999\u5730\u5c06\u5f00\u6e90\u9879\u76eeOpenClaw\u4ece\u4e00\u4e2a\u9700\u8981\u6280\u672f\u81ea\u4fe1\u548c\u5192\u9669\u7cbe\u795e\u7684\u672c\u5730\u73a9\u5177\uff0c\u5305\u88c5\u6210\u4e86\u4e00\u4e2a\u53ef\u6d88\u8d39\u3001\u4f4e\u5fc3\u7406\u95e8\u69db\u7684\u4e91\u670d\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u6293\u4f4f\u4e86\u4e24\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u4e00\u662fAI\u667a\u80fd\u4f53\u5f3a\u5927\u80fd\u529b\u4e0e\u6f5c\u5728\u5b89\u5168\u98ce\u9669\uff08\u5982\u8bfb\u53d6\u672c\u5730\u6587\u4ef6\u3001\u8bb0\u5f55\u5bc6\u7801\uff09\u4e4b\u95f4\u7684\u7528\u6237\u6050\u60e7\uff1b\u4e8c\u662f\u6781\u5ba2\u5de5\u5177\u4e0e\u5927\u4f17\u5e02\u573a\u4e4b\u95f4\u5de8\u5927\u7684\u6613\u7528\u6027\u9e3f\u6c9f\u3002\u901a\u8fc7\u63d0\u4f9b\u9694\u79bb\u7684\u4e91\u73af\u5883\uff0c\u5b83\u5c06\u5b89\u5168\u98ce\u9669\u4ece\u7528\u6237\u4e2a\u4eba\u7535\u8111\u8f6c\u79fb\u81f3\u76f8\u5bf9\u53ef\u63a7\u7684\u4e91\u7aef\uff0c\u540c\u65f6\u5c06\u590d\u6742\u7684Linux\u8fd0\u7ef4\u62bd\u8c61\u6210\u4e00\u4e2a\u70b9\u51fb\u52a8\u4f5c\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u201c\u4fbf\u5229\u201d\uff0c\u800c\u662f\u4e00\u79cd\u5173\u952e\u7684\u8d23\u4efb\u4e0e\u590d\u6742\u6027\u5916\u5305\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u53d1\u5c55\u9762\u4e34\u6df1\u5c42\u6311\u6218\u3002\u9996\u5148\uff0c\u5176\u4ef7\u503c\u4e25\u91cd\u4f9d\u8d56\u4e8e\u4e0a\u6e38OpenClaw\u9879\u76ee\u7684\u80fd\u529b\u4e0e\u751f\u6001\uff0c\u81ea\u8eab\u66f4\u50cf\u4e00\u4e2a\u201c\u5408\u89c4\u4e14\u53cb\u597d\u7684\u58f3\u201d\uff0c\u62a4\u57ce\u6cb3\u8f83\u6d45\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u201c\u7b80\u5316\u6280\u80fd\u5b89\u88c5\u201d\u662f\u4e0b\u4e00\u4e2a\u751f\u6b7b\u7ebf\uff0c\u8fd9\u6d89\u53ca\u5230\u662f\u5426\u80fd\u4e3a\u7528\u6237\u63d0\u4f9b\u8d85\u8d8a\u539f\u59cb\u5f00\u6e90\u9879\u76ee\u7684\u3001\u66f4\u76f4\u89c2\u7684\u667a\u80fd\u4f53\u914d\u7f6e\u548c\u7ba1\u7406\u4f53\u9a8c\uff0c\u5426\u5219\u5b83\u53ea\u662f\u4e00\u4e2a\u8106\u5f31\u7684\u90e8\u7f72\u7ba1\u9053\u3002\u6700\u540e\uff0c\u4eceTelegram\u5411Slack\/Discord\u7684\u6269\u5c55\uff0c\u662f\u4ece\u4e2a\u4eba\u5de5\u5177\u5411\u56e2\u961f\u53ca\u5de5\u4f5c\u573a\u666f\u6e17\u900f\u7684\u5173\u952e\u4e00\u8dc3\uff0c\u51b3\u5b9a\u4e86\u5176\u5e02\u573a\u5929\u82b1\u677f\u662f\u7231\u597d\u8005\u5708\u5b50\u8fd8\u662f\u4f01\u4e1a\u8fb9\u7f18\u5e94\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cClawSimple\u662f\u4e00\u6b21\u806a\u660e\u7684\u5e02\u573a\u9a8c\u8bc1\uff0c\u9a8c\u8bc1\u4e86\u201c\u5b89\u5168\u6258\u7ba1AI\u6267\u884c\u73af\u5883\u201d\u7684\u9700\u6c42\u771f\u5b9e\u5b58\u5728\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4fbf\u6377\u7684\u201c\u90e8\u7f72\u5de5\u5177\u201d\u6f14\u8fdb\u4e3a\u6709\u7edf\u6cbb\u529b\u7684\u201c\u667a\u80fd\u4f53\u8fd0\u884c\u5e73\u53f0\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u5f00\u6e90\u9879\u76ee\u4e4b\u4e0a\uff0c\u6784\u5efa\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684\u3001\u4e13\u5c5e\u7684\u914d\u7f6e\u3001\u7ba1\u7406\u548c\u96c6\u6210\u5c42\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u88ab\u4e91\u5382\u5546\u7684\u7c7b\u4f3c\u670d\u52a1\u6216\u66f4\u4f18\u7684\u5f00\u6e90\u65b9\u6848\u6240\u6df9\u6ca1\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\">ClawSimple<\/span>\n <\/div>\n<div class=\"comment-content\">The easiest and safest way to deploy OpenClaw bots. Unlike desktop tools that risk your local data and passwords, ClawSimple deploys OpenClaw to isolated, dedicated cloud server in 1 click. You get one or (as many as you want) secure, 24\/7 autonomous agents without exposing your personal computer or managing complex Linux environments.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I recently found out about OpenClaw and I wanted to use it but didn’t want to put my computer at risk. I think that is the solution I was looking for!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marti_serra_molina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marti_serra_molina<\/a> Thanks! That’s the goal:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I found OpenClaw to be a bit too complex. The discussions I saw online (like on YouTube) seemed to be mostly from hardcore tech nerds. At the same time, installing powerful AI agents directly on a personal computer feels too risky for “normal people.” So, I spent a few days building this first version, where you can rapidly deploy one or multiple bots in isolated servers without worrying about technics. Right now, it only supports Telegram. My priority for the next step is to make installing skills easier. After that, I may add support for Slack and Discord. Let me know what you think!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">are these pre made instances in which openclaw is already installed and when someone buys it gets deployed?<\/div>\n<div class=\"comment-actions\">\n<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\/@rohit_waghire\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_waghire<\/a> It deploys a new server and sets up OpenClaw after the user buys the service. There is a Free plan, where you can run the script on your own server.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/R374ZDQ2X63OYR\" class=\"app-title\">Yavy<\/a><\/p>\n<div class=\"one-liner\">Turn any website into an MCP server for AI<\/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>Yavy\u80fd\u5c06\u4efb\u4f55\u516c\u5f00\u7f51\u7ad9\u8f6c\u5316\u4e3aMCP\u670d\u52a1\u5668\uff0c\u4f7fClaude\u3001Cursor\u7b49AI\u52a9\u624b\u80fd\u76f4\u63a5\u7cbe\u51c6\u68c0\u7d22\u7f51\u7ad9\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u9700\u53cd\u590d\u590d\u5236\u7c98\u8d34\u6587\u6863\u3001\u5e76\u9762\u4e34AI\u5e7b\u89c9\u7b54\u6848\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\/acf9f76b-59fa-4747-8560-dea4026c35a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41dd3a68-9a14-4354-b633-939fff91a153.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\/2ad09e13-a884-4044-abd2-3573c8f9140f.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\/fe14f2bb-2949-4dd7-8d3e-f300a2d4895d.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\/9016fa0a-b511-4280-a553-099c327d9d7a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/luWPLLNVMMg\"><source src=\"https:\/\/youtu.be\/luWPLLNVMMg\" 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\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u722c\u53d6<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u7d22\u5f15<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u9632AI\u5e7b\u89c9<\/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\u4ea7\u54c1\u89e3\u51b3\u4e86\u624b\u52a8\u96c6\u6210\u6587\u6863\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u722c\u53d6\u8303\u56f4\uff08\u662f\u5426\u652f\u6301\u9012\u5f52\u6293\u53d6\u5b50\u76ee\u5f55\uff09\u548c\u66f4\u65b0\u673a\u5236\uff08\u5b9e\u65f6\u6216\u5feb\u7167\uff09\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u4e3a\u9012\u5f52\u722c\u53d6\uff0c\u5e76\u91c7\u7528\u57fa\u4e8e\u8fc7\u671f\u65f6\u95f4\u7684\u5feb\u7167\u66f4\u65b0\u7b56\u7565\uff0c\u540c\u65f6\u5c0a\u91cdrobots.txt\u534f\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Yavy\u7cbe\u51c6\u5730\u8e29\u5728\u4e86\u5f53\u524dAI\u5e94\u7528\u5de5\u4f5c\u6d41\u7684\u4e00\u4e2a\u5173\u952e\u75db\u70b9\u4e0a\uff1a\u5982\u4f55\u8ba9AI\u53ef\u9760\u3001\u4fbf\u6377\u5730\u8bbf\u95ee\u7279\u5b9a\u3001\u79c1\u5bc6\u6216\u52a8\u6001\u66f4\u65b0\u7684\u77e5\u8bc6\u6e90\u3002\u5176\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5bf9MCP\uff08Model Context Protocol\uff09\u8fd9\u4e00\u65b0\u5174\u6807\u51c6\u7684\u573a\u666f\u5316\u843d\u5730\u548c\u4f53\u9a8c\u7b80\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u672c\u8d28\u662f\u4e00\u4e2a\u201c\u8fde\u63a5\u5668\u201d\u548c\u201c\u7ffb\u8bd1\u5668\u201d\u3002\u5b83\u5c06\u6742\u4e71\u65e0\u7ae0\u7684\u516c\u5f00\u7f51\u7ad9\u7ed3\u6784\uff0c\u901a\u8fc7\u722c\u53d6\u3001\u5206\u5757\u3001\u8bed\u4e49\u5d4c\u5165\u7d22\u5f15\uff0c\u8f6c\u5316\u4e3aAI\u80fd\u9ad8\u6548\u67e5\u8be2\u7684\u6807\u51c6\u5316MCP\u63a5\u53e3\u3002\u8fd9\u770b\u4f3c\u662f\u6280\u672f\u6d3b\uff0c\u4f46\u5176\u6838\u5fc3\u58c1\u5792\u53ef\u80fd\u5728\u4e8e\u5bf9\u201c\u53ef\u7528\u6027\u201d\u548c\u201c\u5408\u89c4\u6027\u201d\u7684\u5e73\u8861\uff0c\u6b63\u5982\u5176\u56de\u590d\u4e2d\u63d0\u5230\u7684\u9012\u5f52\u722c\u53d6\u7b56\u7565\u3001\u9891\u7387\u63a7\u5236\u3001robots.txt\u5c0a\u91cd\u7b49\u3002\u8fd9\u4f53\u73b0\u4e86\u4ea7\u54c1\u4ece\u201c\u73a9\u5177\u201d\u8d70\u5411\u201c\u5de5\u5177\u201d\u7684\u5173\u952e\u601d\u8003\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u957f\u671f\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5b83\u4e25\u91cd\u4f9d\u8d56\u4e0a\u6e38\u7684MCP\u534f\u8bae\u80fd\u5426\u6210\u4e3aAI\u52a9\u624b\u95f4\u8fde\u63a5\u77e5\u8bc6\u6e90\u7684\u901a\u7528\u6807\u51c6\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u4e2d\u95f4\u4ef6\uff0c\u5176\u6280\u672f\u6808\uff08\u722c\u866b\u3001\u7d22\u5f15\uff09\u867d\u6210\u719f\uff0c\u4f46\u9762\u4e34\u89c4\u6a21\u6269\u5927\u540e\u7684\u6027\u80fd\u3001\u6210\u672c\u548c\u7f51\u7ad9\u53cd\u722c\u63aa\u65bd\u7684\u538b\u529b\u3002\u6700\u540e\uff0c\u5176\u201c\u5feb\u7167\u5f0f\u201d\u66f4\u65b0\u867d\u5408\u7406\uff0c\u4f46\u5bf9\u4e8e\u6587\u6863\u9891\u7e41\u53d8\u66f4\u7684\u573a\u666f\uff0c\u5982\u4f55\u5b9a\u4e49\u201c\u5b9e\u65f6\u6027\u201d\u9700\u6c42\u4ecd\u662f\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cYavy\u662f\u4e00\u6b3e\u5178\u578b\u7684\u201c\u80f6\u6c34\u578b\u201d\u4ea7\u54c1\uff0c\u5b83\u586b\u8865\u4e86\u751f\u6001\u4f4d\u7a7a\u7f3a\uff0c\u63d0\u4f9b\u4e86\u5373\u523b\u7684\u4fbf\u5229\u3002\u4f46\u5176\u957f\u8fdc\u547d\u8fd0\uff0c\u4e0eMCP\u751f\u6001\u7684\u7e41\u8363\u5ea6\u3001\u4ee5\u53ca\u81ea\u8eab\u5728\u6570\u636e\u65b0\u9c9c\u5ea6\u3001\u5927\u89c4\u6a21\u722c\u53d6\u7ba1\u7406\u4e0a\u7684\u80fd\u529b\u6df1\u5ea6\u76f4\u63a5\u7ed1\u5b9a\u3002\u5b83\u73b0\u5728\u63d0\u4f9b\u7684\u662f\u201c\u6b62\u75db\u836f\u201d\uff0c\u672a\u6765\u80fd\u5426\u6210\u4e3a\u201c\u7ef4\u751f\u7d20\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u7b80\u5355\u7684\u6587\u6863\u8fde\u63a5\uff0c\u6f14\u8fdb\u4e3a\u6d3b\u6001\u77e5\u8bc6\u7684\u7ba1\u7406\u4e0e\u534f\u540c\u5e73\u53f0\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\">Yavy<\/span>\n <\/div>\n<div class=\"comment-content\">Yavy turns any public website into an MCP server. Paste a URL, and we crawl, index, and serve your content to AI tools like Claude, Cursor, and any MCP-compatible assistant. No more copy-pasting docs into chat. No more hallucinated answers. Your AI gets accurate, up-to-date information from your actual content. Perfect for developer docs, help centers, blogs, and knowledge bases. Set up in minutes – no code required. Organize multiple sources and share access with your team.<\/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 Yavy out of pure frustration.<\/p>\n<p>Every day I’d find myself copying chunks of documentation into Claude or Cursor, asking “how does X work?” – then doing it again 5 minutes later for a different page. The AI would sometimes hallucinate answers that sounded right but weren’t in the actual docs.<\/p>\n<p>When MCP came out, I saw the solution: what if any documentation could become an MCP server? Your AI assistant could just… search the real docs directly.<\/p>\n<p>So I built Yavy. Paste any public URL – framework docs, help centers, blogs and it crawls, indexes with semantic embeddings, and serves it via MCP. Now Claude, Cursor, and other AI tools can search your actual content instead of guessing.<\/p>\n<p>What I learned building this:<br \/>\n– Chunk-based indexing beats full-page indexing for accuracy<br \/>\n– Semantic search changes everything – find by meaning, not keywords<br \/>\n– Developers want one place to connect ALL their docs (hence organizations & multi-project support)<\/p>\n<p>I’m using Yavy myself every day now. No more copy-paste workflow. No more hallucinated API methods.<\/p>\n<p>Would love your feedback – what docs would you index first?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool! Will it automatically collect all sub directories content (e.g. from parent docs page, collect content of all docs)? This is huge pain manually<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@daniele_packard yes, for the web crawl discovery type, Yavy performs a recursive crawl across all documentation pages<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is super cool, i’ve been dealing with mcp hell lately for my own startup and honestly the setup process is brutal. curious how you guys are handling the crawling and indexing – are you doing real-time updates when sites change or is it more of a snapshot thing? also wondering about rate limits and how you deal with sites that don’t want to be crawled. we’ve been trying to connect our agents to docs and wikis and it’s way harder than it should be, so really excited to see someone tackling this properly. congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victor_eth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victor_eth<\/a> really good question, regarding crawling, staleness-based snapshots, not real-time. Each page has a refresh frequency (daily by default). We only re-crawl what’s actually stale and skip re-indexing if content hash hasn’t changed. Regarding rate limits, 100ms delays between requests, max 5 concurrent jobs per project, depth\/URL caps and we identify ourselves with a custom User-Agent. Regarding robots.txt, yes, we respect it. We check for Sitemap directives first and prefer using the site’s own sitemap over recursive crawling<\/p>\n<\/p>\n<p>Would love to hear more about your use case!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/VD3YF7NAKG36ZS\" class=\"app-title\">Moltcraft<\/a><\/p>\n<div class=\"one-liner\">Visualize your AI agents work in a pixel world<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Moltcraft\u662f\u4e00\u6b3e\u4e3aMoltbot\u8bbe\u8ba1\u7684\u5f00\u6e90\u7b49\u8ddd\u50cf\u7d20\u4eea\u8868\u76d8\uff0c\u5b83\u5c06\u67af\u71e5\u7684AI\u4ee3\u7406\u7ec8\u7aef\u65e5\u5fd7\u548cJSON\u6570\u636e\u76d1\u63a7\uff0c\u8f6c\u5316\u4e3a\u4e00\u4e2a\u751f\u52a8\u7684\u50cf\u7d20\u4e16\u754c\u53ef\u89c6\u5316\u754c\u9762\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u76f4\u89c2\u3001\u6709\u8da3\u5730\u76d1\u63a7\u548c\u7ba1\u7406AI\u4ee3\u7406\u7684\u8fd0\u884c\u72b6\u6001\u4e0e\u6570\u636e\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\/9e8ff579-2797-4f49-8166-1d064a20e17b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Kz5efD4eZjU\"><source src=\"https:\/\/youtu.be\/Kz5efD4eZjU\" 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\/2e885258-cb4a-4d56-84a5-ff93edad0316.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9664a4b3-0303-478a-b9cc-ae4ed5e0685d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59b9dd49-87f2-48bc-8ff4-cbf5ef9b85b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98417d7d-b900-4d08-82a0-05e604a5ef0b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9b07b22-c34b-4479-b3f8-7a841a0a4621.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/753229d1-bdb0-4226-ba0e-067359ffa70e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/afc96e71-aef6-4a60-b9e2-c3b55a45340b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb87837b-5c25-457f-94a9-57cccf984096.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78248ea3-27ac-4a38-8dcc-98d8d00c3c7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u98ceUI<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fd0\u7ef4\u53ef\u89c6\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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u5c06\u76d1\u63a7\u4f53\u9a8c\u4ece\u67af\u71e5\u65e5\u5fd7\u53d8\u4e3a\u6709\u8da3\u6e38\u620f\u4e16\u754c\u7684\u521b\u610f\u3002\u6709\u8bc4\u8bba\u8054\u60f3\u5230\u300a\u9ed1\u955c\u300b\u5267\u96c6\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5f3a\u8c03\u5176\u53ef\u63a7\u6027\u4e0e\u4e3a\u7528\u6237\u670d\u52a1\u7684\u672c\u8d28\u3002\u6838\u5fc3\u53cd\u9988\u662f\u4ea7\u54c1\u89e3\u51b3\u4e86\u76d1\u63a7\u754c\u9762\u4e4f\u5473\u7684\u75db\u70b9\uff0c\u5e76\u56e0\u5176\u8da3\u5473\u6027\u548c\u5f00\u6e90\u5c5e\u6027\u53d7\u5230\u671f\u5f85\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 Moltcraft\u7684\u201c\u50cf\u7d20\u4e16\u754c\u201d\u5916\u8863\u4e4b\u4e0b\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5bf9AI Agent\u8fd0\u7ef4\u201c\u53ef\u89c2\u6d4b\u6027\u201d\u4f53\u9a8c\u7684\u4e00\u6b21\u6fc0\u8fdb\u91cd\u6784\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86\u5f53\u524dAI\u5f00\u53d1\u5de5\u5177\u94fe\u7684\u4e00\u4e2a\u76f2\u70b9\uff1a\u529f\u80fd\u5f3a\u5927\u4f46\u7528\u6237\u4f53\u9a8c\u53cd\u4eba\u6027\u3002\u5f53\u5f00\u53d1\u8005\u6c89\u6d78\u5728\u6784\u5efa\u667a\u80fd\u4f53\u7684\u6280\u672f\u5feb\u611f\u4e2d\u65f6\uff0c\u8fd0\u7ef4\u754c\u9762\u5374\u4ecd\u505c\u7559\u5728\u547d\u4ee4\u884c\u4e0eJSON\u68ee\u6797\u7684\u539f\u59cb\u65f6\u4ee3\uff0c\u8fd9\u9020\u6210\u4e86\u5de8\u5927\u7684\u8ba4\u77e5\u4e0e\u4f53\u9a8c\u65ad\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u4ee3\u7406\u5177\u8c61\u5316\u4e3a\u89d2\u8272\u3001\u6570\u636e\u6620\u5c04\u4e3a\u5efa\u7b51\uff0c\u5e76\u975e\u7b80\u5355\u7684\u201c\u76ae\u80a4\u201d\u66f4\u6362\uff0c\u800c\u662f\u4e00\u79cd\u7b26\u5408\u5fc3\u667a\u6a21\u578b\u7684\u9690\u55bb\u8bbe\u8ba1\u3002\u70b9\u51fb\u5efa\u7b51\u83b7\u53d6\u5b9e\u65f6\u6570\u636e\uff0c\u751a\u81f3\u7528\u8bed\u97f3\u4e0e\u4ee3\u7406\u5bf9\u8bdd\uff0c\u8fd9\u4e9b\u4ea4\u4e92\u8bd5\u56fe\u5c06\u76d1\u63a7\u4ece\u201c\u88ab\u52a8\u67e5\u770b\u201d\u53d8\u4e3a\u201c\u4e3b\u52a8\u63a2\u7d22\u201d\uff0c\u53ef\u80fd\u63d0\u5347\u5f00\u53d1\u8005\u53d1\u73b0\u5f02\u5e38\u3001\u7406\u89e3\u4ee3\u7406\u884c\u4e3a\u7684\u6548\u7387\u4e0e\u6df1\u5ea6\u3002\u5176\u6280\u672f\u9009\u578b\uff08\u7eaf\u524d\u7aef\u3001\u65e0\u4f9d\u8d56\u3001\u6781\u81f4\u8f7b\u91cf\uff09\u66f4\u662f\u5f70\u663e\u4e86\u4e00\u79cd\u53cd\u6f6e\u6d41\u7684\u54f2\u5b66\uff1a\u5728\u4e91\u539f\u751f\u4e0e\u590d\u6742\u4f9d\u8d56\u6cdb\u6ee5\u7684\u65f6\u4ee3\uff0c\u575a\u6301\u7b80\u5355\u3001\u53ef\u63a7\u4e0e\u79c1\u6709\u5316\u90e8\u7f72\uff0c\u8fd9\u53cd\u800c\u53ef\u80fd\u6210\u4e3a\u5176\u5728\u5b89\u5168\u654f\u611f\u6216\u8d44\u6e90\u53d7\u9650\u573a\u666f\u4e2d\u7684\u5173\u952e\u4f18\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u4ef7\u503c\u9762\u4e34\u4e25\u5cfb\u62f7\u95ee\uff1a\u8fd9\u79cd\u5f3a\u89c6\u89c9\u9690\u55bb\u7684\u6269\u5c55\u6027\u5982\u4f55\uff1f\u5f53\u4ee3\u7406\u6570\u91cf\u7206\u70b8\u3001\u4efb\u52a1\u5173\u7cfb\u9519\u7efc\u590d\u6742\u65f6\uff0c\u50cf\u7d20\u4e16\u754c\u662f\u5426\u4f1a\u53d8\u5f97\u6df7\u4e71\u4e0d\u582a\uff0c\u53cd\u800c\u5931\u53bb\u6e05\u6670\u5ea6\uff1f\u5176\u201c\u8da3\u5473\u6027\u201d\u662f\u957f\u671f\u7c98\u6027\u5242\uff0c\u8fd8\u662f\u521d\u671f\u5c1d\u9c9c\u540e\u7684\u5197\u4f59\u88c5\u9970\uff1f\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u5353\u8d8a\u7684\u201c\u76d1\u63a7\u524d\u7aef\u201d\uff0c\u5176\u5929\u82b1\u677f\u9ad8\u5ea6\u5c06\u53d6\u51b3\u4e8e\u4e0e\u540e\u7aefAI Agent\u7ba1\u7406\u751f\u6001\uff08\u5982Moltbot\uff09\u7684\u6574\u5408\u6df1\u5ea6\u4e0e\u6570\u636e\u4e30\u5bcc\u5ea6\u3002\u82e5\u4e0d\u80fd\u4ece\u201c\u9177\u70ab\u7684\u89c6\u56fe\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u64cd\u4f5c\u53f0\u201d\uff0c\u5b83\u6050\u5c06\u505c\u7559\u5728\u4e00\u4e2a\u4ee4\u4eba\u60ca\u8273\u5374\u975e\u5fc5\u9700\u7684\u5de5\u5177\u5c42\u9762\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u6210\u719f\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u5c01\u5199\u7ed9AI\u5de5\u5177\u5f00\u53d1\u8005\u7684\u8bbe\u8ba1\u5ba3\u8a00\u4e66\uff0c\u6307\u660e\u4e86\u4f53\u9a8c\u5347\u7ea7\u7684\u4e00\u4e2a\u53ef\u80fd\u65b9\u5411\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\">Moltcraft<\/span>\n <\/div>\n<div class=\"comment-content\">Moltcraft is an open-source isometric pixel dashboard for Moltbot. Instead of reading terminal logs, watch your AI agents walk around a living world. Each agent becomes a pixel character. Click buildings for real data: cron jobs, token usage, skills, channels. Talk to any agent with voice. Zero npm dependencies, pure HTML\/CSS\/JS, ~2MB, runs on a Raspberry Pi. One command: npx @ask-mojo\/moltcraft. Cloud version coming soon \u2014 join the waitlist at moltcraft.xyz.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’ve been building AI agents for a while and realized the monitoring UX is stuck in 2020 \u2014 terminal logs, JSON, multiple tabs. I wanted something I’d actually enjoy looking at. So I built a pixel world where agents are characters. They walk, mine tokens, complete tasks. Click a building and you get real data \u2014 cron jobs, token usage, connected channels. You can even talk to your agents with voice. The whole thing is zero dependencies, pure HTML\/CSS\/JS, under 2MB. Runs on a Raspberry Pi. It started as a fun experiment, turned into the most engaging way to manage AI agents. MIT licensed, fully open source. Would love your feedback!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks fun! Thanks for the hunt. \ud83e\udd73 \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@selfishprimate\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@selfishprimate<\/a> Thanks Halil! The fun factor was intentional \u2014 I got tired of staring at terminal logs and JSON all day. Figured if I’m going to monitor AI agents, might as well enjoy the view. Let me know if you give it a spin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks like something straight out of Black Mirror episode Plaything \ud83d\ude02 – Will check it out for sure<\/div>\n<div class=\"comment-actions\">\n<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\/@asadatnoodle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadatnoodle<\/a> Ha! I’ll take that as a compliment. Though unlike Black Mirror, these AI agents actually work FOR you, not the other way around. And you can pull the plug anytime \u2014 it runs on your own hardware. Would love to hear what you think once you try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Good one! That was the first thing that came to my mind. \ud83e\udd23<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5YQY76S4SS6ZY6\" class=\"app-title\">screenpipe<\/a><\/p>\n<div class=\"one-liner\">Your AI finally knows what you’re doing<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u672c\u5730\u5316\u3001\u79c1\u5bc6\u7684AI\u5c4f\u5e55\u5f55\u5236\u4e0e\u5206\u6790\u5de5\u5177\uff0c\u901a\u8fc7\u6301\u7eed\u8bb0\u5f55\u7528\u6237\u7535\u8111\u5c4f\u5e55\u4e0e\u9ea6\u514b\u98ce\u6d3b\u52a8\uff0c\u6784\u5efa\u4e2a\u4eba\u6570\u5b57\u8bb0\u5fc6\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u4e2aAI\u5de5\u5177\u95f4\u624b\u52a8\u590d\u5236\u7c98\u8d34\u4e0a\u4e0b\u6587\u3001\u4fe1\u606f\u788e\u7247\u5316\u96be\u4ee5\u8ffd\u6eaf\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\/28f07b31-a101-43eb-bce8-fc033f18ca58.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46a26412-52d2-425d-8cac-7d99443541f3.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c911bb40-280e-4b7c-9ca3-238d50fb7a32.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06924066-222f-4d14-a9a2-f6944a27e122.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c7759cbe-b86a-4cb6-b225-c2cb05ccd502.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\/db7c8fd9-ef71-435a-a57c-4f405af966b4.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/Yvdh1kP4HlY\"><source src=\"https:\/\/www.youtube.com\/shorts\/Yvdh1kP4HlY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u884c\u4e3a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3\u4fe1\u606f\u9ed1\u6d1e\u7684\u6838\u5fc3\u7406\u5ff5\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168\u5b9e\u73b0\u65b9\u5f0f\u3001\u5bf9\u975e\u6280\u672f\u7528\u6237\u7684\u6613\u7528\u6027\u3001\u5f00\u53d1\u8005\u96c6\u6210\u652f\u6301\uff0c\u4ee5\u53ca\u671f\u5f85\u66f4\u6df1\u5165\u7684\u201c\u601d\u8003\u4f34\u4fa3\u201d\u5f0f\u53cd\u601d\u529f\u80fd\u3002\u5f00\u53d1\u8005\u56de\u590d\u8be6\u7ec6\uff0c\u5f3a\u8c03\u4e86\u672c\u5730\u5b58\u50a8\u3001PII\u79fb\u9664\u3001\u5f00\u6e90\u5ba1\u8ba1\u53ca\u672a\u6765\u52a0\u5bc6\u89c4\u5212\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 Screenpipe \u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u5f55\u5c4f\u5de5\u5177\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u4e2a\u4eba\u6570\u5b57\u4e16\u754c\u7684\u201c\u9ed1\u5323\u5b50\u201d\u4e0e\u201c\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u7528\u6237\u6700\u79c1\u5bc6\u3001\u6700\u8fde\u7eed\u7684\u884c\u4e3a\u6570\u636e\u2014\u2014\u5c4f\u5e55\u50cf\u7d20\u3001\u8bed\u97f3\u3001\u4ea4\u4e92\u2014\u2014\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u3001\u53ef\u67e5\u8be2\u3001\u53ef\u64cd\u4f5c\u7684\u672c\u5730\u77e5\u8bc6\u5e93\uff0c\u4ece\u800c\u4e3a\u5404\u7c7bAI\u4ee3\u7406\u63d0\u4f9b\u65e0\u6469\u64e6\u7684\u4e0a\u4e0b\u6587\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u6293\u4f4f\u4e86\u5f53\u524dAI\u5e94\u7528\u751f\u6001\u7684\u4e00\u4e2a\u5173\u952e\u65ad\u5c42\uff1a\u5927\u6a21\u578b\u80fd\u529b\u5f3a\u5927\uff0c\u5374\u5bf9\u201c\u4f60\u6b63\u5728\u505a\u4ec0\u4e48\u201d\u4e00\u65e0\u6240\u77e5\uff0c\u7528\u6237\u88ab\u8feb\u6210\u4e3a\u4f4e\u6548\u7684\u4fe1\u606f\u642c\u8fd0\u5de5\u3002Screenpipe \u901a\u8fc7\u672c\u5730\u5316\u8bb0\u5f55\u4e00\u4e3e\u89e3\u51b3\u4e86\u9690\u79c1\u4fe1\u4efb\u548c\u4e0a\u4e0b\u6587\u8fde\u7eed\u6027\u4e24\u5927\u96be\u9898\uff0c\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u3002\u5f00\u6e90\u7b56\u7565\u8fdb\u4e00\u6b65\u6253\u6d88\u4e86\u7528\u6237\u5bf9\u201c\u6301\u7eed\u76d1\u63a7\u201d\u7684\u7ec8\u6781\u987e\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u5b9e\u73b0\u4e0a\uff0c24\/7\u5f55\u5236\u5bf9\u7cfb\u7edf\u8d44\u6e90\u7684\u6d88\u8017\uff08\u81ea\u8ff030% CPU\u300120GB\/\u6708\uff09\u662f\u5426\u80fd\u4e3a\u666e\u901a\u7528\u6237\u63a5\u53d7\uff0c\u662f\u666e\u53ca\u7684\u7b2c\u4e00\u9053\u95e8\u69db\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u5b58\u5728\u5f20\u529b\uff1a\u8bc4\u8bba\u4e2d\u65e2\u5e0c\u671b\u5b83\u6210\u4e3aPM\u7684\u7528\u6237\u7814\u7a76\u5de5\u5177\uff0c\u53c8\u671f\u5f85\u5b83\u662f\u5f00\u53d1\u8005\u7684\u96c6\u6210\u5e73\u53f0\uff0c\u8fd8\u662f\u4e2a\u4eba\u7684\u53cd\u601d\u4f34\u4fa3\u3002\u8fd9\u79cd\u201c\u4e07\u80fd\u745e\u58eb\u519b\u5200\u201d\u7684\u5b9a\u4f4d\u53ef\u80fd\u5bfc\u81f4\u6bcf\u4e2a\u573a\u666f\u90fd\u505a\u5f97\u4e0d\u591f\u6df1\u5165\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u5927\u7684\u95ee\u9898\uff1a\u5b83\u521b\u9020\u4e86\u6570\u636e\uff0c\u4f46\u6838\u5fc3\u4ef7\u503c\u53d6\u51b3\u4e8e\u4e0a\u5c42AI\u5e94\u7528\u5982\u4f55\u6d88\u8d39\u8fd9\u4e9b\u6570\u636e\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u6570\u636e\u7ba1\u9053\u201d\uff0c\u5176\u5929\u82b1\u677f\u53d6\u51b3\u4e8e\u80fd\u4e0e\u591a\u5c11\u201c\u5927\u8111\u201d\uff08\u5982Claude\u3001\u672c\u5730LLM\uff09\u9ad8\u6548\u5bf9\u63a5\uff0c\u5e76\u50ac\u751f\u51fa\u771f\u6b63\u98a0\u8986\u6027\u7684\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u3002\u5982\u679c\u53ea\u662f\u505c\u7559\u5728\u201c\u53ef\u641c\u7d22\u7684\u5f55\u5c4f\u201d\uff0c\u5176\u957f\u671f\u5438\u5f15\u529b\u6709\u9650\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u56f4\u7ed5\u81ea\u8eab\u6784\u5efa\u4e00\u4e2a\u6d3b\u8dc3\u7684\u3001\u4ee5\u9690\u79c1\u4e3a\u6838\u5fc3\u7684AI\u667a\u80fd\u4f53\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\">screenpipe<\/span>\n <\/div>\n<div class=\"comment-content\">screenpipe turns your computer into a personal AI that knows everything you’ve done. Record. Search. Automate. All local, all private, all yours. Your AI finally knows what you’re doing<\/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<br \/>\nI built screenpipe because I was losing my mind. 20k notes in obsidian, obsessive tracking, but my screen was still a black hole.<\/p>\n<p>So i built 24\/7 screen & mic recording over a weekend. A user posted on HN about us. it blew up.<\/p>\n<p>Your AI finally knows what you’re doing. Instead of copy pasting context across ChatGPT, Claude, Claude Code, Opencode, Pi, Gemini, etc. they just know everything you’re up to.<\/p>\n<p>It record everything, your can search with AI, scroll back your screen history, automate your workflows. The best part is that the data stays on your computer and it’s open source, auditable.<\/p>\n<p>What would make you use this daily?<\/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>One of my fav software. I use it a lot with opencode and openwork. Very practical.<\/p>\n<\/p>\n<p>Any plans to make this more dev focused?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@benjamin_shafii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benjamin_shafii<\/a> Yes, we are trying to make an amazing experience both for non-technical users and devs. For devs, we are working on improving our SDKs and APIs, trying to make the data quality as high as possible and the performance really great, while providing good documentation. We are trying to listen more to talk to developers every day to improve the experience, and would love more feedback from you so we can make it really like an amazing integration with OpenWork. <\/p>\n<\/p>\n<p><a href=\"https:\/\/docs.screenpi.pe\/sdk-reference\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.screenpi.pe\/sdk-reference<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool idea, but how does the security side of things look?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> we do PII removal to remove risky elements and rigorously test the code<\/p>\n<\/p>\n<p>all data is local so it’s as secure as other files on your computer<\/p>\n<\/p>\n<p>we have encryption at rest on the roadmap (eg. bitwarden \/ crypto wallet style locks) and support right now end-to-end encrypted device sync<\/p>\n<p>also it’s open source so you can audit the code or fix it<\/p>\n<p><a href=\"https:\/\/github.com\/mediar-ai\/screenpipe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/mediar-ai\/screenpipe<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My dream use case for this would be a thinking companion. I do a ton of stuff, but don’t take enough time to reflect (even though I reflect ~45m a day, it’s not deep enough). My dream version of this is something that watched me like this all day, thought about it really deeply, and at some interval, gave me the 3-4 hour version of reflections that were inspired from watching me, as if i went on a hike every single day, but it goes on the hike for me. Deeper changes to product I can make that solve recent problems I’ve been having, changes to habits that might be especially efficient, ponderings of what my recent conversations might mean for the market opportunity in general I’m working on.<\/p>\n<p>(ps – i have no idea what “score with friends” is and how to get it tf off my profile)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@djkgamc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djkgamc<\/a> We’ve released recently an Obsidian integration, but it’s just Markdown files. You can configure it to run at a schedule (e.g., 15 minutes, 1 hour, 6 hours) and it would query your screen activity, microphone activity, keyboard mouse everything from the time zone time range you define and then it would give you this reflection. You can customize the system prompt and this under the hood is using a coding agent similar to Claude Code, so it can edit files, is read files and it’s secure. It’s like it’s not just one shot prompt dump like request to AI and so it can properly extract like to-do lists and stuff like this. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9ca45f0-bc8a-444b-8292-111d47016f6f.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the 2nd launch! I\u2019ve been looking at Screenpipe through the lens of a Product Manager\u2014specifically for capturing those raw, unpolished moments during user research sessions. Having a locally searchable record of everything could be a game-changer for synthesis. Since this version focuses more on AI agent integration, how do you see it helping non-technical users (like PMs) to query their recorded context without needing to touch the CLI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Actually it’s aimed to be easy to use for non technical users. You can just run the app and ask AI questions through screenpipe AI chat or Claude integration<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45c99168-75ce-42a0-9d84-cdfaff2f74f1.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>Great idea, just wish my local VLLM models were a bit faster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a> it works great with just text LLM – we capture OCR, accessibility, so don’t really need vision, but you can still process some frames to double check information<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Seems cool. How does data privacy work? Recordings etc stay local?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> All data stays on your computer by default, we use native Apple, Windows OCR and voice activity detection, segmentation and transcription <\/p>\n<p>We also have feature to remove PII from OCR, DOM, transcriptions and screenshots like email, credit cards, etc. heavily tested<\/p>\n<p>Uses 1-3 gb of RAM, 20 gb\/m, 30% CPU<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The video is easier to watch on youtube: <a href=\"https:\/\/www.youtube.com\/shorts\/Yvdh1kP4HlY\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/shorts\/Yvdh1kP4HlY<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ 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