{"id":273,"date":"2026-07-06T12:42:36","date_gmt":"2026-07-06T04:42:36","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/07\/06\/2026-07-05\/"},"modified":"2026-07-06T12:42:36","modified_gmt":"2026-07-06T04:42:36","slug":"2026-07-05","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/07\/06\/2026-07-05\/","title":{"rendered":"PH\u70ed\u699c | 2026-07-05"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-07-05<\/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 | 2026-07-05<\/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\/UHHXBJG665CHTW\" class=\"app-title\">WorkBuddy<\/a><\/p>\n<div class=\"one-liner\">Produce sharpened results faster with a team of AI experts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">342<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WorkBuddy \u662f\u4e00\u4e2a\u901a\u8fc7\u591aAI\u4e13\u5bb6\u56e2\u961f\u534f\u4f5c\uff0c\u5c06\u7528\u6237\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u76f4\u63a5\u8f6c\u5316\u4e3a\u201c\u53ef\u4ea4\u4ed8\u6587\u4ef6\u201d\u7684\u667a\u80fd\u529e\u516c\u52a9\u624b\uff0c\u89e3\u51b3\u4e86\u73b0\u6709AI\u5de5\u5177\u201c\u80fd\u601d\u8003\u4f46\u65e0\u6cd5\u5b8c\u6210\u6267\u884c\u6700\u540e\u4e00\u516c\u91cc\u201d\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\/51c46bd1-bf4d-40ed-8d01-6127e1743a14.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d32a1b7c-8f91-4468-b2ac-45f5721f0918.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea9ff5b0-9147-4e3c-ad9c-264f9b957917.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7af12b73-5cf6-40c2-a50c-bee6ff62e955.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ff87c7c-61b6-473b-a0f3-ae6fb838ab39.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed09d43c-bdab-4cc3-8d42-549ffa9625a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1659c18f-b938-40de-b284-406769efbf94.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8f158f3-3050-4b23-b312-e6e62da1fb90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76ed0894-1232-4431-ba7d-0de51db21190.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\/63c401da-08d8-4a02-88b3-413f0d242491.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=xEo4JElCaR0\"><source src=\"https:\/\/www.youtube.com\/watch?v=xEo4JElCaR0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u529e\u516c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u4e13\u5bb6\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u4ea4\u4ed8<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u534f\u8c03<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u817e\u8baf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5173\u6ce8AI\u4e13\u5bb6\u5982\u4f55\u8de8\u804c\u80fd\u534f\u4f5c\u3001\u5206\u6b67\u5982\u4f55\u88c1\u51b3\u3001\u8f93\u51fa\u6210\u679c\u80fd\u5426\u4fdd\u7559\u53cd\u5bf9\u610f\u89c1\u3002\u6b64\u5916\uff0c\u4f01\u4e1a\u7528\u6237\u5bf9\u6743\u9650\u63a7\u5236\u3001\u6570\u636e\u5b89\u5168\u3001\u8bb0\u5fc6\u6cbb\u7406\u6709\u660e\u786e\u9700\u6c42\u3002\u4e5f\u6709\u7528\u6237\u8be2\u95ee\u5b9a\u4ef7\u6a21\u5f0f\u53ca\u5982\u4f55\u5feb\u901f\u627e\u5230\u9002\u5408\u7684\u4e13\u5bb6\u56e2\u961f\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 WorkBuddy\u770b\u4f3c\u662f\u4e00\u4e2a\u88ab\u5305\u88c5\u6210\u201c\u56e2\u961f\u534f\u4f5c\u201d\u7684AI\u5de5\u5177\uff0c\u4f46\u5176\u80cc\u540e\u7684\u4ea7\u54c1\u903b\u8f91\u806a\u660e\u5730\u6293\u4f4f\u4e86\u5f53\u524d\u5927\u6a21\u578b\u843d\u5730\u7684\u4e00\u5927\u65ad\u5c42\uff1a\u201c\u4ece\u601d\u60f3\u5230\u6210\u54c1\u201d\u7684\u6267\u884c\u843d\u5dee\u3002\u5b83\u4e0d\u5f3a\u8c03\u6a21\u578b\u6709\u591a\u5f3a\uff0c\u800c\u662f\u5f3a\u8c03\u4ea4\u4ed8\u6709\u591a\u5feb\uff0c\u8fd9\u5728C\u7aef\u7528\u6237\u5bf9\u7eaf\u5bf9\u8bdd\u5f0fAI\u4ea7\u751f\u75b2\u52b3\u7684\u5f53\u4e0b\uff0c\u662f\u4e00\u4e2a\u7cbe\u51c6\u7684\u5dee\u5f02\u5316\u5207\u5165\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u4ea7\u54c1\u529b\u548c\u7406\u5ff5\u4e4b\u95f4\u4ecd\u5b58\u5728\u9e3f\u6c9f\u3002\u201cAI\u4e13\u5bb6\u56e2\u961f\u201d\u7684\u534f\u4f5c\u673a\u5236\u867d\u88ab\u63cf\u7ed8\u5f97\u751f\u52a8\u2014\u2014\u8de8\u804c\u80fd\u5e76\u884c\u3001\u4ea4\u53c9\u6821\u9a8c\u3001\u8fa9\u8bba\u5f0f\u5408\u6210\uff0c\u4f46\u4ece\u7528\u6237\u8bc4\u8bba\u7684\u5c16\u9510\u63d0\u95ee\u6765\u770b\uff0c\u591a\u4e2a\u4ee3\u7406\u95f4\u7684\u201c\u771f\u5b9e\u5206\u6b67\u201d\u662f\u5426\u80fd\u5728\u6700\u7ec8\u8f93\u51fa\u4e2d\u5e78\u5b58\uff0c\u4ecd\u662f\u6700\u5927\u6280\u672f\u6311\u6218\u3002WorkBuddy\u56de\u590d\u79f0\u91c7\u7528\u201c\u7f16\u8f91\/\u8c03\u89e3\u8005\u201d\u800c\u975e\u201c\u6295\u7968\u673a\u201d\u673a\u5236\uff0c\u4f46\u7528\u6237\u5728\u771f\u5b9e\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u4f53\u9a8c\u662f\u5426\u5982\u5ba3\u4f20\u822c\u987a\u7545\uff0c\u5c1a\u9700\u6253\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u503c\u5f97\u8b66\u60d5\u7684\u662f\u201c\u63a7\u5236\u611f\u201d\u3002WorkBuddy\u5f3a\u8c03\u7528\u6237\u201c\u59cb\u7ec8\u5728\u9a7e\u9a76\u5ea7\u4e0a\u201d\uff0c\u4f46\u8ba9\u7528\u6237\u9891\u7e41\u4ecb\u5165\u4e13\u5bb6\u5206\u6b67\u6216\u4efb\u52a1\u62c6\u5206\uff0c\u672c\u8d28\u4e0a\u589e\u52a0\u4e86\u8ba4\u77e5\u8d1f\u8377\uff0c\u8fdd\u80cc\u4e86\u201c\u89e3\u653e\u7528\u6237\u201d\u7684\u521d\u8877\u3002\u5982\u679c\u8fd9\u79cd\u63a7\u5236\u53d8\u6210\u8d1f\u62c5\uff0c\u591a\u4ee3\u7406\u67b6\u6784\u53cd\u800c\u4f1a\u6210\u4e3a\u6548\u7387\u4f2a\u547d\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u6765\u8bf4\uff0cWorkBuddy\u662f\u4e00\u4e2a\u6709\u660e\u786e\u573a\u666f\u5b9a\u4e49\u3001\u4f46\u6267\u884c\u7ec6\u8282\u4ecd\u9700\u6253\u78e8\u7684AI\u52a9\u624b\u3002\u5bf9\u4e8e\u8ffd\u6c42\u201c\u4efb\u52a1\u7ed3\u679c\u201d\u7684\u804c\u573a\u7528\u6237\u800c\u8a00\uff0c\u5176\u4ef7\u503c\u662f\u5b9e\u5728\u7684\uff1b\u4f46\u5982\u679c\u4e0d\u89e3\u51b3\u4ee3\u7406\u95f4\u7684\u534f\u8c03\u6210\u672c\u4e0e\u4ea4\u4ed8\u53ef\u89e3\u91ca\u6027\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u201c\u9ad8\u914d\u7248\u7684\u81ea\u52a8\u5316\u811a\u672c\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684AI\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\">WorkBuddy<\/span>\n <\/div>\n<div class=\"comment-content\">Tencent WorkBuddy is an AI agent built for everyday office work. Make a request. Guide your AI expert team. Bring in a second opinion. Get sharpened, ready-to-use results.<\/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>I’m part of the team that built WorkBuddy.<\/p>\n<\/p>\n<p>AI made the thinking part faster, but you still spend hours turning “the response” into an actual file. <strong>WorkBuddy closes the execution gap with a team of AI experts that helps produce sharpened, ready-to-deliver results.<\/strong><\/p>\n<p>Here’s how it works:<\/p>\n<ol>\n<li>\n<p>Pick an expert team.<\/p>\n<\/li>\n<li>\n<p>Describe what you need in plain language.<\/p>\n<\/li>\n<li>\n<p>The team gets to work in parallel, dividing the task, cross-checking each other, and synthesizing everything into sharpened, ready-to-deliver results.<\/p>\n<\/li>\n<\/ol>\n<p>Not sure which way to go? You can also bring in another expert opinion to guide the direction.<\/p>\n<p><strong>Why you want WorkBuddy:<\/strong><\/p>\n<ul>\n<li>\n<p>A team, not a bot: experts cross-check each other into sharpened results<\/p>\n<\/li>\n<li>\n<p>100+ Pre-built Expert Teams: across every domain, call them like a colleague, not a tool<\/p>\n<\/li>\n<li>\n<p>You stay in control: bring in another opinion and guide the direction, at any point<\/p>\n<\/li>\n<li>\n<p>Parallel by default: multiple agents run in parallel, no waiting in line<\/p>\n<\/li>\n<li>\n<p>Real deliverables: finished files in your folders, not trapped in a chat<\/p>\n<\/li>\n<\/ul>\n<p>To celebrate our launch, we’re giving the first 300 users who come from Product Hunt an extra 500 Credits. First come, first served. Claim by July 20 \ud83c\udf89<strong> Claim here \u2192 [<\/strong><a href=\"https:\/\/www.workbuddy.ai\/events\/claim\/?id=ph_launch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>link<\/strong><\/a><strong>]<\/strong><\/p>\n<p>Try WorkBuddy today \ud83d\udc49 <a href=\"http:\/\/workbuddy.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">workbuddy.ai<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sherina_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sherina_chen<\/a> Congrats on the launch! The framing of “execution gap” really resonates \u2014 I think a lot of AI tools solve the thinking bottleneck but leave you alone with the “now turn this into something deliverable” part. Curious how the cross-checking between experts works in practice \u2014 does the system flag disagreements between agents to the user, or does it resolve them internally before showing the final output?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sherina_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sherina_chen<\/a> Congrats on the launch! I was wondering: if a team of experts runs in parallel on a single task (say, research, drafting, and QA), is it possible to assign a different model to each expert?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@sherina_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sherina_chen<\/a> congrats on the launch \ud83d\ude80<\/p>\n<\/p>\n<p>I like the focus on closing the gap between AI generating ideas and actually delivering finished work. That’s where a lot of time is still lost today.<\/p>\n<\/p>\n<p>I’m curious, after watching people use WorkBuddy, which expert team has surprised you the most? Was there a use case that became far more popular than you originally expected?<\/p>\n<\/p>\n<p>Excited to see where you take this \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like finished files in folders instead of answers trapped in chat! The last mile is where agent tools usually stall. QQ – when 2 experts genuinely disagree at synthesis, who wins? Congrats on the launch!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Thank you! We feel the same \u2014 the last mile should be finished work in the right place, not just another answer trapped in chat.<\/p>\n<p>When two experts genuinely disagree, no one automatically \u201cwins.\u201d The synthesis step weighs the disagreement against the user\u2019s goal, task context, constraints, and the reasoning behind each view.<\/p>\n<p>If one side is clearly better supported, the final output follows that direction. If it\u2019s a real tradeoff, we try to preserve that in the result by showing the recommendation, the alternative, and the reason for the choice. The goal is for disagreement to sharpen the final work, not get smoothed away.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Thanks! Just to add to Caddy’s point, you can actually watch the experts debate it out in the thinking process, and every perspective stays in the final result, so you can see exactly how the conclusion came together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! This looks like it could save a lot of time for managers. Do you have examples of tasks where WorkBuddy performs better than a single-agent workflow?<\/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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> <\/p>\n<p>Thanks so much for the support and the great question!<\/p>\n<p>Yes,we’ve seen many tasks where a multi-expert workflow outperforms a single-agent approach, especially for more complex, end-to-end work that involves planning, research, execution, and delivery.<\/p>\n<p>We’ve shared some real-world examples on our X account here:<br \/><a href=\"https:\/\/x.com\/WorkBuddy_AI\/status\/2068979159284826129\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/WorkBuddy_AI\/status\/2068979159284826129<\/a><\/p>\n<p>Feel free to give them a try\u2014we’d love to hear what you think or which workflows you’d like to see next!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Great question! Tasks that benefit most are ones where different angles actually matter \u2014 like a go-to-market plan (where you want a strategist, a content person, and a data analyst all weighing in), or a competitive analysis (where one agent researches, another challenges the assumptions, and a third synthesizes). Single-agent gets you a draft. A team gets you something you can actually use. Give it a try and let us know what you’re working on. Happy to suggest which expert team fits!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>100+ pre-built expert teams is a lot, BTW how do you actually find the right one fast? Is there search, or do you browse by category?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Both! You can search by title if you already know what you need, or browse by category like Content Creation, Research, Investment Analysis, Legal Consulting and more. And if none of them quite fit, you can create your own custom expert. It’s user-driven for now, so you stay in control of which expert handles what. Smart recommendations based on your prompt and memory are on our roadmap, so it’ll get even easier 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the cross-check between experts is the part i’m most curious about – when one expert flags something, does that actually change the final synthesized output, or does the merge step just blend everyone’s take together and the disagreement quietly disappears? in my own multi-agent setups the hard part was never getting different perspectives, it was making sure a real objection survives the final combine step instead of getting smoothed over<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Great point \u2014 and I completely agree. The hard part is not getting multiple perspectives; it\u2019s making sure a real objection doesn\u2019t get averaged away in the final combine step.<\/p>\n<p>In WorkBuddy, we don\u2019t want synthesis to behave like a simple blender. When one expert flags something, that signal should affect the final output: it may lead to a correction, a caveat, a reframed recommendation, or an explicit note that there is a tradeoff or unresolved disagreement.<\/p>\n<p>So the merge step is closer to an editor\/moderator than a voting mechanism. It looks at the user\u2019s goal, task context, constraints, and the reasoning behind each expert\u2019s input. If an objection is valid, it should survive into the final result rather than disappear quietly.<\/p>\n<p>This is also an area we care a lot about and are continuing to improve \u2014 especially around making objections more traceable, so users can see how expert feedback changed the final deliverable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Just to add, you can actually watch the experts debate it out in the thinking process, and every perspective stays laid out in the final result, so you can trace how the conclusion came together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For enterprise teams, governance will matter. Are there admin controls for which files WorkBuddy can access, where outputs are saved, and what context is remembered?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jocky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jocky<\/a> Great question \u2014 completely agree that governance becomes critical for enterprise teams.<\/p>\n<p>WorkBuddy is designed around explicit authorization rather than open-ended access. Teams can control which file locations WorkBuddy is allowed to access, and in enterprise scenarios permissions can be scoped even further by expert\/agent role \u2014 for example, a data expert can access the data folder while a writing expert only accesses templates.<\/p>\n<p>Outputs are also controllable. By default, WorkBuddy saves results into an authorized local folder, and teams can configure output destinations such as Tencent Cloud COS or Google Drive.<\/p>\n<p>For memory, we think it has to be treated as governed context, not hidden context. WorkBuddy supports memory capabilities, but for enterprise use our principle is that remembered context should respect the same permission boundaries, be intentional, and be manageable by the team \u2014 not silently accumulate in the background.<\/p>\n<p>So yes, admin controls around access, output location, identity, and context governance are a major part of how we think about WorkBuddy for enterprise teams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks like a huge time-saver! I’ve been struggling to coordinate different AI tools for my projects, so having a unified team of AI experts sounds ideal. How exactly do the different AI “experts” communicate with each other within 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@doganakbulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@doganakbulut<\/a> Good question! It’s simpler than wiring a bunch of bots together. In the same chat you can switch between experts on the fly, whatever the task needs. And if you summon an Expert Team instead of a single expert, they collaborate directly, so one’s work carries into the next without you copy-pasting between them. If you want to see how they think through disagreements, just ask and every take can stay visible in the final result. Less a pile of tools you coordinate, more a team you can call on right where you’re working.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@doganakbulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@doganakbulut<\/a> Thanks so much! <\/p>\n<p>Our expert teams collaborate through structured workflows. Each expert is responsible for a different part of the task based on their domain knowledge and specialized skills. They share context, pass along intermediate results, and coordinate their work so the next expert can continue seamlessly.<\/p>\n<p>The goal is to make complex tasks feel as effortless as working with a well-coordinated professional 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>The disagreement-survival question Omri raised is the one that bit me hardest building this stuff. What worked for me wasn’t a smarter merge prompt, it was giving each expert a flag field the synthesizer literally can’t drop, so a minority-of-one objection still renders in the final output. The moment I let the combine step weigh objections by confidence, the useful contrarian take got averaged into mush. Do your experts write to a shared structured object, or hand back prose the synthesizer re-reads and re-summarizes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dipankar_sarkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dipankar_sarkar<\/a> The way it works in WorkBuddy is closer to your flag-field instinct. You can ask for it directly in your brief: preserve dissenting opinions, show unresolved objections, keep each expert’s take visible. The clearer the expectation, the better the team calibrates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 team! The expert team concept feels much closer to how people actually collaborate at work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@song_kirby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@song_kirby<\/a> Thanks so much! so glad it 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\">Hi, How do you decide when an AI task should be handled by one expert agent versus an entire team of agents?<\/div>\n<div class=\"comment-actions\">\n<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\/@thys_beesman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thys_beesman<\/a> Hi~Great question!<\/p>\n<p>It mainly depends on the complexity of the task. For straightforward requests, a single expert is usually the fastest and most efficient choice. But for longer, more complex tasks\u2014especially those involving planning, research across multiple sources, or several execution steps\u2014a team of experts can work together, with each contributing its own expertise to different parts of the workflow.<\/p>\n<p>Our goal is to help users get the best results in the most efficient way. WorkBuddy supports both single-expert and expert-teams workflows, so feel free to give them a try and see which works best for your tasks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that you’re showing how people can guide the AI instead of pretending it always knows the right answer. What happens if two of the AI experts recommend different approaches? Does the system try to resolve that on its own, or does the user decide which direction to take?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chielephant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chielephant<\/a> Thank you \u2014 that\u2019s exactly the idea. We don\u2019t want WorkBuddy to pretend the AI always knows the single right answer.<\/p>\n<p>When two experts recommend different approaches, the synthesis step looks at the user\u2019s goal, context, constraints, and the reasoning behind each suggestion. If one path is clearly stronger, WorkBuddy will recommend it and explain why.<\/p>\n<p>But if it\u2019s a real tradeoff, we try to preserve that instead of hiding it. The system should show the options, explain the pros and cons, and let the user decide which direction to take. The human stays in control, and the experts help make the decision clearer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\u2019d like to have Workboddy take over my browser to perform repetitive tasks, but I\u2019m very concerned about the potential leakage of my account details, payment information, and personal data. How do you handle the uploading and protection of personal 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bob_bo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bob_bo<\/a> Hi, thanks for you questions. WorkBuddy is not meant to freely crawl everything in your browser or silently collect account\/payment details. It works within the scope the user authorizes: the task workspace, connected tools, installed skills, or the specific browser\/task context needed for the job.<\/p>\n<p>By default, higher-risk actions are guarded by permission controls. For example, actions involving sensitive paths, deletion, scripts\/external programs, or sensitive network capabilities can require user confirmation rather than running silently.<\/p>\n<p>For personal data, our principle is to process only what is needed to complete the task. Users should avoid putting unnecessary passwords, card numbers, or private personal data into prompts. Memory is also user-manageable \u2014 you can view\/edit entries and tell WorkBuddy what to remember or forget.<\/p>\n<p>The goal is to make repetitive browser work faster while keeping access explicit, scoped, and reviewable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@sherina_chen\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sherina_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sherina_chen<\/a> Congrats to the entire team on this success. Looking forward to see how impactful the product will be as time goes on. how does your product deal with agents working cross function? in a situation where 2 different agents could possibly do different task but have 2 identical task they can both do, which of the agents will take up the task?<\/p>\n<p>I hope you do understand my question?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adebowale_adeseye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adebowale_adeseye<\/a> Thanks! Good question, I get what you mean. It doesn’t work like a dispatcher auto assigning the task to one agent behind your back. You’re the one who picks which expert to bring in, and when you summon the expert team for something, they actually work together rather than compete for it, each one contributing where it’s strongest and handing off to the next. So it’s less “which agent grabs the task” and more “the right ones collaborate on it.” You stay in the driver’s seat the whole way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have been kicking the tires on this one today and the multi-agent setup is honestly pretty clever. Got a messy brief turned into a clean summary and follow-up email in one go. Curious how it handles more technical 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yiitwcuf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yiitwcuf<\/a> That summary-plus-email-in-one-go flow is the sweet spot. Technical docs hold up better than you’d think since you can pull in an expert tuned for it, though I’d still skim the output on really dense specs. Let me know what you throw at it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the pricing work for the AI expert team \u2014 is it a flat subscription or do you pay per agent or per task?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nazargkbaleawm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nazargkbaleawm<\/a> It’s a flat subscription, not per agent or per task. Running the full expert team on a task doesn’t cost extra on top, you’re just drawing from your Credits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Used it for a quick report draft and the multi-agent angle actually helped, gave me three different angles in like a minute instead of one generic answer. Slightly clunky UI but the results felt noticeably more useful than my usual single-prompt tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kumsalk9229\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kumsalk9229<\/a> Yeah, one prompt shouldn’t lock you into one answer, so three angles in a minute is kind of the whole point. UI’s still getting polished, but glad the results are landing more useful for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. The part I’m most curious about is data boundaries rather than the synthesis logic – if I spin up a team with a research expert and a legal expert on the same brief, do they see each other’s full working context and any files I uploaded, or is each expert scoped to only what it needs for its part? Multi-agent setups are great until one expert quietly has more access than the task calling it actually required.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Access is something you grant, not something that’s open by default. Tasks run sandboxed, and reaching your files needs your explicit permission, so nothing gets touched unless you’ve said so.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch! \ud83c\udf89 I really like the “team of AI experts” concept. How do you decide which specialists get assigned to a task? Is it automatic or can users customize the team?<\/div>\n<div class=\"comment-actions\">\n<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\/@luki_notlowkey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luki_notlowkey<\/a> Right now it’s user-driven. In the same chat you switch between experts on the fly, and if you summon an Expert Team the specialists collaborate directly so you don’t hand-assign each piece. You can also build your own if none fit. Smart recommendations are on the roadmap, but for now you’re the one calling the shots.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 part I’d poke at: asking in the brief is prompt-level, and in my runs a plain-language ‘keep the dissent’ held up fine until the context got long, then the minority take quietly vanished maybe 1 in 5. Is preservation actually enforced in the synthesis step, or is it the model choosing to honor the instruction each time? That gap is what decides whether I’d trust it on anything with a real decision attached.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dipankar_sarkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dipankar_sarkar<\/a> Fair poke. Honestly it’s the model honoring the intent, not a hard rule, so what you saw (minority take thinning out on long context) is a failure mode we’ve hit too. What helps is the debate stays visible in the thinking process and each take is kept separate instead of pre-blended, so it survives the merge better. But I won’t oversell it as guaranteed. For a real decision, a tighter brief still holds dissent better than one long 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>Tencent’s name on this raises an immediate data question for anyone considering it for actual office work. Where is the processing happening, what data residency options exist, and is there an enterprise tier with clear answers to those questions before someone puts sensitive work documents through it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> Fair question. Tasks run in an isolated sandbox and you control what it can touch, so you keep full ownership of your data. On the enterprise side it runs on Tencent Cloud’s infrastructure, which covers permission management, runtime auditing, and compliance support. For data residency specifics, happy to connect you with the team directly since it does vary by region and 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Poked around with it for a bit and the “second opinion” angle genuinely caught me off guard in a good way, it actually feels like having a teammate double-check your work instead of just another chatbot agreeing with everything you say. Results came back clean enough to drop straight into a doc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@berkay139616\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berkay139616<\/a> Thanks so much for giving it a try~<\/p>\n<p>It’s great to hear the “second opinion” experience stood out. We built our experts to contribute different perspectives and help users arrive at more professional, well-rounded results\u2014not just generate another similar response.<\/p>\n<p>Really appreciate you taking the time to share 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “finished files in your folders, not trapped in chat” line is the strongest part for me. That last mile is where a lot of AI tools still feel unfinished.<\/p>\n<p>Curious how much control users have over the final deliverable format. Can someone define a preferred structure or template once and have future expert teams follow it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sergbmw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergbmw<\/a> Thanks, that line is basically the whole reason we built this, so glad it landed. On control: you steer the format in your brief, so you can ask for a PDF, a 9-slide deck, a specific section structure, whatever you need, and the experts build to that. <\/p>\n<\/p>\n<p>And for the “define it once and reuse it” part, that’s exactly what our Skill system is for. You can save a preferred structure or template as a Skill, describe it once in plain language (literally something like “I want the report in this format, save it as a Skill”), and future runs just follow it. So you’re not re-specifying the format every time. You can still tweak it on the fly for a one-off, or let the saved template drive it by default. The goal is that the last mile lands in your format, not a generic 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea! I’m pretty set with using Claude Code for everything, and I think most people by now use what they are used to. How will you convince users to switch and try WorkBuddy instead of what they are used to?<\/p>\n<\/p>\n<p>Also cool logo, here’s a free static QR code that goes to your website that I made for you to use if you want:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40f2beda-1af5-4cec-b131-5d78a3f1bc85.png?auto=compress,format&codec=mozjpeg&cs=strip\" 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mjohnson42\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mjohnson42<\/a> Ha, thanks for the QR code, that’s a genuinely kind thing to do. And I’m not going to try to pull you off something that already works for you, that’s usually a losing pitch anyway. The people we’re really built for aren’t devs living in the terminal, it’s the folks next to them doing business work: reports, decks, research, analysis. Different job than writing code. So it’s less “switch your daily driver” and more “when you’ve got a work deliverable to produce and don’t want to babysit it step by step, this is worth a look.” If that day comes, I’d love to hear what you think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea of experts cross checking each other instead of just one model guessing alone, that debate before delivery feels like the real innovation here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilko_kacharov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilko_kacharov<\/a> Exactly this. That “debate before delivery” framing is actually how we think about it internally too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/@sherina_chen\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sherina_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sherina_chen<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ismaelyws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ismaelyws<\/a> Thank you, Hans! Means a lot on launch day<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When two agents are running in parallel and one goes off track, does anything catch that before it bleeds into the final output? Or do you only find out at the end?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> Thanks for your great question. We don\u2019t simply merge every agent output as-is.<\/p>\n<p>Today, the main safeguard happens in the review\/synthesis layer, where each expert\u2019s output is checked against the original task, context, and other experts\u2019 inputs. If one expert goes off track, that part should be discarded, down-weighted, or explicitly flagged rather than quietly bleeding into the final answer.<\/p>\n<p>We also agree that catching drift only at the end is not enough, so we\u2019re working on stronger in-process checks where experts can flag issues earlier and trigger correction before the final synthesis.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 WorkBuddy team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ll_wen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ll_wen<\/a> Thanks Daniel, really 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\">Congrats on the launch!!<br \/>\nWhat I find most interesting is how much control the user keeps once the workflow is already in motion. If the direction starts shifting halfway through, can the user step in, redirect it or change the expert mix without restarting everything?<\/div>\n<div class=\"comment-actions\">\n<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\/@etiennegarcia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@etiennegarcia<\/a> Thanks a lot! Yes\u2014users can jump in anytime. You can refine direction, adjust scope, or switch\/bring in experts mid-way without restarting the workflow.<\/p>\n<p>We designed it to stay flexible and collaborative throughout the process. <\/p>\n<p>Would love your thoughts if you try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ledo Thats good to hear, appreciate the clear answer. Being able to step in mid-way and adjust things without restarting makes this a lot more practical! Wish you a great launch \ud83d\udcaa<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “bring in a second opinion” framing is a nice touch. most AI-work tools stop at one answer, and leaning into an expert-panel idea instead is more how real teams actually decide things. curious how you keep the experts from just agreeing with each other. 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\/@alex_watson2110\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_watson2110<\/a> Thanks so much for the thoughtful comment! <\/p>\n<p>That’s something we care about a lot. Our experts are designed with different workflows, curated domain knowledge, and specialized skills, so each one can contribute its own perspective to a task.<\/p>\n<p>We’re continuously improving them, and we’d love to hear your feedback if you give WorkBuddy a try~<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that this is built around everyday office work instead of abstract agent demos. The positioning feels grounded.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Thanks so much! That\u2019s exactly what we\u2019re trying to do\u2014help users get professional results without needing to become AI experts~<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/37BR3YBSGSO3IL\" class=\"app-title\">DocsAlot<\/a><\/p>\n<div class=\"one-liner\">Documentation that works for both humans and AI systems<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">297<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div 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style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n DocsAlot\u5207\u4e2d\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u5371\u9669\u7684\u75db\u70b9\u2014\u2014\u5f53AI\u4ee3\u7406\u5f00\u59cb\u81ea\u4e3b\u201c\u9605\u8bfb\u201d\u6587\u6863\uff0c\u4f20\u7edf\u9759\u6001\u77e5\u8bc6\u5e93\u7684\u201c\u8fc7\u671f\u201d\u5c31\u6210\u4e86\u7cfb\u7edf\u6027\u6545\u969c\u3002\u5176\u6838\u5fc3\u5356\u70b9\u5e76\u975ellms.txt\u7b49\u683c\u5f0f\u8868\u683c\u5316\uff0c\u90a3\u4e0d\u8fc7\u662f\u6240\u6709\u7ade\u54c1\u534a\u5e74\u5185\u5c31\u80fd\u5b9e\u73b0\u7684\u6807\u914d\u3002\u771f\u6b63\u6709\u4ef7\u503c\u7684\u662f\u4e24\u70b9\uff1a\u4e00\u662f\u201c\u4ee3\u7801\u6e90\u53d8\u66f4\u2192\u6587\u6863\u65b0\u9c9c\u5ea6\u201d\u7684\u95ed\u73af\u68c0\u6d4b\uff0c\u8fd9\u89e6\u53ca\u4e86\u6587\u6863\u4e0e\u4ee3\u7801\u8150\u5316\u7684\u6839\u672c\u77db\u76fe\uff0c\u4f46\u7528\u6237\u7684\u6000\u7591\u4e0d\u662f\u6ca1\u9053\u7406\u2014\u2014\u57fa\u4e8ecommit diff\u7684\u7c97\u66b4\u5173\u8054\u6781\u6613\u4ea7\u751f\u5047\u9633\u6027\uff0c\u4ece\u800c\u8ba9\u4fe1\u4efb\u5d29\u584c\uff1b\u4e8c\u662f\u9690\u85cf\u7684\u201c\u4ee3\u7406\u6d4f\u89c8\u5206\u6790\u201d\u80fd\u529b\uff0c\u8fd9\u624d\u662f\u672a\u6765\u5dee\u5f02\u5316\u58c1\u5792\u2014\u2014\u5982\u679c\u5b83\u80fd\u6355\u83b7AI\u4ee3\u7406\u904d\u5386\u5e2e\u52a9\u4e2d\u5fc3\u65f6\u7684\u8bed\u4e49\u8ff7\u5931\u70b9\u3001\u9ad8\u9891\u8def\u5f84\u6216\u4e0a\u4e0b\u6587\u622a\u65ad\u533a\u95f4\uff0c\u5c31\u80fd\u53cd\u5411\u6307\u5bfc\u6587\u6863\u7684\u5c42\u7ea7\u91cd\u6784\u548c\u6458\u8981\u4f18\u5316\uff0c\u8ba9\u6587\u6863\u4ece\u201c\u4eba\u7c7b\u53ef\u8bfb\u201d\u53d8\u6210\u201c\u673a\u68b0\u53ef\u6d88\u8d39\u201d\u3002\u4f46\u5f53\u524d\u4ea7\u54c1\u8fd8\u505c\u7559\u5728\u201c\u68c0\u6d4b\u2192\u63d0\u793a\u201d\u7684\u88ab\u52a8\u9636\u6bb5\uff0c\u672a\u5c06\u65b0\u9c9c\u5ea6\u4fe1\u53f7\u5d4c\u5165MCP\u54cd\u5e94\u5143\u6570\u636e\uff0c\u4f7f\u5f97\u4ee3\u7406\u4ecd\u65e0\u6cd5\u5728\u67e5\u8be2\u65f6\u611f\u77e5\u8be5\u7ae0\u8282\u662f\u5426\u201c\u5df2\u8fc7\u65f6\u201d\u6216\u201c\u9ad8\u98ce\u9669\u201d\u3002\u53e6\u5916\uff0c\u6258\u7ba1MCP\u4f5c\u4e3a\u4e2d\u95f4\u4ee3\u7406\u5e26\u6765\u7684\u7248\u672c\u7f13\u5b58\u4e0e\u5b9e\u65f6\u6027\u51b2\u7a81\uff0c\u5982\u679c\u6ca1\u6709\u663e\u5f0f\u7684\u7248\u672c\u5316\u5207\u7247\uff0cAI\u4ee3\u7406\u53ef\u80fd\u56e0\u4e3a\u201c\u5b9e\u65f6\u4f46\u672a\u5ba1\u6838\u201d\u7684\u66f4\u65b0\u83b7\u5f97\u66f4\u6df7\u4e71\u7684\u4e0a\u4e0b\u6587\u3002DocsAlot\u82e5\u771f\u60f3\u6210\u4e3a\u201c\u4ee3\u7406\u65f6\u4ee3\u7684\u6587\u6863\u5c42\u201d\uff0c\u5c31\u5fc5\u987b\u4ece\u8f93\u51fa\u683c\u5f0f\u5de5\u5382\u8fdb\u5316\u4e3a\u5b9e\u65f6\u4e0a\u4e0b\u6587\u6cbb\u7406\u5f15\u64ce\u2014\u2014\u8fd9\u6bd4\u5b83\u73b0\u5728\u5b9e\u73b0\u7684\u8981\u96be\u4e24\u4e2a\u6570\u91cf\u7ea7\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\">DocsAlot<\/span>\n <\/div>\n<div class=\"comment-content\">DocsAlot turns scattered help center articles, knowledge base, and developer docs into one source of truth for humans and AI agents. It includes hosted MCP, llms.txt, and skill.md. Your docs show up in AI answers, onboarding gets faster, and agents stop reading stale context.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels very relevant right now.<\/p>\n<p>Docs used to be “just” onboarding and support, but now they also decide what AI tools and agents understand about your product. If the docs are stale, the agent context is stale too.<\/p>\n<p>We\u2019re working on our own help center and llms.txt setup for our product, so I really like the idea of treating documentation as a maintained knowledge layer, not a side project someone updates when they remember \ud83d\ude42<\/p>\n<p>Curious how DocsAlot handles product changes over time. does it detect when docs are outdated from changelogs\/GitHub\/product updates, or is the maintenance workflow more manual right now?<\/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\/@andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a> thanks for the kind words. Yes, it does in fact detect outdated docs from source-code, and going to the dashboard. and recommends updates, for approval. <\/p>\n<p>It even monitors its own traffic, and searches and recommends updates based on what users are querying. <\/p>\n<p>happy to help you guys out for free, if you book a call on my calendar. We have some interesting agentic data on how agents traverse help-centers. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Product Hunt, I\u2019m Faizan, founder of DocsAlot.<\/p>\n<p>We built DocsAlot because more software is now being discovered, evaluated, and used by AI agents, but most products are still documented in a way that only really works for humans.<\/p>\n<p>That creates a real adoption problem. If an agent cannot understand your docs, find the right setup path, or use your product without guessing, it becomes much harder for that product to show up in AI workflows and actually get adopted.<\/p>\n<p>DocsAlot helps teams create, clean up, maintain, and distribute documentation that works for both humans and AI systems. That includes help centers, knowledge bases, developer docs, API docs, CLI docs, and AI-readable outputs like llms.txt, <a href=\"http:\/\/skill.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">skill.md<\/a>, and hosted MCP access.<\/p>\n<p>What makes us different is that we are not trying to be just another docs editor. We are building the maintained knowledge layer that helps products become easier for agents to understand, recommend, and use, so documentation becomes part of agent adoption instead of just a support artifact.<\/p>\n<p>Happy to answer questions all day. Thanks for checking out DocsAlot.<\/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>Faizan, this lands at the right time \ud83d\ude42 But my honest first thought is the one you’ll probably hear a lot: llms.txt, <a href=\"http:\/\/skill.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">skill.md<\/a> and hosted MCP are becoming checkboxes, Mintlify and GitBook are already bolting them on. Emitting an AI-readable format won’t stay a differentiator for long.<\/p>\n<\/p>\n<p>The line that actually caught my eye is the one you dropped to Andras: “data on how agents traverse help-centers.” That feels like the real moat, using how agents actually read docs to restructure the content for them, not just expose it in a format everyone will have in 6 months. Is that where you’re heading (scoring and reshaping docs for agent comprehension), or is the core bet still the unified output layer? <\/p>\n<\/p>\n<p>Congrats on the launch! \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@keirodev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keirodev<\/a> thanks for the msg. Yes optimizing the docs for agent adoption is the primary objective of docsalot. and we do indeed capture a ton of data and surface them to our customers. Docsalot also drafts articles based on that traffic, and gives suggests on how to structure the docs for better consumptions with less tokens. <\/p>\n<p>I do want to say that docs is just the start, we have bigger things in mind \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on your launch! \ud83c\udf89<\/div>\n<div class=\"comment-actions\">\n<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\/@tessak22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tessak22<\/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>Connected my Notion help center and the hosted MCP endpoint worked first try, which never happens for me. The llms.txt output was surprisingly clean compared to what I had hacked together before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fatih915449\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fatih915449<\/a> appreciate you my friend. happy to answer any questions you have. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, someone is tackling this! Writing docs that LLMs can easily parse while keeping them readable for human developers is such a tricky balance right now. Does this integrate directly with GitHub repos to keep the docs synced with the codebase?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@doganakbulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@doganakbulut<\/a> Thanks for the comment. Yes it does, via our github app, that automaitcally tracks more than one repositories, in a many-to-one fashion. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 how DocsAlot bakes llms.txt and skill.md right in instead of treating them as afterthoughts, that little detail shows the team actually understands how AI agents consume docs in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “detect outdated docs from source-code” part is the piece i’d want to stress test before trusting it on a real repo. false negatives are one thing, but false positives (flagging a doc as stale when the underlying behavior didn’t actually change) seem like the bigger risk since that’s what erodes trust in the tool and gets people ignoring the suggestions after a few bad flags. how does it decide a doc is stale, does it diff behavior or just correlate with commit\/PR activity touching related files?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> mostlly looking at recent commits, and diffs. and then deciding what to focus on. We maintain our own custom diff for the docs, which helps with not loosing too much 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>qq does this support openapi\/swagger imports or is it text only for now? congrats for shipping today <a href=\"https:\/\/www.producthunt.com\/@haya_jawed\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"haya_jawed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haya_jawed<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@haya_jawed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haya_jawed<\/a>  <a href=\"https:\/\/www.producthunt.com\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> yes, it does, these API docs are created from OpenAPI specs. <\/p>\n<p><a href=\"https:\/\/docs.docsalot.dev\/api-reference\/index\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.docsalot.dev\/api-reference\/index<\/a><\/p>\n<p>Following is more details about it. <br \/><a href=\"https:\/\/docs.docsalot.dev\/document-apis\/openapi-setup\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.docsalot.dev\/document-apis\/openapi-setup<\/a><\/p>\n<p>For quick onboarding, you can just ask your agent to use the docsalot cli to create API docs. <br \/><a href=\"https:\/\/docs.docsalot.dev\/cli\/index\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.docsalot.dev\/cli\/index<\/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\">Congrats on the launch! This looks great. What are some features y\u2019all have planned next?<\/div>\n<div class=\"comment-actions\">\n<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\/@kris_lachance\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kris_lachance<\/a> thanks Kris, we have a long list of features coming up in the future. More specifically we want to support OpenAPI -> CLI+skill output. Plus lost of observability feature, that allows the docs to self-heal. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 MCP + llms.txt combo makes sense for the AI-answers use case. One thing I’d want to know before pointing this at our repo: since it’s reading source code to detect stale docs, how does it handle internal-only context, things like code comments referencing unreleased features or internal tooling that shouldn’t end up summarized into a public-facing llms.txt. Is there a way to mark certain source paths as off-limits for the AI-facing output, or is that on the roadmap?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> yes, we have a .docsalot.yaml file, that allows you to ignore certain files or folders. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “agents stop reading stale context” line is the real problem statement here \u2014 most doc tools optimize for human search, but agent context freshness is a different failure mode entirely. How are you handling versioning when the underlying docs change \u2014 does the MCP endpoint serve live content, or is there a sync\/caching layer in between?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does docsabot actually keep things in sync when a source article changes, is it just polling or is there some kind of webhook setup<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@smeyye214197\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@smeyye214197<\/a> there are things called triggers, that fire based on certain conditions. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yahia_bakour3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yahia_bakour3<\/a> \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The failure mode I keep hitting wiring agent docs through MCP: the agent grabs a confident, plausible snippet that’s one version stale and never flags it, because retrieval has no notion of ‘this section is old.’ Emitting llms.txt is the easy part. The valuable bit is a freshness signal inside the MCP response itself, so an agent can tell a current param from a deprecated one. Does your outdated-doc detection surface a staleness marker in the MCP payload, or only in the dashboard?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dipankar_sarkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dipankar_sarkar<\/a> So we serve the docs in real time, via manifest fetch, and then specific documentation fetch. This means if the docs are fresh the repsonses are fresh. <\/p>\n<p>Now how to keep the docs fresh is the main problem. Which docsalot solves, by synching your inputs (source-code, website, slack, discord, intercom), with the actual knowledge-base on autopilot. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the focus on keeping human facing docs and agent readable documentation tied to the same source<\/p>\n<p>how do you handle versioning and change tracking when product docs or API references are updated frequently?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jasko_ctrl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasko_ctrl<\/a> Thanks for the comment. <\/p>\n<p>we have our own version diff, and complete CMS. So we don’t just rely on docs-as-code. We maintain full versinoing of the docs. This means that technically you can revert to any version of the docs created at any point in time, without having to have a copy on your computer. <\/p>\n<p>hope that answers your question. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Your docs show up in AI answers” depends entirely on how the underlying models are trained and updated, which DocsAlot doesn’t control. The llms.txt standard is still not universally respected across major models and crawlers. What’s the realistic expectation for how quickly and consistently docs actually surface in AI answers after setting this up, or is that more of a long-term bet on the standard gaining broader adoption?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> We constantly probe the AI platforms (codex, claude, cursor even and claude code), and do a benchmark with base line prompts regularly. <\/p>\n<p>The responses tells us whether your product is being recommended or not, and what we need to do to make it consistently recommended <\/p>\n<p>As for realistic expectation, its similar to SEO, can take anywhere from 1-3 months, depending on your prior brand value. <\/p>\n<p>But we can give you observability. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>FYI, I should mention that as part of this launch we are offering 50% off on all pricing tiers, for 3 months. But the pricing is only valid today. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>docs used to be written for humans who were already lost. now they’re also the thing that decides whether an AI agent gives your users correct information or confidently wrong information. the MCP + llms.txt combo is the right bet, that’s basically the emerging standard for “here’s how to actually understand my product.” curious how you’re handling versioning, when the product changes does the knowledge base propagate updates automatically or is that still a manual step?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rnagulapalle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rnagulapalle<\/a> thanks so much really appreciate it. <\/p>\n<p>so, we run synced checks, that you can configure the frequency off, and also do them based on triggers, like everytime a PR is merged to main. Run a doc diff to see if anything needs to be updated. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 amazing. Do you have a plugin to embed in docs or we need to pass the doc url to generate the 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<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> Can you elaborate, what kind of embed you mean. You can pass any url to generate the context, even your website. <\/p>\n<p>And we can also generate 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept\u2014making docs dynamically ready for AI agents and managing llms.txt is brilliant.<\/p>\n<p>From a quick CRO Audit lens on your mobile landing page, here are 3 quick conversion leaks you can patch today:<\/p>\n<p>Flipped CTA Priority (1000017242.png vs 1000017252.png): Near the top, “Try DocsAlot” is primary (Blue). At the bottom, “Request AI audit” suddenly becomes the primary blue button. This role reversal confuses the user’s visual habit.<\/p>\n<p>Microcopy Friction: Mixing “Get AI visibility audit” and “Request AI audit” creates minor text inconsistency. Standardize the verb to smooth the funnel.<\/p>\n<p>The Non-Technical Barrier (1000017245.png): The terminal CLI code block is great for devs, but it creates friction for non-technical buyers (CEOs\/PMs) who hold the credit card.<\/p>\n<p>Fixing these visual bugs could easily boost your signups from today’s traffic. Best of luck! \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rida11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rida11<\/a> Thanks so much this is really great. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels timely. Docs are no longer just for users and support teams. AI agents also need a reliable source of truth now.<\/p>\n<p>Curious how DocsAlot handles drift over time. If the product changes, does it detect outdated docs automatically, or do teams still need to manually trigger updates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhishekpatel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhishekpatel<\/a> you can set triggers based on events or fixed schedule. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/3RAULGSQ4UFKXG\" class=\"app-title\">Endl<\/a><\/p>\n<div class=\"one-liner\">A global operating account for fiat, stablecoins, and cards.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">281<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Endl \u4e3a\u8de8\u5883\u4f01\u4e1a\u6253\u9020\u4e00\u4e2a\u5168\u7403\u8fd0\u8425\u8d26\u6237\uff0c\u6574\u5408\u6536\u6b3e\u3001\u6cd5\u5e01\/\u7a33\u5b9a\u5e01\u5b58\u50a8\u3001\u5168\u7403\u85aa\u916c\u652f\u4ed8\u53ca\u4f01\u4e1a\u5361\u6d88\u8d39\uff0c\u7528\u4e00\u4e2a\u5e73\u53f0\u53d6\u4ee3\u788e\u7247\u5316\u7684\u94f6\u884c\u3001\u94b1\u5305\u548c\u652f\u4ed8\u670d\u52a1\u5546\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\/0b27eafd-fbb6-4572-99db-c3779d6808cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37ad895c-082c-4d8a-ada5-c0a76f7da00e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ea2465d-4684-47af-9251-66e9c6aa0398.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/164ede49-446b-4629-9938-9d188552099f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76d2e27c-cca7-4784-9b94-0d493de74467.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\/3462e61e-0bdd-4e83-8546-5c6f729fddc8.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=AL1MbNuKamc\"><source src=\"https:\/\/www.youtube.com\/watch?v=AL1MbNuKamc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Payments<\/span><br \/>\n <span class=\"tag\">Web3<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8de8\u5883\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u8d26\u6237<\/span><br \/>\n <span class=\"tag\">\u7a33\u5b9a\u5e01<\/span><br \/>\n <span class=\"tag\">\u5168\u7403\u85aa\u8d44<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5361<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">\u591a\u5e01\u79cd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">B2B<\/span><br \/>\n <span class=\"tag\">\u8d44\u91d1\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u4e00\u7ad9\u5f0f\u201d\u65b9\u6848\u89e3\u51b3\u4e86\u8de8\u5e01\u79cd\u6536\u6b3e\u548c\u4ed8\u6b3e\u7684\u788e\u7247\u5316\u75db\u70b9\uff0c\u4f46\u91cd\u70b9\u8be2\u95ee\u4e86\u5408\u89c4\uff08160+\u56fd\u5bb6\u7684KYB\u6d41\u7a0b\uff09\u3001\u76d1\u7ba1\u724c\u7167\u3001\u7a33\u5b9a\u5e01\u76d1\u7ba1\u53d8\u5316\u65f6\u7684\u9000\u51fa\u8def\u5f84\u3001\u4e0eWise\/Airwallex\u76f8\u6bd4\u7684\u5dee\u5f02\u5316\u4f18\u52bf\u3001\u4e0d\u540c\u89d2\u8272\uff08\u81ea\u7531\u804c\u4e1a\u8005\/\u4f01\u4e1a\uff09\u7684\u5165\u9a7b\u95e8\u69db\u53caAPI\u80fd\u529b\u3002\u56e2\u961f\u56de\u5e94\u5f3a\u8c03\u4e8624\u5c0f\u65f6\u5feb\u901f\u5165\u9a7b\u3001\u591a\u53f8\u6cd5\u7ba1\u8f96\u533a\u724c\u7167\u3001Dual-track\u7684API+\u4eea\u8868\u76d8\u6a21\u5f0f\uff0c\u4ee5\u53ca\u771f\u91d1\u5b9e\u94f6\u7684100M+\u4ea4\u6613\u989d\u80cc\u4e66\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 Endl\u5728Product Hunt\u4e0a\u62ff\u5230\u4e86281\u7968\u548c\u5927\u91cf\u9ad8\u8d28\u91cf\u8ba8\u8bba\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u5bf9\u201c\u8de8\u5883\u91d1\u878d\u57fa\u7840\u8bbe\u65bd\u4ecd\u662f\u75db\u70b9\u201d\u8fd9\u4e00\u5171\u8bc6\u7684\u4f50\u8bc1\u3002\u4ea7\u54c1\u7684\u5b9a\u4f4d\u5e76\u975e\u7b80\u5355\u53e0\u52a0\uff0c\u800c\u662f\u4ece\u201c\u7a33\u5b9a\u5e01\u5373\u7ed3\u7b97\u5c42\u201d\u8fd9\u4e2a\u601d\u8def\u5207\u5165\uff0c\u8fd9\u662f\u5b83\u533a\u522b\u4e8eWise\u7b49\u4f20\u7edf\u670d\u52a1\u5546\u7684\u5173\u952e\u2014\u2014\u7528\u6237\u65e0\u9700\u4e3a\u4e86\u96c7\u4f63\u4e00\u4e2a\u6d77\u5916\u5199\u624b\u6216\u652f\u4ed8\u4e00\u7b14SaaS\u8d39\u7528\u800c\u88ab\u8feb\u8fdb\u884c\u8d27\u5e01\u5151\u6362\uff0c\u4ece\u800c\u6d88\u9664\u4e86\u9690\u6027\u6c47\u7387\u78e8\u635f\u3002\u8fd9\u89e3\u51b3\u4e86\u5b9e\u8d28\u95ee\u9898\uff0c\u4f46\u4ea7\u54c1\u7684\u62a4\u57ce\u6cb3\u5c1a\u672a\u660e\u6717\uff1a\u7a33\u5b9a\u5e01\u8d5b\u9053\u65e5\u76ca\u62e5\u6324\uff0c\u4e14\u6cd5\u89c4\u73af\u5883\u788e\u7247\u5316\uff0c\u4e00\u65e6\u67d0\u4e2a\u4e3b\u8981\u4e1a\u52a1\u533a\u6536\u7d27\u76d1\u7ba1\uff0c\u4f9d\u8d56\u7a33\u5b9a\u5e01\u4f5c\u4e3a\u6838\u5fc3\u7ed3\u7b97\u5b58\u6258\u7684\u65b9\u6848\u4f1a\u9762\u4e34\u5de8\u5927\u7684\u5408\u89c4\u6210\u672c\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5bf9\u6b64\u7ed9\u51fa\u7684\u201c\u5782\u76f4\u6574\u5408\u201d\u4e0e\u201c\u7b80\u6613\u9000\u8def\u201d\u56de\u7b54\u8f83\u4e3a\u7b3c\u7edf\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0cEndl\u662f\u5426\u80fd\u628a\u201c\u5141\u8bb8\u7528\u6237\u6301\u6709\u6570\u5b57\u7f8e\u5143\u201d\u8fd9\u4e00\u7279\u6027\u8f6c\u5316\u4e3a\u8d85\u8d8a\u73b0\u6709\u8de8\u5883\u652f\u4ed8\u5de8\u5934\u7684\u8d44\u91d1\u6548\u7387\u548c\u8d39\u7387\u4f18\u52bf\uff0c\u540c\u65f6\u4fdd\u8bc1\u5728\u5168\u7403\u8fd0\u8425\u65f6\uff0c\u5408\u89c4\u4e0d\u518d\u662f\u7528\u6237\u9700\u8981\u5173\u5fc3\u7684\u8d1f\u62c5\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u662f\u5bf9Wise\u3001Deel\u3001Airwallex\u4eec\u7684\u4e00\u6b21\u7cbe\u5999\u622a\u6d41\uff0c\u8ddd\u79bb\u6210\u4e3a\u5168\u54c1\u7c7b\u7834\u574f\u8005\u4ecd\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\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\">Endl<\/span>\n <\/div>\n<div class=\"comment-content\">Endl is the global operating account for borderless businesses. Collect payments, hold funds in fiat or stablecoins, pay contractors in 160+ countries, and spend with corporate cards. All from one account built for fast, compliant global business operations.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Excited to hunt Endl today.<\/p>\n<p>@Endl is a global operating account built for borderless businesses that need to collect, hold, move, and spend money across markets without relying on slow and fragmented banking infrastructure.<\/p>\n<p>Instead of managing separate bank accounts, payment providers, stablecoin wallets, contractor payouts, and corporate cards, Endl brings the entire financial workflow into one place. Businesses can receive payments in major currencies, hold funds in fiat or stablecoins, pay contractors and vendors across 160+ countries, and spend directly through corporate cards.<\/p>\n<p>What stands out here:<\/p>\n<p>-Collect global payments through local account details<br \/>\n-Hold and convert funds between fiat currencies and stablecoins<br \/>\n-Pay contractors, employees, and vendors across 160+ countries<br \/>\n-Issue corporate cards and spend directly from your Endl balance<br \/>\n-Manage international business finances from one unified account<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@Endl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@Endl<\/a>  <a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Congrats team! Love the “one account instead of five providers” positioning. Contractor payouts across 160+ countries alone solves a painful problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@intesar_mohammed1 Thanks Intesar! Yes we want to make sure business at Endl focus on growing business not juggling between 5 platforms for their payment stack!<br \/>\nBeen there and I know how sad it is.<br \/>\nI hope you try our platform and give us feedback<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been watching this space for a while and the “banking at home” framing nails the actual pain. The five-day wait and hidden FX are exactly what kills margin for anyone selling across borders. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@hemant_bidasaria You nailed it. The five-day wait is painful but the hidden FX is the one that quietly eats margin every single month without anyone flagging it. That\u2019s exactly the problem we\u2019re solving. Appreciate you following along<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt \ud83d\udc4b<\/strong><\/p>\n<\/p>\n<p>I’m Ashita, co-founder of Endl.<\/p>\n<p>We built Endl because every founder outside the US knows this pain: you earn in dollars, but spending them is somehow still a problem.<\/p>\n<p>You’re paying for Claude, Cursor, AWS, Notion, Linear. Your card declines. Or you’re converting local currency, paying FX fees, and losing money just to access tools your US counterparts use without thinking about it.<\/p>\n<p>We built the account we wished we had:<\/p>\n<ul>\n<li>\n<p>Receive payments from global platforms in stablecoins<\/p>\n<\/li>\n<li>\n<p>Hold your balance in digital dollars, no conversion needed<\/p>\n<\/li>\n<li>\n<p>Spend on any SaaS, ads, or tools with a global card<\/p>\n<\/li>\n<li>\n<p>Earn yield on idle balances<\/p>\n<\/li>\n<li>\n<p>No US company required<\/p>\n<\/li>\n<\/ul>\n<p>Built for founders and businesses operating across Southeast Asia, MENA, and Latin America.<\/p>\n<p>We’ve processed $100M+ in volume across 500+ businesses.<\/p>\n<p>If you’re a founder outside the US who’s ever had a payment fail on a tool you needed, I’d love to hear what’s breaking for you.<\/p>\n<\/p>\n<p>\u2014 Ashita<\/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\">Wow team! It\u2019s super easy to collect payments this way. Also love the name \ud83d\ude05! And wish you all the best here<\/div>\n<div class=\"comment-actions\">\n<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\">@german_merlo1 Thanks German! Endl is Endless possibilities and End of Line for all your payment needs , thats the goal<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ashita_batra1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashita_batra1<\/a> <\/p>\n<p>Where is Endl based out of? And is it part of any regulated authority?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@ismaelyws Hi Hans,<\/p>\n<p>Endl is headquarted in UAE , however has multiple entities across different jurisdiction where we hold our licenses like Canada, Poland and US.<br \/>\nHappy to discuss in the depth where we hold our licenses and where we partner with other licensed partners to increase our coverage<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “no US company required, hold digital dollars” pitch is appealing but it’s also the part i’d want to poke at hardest before actually moving real revenue through it. stablecoin regulation is still shifting country by country, and if a jurisdiction you operate in tightens rules on holding or spending stablecoins, what’s the fallback for a business that’s already routed its whole payment stack through Endl? is there an easy off-ramp back to plain fiat rails, or does that become its own migration project<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@omri_ben_shoham1 great point and this is what we specifically focus on, easy off-ramps and a vertical integration to different fiat rails , its all in one dashboard , we try our best to not let customers struggle with migration<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 are you handling compliance across 160+ countries without making onboarding painful?<\/p>\n<p>Congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@suryansh_tiwari2 Great question. We layer risk-based KYB at onboarding so the checks are proportional to the business profile, not a blanket wall. Most customers are up and running in under 24 hours. Happy to walk you through the specifics if you want to go deeper<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a space that still feels much more fragmented than it should be.<\/p>\n<p>As someone building a startup from Europe, I’ve definitely felt how quickly global finance becomes messy once you have international customers, contractors, different currencies, and eventually stablecoins entering the picture. Having one operating account instead of stitching together five different services is a compelling direction.<\/p>\n<\/p>\n<p>The stablecoin support is especially interesting. it feels like we’re finally reaching the point where it’s becoming practical infrastructure rather than just a crypto feature \ud83d\ude42<\/p>\n<p>Curious which type of company has been the biggest early adopter so far. SaaS startups, agencies, marketplaces, or something completely different?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@andrasczeizel Exactly this. The moment you have customers in 3 countries and contractors in 2 more, the patchwork falls apart fast. One account that actually works across all of it is what we set out to build. Would love to hear how you\u2019re currently handling it<\/div>\n<div class=\"comment-actions\">\n<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>I like the unified workflow concept. can finance teams set different permissions and approval flows for multiple team members?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For product teams specifically, is there an API-first setup here or is this more of a dashboard tool that finance ops people live in day to day?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@amna9 Both, intentionally. Product and engineering teams can integrate via API to automate collections, payouts, and treasury flows directly into their stack. Finance ops teams get a clean dashboard for day-to-day visibility, approvals, and reconciliation. Most of our customers use both surfaces depending on the team touching it.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Reconciliation is usually the most painful part of cross-border ops honestly, it just breaks everything downstream. quick Q, does it handle multi-currency reconciliation automatically or is there still some manual matching involved?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@alexander_gray3 You\u2019ve nailed the exact problem. Reconciliation breaking downstream is what kills finance ops at scale. Endl auto-reconciles transactions across corridors, so you\u2019re not manually matching stablecoin settlements against fiat payouts in a spreadsheet. Every transaction has a clean record regardless of the rail it moved on. Still early on some edge cases but this is core to what we\u2019re building<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>most fintech tools solve one piece (payouts OR FX OR reconciliation). <br \/>Having all of it in one place sounds great but how hard is the initial setup for a team already using 3 different tools for 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>How does the onboarding process differ for freelancers and registered businesses? Are there any countries or business types that are currently not supported?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@yjbdr Businesses go through a standard KYB flow, registered entity details, ownership, and depending on the corridor, some compliance docs. Freelancers are lighter, KYC only. We\u2019re currently strongest in Southeast Asia, MENA, and Latin America on the business side. DM us your specific country and use case and we\u2019ll give you a straight answer on where you stand.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 quickly would a freelancer normally receive a payment through Endl? Does the speed depend on whether they choose a bank transfer, local currency, or a stablecoin?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@giorgi_daraselia Stablecoin payouts are near-instant, typically minutes. Local currency bank transfers depend on the corridor, but most major markets settle same-day or next-day. The speed advantage with Endl vs traditional wires is significant regardless of method, because we\u2019re not routing through correspondent banks. Freelancers in markets like PH, IN, and MENA see this most clearly.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great Launch! What would you say is the biggest advantage of using Endl instead of Wise or Airwallex for a small business with a distributed international 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\">@ansh_deb The biggest one: you\u2019re not converting every time. Wise and Airwallex move money by converting it. Endl lets you hold in USD (stablecoin-backed), pay team members globally in their local currency when you want, not because the system forces you to. For a distributed team, that means no slippage on every payroll run, and your treasury isn\u2019t bleeding FX fees silently.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, team! How do you compare with Mercury for non-US founders who need USD banking details but also regularly make international payouts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@kate_ramakaieva Great question. Mercury is built for US founders banking in the US. Endl is built for founders outside the US who need to collect in USD, hold it, and pay teams or suppliers globally without the friction of constant conversion. You get USD account details, stablecoin-native holding, and payouts to 200+ countries at 0.5% flat. No per-wire fees, no FX markup on every leg.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the corporate cards support real-time controls such as freezing a card, changing its limit, or restricting certain types of merchants?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@bhavyasree Yes Bhagyashree, that is exactly what our solution enables, freeze a card anytime you want or temporary block it, you can restrict the merchants too<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there an API available for businesses that want to automate payouts to contractors or integrate Endl into their own finance 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\">@yumgong Hi Yum! Thats part of the plan, so we can expect it to happen this quarter.<br \/>\nTill then, we have introduced bulk payment flows to help repetitive mass payouts.<br \/>\nYou will soon has API that can be embedded into products directly for custom workflows<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the idea of combining collection, holding, cards, and payouts in one platform. Which part of this workflow do your current customers find most valuable compared with using several separate providers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@kartik_baghel Hey! Yes, One place, no multiple hops and loosing on FX. Thats exactly our vision!<br \/>\nWe started with Business Banking and launched our Corporate cards only a month ago. So our banking solution is the most used product , but corporate cards are picking up very fast!<br \/>\nEveryone is paying for AI tools these days , they love us for our USD denominated cards, saves a lot of money plus super control for team management and spend controls \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Really cool. Can businesses receive payments under their own company name\/banking details?<\/p>\n<p>Or does the client see Endl as an intermediary during the transfer?<\/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\">@taariqismail Hi Taariq! We gived named bank account which means the businesses will recieve and send money from their own name, helps with accounting, reconciliation and optimal funds flow \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The corporate card feature looks interesting. Can founders create separate virtual cards for team members and set individual spending limits for each card?<\/div>\n<div class=\"comment-actions\">\n<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\">@sergiu_chiriac Absolutely, you can create as many virtual cards as you want, set limits, freeze.<br \/>\nCherry on top : you can create multiple cards per user as well.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 clever. Does the card support international payroll or is it mainly for vendor payments?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@dhiraj_patel5 It definitely supports international payroll, best part is the spend balance is ready to withdraw in local currency for the receiver , so you can choose how you want to pay<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work! What BIN country do your cards carry? If US, that single detail does more for a founder in MENA or LatAm than the rest of the stack combined! <\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@artstavenka1 Yes ! We do have a US Bin cards which makes it super easy to pay across tools in USD without the headache of using domestic, you can directly use the balances at Endl<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats to the Endl team on the launch.<\/p>\n<p>For companies dealing with USD collections, contractor payouts, stablecoins, and cards across markets, the real value here is less about payments alone and more about reducing operational drag in global finance workflows. <\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>What happens if the value of the stablecoin used for the balance temporarily moves away from $1? Does Endl provide any protection or automatic conversion options?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does pricing actually work when you combine fiat accounts with crypto payouts in the same flow, is it per-transaction across both rails or broken out separately?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Could Endl also work as a treasury tool for startups that raise or earn revenue in stablecoins but still need to pay most of their expenses through traditional banking rails?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle compliance and regulatory requirements across different countries, especially with crypto involved?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Curious how reconciliation actually handles mismatches when crypto and fiat settlements hit at different times across chains and bank rails. Is it fully automated or do teams still need to babysit edge cases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Can a company create approval workflows for larger payments, so that one team member prepares a transaction and another person approves it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HV7ZSLSLVCIH4C\" class=\"app-title\">TryCase<\/a><\/p>\n<div class=\"one-liner\">Disposable test environments for AI coding agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">188<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TryCase\u4e3aAI\u7f16\u7801\u667a\u80fd\u4f53\u63d0\u4f9b\u4e00\u6b21\u6027\u4e91\u7aefLinux\u73af\u5883\uff0c\u8ba9\u667a\u80fd\u4f53\u81ea\u52a8\u8fd0\u884c\u5e94\u7528\u3001\u7aef\u5230\u7aef\u6d4b\u8bd5\u5e76\u8fd4\u56de\u622a\u56fe\/\u5f55\u5c4f\u8bc1\u636e\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u624b\u52a8\u9a8c\u8bc1\u548c\u672c\u5730\u73af\u5883\u6df7\u4e71\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\/c2681414-fff3-4367-bbcf-e81618f3da8d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0a38883-6c33-44b6-9fd2-c2ac50eeda7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/39bd1c03-6f3a-4da1-900f-c531a85a0d8f.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\/ed4ebc03-132f-4660-9a30-d8bebc2b0d2f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/kC6qcAQAvwc\"><source src=\"https:\/\/youtu.be\/kC6qcAQAvwc\" 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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7801\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u6d4b\u8bd5\u73af\u5883<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aefLinux\u6c99\u7bb1<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u6d4b\u8bd5\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u622a\u56fe\u5f55\u5c4f\u8bc1\u636e<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u73af\u5883\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">CI\/CD\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">AI\u5f00\u53d1\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c\u667a\u80fd\u4f53\u8fd0\u884c\u9a8c\u8bc1\u540e\u624d\u53eb\u5b8c\u6210\u201d\u7684\u7406\u5ff5\uff0c\u62c5\u5fe7\u672c\u5730\u73af\u5883\u6c61\u67d3\u3001\u5e76\u884c\u8d44\u6e90\u51b2\u7a81\u3002\u4e3b\u8981\u95ee\u9898\uff1a\u73af\u5883\u662f\u5426\u53ef\u672c\u5730\u90e8\u7f72\uff1f\u662f\u5426\u652f\u6301iOS\/\u6a21\u62df\u5668\uff1f\u8fed\u4ee3\u91cd\u8dd1\u662f\u5168\u65b0\u73af\u5883\u8fd8\u662f\u590d\u7528\uff1f\u80fd\u5426\u751f\u6210\u201c\u5b8c\u6210\u5305\u201d\u542b\u5931\u8d25\u8bb0\u5f55\uff1f\u80fd\u5426\u9632\u667a\u80fd\u4f53\u4f2a\u9020\u8bc1\u636e\uff1f\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 TryCase\u7cbe\u51c6\u51fb\u4e2d\u4e86AI\u7f16\u7801\u843d\u5730\u4e2d\u6700\u9634\u6697\u7684\u89d2\u843d\u2014\u2014\u667a\u80fd\u4f53\u7684\u201c\u5047\u5b8c\u6210\u201d\u3002\u5f53Cursor\u3001Claude Code\u4eec\u8fd8\u5728\u81ea\u5439\u81ea\u64c2\u201c\u751f\u6210\u4ee3\u7801\u201d\u65f6\uff0cTryCase\u76f4\u767d\u5730\u6307\u51fa\uff1a\u4ee3\u7801\u7f16\u8bd1\u8fc7\u4e0d\u4ee3\u8868\u80fd\u8dd1\uff0c\u80fd\u8dd1\u4e0d\u4ee3\u8868\u529f\u80fd\u5bf9\u3002\u8fd9\u4e2a\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u5728\u7ed9AI\u7684\u201c\u6ee1\u5206\u7b54\u5377\u201d\u914d\u5907\u4e00\u4e2a\u4e0d\u53ef\u4f5c\u5f0a\u7684\u76d1\u8003\u8001\u5e08\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u903b\u8f91\u770b\uff0c\u5b83\u6293\u4f4f\u4e86\u4e24\u4e2a\u521a\u9700\uff1a\u4e00\u662f\u591a\u667a\u80fd\u4f53\u5e76\u884c\u5de5\u4f5c\u65f6\u7684\u73af\u5883\u51b2\u7a81\uff08\u7aef\u53e3\u3001\u4f9d\u8d56\u3001\u6d4f\u89c8\u5668session\uff09\uff0c\u4e8c\u662f\u4fe1\u4efb\u5371\u673a\u2014\u2014\u5f00\u53d1\u8005\u518d\u4e5f\u4e0d\u4fe1\u667a\u80fd\u4f53\u7684\u201c\u6211\u641e\u5b9a\u4e86\u201d\u3002TryCase\u7528\u622a\u56fe\u3001\u5f55\u5c4f\u8fd9\u79cd\u4eba\u7c7b\u53ef\u5feb\u901f\u9a8c\u8bc1\u7684\u201c\u6570\u5b57\u6307\u7eb9\u201d\u89e3\u51b3\u95ee\u9898\uff0c\u6bd4\u65e5\u5fd7\u548c\u6d4b\u8bd5\u62a5\u544a\u66f4\u6709\u8bf4\u670d\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u76ee\u524d\u6709\u81f4\u547d\u77ed\u677f\uff1a\u5b83\u53ea\u662f\u4e00\u4e2a\u5de5\u5177\u5c42\uff0c\u6700\u7ec8\u4f9d\u8d56\u5916\u90e8\u667a\u80fd\u4f53\u51b3\u5b9a\u662f\u5426\u8bb0\u5f55\u5931\u8d25\u8fc7\u7a0b\u3002\u5982\u679c\u667a\u80fd\u4f53\u672c\u8eab\u800d\u5c0f\u806a\u660e\uff08\u53ea\u622a\u6700\u540e\u6210\u529f\u7684\u56fe\uff0c\u8df3\u8fc7\u5931\u8d25\uff09\uff0cTryCase\u5f62\u540c\u865a\u8bbe\u3002\u6b64\u5916\uff0c\u8bc4\u8bba\u533a\u9ad8\u9891\u51fa\u73b0\u7684iOS\/\u6a21\u62df\u5668\u652f\u6301\u3001\u5bb9\u5668\u7f13\u5b58\u7b56\u7565\u3001\u8fed\u4ee3\u91cd\u8dd1\u73af\u5883\u590d\u7528\u7b49\u95ee\u9898\uff0c\u8bf4\u660e\u5b83\u79bb\u771f\u6b63\u5d4c\u5165\u5f00\u53d1\u6d41\u7a0b\u8fd8\u6709\u8ddd\u79bb\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u5b83\u6ca1\u6709\u56de\u7b54\u4e00\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\u5f53AI\u80fd\u4f2a\u9020\u622a\u56fe\u548c\u5f55\u5c4f\u65f6\uff0c\u8fd9\u6761\u4fe1\u4efb\u94fe\u8fd8\u80fd\u6491\u591a\u4e45\uff1f\u76ee\u524d\u770b\uff0c\u5b83\u66f4\u50cf\u662f\u5f00\u53d1\u8005\u81ea\u6b3a\u6b3a\u4eba\u7684\u201c\u5b89\u5fc3\u73a9\u5177\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u4fdd\u9669\u9501\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\">TryCase<\/span>\n <\/div>\n<div class=\"comment-content\">TryCase gives AI coding agents disposable Linux environments to run apps, test changes end to end, capture screenshots and recordings, and return verified code instead of asking you to test manually.<\/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>I\u2019m Ben, and I\u2019m building TryCase.<\/p>\n<p>This came from my own workflow. I\u2019ll often have a bunch of agents running at once across different worktrees, each trying changes, spinning up the app, testing, iterating, taking screenshots, or recording proof.<\/p>\n<\/p>\n<p>That gets messy quickly. My laptop becomes the bottleneck, ports collide, installs overlap, browser sessions get reused in weird ways, and I still end up doing a lot of the final verification myself.<\/p>\n<\/p>\n<p>So I built TryCase to give each agent its own disposable Linux environment in the cloud. The agent can run the app, test the change end to end, capture screenshots or video, and come back with proof instead of just code.<\/p>\n<p>It\u2019s also useful for longer-running tasks. You can give an agent a goal, let it work inside a clean disposable environment, and ask it to come back with screenshots, logs, and recordings. Secrets can be passed in deliberately, and each run is isolated from your laptop and from other agents.<\/p>\n<\/p>\n<p>TryCase is still early, but the goal is simple: agents should only say \u201cdone\u201d once they\u2019ve actually run and verified the work.<\/p>\n<p>It\u2019s easy to try. Just ask your coding agent to use TryCase at <a href=\"http:\/\/trycase.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">trycase.dev<\/a>:<\/p>\n<p>– Fix this bug, test it end to end with TryCase, iterate until it works, and send me screenshots and a video recording as proof.<\/p>\n<p>– Implement this feature, run the app in TryCase, iterate on any failures, and prove it\u2019s working with screenshots, logs, and a recording.<\/p>\n<p>– Use TryCase to run this repo in a clean environment, verify the main flow, and show me what the app looks like.<\/p>\n<p>– Test this branch in TryCase, find anything that breaks, fix it, and prove the final version works.<\/p>\n<p>– If manual login is needed, use desktop mode and give me the take-control link.<\/p>\n<p>I\u2019d love feedback from people using Codex, Claude Code, Cursor, or other coding agents. What would make you trust an agent\u2019s \u201cdone\u201d more?<\/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>Such a smart concept for vibe coding. Testing AI-generated code safely without messing up my local environment is always a massive concern. Can these disposable environments be spun up locally, or is the platform entirely cloud-based?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 ‘done only after it actually ran and verified’ bar is the right one. do you surface the failed attempts too, or just the final passing proof?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andrewzakonov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewzakonov<\/a> Right now, this depends on the agent deciding what to keep track of. For example, if it’s instructed to record failed attempts, you’ll be able to review the full history of runs and their artifacts. My goal is to keep the tool flexible by providing a small set of focused commands that the agent can use as needed. I’m curious if you think this is the right approach, or if you’d prefer a single tool that always behaves the same way and handles everything 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>“agents should only say done once they’ve actually run and verified the work” is exactly right and it’s the thing i keep running into with my own multi-agent setups – an agent will confidently report success based on its own transcript when the thing it was supposed to do never actually happened underneath. running multiple worktrees locally does turn into port collisions and reused browser sessions pretty fast like you said. does the screenshot\/recording proof get attached anywhere the agent itself can’t fake or reword, or is it still on me to actually look at the video rather than trust the agent’s summary of it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Screenshots and recordings can be downloaded from the CLI, but someone still needs to verify them. In my workflow, I usually have an agent handle the verification, and then I quickly skim through the recording it surfaces.<\/p>\n<p>So far, I’ve found GPT-5.5 to be pretty reliable for this.<\/p>\n<p>I’m curious what your ideal workflow would look like. Right now, Trycase is intentionally minimal and only exposes tools that agents can use. It doesn’t have its own built-in agent yet, so it relies on whatever agent you’re using.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 framing around agents only saying done after screenshots\/video proof in an isolated env \u2014 that is exactly the gap when running multiple worktrees locally. Good luck with the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ducan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ducan<\/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>Congrats Ben \u2014 the part that resonates is \u201cverified code instead of asking you to test manually.\u201d In my own coding-agent loop, the weak point is not generation, it’s proof quality: agents say \u201cdone\u201d after lint passes, but the actual product flow is still broken.<\/p>\n<\/p>\n<p>A small thing I\u2019d love to see in TryCase is a compact verification receipt: commands run, browser path tested, screenshots\/video links, and what failed before the final pass. That would make it much easier to trust the result or review it later.<\/p>\n<\/p>\n<p>Curious if you’re thinking about a standard \u201cdone packet\u201d that agents can return to humans or CI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/products\/trycase\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"trycase\" target=\"_blank\" rel=\"noopener\">@TryCase<\/a> Giving coding agents an isolated, disposable Linux sandbox is exactly how we solve the local port collision and dependency nightmare. Since TryCase is exposed as a runtime tool layer for external agents, how are you handling base image caching? If an agent executes a massive npm install or updates a database schema across multiple iterative debugging runs, do you snapshot and delta-cache that specific container’s filesystem state, or does it do a clean cold boot every time the agent invokes a test call?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a solo dev shipping an iOS app, the final manual-verify step is exactly where my releases stall \u2014 I’m the QA team of one, and “done” from an agent usually just means “it compiled.” The disposable box per agent is a smart way to move that check off my laptop. Does it handle mobile\/app flows (simulator or a device) yet, or is it web + CLI apps only for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This maps to the messy part of agent coding for me: not the patch itself, but proving it ran in a clean environment. The useful constraint is keeping the proof lightweight enough that agents actually include it every time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how the screenshots and recordings come back with the diff already attached, makes verifying what the agent actually did way less of a guessing game.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the disposable linux envs actually working from a single prompt blew me away, screenshots and all. finally lets the agent go end to end without me babysitting every shell command.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does it handle cleanup of those disposable environments when an agent spins up a bunch in parallel, anything to worry about resource-wise?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 something that lets my agent actually run the code instead of me playing QA. tried it on a small flask app and got back screenshots plus a clean diff, which honestly saved me a whole round trip.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, this is a real problem. My question is more about the iteration loop than the verification side – if an agent fails, tweaks the code, and needs to test again, does it get a brand new disposable box each time, or does it reuse the same one until the task is done? Fully fresh every retry sounds cleanest for isolation but on a repo with a slow install\/build step that could add up fast if the agent is iterating 10+ times on one bug.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m curious about the differences between GPT-5.5 browsing and testing and TryCase. What makes TryCase unique, apart from just screenshots and videos? Thank you <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle state between runs if the agent needs to verify something like a running database or queued background jobs from a previous step?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Screenshots and recordings as verification artifacts are useful for UI changes, but for backend logic or API behavior the visual output doesn’t tell you much about whether the code actually works correctly. What does TryCase return as verification evidence for non-visual changes, like a database write, a webhook handler, or a background job, and how does the agent know the difference between “it ran without error” and “it did the right thing”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the disposable Linux environment idea is such a clean solve for the “I cant actually verify this” problem with coding agents. nice execution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 something that lets my coding agent actually run the app instead of just staring at it. the screenshot capture came back clean on the first try<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘an agent handles verification’ step is where I’ve watched this quietly break. When the same model family does the work and the check, the verifier tends to trust the doer’s framing of what success looks like, so it happily confirms a screenshot of the wrong screen. What helped me was feeding the verification agent only the original task spec plus the artifact, never the doer’s transcript, so it can’t inherit the optimistic story of what happened. Does TryCase hand the checker the full run log, or just the recording and a fresh prompt?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>‘Return verified code instead of asking you to test manually’ is the exact gap. My coding agent writes the fix, then I’m the one clicking through the app like it’s 2015. The agent proving its own work with screenshots and recordings flips the trust equation completely. How isolated are the environments – can it safely test against a copy of production data? 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>congrats on the launch ben. the port collision thing you describe hit me the first time i let two agents run dev servers at once, so the throwaway box approach makes a lot of sense. one thing i’m curious about: booting an app end to end usually means real env vars, api keys, db urls. where do those secrets live while a sandbox runs, and does teardown wipe them for good?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/5Y46NOSJ2V7MYB\" class=\"app-title\">MentionDrop MCP<\/a><\/p>\n<div class=\"one-liner\">Give your AI agent live market signals<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">167<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MentionDrop MCP\u901a\u8fc7\u8fde\u63a5Claude\u3001Cursor\u7b49AI\u4ee3\u7406\uff0c\u5b9e\u65f6\u76d1\u63a7Reddit\u3001Google News\u7b49\u9ad8\u4fe1\u53f7\u6e90\u4e2d\u7684\u54c1\u724c\u63d0\u53ca\u3001\u7ade\u54c1\u8ba8\u8bba\u548c\u7528\u6237\u75db\u70b9\uff0c\u81ea\u52a8\u7b5b\u9009\u5e76\u751f\u6210\u56de\u590d\u8349\u7a3f\uff0c\u89e3\u51b3\u54c1\u724c\u5728\u566a\u97f3\u4e2d\u9ad8\u6548\u6293\u53d6\u548c\u54cd\u5e94\u5173\u952e\u5e02\u573a\u4fe1\u53f7\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\/f40ae961-1c3c-4365-b838-98f2e72693f1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af137ac1-a074-45d6-b5d2-1299e28f00d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16c2197c-5083-4b53-815f-df3d88713ed9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15d84421-2504-42ad-adfd-affc44dafc25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea7cbec8-72c0-405d-a863-9bd607978ee7.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\/6a0d0e4f-b980-4bd5-a28d-f80f39ed8367.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/scAvQoWldwQ\"><source src=\"https:\/\/youtu.be\/scAvQoWldwQ\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u76d1\u542c<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">MCP\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8206\u60c5\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u56de\u590d<\/span><br \/>\n <span class=\"tag\">\u566a\u97f3\u8fc7\u6ee4<\/span><br \/>\n <span class=\"tag\">\u9ad8\u4fe1\u53f7\u6e90<\/span><br \/>\n <span class=\"tag\">\u964d\u566a\u76d1\u542c<\/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\u9ad8\u4fe1\u53f7\u6e90\u805a\u7126\u548cAI\u6458\u8981\u6709\u6548\u6027\uff0c\u4f46\u6307\u51fa\u8bbd\u523a\u5e16\u6587\u60c5\u611f\u8bc4\u5206\u4e0d\u7a33\u5b9a\u3001\u591a\u8bed\u8a00\uff08\u5982\u8461\u8404\u7259\u8bed\u3001\u65e5\u8bed\uff09\u8bed\u5883\u5904\u7406\u5b58\u5728\u77ed\u677f\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\u4e09\u65b9\u9762\uff1a\u8de8\u8bed\u8a00\u7ffb\u8bd1\u540e\u7684\u60c5\u611f\u51c6\u786e\u6027\u3001\u5783\u573e\u5185\u5bb9\u7684\u8fc7\u6ee4\u4e25\u683c\u5ea6\u3001\u4ee5\u53ca\u5168\u5c40\u8bc4\u5206\u6a21\u578b\u662f\u5426\u53ef\u9488\u5bf9\u4e0d\u540c\u6765\u6e90\u5355\u72ec\u8c03\u4f18\u3002B2B\u7528\u6237\u66f4\u5173\u6ce8\u901f\u7387\u9650\u5236\u4e0e\u67e5\u8be2\u7f13\u5b58\u7684\u5de5\u7a0b\u5b9e\u73b0\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 MentionDrop MCP\u5728\u201cAI\u76d1\u542c\u201d\u8fd9\u6761\u62e5\u6324\u8d5b\u9053\u4e0a\u5c55\u73b0\u4e86\u4e00\u4e2a\u6e05\u9192\u7684\u9009\u62e9\u2014\u2014\u653e\u5f03\u201c\u76d1\u542c\u5168\u7f51\u201d\u7684\u5b8f\u5927\u53d9\u4e8b\uff0c\u4e3b\u52a8\u6807\u6ce8\u201c\u4e0d\u76d1\u63a7X\u3001LinkedIn\u201d\uff0c\u53cd\u800c\u6210\u4e3a\u5176\u5dee\u5f02\u5316\u5229\u5668\u3002\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u8fc7\u5ea6\u627f\u8bfa\u6cdb\u6ee5\u7684\u5e02\u573a\u88c2\u7f1d\uff1a\u54c1\u724c\u5e76\u4e0d\u9700\u8981\u66f4\u591a\u566a\u97f3\uff0c\u800c\u662f\u9700\u8981\u88abAI\u7b5b\u9009\u8fc7\u7684\u3001\u6765\u81eaReddit\u548cGoogle News\u7b49\u201c\u771f\u5b9e\u5bf9\u8bdd\u53d1\u751f\u5730\u201d\u7684\u9ad8\u4fe1\u53f7\u53cd\u9988\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u76d1\u63a7\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u201c\u8bfb\u540e\u5373\u51b3\u201d\u7684\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u300211\u4e2a\u5de5\u5177\u3001\u8d26\u6237\u7ea7API\u3001\u53ea\u8bfb\u4f18\u5148\uff0c\u8fd9\u4e9b\u7ec6\u8282\u63a9\u76d6\u4e86\u5176\u6df1\u5c42\u6b21\u6218\u7565\uff1a\u5c06\u54c1\u724c\u76d1\u542c\u91cd\u5851\u4e3aAI\u4ee3\u7406\u7684\u8f93\u5165\u6e90\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u9700\u8981\u4eba\u5de5\u76ef\u5c4f\u7684\u4eea\u8868\u76d8\u3002\u8fd9\u6070\u6070\u89e3\u51b3\u4e86B2B\u9886\u57df\u201c\u627e\u5230\u4e86\u4f46\u6765\u4e0d\u53ca\u5904\u7406\u201d\u7684\u7ecf\u5178\u74f6\u9888\u2014\u2014\u8ba9AI\u81ea\u4e3b\u5b8c\u6210\u521d\u7b5b\u3001\u6458\u8981\u3001\u751a\u81f3\u8349\u7a3f\u56de\u590d\uff0c\u800c\u4eba\u53ea\u505a\u6700\u7ec8\u51b3\u7b56\u7684\u201c\u9600\u95e8\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u77ed\u677f\u4e5f\u540c\u6837\u660e\u663e\u3002\u7528\u6237\u53cd\u9988\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u8bbd\u523a\u5185\u5bb9\u8bc6\u522b\u4e0d\u51c6\u201d\u201c\u591a\u8bed\u8a00\u7ffb\u8bd1\u540e\u60c5\u611f\u6f02\u79fb\u201d\u5e76\u975e\u5c0f\u95ee\u9898\uff0c\u800c\u662f\u4ea7\u54c1\u80fd\u5426\u4ece\u201c\u53ef\u7528\u201d\u8dc3\u8fc1\u5230\u201c\u53ef\u4fe1\u201d\u7684\u5929\u82b1\u677f\u3002\u5982\u679c\u5168\u5c40\u8bc4\u5206\u6a21\u578b\u4e0d\u80fd\u63d0\u4f9b\u6309\u6765\u6e90\u8c03\u4f18\u7684\u7075\u6d3b\u6027\uff0c\u54c1\u724c\u53ef\u80fd\u4f1a\u5728\u5173\u952e\u8bed\u79cd\u6216\u5782\u76f4\u793e\u533a\u4e2d\u6f0f\u6389\u771f\u6b63\u7684\u8d1f\u9762\u4fe1\u53f7\u3002\u6b64\u5916\uff0c\u4e2a\u4eba\u52a9\u624b\u5f0f\u7684\u201cMCP\u8fde\u63a5\u201d\u867d\u7136\u5de7\u5999\uff0c\u4f46\u5728\u4f01\u4e1a\u7ea7\u591a\u4e2a\u4ee3\u7406\u5e76\u884c\u573a\u666f\u4e0b\uff0c\u5176\u5728\u901f\u7387\u9650\u5236\u3001\u7f13\u5b58\u4e00\u81f4\u6027\u4e0a\u7684\u5de5\u7a0b\u56de\u7b54\u76ee\u524d\u4ecd\u663e\u5355\u8584\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aMentionDrop MCP\u662fAI\u76d1\u63a7\u9886\u57df\u7684\u4e00\u6b21\u52a1\u5b9e\u8fdb\u6b65\uff0c\u4f46\u5b83\u76ee\u524d\u66f4\u50cf\u662f\u201c\u806a\u660e\u7684\u6267\u884c\u8005\u201d\uff0c\u800c\u975e\u201c\u806a\u660e\u7684\u5224\u65ad\u8005\u201d\u3002\u5f53\u7528\u6237\u5f00\u59cb\u8ffd\u95ee\u201c\u4f60\u7684AI\u600e\u4e48\u5904\u7406\u65e5\u8bed\u4e2d\u7684\u8bbd\u523a\u201d\u65f6\uff0c\u5b83\u9700\u8981\u4ece\u201c\u63d0\u6548\u5de5\u5177\u201d\u8fdb\u5316\u6210\u201c\u53ef\u4fe1\u5206\u6790\u5e08\u201d\uff0c\u624d\u80fd\u771f\u6b63\u4ece\u7834\u5c40\u8005\u53d8\u6210\u7edf\u6cbb\u8005\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\">MentionDrop MCP<\/span>\n <\/div>\n<div class=\"comment-content\">MentionDrop MCP connects Claude, Cursor, Windsurf, and other MCP-aware agents to live brand monitoring. Your agent pulls brand mentions, competitor conversations, and public customer pain from bounded high-signal sources (Reddit, Google News, search, selected public web), triages them, and drafts replies for your review. 11 tools, account-scoped API keys, nothing auto-posted. Ask “what should I pay attention to today?” and get an answer you can act on.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Marcos, maker of MentionDrop.<\/p>\n<\/p>\n<p>MentionDrop watches the places where buyers actually talk: Reddit, Google News, search results, and selected public web pages. AI triages every mention: summary, sentiment, relevance, and whether to reply, share, monitor, or ignore.<\/p>\n<\/p>\n<p>Today’s launch gives your AI agent that same view. Connect Claude, Cursor, or Windsurf with an API key and ask:<\/p>\n<ul>\n<li>\n<p>“What should I pay attention to today?”<\/p>\n<\/li>\n<li>\n<p>“Find competitor complaints from the last 7 days”<\/p>\n<\/li>\n<li>\n<p>“Draft a reply for the most urgent mention”<\/p>\n<\/li>\n<\/ul>\n<p>11 tools, read-first design. Your agent drafts, you decide what gets posted.<\/p>\n<\/p>\n<p>Honest boundaries: we do not monitor X, LinkedIn, or “the whole internet”. Bounded sources, useful mentions.<\/p>\n<\/p>\n<p>Launch offer: 14-day free trial plus free MCP setup help. I will personally help you create your first monitors and connect your agent.<\/p>\n<\/p>\n<p>Tell me what your agent workflow needs. Ask me anything!<\/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>love that you name the limits out loud (no X, no ‘whole internet’) instead of overclaiming. does the agent learn which sources matter per brand over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@andrewzakonov you can give it feedback and it indexes more or less on certain sources.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">LOVE THIS PRODUCT! MentionDrop was already a really great at filtering out the noise in social listening and raising what matters, but the MCP takes it to another level! My Hermes agent now drafts replies in my voice that I pick through and post on each day. I\u2019m finding great success with GTM, and MentionDrop plays a key part in that success.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/mentiondrop\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"mentiondrop\" target=\"_blank\" rel=\"noopener\">@MentionDrop<\/a> The read-first design with account-scoped API keys is a brilliant security boundary for B2B engineering. If an organization has multiple distinct autonomous agents or team members concurrently querying the MentionDrop MCP server for the same client brand keyword, how do you handle rate-limiting and query caching on your end to prevent overlapping API consumption spikes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Setting it up caught way more niche forum mentions than I expected, and the AI summaries actually pull out the useful bit instead of just repeating the sentence. The sentiment scoring felt a little hit or miss on sarcastic posts but the suggested actions save me from digging through everything myself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How are you handling the massive scale of 8 billion pages scanned daily? Is your AI summary and sentiment analysis based on a specific NLP library or a custom implementation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle false positives or really low-quality mentions, like random forum spam or machine-generated content? Curious how strict the filtering is before something actually lands in your dashboard.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does the sentiment scoring hold up across languages that use sarcasm or idioms a lot, like portuguese or japanese?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “nothing auto-posted, drafts for review” part is what separates this from the stuff that gets brands in trouble. i’ve been doing something similar by hand across a few communities and the actual bottleneck is never finding mentions, it’s triaging which ones are worth a human reply versus noise. curious how the triage decides what’s worth surfacing versus what gets buried, is that tunable per source or is it one global scoring model right now<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Could this be used to monitor product launches like Product Hunt and automatically surface high-priority conversations?<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the AI handle sarcasm or context-heavy mentions where sentiment isn’t obvious, and does that affect the action suggestions it makes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The AI summaries actually capture nuance better than I expected, especially the suggested actions which feel useful rather than generic. Setup took a couple minutes and it picked up mentions from forums I forgot even existed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The MCP angle here is smart, pulling this into the agent’s workflow instead of another dashboard to check. Question on the foreign-language sites part of the pitch – sentiment scoring is already tricky in English with sarcasm and industry slang, how does accuracy hold up once you’re scoring sentiment on a mention that’s been through translation first? That seems like the place this could quietly go wrong without anyone noticing until a genuinely bad mention gets triaged as neutral.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The sentiment scoring paired with suggested actions is such a thoughtful touch, turns a noisy firehose into something you can actually act on instead of just staring at.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a tool that catches the foreign language forums I always missed, and the AI summary actually saves me from scrolling through each thread.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it decide which sources count as relevant mentions, and is there any way to scope it down so it doesn’t drown me in noise from tangentially related sites?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The sentiment score on mentions is useful but the suggested action is the harder part to get right, since the right action for a negative Reddit thread about your product depends heavily on context that’s hard to capture automatically, like whether it’s a power user venting or a prospect researching. How does MentionDrop avoid the suggested action defaulting to “respond and engage” for everything, which would just be noise?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The nothing-auto-posted, drafts-for-review boundary is the right default for an MCP tool \u2014 an agent that has live web signal AND can publish is how brand incidents happen. With account-scoped API keys, is a key’s rate\/quota shared across all 11 tools or metered per tool, and can I scope one key to read-only mention pulls without exposing the reply-drafting tools? I’d want to hand a teammate’s agent the monitoring half without the outreach half.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘suggested action: reply \/ share \/ monitor \/ ignore’ field is the interesting bit once this is behind MCP. When Claude or Cursor pulls a mention in, does that action come back as a plain label the agent re-reasons over, or is it structured enough to wire straight into an autonomous loop? The failure mode I keep hitting with signal-feed MCPs is the agent slurping 40 mentions into context and burning the window before it ever triages, so I’m curious whether you pre-rank or paginate server-side rather than handing back the raw firehose.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Skipping X and LinkedIn is an honest call, but that’s often where brand mentions actually happen for consumer products. How do teams work around that gap, run a separate tool alongside MentionDrop for those platforms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/DVLXJJDOM6PG3G\" class=\"app-title\">CircleChat<\/a><\/p>\n<div class=\"one-liner\">Give your AI agents a slack, a task board, and a boss<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">139<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CircleChat\u662f\u4e00\u4e2a\u8ba9\u591aAI\u667a\u80fd\u4f53\u56e2\u961f\u5728\u7ed3\u6784\u5316\u5de5\u4f5c\u7a7a\u95f4\uff08\u770b\u677f+\u9891\u9053\uff09\u534f\u540c\u6267\u884c\u4efb\u52a1\u3001\u5e76\u7531LLM\u6cd5\u5b98\u9a8c\u8bc1\u4ea4\u4ed8\u7269\u7684\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u4e2d\u8f93\u51fa\u4e0d\u53ef\u4fe1\u3001\u6d41\u7a0b\u6df7\u4e71\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\/c808aa54-b312-4f7a-8d1c-bb1eb01f6c79.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17478b5f-f6e6-4fe8-97cc-c754c6f71b21.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c710fd3-aec1-43f1-90bc-401b2a218fbf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de788724-fa78-4631-acb9-b2f202ae517f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9bcdbe58-854d-4653-bd96-b5c2740bac26.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bac2acfe-0626-4b77-b48b-4ba1ae264693.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e9268ae-71bb-4ab0-8061-88c73b4e3a61.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\">Task Management<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u770b\u677f<\/span><br \/>\n <span class=\"tag\">LLM\u6cd5\u5b98\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u65e0Token\u52a0\u4ef7<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/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\u80af\u5b9aLLM\u6cd5\u5b98\u628a\u5173\u548c\u770b\u677f+\u9891\u9053\u7ed3\u6784\uff0c\u8ba4\u4e3a\u5b83\u6bd4\u666e\u901a\u7fa4\u804a\u66f4\u53ef\u4fe1\u3002\u5173\u952e\u7591\u95ee\uff1a\u6cd5\u5b98\u8bef\u5224\u65f6\u80fd\u5426\u4eba\u5de5\u4ecb\u5165\uff1f\u5931\u8d25\u91cd\u8bd5\u6709\u65e0\u4e0a\u9650\u6216\u515c\u5e95\uff1f\u4efb\u52a1\u5206\u89e3\u7684\u6df1\u5ea6\u5982\u4f55\u63a7\u5236\uff1f\u80fd\u5426\u9009\u62e9\u6a21\u578b\/\u89d2\u8272\uff1f\u56de\u5e94\u6307\u51fa\u53ef\u914d\u7f6e\u6cd5\u5b98\u6a21\u578b\u5e76\u6574\u5408\u514d\u8d39API\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 CircleChat\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5b83\u628a\u201c\u4fe1\u4efb\u201d\u4ece\u667a\u80fd\u4f53\u534f\u4f5c\u4e2d\u62bd\u79bb\u51fa\u6765\uff0c\u53d8\u6210\u4e00\u9879\u53ef\u5ba1\u8ba1\u7684\u68c0\u67e5\u673a\u5236\u2014\u2014LLM\u6cd5\u5b98\u3002\u8fd9\u76f4\u51fb\u5f53\u524d\u591a\u667a\u80fd\u4f53Demo\u7684\u6700\u5927\u75db\u70b9\uff1a\u82b1\u54e8\u7684\u5bf9\u8bdd\u80cc\u540e\uff0c\u8f93\u51fa\u8d28\u91cf\u5b8c\u5168\u4e0d\u53ef\u63a7\u3002\u7528\u770b\u677f\u4ee3\u66ff\u804a\u5929\u8bb0\u5f55\uff0c\u7528\u6cd5\u5b98\u5361\u4f4f\u4efb\u52a1\u5173\u95ed\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u6a21\u4eff\u8f6f\u4ef6\u5f00\u53d1\u4e2d\u7684\u4ee3\u7801\u5ba1\u67e5\u4e0eCI\/CD\u6d41\u7a0b\uff0c\u662f\u4e00\u79cd\u5de5\u7a0b\u5316\u7684\u52a1\u5b9e\u9009\u62e9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6b63\u662f\u8fd9\u79cd\u52a1\u5b9e\u66b4\u9732\u4e86\u66f4\u6df1\u5c42\u7684\u95ee\u9898\uff1a\u5f53\u6cd5\u5b98\u548c\u5de5\u4eba\u90fd\u662fAI\u65f6\uff0c\u5982\u4f55\u907f\u514d\u7cfb\u7edf\u9677\u5165\u201cAI\u81ea\u55e8\u201d\u7684\u95ed\u73af\u2014\u2014\u5de5\u4eba\u4ea7\u51fa\u5783\u573e\uff0c\u6cd5\u5b98\u7528\u53e6\u4e00\u4e2a\u6a21\u578b\u8349\u8349\u653e\u884c\u3002\u521b\u59cb\u4eba\u56de\u5e16\u6697\u793a\u6cd5\u5b98\u6a21\u578b\u53ef\u914d\u7f6e\uff0c\u4f46\u771f\u6b63\u7684\u98ce\u9669\u4e0d\u5728\u4e8e\u6a21\u578b\u5dee\u5f02\uff0c\u800c\u5728\u4e8e\u7f3a\u4e4f\u8db3\u591f\u5f3a\u5927\u7684\u5bf9\u6297\u6027\u9a8c\u8bc1\u903b\u8f91\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u7528\u6237\u63d0\u51fa\u7684\u201c\u5931\u8d25\u515c\u5e95\u201d\u201c\u4eba\u5de5\u8986\u76d6\u201d\u201c\u5206\u89e3\u6df1\u5ea6\u63a7\u5236\u201d\u8fd9\u4e9b\u95ee\u9898\uff0c\u51e0\u4e4e\u6bcf\u4e2a\u90fd\u6307\u5411\u4e86\u81ea\u52a8\u5316\u7684\u5929\u82b1\u677f\uff1a\u5728\u65e0\u4eba\u503c\u5b88\u7684\u573a\u666f\u4e0b\uff0c\u4e00\u4e2a\u5047\u9633\u6027\u6216\u5047\u9634\u6027\u7684\u5224\u65ad\u5c31\u53ef\u80fd\u5bfc\u81f4\u6574\u4e2a\u4efb\u52a1\u94fe\u5d29\u574f\u3002CircleChat\u7528MIT\u5f00\u6e90\u548c\u514dToken\u52a0\u4ef7\u964d\u4f4e\u4e86\u5c1d\u8bd5\u95e8\u69db\uff0c\u4f46\u201c\u53ef\u8fd0\u884c\u201d\u548c\u201c\u53ef\u4fe1\u4efb\u201d\u4e4b\u95f4\u8fd8\u5dee\u7740\u51e0\u4e2a\u6570\u91cf\u7ea7\u7684\u5de5\u7a0b\u6253\u78e8\u3002\u5982\u679c\u5b83\u53ea\u662f\u628aAgent\u7684\u5e9f\u8bdd\u6362\u6210\u4e86\u770b\u677f\u4e0a\u7684\u5047\u8fdb\u5ea6\uff0c\u90a3\u5b83\u65e0\u975e\u662f\u591a\u4e86\u4e00\u4e2a\u66f4\u6f02\u4eae\u7684\u6f14\u793a\u800c\u5df2\u3002\u771f\u6b63\u7684\u4ef7\u503c\uff0c\u8981\u770b\u5b83\u5bf9\u5931\u8d25\u8def\u5f84\u3001\u4eba\u5de5\u5e72\u9884\u3001\u5ba1\u8ba1\u56de\u6eaf\u7684\u843d\u5730\u7a0b\u5ea6\u2014\u2014\u8fd9\u624d\u662f\u4ece\u201c\u597d\u73a9\u201d\u5230\u201c\u6709\u7528\u201d\u7684\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\">CircleChat<\/span>\n <\/div>\n<div class=\"comment-content\">CircleChat is a workspace where a team of AI agents does real work. Set a goal: the team breaks it into tasks on a kanban board, claims the work, and reports in channels you can read. An LLM judge verifies every deliverable before a task can close, so you get output instead of chatter. Watch our own agents work in public at live.circlechat.co. Self-host free (MIT license), or we run it for you from $29\/mo flat per workspace. Bring your own model keys. We never mark up tokens.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That feeling when AI agents have better interaction than humans \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>self-host free under MIT and no token markup is the part that got me to actually click through, most of these agent-team tools lock you into their hosted version and their own margin on every token. the LLM judge gating task closure is a good idea too, curious how it avoids just being another agent that rubber-stamps its buddy’s work – is the judge using a different model than the workers by default?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> You can configure it. Also, there’s FreeLLMAPI integrated, which will auto-select the smartest free model available.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 LLM judge before a task closes is a smart guardrail \u2014 kanban plus channels is closer to how I actually want agent teams to report back than another generic group chat.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The kanban plus judge-gated closing is a good structural choice, most multi-agent demos skip straight past how you’d actually trust the output. My question is about the failure loop: if a worker agent keeps submitting something the judge rejects, does it retry indefinitely (burning tokens each time), cap out after N attempts and flag a human, or hand off to a different worker? That failure path matters more than the happy path once you’re running this unattended.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For the kanban breakdown step, how does CircleChat decide how to decompose a goal into tasks, and more importantly, when does it know to stop decomposing and just start working? Over-decomposition is a real failure mode in multi-agent systems where agents spend more time planning and reporting than actually producing anything useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how the objective input sits front and center before anything else, it makes the whole multi-agent idea feel way less intimidating. Watching the agents riff off each other in real time is genuinely fun to watch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does CircleChat actually pick which agents join the conversation, and do I have any control over which models or personas show up?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The kanban board plus channels makes the agent workflow much easier to reason about than a long chat transcript. The LLM judge requirement before a task can close is also a strong product choice.<\/p>\n<p>How do you handle cases where the judge is confidently wrong? Is there a human override or audit trail so teams can see why a deliverable passed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ETZIYDWLCBQMYZ\" class=\"app-title\">Pennen<\/a><\/p>\n<div class=\"one-liner\">One quiet handwritten page a day. No feed, no AI.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pennen \u662f\u4e00\u6b3e\u4e13\u4e3a iPad \u548c Apple Pencil \u8bbe\u8ba1\u7684\u6bcf\u65e5\u624b\u5199\u65e5\u8bb0\u5e94\u7528\uff0c\u901a\u8fc7\u201c\u4e00\u5929\u4e00\u9875\u3001\u9875\u9875\u5c01\u5b58\u201d\u7684\u5f3a\u7ea6\u675f\uff0c\u89e3\u51b3\u4e86\u6570\u5b57\u65e5\u8bb0\u5e38\u89c1\u7684\u65e0\u9650\u7f16\u8f91\u3001AI\u7aa5\u63a2\u548c\u4e60\u60ef\u7126\u8651\u95ee\u9898\uff0c\u63d0\u4f9b\u5b89\u9759\u3001\u79c1\u5bc6\u7684\u7eb8\u7b14\u5f0f\u4e66\u5199\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\/22e22f64-bd3f-4cfe-ad11-f1e99c5b109b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1885ec85-7872-4431-9747-bd9c502652be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2255cee3-b4ad-4ff1-9969-78f791a57582.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a3e0ea0-72ff-4f6d-84ce-816f4e497d17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d38dec03-3244-49ec-9a18-7cc31a84d3ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/771b151f-0ade-4240-9a7e-4bfbb3b27026.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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Meditation<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u624b\u5199\u65e5\u8bb0<\/span><br \/>\n <span class=\"tag\">\u65e0AI<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u6392\u6bd2<\/span><br \/>\n <span class=\"tag\">Apple Pencil<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u4e00\u9875<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u65e0\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">iPad\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5e73\u9759\u6280\u672f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c\u9875\u9875\u5c01\u5b58\u201d\u548c\u201c\u539f\u8c05\u6027\u8fde\u5199\u201d\u7684\u673a\u5236\uff0c\u8ba4\u4e3a\u6bd4\u6d41\u5a92\u4f53\u5f0f\u5e94\u7528\u66f4\u771f\u5b9e\u3002\u4e3b\u8981\u62c5\u5fe7\u662f\u6570\u636e\u5b8c\u5168\u4f9d\u8d56 iCloud\uff0c\u7f3a\u4e4f\u72ec\u7acb\u5bfc\u51fa\u5907\u4efd\u9014\u5f84\uff0c\u5f00\u53d1\u8005\u627f\u8ba4\u8fd9\u662f roadmap \u7f3a\u53e3\u5e76\u627f\u8bfa\u4fee\u590d\u3002\u53e6\u6709\u7528\u6237\u6307\u51fa\u201c\u7ec8\u8eab\u7248\u6bd4Moleskine\u4fbf\u5b9c\u201d\u7684\u5ba3\u4f20\u6587\u6848\u4e0d\u5b9e\uff0c\u5f00\u53d1\u8005\u5df2\u627f\u8ba4\u9519\u8bef\u5e76\u8ba1\u5212\u4fee\u6539\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 Pennen \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5b83\u628a\u201c\u9650\u5236\u201d\u505a\u6210\u4e86\u58c1\u5792\u3002\u5728 AI \u8bfb\u5fc3\u672f\u3001\u65e0\u9650\u6eda\u52a8\u548c\u793e\u4ea4\u7126\u8651\u6210\u4e3a\u4e3b\u6d41 App \u6807\u914d\u7684\u5f53\u4e0b\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\u4e4b\uff1a\u4e00\u5929\u4e00\u9875\u3001\u5199\u6b7b\u5373\u5c01\u3001\u65e0 OCR\u3001\u65e0\u8d26\u53f7\u3002\u8fd9\u770b\u8d77\u6765\u662f\u590d\u53e4\uff0c\u5b9e\u5219\u662f\u5bf9\u7528\u6237\u5fc3\u7406\u7684\u7cbe\u51c6\u6d1e\u5bdf\u2014\u2014\u65e5\u8bb0\u7684\u672c\u8d28\u4e0d\u662f\u7f16\u8f91\u4f18\u5316\uff0c\u800c\u662f\u201c\u5b8c\u6210\u5e76\u5fd8\u8bb0\u201d\u3002\u5b83\u7528\u7269\u7406\u4e16\u754c\u7684\u89c4\u5219\uff08\u9875\u6570\u6709\u9650\u3001\u58a8\u8ff9\u5e72\u6db8\uff09\u5bf9\u6297\u6570\u5b57\u4e16\u754c\u7684\u6210\u763e\u8bbe\u8ba1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8fd9\u79cd\u7eaf\u51c0\u7684\u4ee3\u4ef7\u662f\u8106\u5f31\u3002\u7528\u6237\u8bc4\u8bba\u91cc\u53cd\u590d\u51fa\u73b0\u7684\u201ciCloud \u5355\u70b9\u6545\u969c\u201d\u5e76\u975e\u675e\u4eba\u5fe7\u5929\uff1a\u5982\u679c iPad \u4e22\u5931\u6216 iCloud \u540c\u6b65\u51fa\u9519\uff0c\u6570\u5e74\u7684\u4e66\u5199\u8bb0\u5f55\u53ef\u80fd\u4e00\u591c\u84b8\u53d1\u3002\u5f00\u53d1\u8005\u627f\u8ba4\u8fd9\u662f\u201c\u771f\u7a7a\u767d\u800c\u975e\u7acb\u573a\u201d\uff0c\u4f46\u4f5c\u4e3a\u4e00\u6b3e\u627f\u8bfa\u201c\u966a\u4f34\u591a\u5e74\u201d\u7684\u4ea7\u54c1\uff0c\u8fde\u57fa\u672c\u7684\u6279\u91cf\u5bfc\u51fa\u529f\u80fd\u90fd\u7f3a\u5931\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u7528\u6237\u6570\u636e\u7684\u6346\u7ed1\u800c\u975e\u5b88\u62a4\u3002\u53e6\u4e00\u5904\u786c\u4f24\u662f\u5b9a\u4ef7\u903b\u8f91\u7684\u6df7\u4e71\uff1a\u5f00\u53d1\u8005\u8bda\u5b9e\u627f\u8ba4\u201c\u7ec8\u8eab\u4ef7\u4f4e\u4e8eMoleskine\u201d\u7684\u6587\u6848\u662f\u4e8b\u5b9e\u9519\u8bef\uff0c\u8fd9\u66b4\u9732\u51fa\u56e2\u961f\u5728\u4ef7\u503c\u951a\u5b9a\u4e0a\u7684\u4e0d\u6210\u719f\u2014\u2014\u4e00\u4e2a\u5b9a\u4ef740\u7f8e\u5143\u7684\u7eaf\u6570\u5b57\u4ea7\u54c1\uff0c\u5982\u4f55\u8ba9\u7528\u6237\u89c9\u5f97\u5b83\u6bd4\u4e00\u672c26\u7f8e\u5143\u7684\u5b9e\u4f53\u7b14\u8bb0\u672c\u66f4\u53ef\u9760\uff1f\n <\/p>\n<p class=\"ai-content\">\n Pennen \u7684\u6218\u672f\u6210\u529f\u662f\u660e\u786e\u7684\uff1a\u5b83\u7ed9\u53d7\u591f\u4e86 AI \u76d1\u63a7\u548c\u4e60\u60ef\u538b\u529b\u7684\u7528\u6237\u4e00\u4e2a\u5e72\u51c0\u7684\u907f\u98ce\u6e2f\u3002\u4f46\u6218\u7565\u4e0a\u4ecd\u9700\u8b66\u60d5\uff1a\u4e00\u65e6\u7528\u6237\u7684\u201c\u65e5\u8bb0\u5b89\u5168\u611f\u201d\u5efa\u7acb\u4e8e\u5f00\u53d1\u8005\u4e2a\u4eba\u7684\u4ef7\u503c\u89c2\uff08\u5982\u62d2\u7edd\u641c\u7d22\u3001\u62d2\u7edd\u5bfc\u51fa\uff09\uff0c\u4ea7\u54c1\u5c31\u53d8\u6210\u4e86\u4e00\u4e2a\u534e\u4e3d\u7684\u201c\u6570\u636e\u7262\u7b3c\u201d\u3002\u771f\u6b63\u7684\u957f\u671f\u4ef7\u503c\uff0c\u5728\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u7eaf\u7cb9\u7684\u540c\u65f6\uff0c\u63d0\u4f9b\u8ba9\u7528\u6237\u5b89\u5fc3\u7684\u201c\u9003\u751f\u901a\u9053\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\">Pennen<\/span>\n <\/div>\n<div class=\"comment-content\">Pennen is a calm, private, handwriting-first daily journal for iPad and Apple Pencil. One dated page per day, in real ink: past pages seal and become read-only, emoji stickers peel and press on, and the streak forgives \u2014 a one-line night still counts. Your pages live only on your iPad and in your own iCloud: no accounts, no ads, no analytics, no AI reading a word. Priced like a notebook \u2014 yearly with a 7-day free trial, or a one-time lifetime that costs less than a Moleskine.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, I’m Ishaan, the one person behind Pennen.<\/p>\n<p>I built it because every journal app I tried eventually made me feel like I was feeding it. Infinite documents I never finished. Streaks that shamed me after one missed day. And lately: AI “insights” reading my most private sentences back to me. I didn’t want insights. I wanted a page.<\/p>\n<p>So Pennen is built on three stubborn principles:<br \/><strong>A page has a bottom.<\/strong> One dated page per day. You write it, you close it, you live your life. <br \/><strong>Written is written. <\/strong>Yesterday seals and becomes read-only, a place you can visit, not edit. <br \/><strong>An audience of one.<\/strong> No accounts, no Pennen servers, no AI. Your handwriting is never OCR’d into machine-readable text, your words stay ink. Pages live only on your iPad and in your own iCloud.<\/p>\n<p>Craft bits for the curious: it’s all native PencilKit with a custom stroke-merge that survives two iPads writing the same day; the emoji stickers peel off the sheet with a real GPU paper-fold (SceneKit shader) and press down with a haptic; and the tiny counter in the status bar shows how many strangers are writing right now, never who, never what. And one honest study, since “handwriting is better” gets thrown around loosely: a 2024 EEG study (Frontiers in Psychology) found handwriting produces far more widespread brain connectivity than typing. Modest, real, cited on our site.<\/p>\n<p>If you’ve ever abandoned notebook number four in a drawer, I built this for you. Tell me about it and I’ll tell you which of Pennen’s decisions came from mine. I’m here all day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is a nice contrast to basically everything else on here today. “the streak forgives, a one-line night still counts” is such a small detail but it’s the difference between a habit tool and a guilt machine. every other journaling app i’ve tried eventually adds some AI summary feature nobody asked for, so keeping that out on purpose is the actual selling point, not a missing feature. only question is what happens if you lose the iPad, is there any backup path beyond iCloud or is that a deliberate no as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Thank you, and the AI summary line is exactly right. I’ve watched almost every journaling app I respected eventually bolt one on, and it always reads like a feature nobody in the room actually asked for except a growth metric.<\/p>\n<p>On backup, no, that one isn’t a deliberate no the way the others are. No AI, no search, no tags, those are principles I’ll defend. The lack of an export path outside iCloud is just a real gap, not a stance, and it’s honestly the one piece of feedback from this launch that’s actually changed my roadmap. Right now your pages live in two places, the device itself and your own private iCloud database, but both of those sit inside your Apple account, nothing independent you could pull out and keep yourself. I want to fix that, probably some kind of periodic export you could save wherever you want, I just don’t have a date on it yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 past-pages-seal-as-read-only detail is a quietly brilliant UX choice, makes it feel like a real notebook rather than an endless editable surface<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ayenurhalaqfmb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayenurhalaqfmb<\/a> Thank you. I think about it more as “a page has a bottom” than as read only, if that distinction makes sense, the read-only part is really just what enforces the bottom actually existing.<\/p>\n<p>Every note-taking app I used before this had infinite documents, which sounds like a feature until you notice you never actually finish anything. There’s always more room, so there’s always a reason to go back and keep adjusting instead of closing the day and moving on. A real notebook page just runs out of space and ends. This is me borrowing that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that past pages actually seal read-only, such a quiet way to make the journal feel real and uncheatable without any gamification pressure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@egemensafe95621\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@egemensafe95621<\/a> Thank you, and “uncheatable without gamification” is a sharper way to put it than I’ve managed myself. Most habit apps get compliance through pressure, streak counts, red badges, guilt notifications, and none of that actually requires the underlying data to be honest. You can lie your way through a badge just fine.<\/p>\n<p>Sealing does the opposite on purpose. There’s no reward for it and no punishment for skipping it, it’s just that once the day is gone, what you wrote that day is what happened. Nothing to perform for, so nothing to game.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the page sealing work exactly \u2014 does it happen automatically at midnight based on your time zone, or do you have to manually close 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\/@alsac_zafe13716\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alsac_zafe13716<\/a> Automatic, no button, no manual close-out. It’s based on your device’s local time zone, not UTC, so it seals exactly at midnight wherever you actually are, not midnight somewhere else. The moment the calendar day changes, that page becomes read only and a fresh blank page opens for the new day.<\/p>\n<p>One small exception: if you’re mid-stroke exactly at midnight, the app waits until you lift the pencil before rolling the day over, so a sentence you started before midnight finishes on the day it started instead of getting cut off mid-word. Other than that edge case, there’s no way to force it back open once the day turns. That’s deliberate, not a missing feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. I’ve journaled on paper and I’ve journaled on the notes app. This sounds like a perfect medium. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cairacshields\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cairacshields<\/a> Thank you, that’s exactly the gap I built this for. Paper gets the feeling right and a notes app gets the durability right, and neither one gives you both at once. Would love to hear what you think once you’ve actually written a few real pages in it, the honest test is always after the first week, not the first 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a genuinely nice idea, no accounts and no AI reading my journal is a real selling point these days, not just marketing copy. One thing that’d worry me a little as a single point of failure: if my iPad dies or I switch to a new one and iCloud sync hiccups for whatever reason, is there any way to export or back up the pages outside of iCloud, or is iCloud the only copy that exists? Years of daily pages feels like something I’d want a belt-and-suspenders backup for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a>  Fair worry, and the honest answer right now is no, there isn’t an export or backup option outside of iCloud. Your pages live in two places technically, the local Core Data store on the device itself and your own private CloudKit database, so it’s not literally a single copy, but both of those are tied to your Apple ID and iCloud, not somewhere independent you control.<\/p>\n<p>I don’t love that answer, especially for something meant to hold years of pages. It’s genuinely on my list to think through properly, something like a periodic export, even as basic as a PDF or image dump you could save to Files or a drive of your own choosing, so a real belt-and-suspenders copy exists outside Apple’s ecosystem entirely. I don’t have a timeline for it yet, but you’re right that it matters more here than in almost any other kind of app, since this isn’t data you can just regenerate if it’s gone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 pen-on-paper feel with the Apple Pencil is genuinely convincing, and I love that past days just lock themselves away. The one-line forgiveness on streaks is a small but thoughtful touch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mzoglu79354\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mzoglu79354<\/a> Thank you, genuinely. The locking was a harder call internally than people probably assume, it would’ve been so easy to add a small “edit just for typos” button, and I kept talredning myself out of it for exactly the reason you’re describing: the moment there’s an exception, the self-locking behavior stops actually meaning anything.<\/p>\n<p>The one-line forgiveness came out of watching myself almost quit journaling over a single missed day, more than once, on paper and in every app I tried before this one. If one honest sentence at midnight still counts as showing up, most people, myself included, actually keep going instead of writing off the whole week the first time they slip.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 pencil feel is genuinely nice, ink weight feels just right under the apple pencil and the dated daily page keeps me from overthinking what to write<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@recep763495\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@recep763495<\/a> Thank you, that means a lot, especially the ink weight comment. Honestly that’s mostly PencilKit’s own pressure response, I picked one pen style and stayed out of its way rather than trying to over-engineer the feel.<\/p>\n<p>The dated page doing that for you is exactly the reaction I was hoping for. A blank canvas asks “what should this be,” a dated page just asks “what happened today,” which is a much smaller question to actually answer. Glad it’s working the way I meant it to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “no feed, no AI” positioning is clear and honestly refreshing for a journaling app. I also like the constraint of one dated page per day; it makes the product feel closer to a real notebook than another notes database.<\/p>\n<p>The sealing choice is brave. Since you deliberately avoided edit exceptions, do you think of follow-up thoughts as today’s page referring back to yesterday, rather than corrections on the old page?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sergbmw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergbmw<\/a> That’s exactly the mental model, yes, though I want to be honest that there’s no actual feature behind it. There’s no linking, no backlink, no “jump to the day this refers to” button. If you want continuity, you write “yesterday I…” in today’s page, in your own words, the same way a paper notebook has no hyperlinks either.<\/p>\n<p>I did think about building a real reference system early on, something like tapping a sentence and jumping to the day it’s about. I didn’t, for the same reason I skipped search and tags: the moment the app understands what your entries are about instead of just holding them, it stops being a blank page and starts being a database with handwriting on top. So the honest answer is that follow-up thoughts live entirely in your own memory and your own words on today’s page, and the app just stays out of the way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I do like the idea of a non-AI app that is clean and simple. Your aesthetic is calming and nice too.<\/p>\n<\/p>\n<p>You do claim that the one-time lifetime costs less than a Moleskine but that’s not true. A new moleskin is $26: <a href=\"https:\/\/www.moleskine.com\/en-us\/shop\/notebooks\/the-original-notebook\/classic-notebook-sapphire-blue-8051272893601.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.moleskine.com\/en-us\/shop\/notebooks\/the-original-notebook\/classic-notebook-sapphire-blue-8051272893601.html<\/a> and lifetime access for your app is $40 per the bottom of your app store page: <a href=\"https:\/\/apps.apple.com\/us\/app\/pennen-handwritten-journal\/id6781577517\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/us\/app\/pennen-handwritten-journal\/id6781577517<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mjohnson42\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mjohnson42<\/a> You’re right, and thanks for actually checking instead of letting it slide. Lifetime is $39.99, a classic Moleskine runs $26, so “less than a Moleskine” is just wrong as I’ve written it, not a rounding difference.<\/p>\n<p>What I think I actually meant was something closer to “about the price of one good notebook,” but that’s not what I said, and what I said is checkable and false. I’m going to go fix that line in the coming releases instead of leaving it up. Appreciate you calling it out directly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “past pages seal and become read-only” detail is what sells this for me. it makes the journal feel like real ink instead of an editable text box you’ll fidget with forever. and “the streak forgives, a one-line night still counts” is the opposite of every guilt-trip habit app i’ve quit. feels made by someone who actually journals. 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\/@alex_watson2110\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_watson2110<\/a>  Thank you, genuinely. The one-line-night rule came straight from my own worst habit-app experience, I quit every streak app the moment it shamed me for missing a day, so I built the opposite on purpose. A single line at 11pm counts exactly the same as a full page, because on paper it always did.<\/p>\n<p>The sealing was the harder one to actually hold the line on, mostly resisting the urge to add an edit exception for myself. Comments like yours are exactly why I didn’t.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Any plans to bring this to iPhone? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gauravgoyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gauravgoyal<\/a> Not currently, it’s a deliberate choice rather than something I haven’t gotten to. Pennen is built entirely around real handwriting, not typing or a cramped finger-drawn page. iPad is what actually makes the app possible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5P5KE6MN4U2IRJ\" class=\"app-title\">Toku Reader<\/a><\/p>\n<div class=\"one-liner\">Read & listen to native Japanese and Chinese, tap any word<\/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>Toku Reader \u662f\u4e00\u6b3e\u652f\u6301\u65e5\u8bed\u548c\u6c49\u8bed\u539f\u751f\u5185\u5bb9\uff08\u6587\u7ae0\u3001\u64ad\u5ba2\u3001YouTube\u89c6\u9891\uff09\u7684\u6c89\u6d78\u5f0f\u9605\u8bfb\u4e0e\u542c\u529b\u5de5\u5177\uff0c\u7528\u6237\u65e0\u9700\u79bb\u5f00\u9875\u9762\u5373\u53ef\u70b9\u6309\u4efb\u610f\u5355\u8bcd\u83b7\u53d6\u8bfb\u97f3\u3001\u91ca\u4e49\u548c\u5b57\u5178\uff0c\u89e3\u51b3\u8bed\u8a00\u5b66\u4e60\u65f6\u9891\u7e41\u67e5\u8bcd\u6253\u65ad\u9605\u8bfb\/\u542c\u611f\u6d41\u7684\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/6653227d-861c-42ce-a974-0305044d8653.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=OBqN_PnoP78\"><source src=\"https:\/\/www.youtube.com\/watch?v=OBqN_PnoP78\" 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\/1a29930f-5d44-4d5b-951e-f6e857f19aa7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1080f98c-8282-4613-b8e1-2709651aca51.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f93cbfbe-491b-4315-a3f1-639c7190eba6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae4e4636-a87e-48ec-b683-70e4eee49ed5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f5d32c2-c083-41b4-931b-bb38bfe65d18.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4cd90279-6384-429f-b198-035d3b1cc032.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04eabc13-b90c-4e3a-aba7-59e4918ae973.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/86607ba7-2346-4bdd-b74c-1b32996e0906.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\">Education<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Online Learning<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u65e5\u8bed\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4e2d\u6587\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u6c89\u6d78\u5f0f\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u64ad\u5ba2\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u8bcd\u5178<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u67e5\u8bcd<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">AI\u8bed\u8a00\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\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u201c\u65e0\u8d26\u6237\u3001\u65e0\u6253\u5361\u3001\u79bb\u7ebf\u8fd0\u884c\u201d\u7684\u8bbe\u8ba1\uff1b\u4e3b\u8981\u8d28\u7591\u5305\u62ec\uff1a\u79bb\u7ebf\u5f15\u64ce\u80fd\u5426\u5904\u7406\u7f55\u89c1\u6c49\u5b57\u6216\u751f\u50fb\u590d\u5408\u8bcd\u3001\u65e5\u8bed\u97f3\u9891\u8f6c\u5199\u7684\u51c6\u786e\u5ea6\uff08\u7279\u522b\u662f\u53e3\u8bed\u4e2d\u7684\u540c\u97f3\u8bcd\u548c\u7701\u7565\uff09\u3001\u4e2d\u6587\u5206\u8bcd\u662f\u5426\u652f\u6301\u7e41\u7b80\u5207\u6362\u4ee5\u53ca\u591a\u97f3\u5b57\/\u5f53\u3066\u5b57\uff08\u501f\u5b57\uff09\u7684\u6b67\u4e49\u5904\u7406\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u5185\u7f6e\u5197\u4f59\u65b9\u6848\uff08\u5982\u63d0\u4f9b\u66ff\u4ee3\u89e3\u6790\uff09\u6765\u8f85\u52a9\u7406\u89e3\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 Toku Reader \u7684\u4ea7\u54c1\u54f2\u5b66\u5f88\u6e05\u6670\uff1a\u56de\u5f52\u201c\u9605\u8bfb\u201d\u672c\u8eab\uff0c\u800c\u975e\u88ab\u8bed\u5b66\u4e60App\u7ed1\u67b6\u3002\u5b83\u5207\u4e2d\u4e86\u5916\u8bed\u5b66\u4e60\u4e2d\u4e00\u4e2a\u957f\u671f\u88ab\u5ffd\u89c6\u4f46\u6781\u5176\u6838\u5fc3\u7684\u75db\u70b9\u2014\u2014\u67e5\u8bcd\u5bf9\u201c\u5fc3\u6d41\u201d\u7684\u7834\u574f\u3002\u5e02\u573a\u4e0a\u591a\u6570\u4ea7\u54c1\u7528\u6253\u5361\u3001\u6392\u884c\u699c\u3001\u793e\u4ea4\u7b49\u673a\u5236\u5236\u9020\u7528\u6237\u7c98\u6027\uff0c\u5374\u5ffd\u7565\u4e86\u8bed\u8a00\u4e60\u5f97\u6700\u6709\u6548\u7684\u8def\u5f84\u5176\u5b9e\u662f\u201c\u53ef\u7406\u89e3\u8f93\u5165\u201d\u7684\u81ea\u7136\u79ef\u7d2f\u3002Toku \u7684\u201c\u65e0\u8d26\u6237\u3001\u65e0\u6253\u5361\u3001\u79bb\u7ebf\u5f15\u64ce\u201d\u8bbe\u8ba1\u4e0d\u4ec5\u662f\u529f\u80fd\u53d6\u820d\uff0c\u66f4\u662f\u4e00\u79cd\u5bf9\u884c\u4e1a\u5957\u8def\u7684\u53cd\u53db\u2014\u2014\u5b83\u8d4c\u7684\u662f\uff1a\u53ea\u8981\u5de5\u5177\u8db3\u591f\u8f7b\u3001\u5feb\u3001\u7cbe\u51c6\uff0c\u7528\u6237\u5c31\u4f1a\u81ea\u9a71\u4f7f\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u7684\u786c\u4f24\u4e5f\u5f88\u660e\u663e\uff1a\u79bb\u7ebf\u5f15\u64ce\u5728\u5904\u7406\u65e5\u8bed\u7684\u540c\u97f3\u8bcd\u3001\u53e3\u8bed\u7701\u7565\u3001\u65b9\u8a00\u6216\u5f53\u3066\u5b57\u65f6\uff0c\u51c6\u786e\u7387\u5fc5\u7136\u53d7\u9650\uff1b\u4e2d\u6587\u5206\u8bcd\u4ea6\u662f\u8001\u5927\u96be\uff0c\u5c24\u5176\u662f\u53e4\u6587\u6216\u7279\u8272\u7f51\u7edc\u7528\u8bed\u3002\u5f00\u53d1\u8005\u5766\u8bda\u201c\u65e0\u6cd5100%\u51c6\u786e\u201d\u5e76\u63d0\u4f9b\u4e86\u5197\u4f59\u65b9\u6848\uff0c\u4f46\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u4ea7\u54c1\u5728AI\u80fd\u529b\u4e0a\u7684\u5c34\u5c2c\u2014\u2014\u79bb\u7ebf\u3001\u8f7b\u91cf\u3001\u9690\u79c1\u4e0e\u957f\u5c3e\u8bed\u8a00\u89e3\u6790\u529b\u51e0\u4e4e\u662f\u4e0d\u53ef\u8c03\u548c\u7684\u77db\u76fe\u3002\u5982\u679cToku\u4e0d\u80fd\u5f15\u5165\u5728\u7ebf\u5fae\u8c03\u6a21\u578b\u6216\u4e91\u7aef\u5927\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u6a21\u7cca\u5339\u914d\u7684\u515c\u5e95\u65b9\u6848\uff0c\u5b83\u5c06\u5728\u5e95\u5c42\u8bed\u8a00\u89e3\u6790\u80fd\u529b\u4e0a\u88ab\u771f\u6b63\u6709AI\u6280\u672f\u50a8\u5907\u7684\u7ade\u54c1\uff08\u5982\u4f7f\u7528GPT-4o\u7684\u5b9e\u65f6\u7ffb\u8bd1\u5de5\u5177\uff09\u964d\u7ef4\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ea7\u54c1\u76ee\u524d\u4ec5\u8986\u76d6\u65e5\u3001\u4e2d\u4e24\u5927\u8bed\u8a00\uff0c\u672a\u6765\u80fd\u5426\u62d3\u5c55\u5230\u97e9\u8bed\u3001\u6cd5\u8bed\u7b49\u9ad8\u9891\u5b66\u4e60\u8bed\u79cd\uff0c\u4e5f\u51b3\u5b9a\u4e86\u5b83\u662f\u5c0f\u4f17\u5de5\u5177\u8fd8\u662f\u901a\u7528\u5165\u53e3\u3002Toku \u76ee\u524d\u7684\u6210\u529f\u5728\u4e8e\u201c\u505a\u51cf\u6cd5\u201d\uff0c\u4f46\u8981\u771f\u6b63\u6210\u4e3a\u8bed\u8a00\u5b66\u4e60\u8005\u7684\u5e38\u9a7b\u5de5\u5177\uff0c\u63a5\u4e0b\u6765\u5fc5\u987b\u5b66\u4f1a\u201c\u505a\u52a0\u6cd5\u201d\u2014\u2014\u5c24\u5176\u4f53\u73b0\u5728\u591a\u6a21\u6001\u5185\u5bb9\u7684\u8986\u76d6\u5e7f\u5ea6\u3001\u89e3\u6790\u51c6\u786e\u7387\u7684\u6301\u7eed\u8fed\u4ee3\uff0c\u4ee5\u53ca\u662f\u5426\u80fd\u4e0e\u7528\u6237\u73b0\u6709\u7684\u8f93\u5165\u4e60\u60ef\uff08\u5982\u6d4f\u89c8\u5668\u3001\u64ad\u5ba2App\uff09\u5b9e\u73b0\u65e0\u7f1d\u8854\u63a5\u4e0a\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u6f02\u4eae\u7684\u3001\u7528\u540e\u5373\u5f03\u7684\u201c\u67e5\u8bcd\u754c\u9762\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\">Toku Reader<\/span>\n <\/div>\n<div class=\"comment-content\">Toku turns native Japanese and Chinese \u2014 articles, novels, podcasts, and YouTube videos \u2014 into something you can actually read. Tap any word for its reading, meaning, and dictionary, without leaving the page. On audio and video you get a synced, word-tappable transcript: tap to learn, slow it down, replay a line, or pause after each sentence to shadow it back. It runs its own JP\/CN engine on-device with offline dictionaries \u2014 fast, private, no accounts, no streaks. Just reading.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt \ud83d\udc4b I’m Darren, the maker of Toku.<\/p>\n<p>I built it because reading native Japanese and Chinese \u2014 a news article, a novel, a podcast \u2014 meant constantly stopping to look words up, and that kills the flow. So Toku does the looking-up for you: tap any word and its reading, meaning, and dictionary entry appear right there.<\/p>\n<p>It works on text you paste, web pages, and the part I’m most excited about \u2014 real podcasts and YouTube videos. You get a synced, word-tappable transcript: tap a word to learn it, slow the audio down, replay a line, or pause after each sentence to repeat it out loud (shadowing).<\/p>\n<p>Under the hood it runs its own Japanese & Chinese engine on-device with offline dictionaries \u2014 fast, private, works on a plane. No accounts, no streaks nagging you. Just reading.<\/p>\n<p>I’d genuinely love your feedback \u2014 what’s confusing, what’s missing, what you’d want next. Thank you for taking a look \ud83d\ude4f<\/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>the “tap any word on a youtube video or podcast” part is the bit that matters. most immersion apps make you leave the content to look something up, which kills the flow and the motivation right when you had it. keeping the lookup in place on real native material (novels, podcasts, video) is how people actually stick with a language instead of grinding flashcards. 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\/@alex_watson2110\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_watson2110<\/a> Thank you Alex! Yes, that’s the motivation, and I want to create something that truly helps people understand “in flow”. I will keep working on this app, and truly try to make this something that helps Japanese and Chinese learners!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Chinese speaker who also ships an iOS app, the “no accounts, no streaks, runs on-device” stance is the part I respect most \u2014 most language apps throw up a login wall and a streak counter before you can read a single sentence. Curious from the build side: bundling full JP + CN engines and offline dictionaries usually means a chunky download and some battery cost. Roughly how big is the app, and does the parsing stay snappy on older phones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the on-device engine handle really obscure kanji or rare compound words that might not be in the bundled offline dictionaries \u2014 does it just leave you stuck on those?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the synced word-tappable transcript for podcasts and youtube is the part i’d want to stress test before trusting it. japanese in particular has a ton of homophones and casual speech drops particles constantly, so an on-device engine transcribing real conversational audio (not clean narration) seems like the hard part. does it show any confidence signal when it’s guessing on a mumbled or fast line, or does it just silently give you its best guess as if it were certain<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The on-device offline dictionary part is what stands out to me, most language tools want you online for lookups. On the Chinese side specifically, word segmentation is the hard part since there are no spaces to tell you where one word ends and the next begins, and it’s easy to tap-split a compound wrong. Also curious whether it handles both simplified and traditional, since a lot of Chinese content someone might paste in (Taiwan sites, older text) is traditional even if the learner studied simplified.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Hello Gal, thank you for the comment. To answer your question, yes, the app supports both simplified and traditional Chinese. The segmentation of languages like Chinese is indeed very difficult given the lack of spaces, polyphones and multiple readings of same characters. While no deterministic, fully offline parser can get it 100% accurate, my app has built in redundancies, e.g., offering alternative ways to parse characters to allow the reader to get at the meaning faster through context clues (see screenshot). Hope this helps! <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fb036df-5e80-4287-bfeb-ee665a32d491.jpeg?auto=compress,format&codec=mozjpeg&cs=strip\" 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>how does it handle the furigana lookup for kanji compounds that have multiple readings depending on context, like \u5f53\u3066\u5b57 or rare names?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cafer441121\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cafer441121<\/a> Hello Cafer! Thanks for the comment! While my app has an offline engine that parses the context for kanji with multiple meanings and offers the most likely reading in a context, I admit that a fully offline engine will not be 100% accurate. To account for this, in the pop-up, I also allows the reader to see variants of the reading (see screenshot), and they can see if other readings make more sense given the context. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0aa95863-6383-4730-916d-dd0491115672.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6W2VMKZQEXVF46\" class=\"app-title\">Claude Sonnet 5 Brand Report<\/a><\/p>\n<div class=\"one-liner\">What does Claude Sonnet 5 say about your brand?<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">29<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claude Sonnet 5 Brand Report\u662f\u4e00\u6b3e\u514d\u8d39\u5de5\u5177\uff0c\u8ba9\u54c1\u724c\u65b9\u5feb\u901f\u67e5\u770bAnthropic\u6700\u65b0\u5927\u6a21\u578b\uff08\u8bad\u7ec3\u6570\u636e\u622a\u81f32026\u5e741\u6708\uff09\u5bf9\u81ea\u5df1\u54c1\u724c\u548c\u7ade\u54c1\u7684\u8ba4\u77e5\u4e0e\u63a8\u8350\u5ea6\uff0c\u4ece\u800c\u53d1\u73b0\u54c1\u724c\u5728AI\u641c\u7d22\u4e2d\u7684\u53ef\u89c1\u6027\u76f2\u533a\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\/790e6a1c-87b5-48c8-9d53-a23015bcc8eb.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/aeab3245dc274adc9011e0f2228fdee5\"><source src=\"https:\/\/www.loom.com\/share\/aeab3245dc274adc9011e0f2228fdee5\" 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\/8edbb38d-390c-4fe5-b6c5-2ca01962da84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9a0bfcf-981e-43b1-9564-729137f64503.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30c7f2c5-d4af-47ad-836e-df35a8728697.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0675be61-bfb2-4c57-9cca-a26d34495556.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f5fc6a5-53e5-4b4c-9f17-7275b93258ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u54c1\u724c\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">AI\u53ef\u89c1\u6027<\/span><br \/>\n <span class=\"tag\">LLM SEO<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8ba4\u77e5\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u5927\u6a21\u578b\u77e5\u8bc6\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u58f0\u8a89\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u6d1e\u5bdf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u7ade\u54c1\u5206\u6790\u7cbe\u51c6\u4e14\u610f\u5916\u63ed\u793a\u4e86\u5b9a\u4f4d\u76f2\u70b9\uff1b\u4f46\u62a5\u544a\u5728\u60c5\u611f\u5206\u6790\u6df1\u5ea6\u4e0a\u6709\u6240\u6b20\u7f3a\uff0c\u4e14\u5bf9\u65b0\u53d1\u4ea7\u54c1\u5b58\u5728\u77e5\u8bc6\u76f2\u533a\u3002\u6709\u7528\u6237\u8be2\u95ee\u66f4\u65b0\u9891\u7387\u53ca\u63d0\u5347\u54c1\u724c\u77e5\u8bc6\u5f97\u5206\u7684\u5373\u65f6\u6027\uff0c\u5f00\u53d1\u8005\u5efa\u8bae\u6bcf\u6708\u590d\u67e5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u5de5\u5177\u7684\u5b9e\u7528\u4ef7\u503c\u5728\u4e8e\u4e3a\u201cAI\u641c\u7d22\u4f18\u5316\u201d\u8fd9\u4e00\u65b0\u5174\u9886\u57df\u63d0\u4f9b\u4e86\u6700\u4f4e\u95e8\u69db\u7684\u91cf\u5316\u8d77\u70b9\u3002\u5b83\u672c\u8d28\u4e0a\u4e0d\u662f\u54c1\u724c\u5065\u5eb7\u5ea6\u62a5\u544a\uff0c\u800c\u662f\u4e00\u9762\u201c\u6a21\u578b\u504f\u89c1\u955c\u5b50\u201d\u2014\u2014\u76f4\u63a5\u66b4\u9732\u4f60\u7684\u54c1\u724c\u5728\u5927\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u5b58\u5728\u611f\u4e0e\u5931\u771f\u5ea6\u3002\u5bf9\u4e8e\u4f9d\u8d56\u6d88\u8d39\u8005\u6216B\u7aef\u5ba2\u6237\u901a\u8fc7AI\u641c\u7d22\u83b7\u53d6\u4fe1\u606f\u7684\u54c1\u724c\uff08\u5c24\u5176\u662fSaaS\u3001\u6d88\u8d39\u54c1\u724c\u3001\u65b0\u5174\u521d\u521b\uff09\uff0c\u5b83\u50cf\u4e00\u4e2aX\u5149\u673a\uff1a\u5982\u679c\u4f60\u7684\u201c\u77e5\u8bc6\u5206\u6570\u201d\u5f88\u4f4e\uff0c\u610f\u5473\u7740\u5728\u9ed8\u8ba4\u5927\u6a21\u578b\u773c\u4e2d\u4f60\u8fd1\u4e4e\u9690\u5f62\uff0c\u8fd9\u6bd4\u4f20\u7edfSEO\u76f2\u533a\u66f4\u81f4\u547d\uff0c\u56e0\u4e3a\u7528\u6237\u4e0d\u4f1a\u8d28\u7591\u6a21\u578b\u7684\u201c\u77e5\u8bc6\u76f2\u533a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u5c40\u9650\u6027\u540c\u6837\u81f4\u547d\uff1a\u5b83\u63d0\u4f9b\u7684\u53ea\u662f\u9759\u6001\u6570\u636e\u5feb\u7167\uff08\u57fa\u4e8e\u622a\u6b62\u65e5\u671f\uff09\uff0c\u65e0\u6cd5\u8ffd\u8e2a\u5b9e\u65f6\u58f0\u8a89\u6ce2\u52a8\uff1b\u60c5\u611f\u5206\u6790\u7f3a\u5931\u8ba9\u201c\u63a8\u8350\u5206\u6570\u201d\u53d8\u5f97\u6a21\u7cca\uff0c\u4e00\u4e2a\u54c1\u724c\u53ef\u80fd\u56e0\u4e2d\u6027\u800c\u88ab\u201c\u4e0d\u63a8\u8350\u201d\uff0c\u4e5f\u53ef\u80fd\u56e0\u8d1f\u9762\u9ad8\u9891\u800c\u88ab\u201c\u8b66\u60d5\u63a8\u8350\u201d\uff0c\u7528\u6237\u65e0\u6cd5\u533a\u5206\u3002\u6b64\u5916\uff0c\u8bc4\u8bba\u4e2d\u5df2\u66b4\u9732\u7684\u95ee\u9898\u662f\uff0c\u6a21\u578b\u5bf9\u65b0\u664b\u4ea7\u54c1\u5b58\u5728\u5929\u7136\u7684\u77e5\u8bc6\u6ede\u540e\uff0c\u8fd9\u610f\u5473\u7740\u65e9\u671f\u521d\u521b\u516c\u53f8\u7528\u8fd9\u4e2a\u5de5\u5177\u4f1a\u5927\u6982\u7387\u770b\u5230\u201c\u5b58\u5728\u611f\u532e\u4e4f\u201d\u7684\u6cae\u4e27\u7ed3\u679c\uff0c\u800c\u89e3\u51b3\u65b9\u6848\uff08\u5982\u5efa\u8bae\u4e2d\u63d0\u5230\u7684\u6bcf\u6708\u68c0\u67e5+\u5185\u5bb9\u4f18\u5316\uff09\u5374\u9700\u8981\u957f\u671f\u6295\u5165\uff0c\u4e0e\u5de5\u5177\u672c\u8eab\u7684\u201c\u5373\u65f6\u514d\u8d39\u201d\u7279\u6027\u5f62\u6210\u4e86\u670d\u52a1\u65ad\u5c42\u548c\u76c8\u5229\u5207\u5165\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u806a\u660e\u7684\u505a\u6cd5\u662f\uff0c\u628a\u8fd9\u4efd\u62a5\u544a\u770b\u4f5c\u8bca\u65ad\u7684\u7b2c\u4e00\u5173\uff0c\u800c\u975e\u6700\u7ec8\u836f\u65b9\u3002\u4ea7\u54c1\u7684\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u80fd\u5426\u5c06\u8fd9\u79cd\u201c\u6a21\u578b\u8ba4\u77e5\u5dee\u8ddd\u201d\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684\u3001\u52a8\u6001\u7684\u4f18\u5316\u6307\u5357\uff08\u5982\u5f53\u5468\u9ad8\u6743\u91cd\u5a92\u4f53\u63d0\u53ca\u3001\u7ef4\u57fa\u767e\u79d1\u66f4\u65b0\u3001\u6743\u5a01\u8bc4\u6d4b\u5d4c\u5165\u7b49\uff09\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8f93\u51fa\u4e00\u4e2a\u51b7\u51b0\u51b0\u7684\u77e5\u8bc6\u5206\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u6ca6\u4e3a\u535a\u773c\u7403\u7684\u4e00\u6b21\u6027\u8425\u9500\u5de5\u5177\uff0c\u800c\u975e\u53ef\u6301\u7eed\u7684\u54c1\u724c\u51b3\u7b56\u6760\u6746\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Sonnet 5 Brand Report<\/span>\n <\/div>\n<div class=\"comment-content\">Get a comprehensive report about what Claude Sonnet 5 says about your brand and competitors based on its training material (knowledge cutoff Jan 2026). Claude Sonnet 5 is the brand new model by Anthropic that is used by default in Claude free and pro plans.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello makers & creators.<\/p>\n<p>Pete from <a href=\"https:\/\/www.producthunt.com\/products\/findable-3\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"findable-3\" target=\"_blank\" rel=\"noopener\">@findable.<\/a> here. Claude recently made Sonnet 5 their default model. And as a marketer you want to know what it says about your business. So today we are launching Claude Sonnet 5 Brand Report.<\/p>\n<p>Why we built this:<\/p>\n<p>This week Anthropic made Sonnet 5 the default model in Claude: For every free and pro user. <br \/>New training data, knowledge cutoff Jan 2026. That means what Claude “knows” about your brand just got a big update. And most companies have zero visibility into it.<\/p>\n<p>So we built a way to check => in seconds, for free.<\/p>\n<p>How it works:<\/p>\n<p>1. Type in your domain (try <a href=\"http:\/\/nintendo.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">nintendo.com<\/a> if you want to see a demo)<\/p>\n<p>2. Click “Get brand report”<\/p>\n<p>3. See exactly what Sonnet 5 says about you:<\/p>\n<p>\u2192 Knowledge score (0-100): does Claude actually know what you do?<\/p>\n<p>\u2192 Recommendation score: would Claude recommend you?<\/p>\n<p>\u2192 Confusion risk: is Claude mixing you up with someone else?<\/p>\n<p>\u2192 Plus your products, competitors, and buyer personas \u2014 as the model sees them<\/p>\n<p>Important to know: this isn’t “the truth” about your brand. <br \/>It’s what’s in the training material of the model millions of people now use by default. If the knowledge score is low, you’re invisible when consumers or buyers ask Claude for solutions in your category. That’s exactly why you want to see it.<\/p>\n<p>It’s completely free and takes a couple of seconds.<\/p>\n<p>Would love to hear:<\/p>\n<p>\u2192 What did your report say? Any surprises?<\/p>\n<p>\u2192 What other models should we cover next?<\/p>\n<p>We’ll be in the comments all day. Thanks for checking it out! <\/p>\n<p>Pete & Tosh at 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<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> nintendo is great, and has a very strong presence all over the training material.<\/p>\n<p>It is way more challenging for newer startups to already be in the training material. That said: what makes Sonnet 5 very interesting is that the new knowledge cutoff date is Jan 2026 whereas Sonnet 4.5 and 4.6 were Jan 2025 and August 2025.<\/p>\n<p>So if you have launched sometime in 2025 the new Sonnet as default model can make a huge difference.<\/p>\n<p>Hope you all find the LLM SEO Brand Report for Sonnet 5 as useful as we do!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ran it on my own brand and the gap between how i describe myself vs how the model describes me was honestly eye opening, the competitor breakdown was a nice touch too<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@frat136523\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frat136523<\/a> thanks Firat, appreciate you trying the report and leaving a comment. Thanks for support us. Let me know if you have any quesitons. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@frat136523\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frat136523<\/a> ty for giving the Claude Sonnet 5 Brand Report a try! I also like the competitor breakdown, it often has the known suspects but also occasionally a surprise which makes it especially interesting to run a report for your own brand or specific competitors to get a 360 degree view.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Findable team!<br \/>\nCongratulations on the launch – very timely and interesting! You mentioned training material was released in January. How often should I run these type of reports? Will the work I\u2019m doing to improve the knowledge and reduce confusion first pay off when Claude releases new training material or can I see results immediately?<br \/>\nThank you in advance,<br \/>\nUlrika<\/div>\n<div class=\"comment-actions\">\n<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\/@ulrikah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ulrikah<\/a> Hey, thanks so much for your support and the questions.<br \/>We recommend for our clients to run reports on a monthly basis. That way you always catch new models coming out, and new training material updates.<br \/>If you put in the work continuously to make sure you have the highest possible chances of appearing in the next training material there is a high chance that you will see results immediately. Because the changes you need to be making also impact web search, and your standing in AI search. To get a full overview of how this works and what to do about improving your visibility checkout our <a href=\"https:\/\/www.producthunt.com\/products\/findable-3\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"findable-3\" target=\"_blank\" rel=\"noopener\">@findable.<\/a> platform.<br \/>Findable shows you how your brand or business is doing in AI search & gives you actionable steps to improve. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Ran it on my side project and the competitor breakdown was surprisingly candid, picking up on positioning gaps I hadn’t noticed. Wish the report went a bit deeper on sentiment though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ran my own brand through it and the competitor breakdown was surprisingly accurate, even picking up on positioning angles I hadnt considered before. Wish the report went a bit deeper on sentiment analysis but solid starting point.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Ran it on my side project and the competitor breakdown was actually sharper than what I get from expensive SEO tools, though it missed a newer launch I’d expect it to know about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/BV2QICE3JIYYCR\" class=\"app-title\">VoicePad AI<\/a><\/p>\n<div class=\"one-liner\">Offline voice dictation for Windows, Mac, iOS & Android<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">24<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>VoicePad AI\u662f\u4e00\u6b3e\u5b8c\u5168\u79bb\u7ebf\u7684\u8de8\u5e73\u53f0\u8bed\u97f3\u8f6c\u6587\u5b57\u5de5\u5177\uff0c\u901a\u8fc7\u60ac\u6d6e\u7403\u5b9e\u73b0\u201c\u70b9\u51fb-\u8bf4\u8bdd-\u6587\u5b57\u81ea\u52a8\u51fa\u73b0\u5728\u5149\u6807\u5904\u201d\uff0c\u4e13\u4e3a\u9700\u8981\u9690\u79c1\u4fdd\u62a4\u6216\u7f51\u7edc\u4e0d\u4fbf\u7684\u573a\u666f\uff08\u5982\u4fee\u7406\u5e97\u3001\u4ee3\u7801\u6ce8\u91ca\u3001\u533b\u7597\u8bb0\u5f55\uff09\u89e3\u51b3\u6253\u5b57\u56f0\u96be\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/657810c2-950b-4fc1-a190-a4cec118a06c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5bf4f3a-9c90-40b7-bb75-2328b11d9a3d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c082575-48b9-4b26-bd1b-5de2485ab04f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d4c0d65-8346-4f88-aa4c-f2d43a7e8ef7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15dc041b-8a71-492a-bb8f-e4a9218c377b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac791103-68bf-4703-b630-e6936a483fb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6d1b74c-5741-4b94-b35e-d75ba5a7cb74.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82ea58ce-09f4-4105-bb13-992d7509a1b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acb4e82c-add2-4942-ab28-6413382951f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58e3d167-e275-49e0-b968-dd88ecaf0f14.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4e698fe-5898-4c28-8157-121d8eca4a77.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\/4f049df4-d188-42e3-a2d4-d01f2b7cc059.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=1XCG31VowAI&t=63s\"><source src=\"https:\/\/www.youtube.com\/watch?v=1XCG31VowAI&t=63s\" 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\">Android<\/span><br \/>\n <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\">\u79bb\u7ebf\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f93\u5165\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730Whisper AI<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u60ac\u6d6e\u7a97\u6253\u5b57<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5fb7\u56fd\u72ec\u7acb\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4e70\u65ad\u5236<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u79bb\u7ebf\u9690\u79c1\uff08IDE\u6ce8\u91ca\/\u804a\u5929\u6570\u636e\u4e0d\u5916\u6cc4\uff09\u548c\u80cc\u666f\u566a\u97f3\u5904\u7406\u3002\u5f00\u53d1\u8005\u56de\u590d\uff1a\u9ed8\u8ba4Whisper Base\u6a21\u578b\uff08int8\u91cf\u5316\uff09CPU\u8fd0\u884c\uff0c\u7ea6110ms\u5904\u74061\u79d2\u97f3\u9891\uff1b\u901a\u8fc7\u5408\u6210\u6309\u952e\u8f93\u5165\u6587\u672c\uff08\u975e\u65e0\u969c\u788dAPI\uff09\uff0c\u53ef\u517c\u5bb9\u5927\u591a\u6570\u5e94\u7528\u4f46\u65e0\u6cd5\u7528\u4e8e\u7ba1\u7406\u5458\u7a97\u53e3\uff1b\u5185\u7f6eVAD\u80fd\u91cf\u8fc7\u6ee4\uff0c\u8ba1\u5212\u52a0\u5165\u5ba4\u5185\/\u5ba4\u5916\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n VoicePad AI\u7684\u4eae\u70b9\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5de8\u5934\u5ffd\u89c6\u7684\u7ec6\u5206\u5e02\u573a\u2014\u2014\u5bf9\u9690\u79c1\u6709\u6267\u5ff5\u3001\u4e0d\u613f\u4e3a\u8ba2\u9605\u4ed8\u8d39\u3001\u53c8\u9700\u8981\u8de8\u5e73\u53f0\u8bed\u97f3\u8f93\u5165\u7684\u201c\u5c40\u5916\u4eba\u201d\u3002\u5f00\u53d1\u8005\u662f\u4f4d\u5fb7\u56fd\u81ea\u884c\u8f66\u4fee\u7406\u5de5\uff0c\u8fd9\u4e2a\u80cc\u666f\u672c\u8eab\u5c31\u662f\u6700\u7280\u5229\u7684\u53d9\u4e8b\uff1a\u5f53\u7845\u8c37\u516c\u53f8\u62ff\u7740\u4f60\u7684\u8bed\u97f3\u6570\u636e\u8bad\u7ec3\u6a21\u578b\u65f6\uff0c\u4e00\u4e2a\u4fee\u7406\u5de5\u7528\u5f00\u6e90\u7684Whisper\u642d\u5efa\u4e86100%\u672c\u5730\u7684\u95ed\u73af\u3002\u4f46\u51b7\u9759\u6765\u770b\uff0c\u4ea7\u54c1\u4ecd\u6709\u786c\u4f24\u3002\u5408\u6210\u6309\u952e\u8f93\u5165\u7684\u517c\u5bb9\u6027\u4e0a\u9650\uff08\u65e0\u6cd5\u7a7f\u900f\u7ba1\u7406\u5458\u7a97\u53e3\uff09\u548c\u7f3a\u4e4fGPU\u52a0\u901f\u5bfc\u81f4\u5927\u578b\u670d\u52a1\u5668\u8d1f\u8f7d\u4e0b\u7684\u5ef6\u8fdf\uff0c\u5728\u4e13\u4e1a\u573a\u666f\uff08\u5982\u4ee3\u7801\u6ce8\u91ca\uff09\u4e2d\u53ef\u80fd\u6210\u4e3a\u75db\u70b9\u3002\u6b64\u5916\uff0c\u9ed8\u8ba4Base\u6a21\u578b\uff08150MB\uff09\u7684\u82f1\u6587\u8bc6\u522b\u51c6\u786e\u7387\u4e0e\u4e91\u7aef\u65b9\u6848\u5b58\u6709\u5dee\u8ddd\uff0c\u8bed\u8a00\u4ec5\u652f\u6301\u82f1\/\u5fb7\uff0c\u56fd\u9645\u5316\u8fdb\u7a0b\u7f13\u6162\u3002\u4e0d\u8fc7\uff0c\u5176\u201c\u4e70\u65ad\u5236+\u65e0\u8d26\u6237\u201d\u7684\u5b9a\u4ef7\u7b56\u7565\u662f\u5bf9\u4e3b\u6d41SaaS\u6a21\u5f0f\u7684\u66b4\u529b\u89e3\u6784\u2014\u2014\u5c24\u5176\u5728\u5f53\u4e0b\u4f01\u4e1a\u5bf9\u6570\u636e\u5408\u89c4\u8981\u6c42\u6108\u53d1\u82db\u523b\u7684\u80cc\u666f\u4e0b\uff0c\u8fd9\u79cd\u201c\u7269\u7406\u9694\u79bb\u201d\u5f0f\u7684\u9690\u79c1\u4fdd\u62a4\u53cd\u800c\u6210\u4e3a\u53ef\u660e\u786e\u7684\u5546\u4e1a\u6ea2\u4ef7\u70b9\u3002VoicePad AI\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3Dragon Naturally Speaking\u6216Gboard\uff0c\u800c\u5728\u4e8e\u8bc1\u660e\uff1a\u5728AI\u9ad8\u5ea6\u4e91\u7aef\u5316\u7684\u4eca\u5929\uff0c\u201c\u79bb\u7ebf\u201d\u4e0d\u4ec5\u662f\u6280\u672f\u9009\u62e9\uff0c\u66f4\u662f\u4e00\u79cd\u5bf9\u6297\u6570\u636e\u6b96\u6c11\u7684\u59ff\u6001\u3002\u5982\u679c\u5b83\u80fd\u8fdb\u4e00\u6b65\u4f18\u5316\u566a\u97f3\u573a\u666f\u7684\u5fae\u8c03\u673a\u5236\uff08\u6bd4\u5982\u8f66\u5185\/\u8f66\u95f4\u6a21\u5f0f\uff09\uff0c\u5e76\u5efa\u7acb\u6ee1\u8db3\u5f00\u53d1\u8005\u793e\u533a\u5b9a\u5236\u5316\u5524\u9192\u8bcd\u6216\u96c6\u6210API\u7684\u80fd\u529b\uff0c\u5b83\u5b8c\u5168\u6709\u673a\u4f1a\u4ece\u201c\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u6697\u5668\u201d\u8fdb\u5316\u4e3a\u201c\u9690\u79c1\u654f\u611f\u4eba\u7fa4\u7684\u6807\u914d\u201d\u3002\u4f46\u524d\u63d0\u662f\uff0c\u8fd9\u4f4d\u4fee\u7406\u5de5\u9700\u8981\u5c3d\u5feb\u628a\u81ea\u5df1\u4ece\u201c\u5355\u673a\u4ee3\u7801\u624b\u827a\u4eba\u201d\u5347\u7ea7\u4e3a\u201c\u751f\u6001\u6784\u5efa\u8005\u201d\u2014\u2014\u5426\u5219\u968f\u7740\u79bb\u7ebf\u7aef\u4fa7\u6a21\u578b\u7684\u666e\u53ca\uff0c\u7a97\u53e3\u671f\u4e0d\u4f1a\u592a\u957f\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\">VoicePad AI<\/span>\n <\/div>\n<div class=\"comment-content\">VoicePad turns your voice into text on Windows, Mac, iOS, and Android \u2014 100% offline. Powered by Whisper AI, runs entirely on your device. The Orb floats over every app: tap, speak, text lands where your cursor is. Works in Gmail, Word, WhatsApp, your IDE \u2014 anywhere. No subscription. No cloud. No account. Free for the first 1,000 founding members. Built solo by a German bike mechanic who couldn’t type with greasy hands.<\/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>VoicePad AI turns your voice into text, instantly, on any device \u2014 and it does it 100% offline.<\/p>\n<p>What it does: You talk, it types. Real-time dictation that drops clean text wherever you need it \u2014 documents, emails, chat, notes, code comments, forms. The speech recognition (Whisper) runs locally on your own hardware, so there’s no lag waiting on a server and nothing ever leaves your machine.<\/p>\n<\/p>\n<p>Where you use it:<\/p>\n<p>Windows & Mac \u2014 dictate into any window. Write emails, reports, messages by voice instead of typing.<\/p>\n<p>Android & iOS \u2014 same engine in your pocket.<\/p>\n<p>VoicePad Direct (Android) \u2014 a full voice keyboard. Tap the mic, speak, and your words land straight into any app \u2014 WhatsApp, Gmail, notes, search bars \u2014 no copy-paste, no switching apps. Live on the Play Store.<\/p>\n<\/p>\n<p>Why it’s different:<\/p>\n<p>Fully offline. No internet, no account, no telemetry, nothing uploaded. Your voice stays on your device \u2014 the whole point for anyone handling private or client data.<\/p>\n<p>One-time payment. Buy once, own it. No subscription.<\/p>\n<p>All four platforms, built by one developer from scratch.<\/p>\n<p>English + German, language always forced for accuracy (no auto-detect guessing).<\/p>\n<p>\u2192 Claim your spot at <a href=\"http:\/\/www.voicepad.tech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.voicepad.tech<\/a><br \/>\u2192 And tell me what’s broken, what’s missing, what would make this a daily tool for you. I read every reply.<\/p>\n<p>This is my first Product Hunt launch. I’ll be here all day.<\/p>\n<p>Alex<br \/>voicepad.tech<\/p>\n<p>VoicePad \u2014 We’re alive, we grow, we create.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle background noise when you’re actually out riding or in a busy shop environment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@buse1342588\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@buse1342588<\/a> <\/p>\n<p>Sure, there is a complex VAD energy filter and also multiple layers of pre and pro hallucinations filtering! The mic sensitivity plays also a crucial role, indoor and outdoor so ussing the right settings for the recording conditions!<\/p>\n<\/p>\n<p>I have planned for next version an indoor \/ outdoor mode, with different settings in filter sensitivity..I am still working on that, but I would say I have tested it in a busy city settings and it 99% hallucination free, with lower mic sensitivity so only close voice signals are being picked up and the rest are ignored. For a normal quiet room and normal voice tone the results are very good!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The floating Orb is such a smart idea \u2014 flicked it on in VS Code and it just dumped clean text right where my cursor sat, no fuss. Love that it’s fully offline too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aseloklu66271\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aseloklu66271<\/a> Thank you very much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Offline Whisper on-device is exactly the tradeoff I want \u2014 cloud dictation means my IDE comments and DMs leave the machine, which is a non-starter for me. Which Whisper size ships by default, and is it quantized enough to stay usable on an older laptop with no GPU? And when the Orb drops text at the cursor, is that going through the OS accessibility API so it works in sandboxed apps, or synthetic keystrokes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hi_i_am_mimo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hi_i_am_mimo<\/a> Great questions \u2014 exactly the right things to ask.<\/p>\n<p><strong>Model:<\/strong> Default is Whisper BASE (~150MB) running through faster-whisper (CTranslate2 backend) with int8 quantization, CPU-only \u2014 no GPU path at all on Windows, it’s forced to CPU for stability. Measured performance: ~110ms to process 1 second of audio, so roughly 9x faster than real-time on the modest hardware I develop on. You can switch to larger models in settings, and if a bigger model fails the memory check it auto-downgrades to BASE instead of crashing. All models run locally after a one-time download.<\/p>\n<p><strong>Text insertion \u2014 honest answer:<\/strong> synthetic keystrokes, not accessibility-API insertion, and that’s deliberate. On Windows the Orb uses SendInput with Unicode key events (so it’s layout-independent), with a clipboard+paste fallback if the target window changes mid-dictation. UI Automation is only used read-only to detect whether the field you clicked is editable. Why keystrokes over UIA SetValue: it behaves like real typing, so it works in anything that accepts keyboard input \u2014 sandboxed apps, Electron, terminals, browsers, IDEs. The one real limitation, so you don’t have to discover it yourself: elevated (admin) windows block input from non-elevated processes \u2014 that’s a Windows security boundary, not something I’ll work around. On Android, insertion goes through a proper IME (we migrated fully off AccessibilityService in v2.2.0), which is the sanctioned path and works in any text field.<\/p>\n<p><strong>On the privacy point:<\/strong> I audited the network surface before answering you \u2014 the only outbound calls are license validation (key + machine ID, never content) and optional LAN sync between your own devices. There is no code path that sends audio or transcripts anywhere. Not “we promise we don’t” \u2014 there’s no server to send them to.<\/p>\n<p>Happy to go deeper on any platform.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/FYGQSEFPBGF7BD\" class=\"app-title\">NotientAI<\/a><\/p>\n<div class=\"one-liner\">AI social proof popups that adapt to every visitor<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">22<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NotientAI\u901a\u8fc7AI\u81ea\u52a8\u751f\u6210\u9002\u914d\u8bbf\u5ba2\u6240\u5728\u5730\u57df\u7684\u793e\u4ea4\u8bc1\u660e\u5f39\u7a97\uff0c\u89e3\u51b3\u4f20\u7edf\u901a\u7528\u5f39\u7a97\u56e0\u5730\u57df\u9519\u914d\u5bfc\u81f4\u7684\u4fe1\u4efb\u7f3a\u5931\u548c\u8f6c\u5316\u7387\u4f4e\u4e0b\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0129712d-24bf-4670-be5f-fd33bbea35f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aee8c0f7-644c-46e1-8131-1d8186f8c4e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1cd1ddbb-3def-4740-a381-962c440c9f02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05e29670-0281-4b17-a9bb-f70e99bfc8fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a47c78b-e29a-4efc-9ec4-8991a24d8d4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06ffbd15-4af2-4cd6-9e28-cba4228db79a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64e88d20-b172-4e39-9f30-65d6896fc430.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8be2762c-29a5-4a6c-a07f-be17168eb828.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\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u793e\u4ea4\u8bc1\u660e<\/span><br \/>\n <span class=\"tag\">\u5730\u57df\u81ea\u9002\u5e94\u5f39\u7a97<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u8f6c\u5316\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6587\u6848\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u5f39\u7a97<\/span><br \/>\n <span class=\"tag\">\u8bbf\u5ba2\u4e2a\u6027\u5316<\/span><br \/>\n <span class=\"tag\">\u5370\u5ea6\u521d\u521b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u53cb\u597d\u578b\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7SaaS<\/span><br \/>\n <span class=\"tag\">\u51fa\u6d77\u652f\u4ed8<\/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\u5730\u57df\u81ea\u9002\u5e94\u521b\u610f\uff0c\u6d4b\u8bd5\u663e\u793aVPN\u5207\u6362\u65f6\u5f39\u7a97\u80fd\u8fc5\u901f\u5339\u914d\u57ce\u5e02\u540d\u3002\u6838\u5fc3\u7591\u95ee\u5728\u4e8e\uff1aAI\u751f\u6210\u7684\u540d\u5b57\u548c\u4ea4\u6613\u662f\u5426\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\uff1f\u662f\u5426\u6709\u865a\u5047\u5ba3\u4f20\u98ce\u9669\uff1f\u521b\u59cb\u4eba\u5766\u8bda\u62ab\u9732\u4e86\u5370\u5ea6\u5f00\u53d1\u8005\u906d\u9047\u7684\u652f\u4ed8\u5361\u70b9\uff08\u88abStripe\/Paddle\u62d2\u540e\u8f6c\u7528Dodo Payments\uff09\uff0c\u83b7\u5f97\u8bc4\u8bba\u8005\u5171\u9e23\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 NotientAI\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u884c\u4e1a\u957f\u671f\u5ffd\u89c6\u7684\u201c\u4f2a\u771f\u5b9e\u611f\u201d\u6f0f\u6d1e\u2014\u2014\u5f53Mumbai\u8bbf\u5ba2\u770b\u5230\u201cPeter from New York\u201d\u65f6\uff0c\u793e\u4ea4\u8bc1\u660e\u53cd\u800c\u6210\u4e3a\u4fe1\u4efb\u51cf\u5206\u9879\u3002\u5176AI\u81ea\u52a8\u751f\u6210\u5730\u57df\u5316\u540d\u79f0\u7684\u89e3\u6cd5\uff0c\u672c\u8d28\u4e0a\u662f\u7528\u4f4e\u6210\u672c\u6280\u672f\u624b\u6bb5\u6a21\u62df\u4e86\u201c\u5343\u4eba\u5343\u9762\u201d\u7684\u5171\u60c5\u4f53\u9a8c\uff0c\u6bd4\u5355\u7eaf\u7684\u201c\u6700\u8fd1\u8d2d\u4e70\u201d\u5f39\u7a97\u66f4\u8d34\u8fd1\u5fc3\u7406\u6697\u793a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u8b66\u60d5\u5176\u201c\u865a\u6784\u884c\u4e3a\u201d\u7684\u5408\u89c4\u6027\u8fb9\u754c\u3002\u521b\u59cb\u4eba\u4e00\u518d\u5f3a\u8c03\u201c\u4e0d\u4f2a\u9020\u771f\u5b9e\u4ea4\u6613\u201d\uff0c\u4f46AI\u751f\u6210\u7684\u201cPriya from Mumbai just purchased\u201d\u5e76\u672a\u5173\u8054\u4efb\u4f55\u771f\u5b9e\u8ba2\u5355\uff0c\u672c\u8d28\u4e0a\u4ecd\u662f\u6a21\u62df\u4eba\u7c7b\u884c\u4e3a\u7684\u865a\u6784\u901a\u77e5\u3002\u82e5\u88ab\u7528\u4e8e\u9ad8\u5ba2\u5355\u4ef7\u3001\u5f3a\u4fe1\u4efb\u4f9d\u8d56\u7684\u54c1\u7c7b\uff08\u5982\u533b\u7597\u3001\u91d1\u878d\uff09\uff0c\u53ef\u80fd\u89e6\u53d1\u7528\u6237\u5bf9\u201c\u611f\u77e5\u64cd\u63a7\u201d\u7684\u53cd\u611f\uff0c\u751a\u81f3\u8fdd\u53cd\u90e8\u5206\u5730\u533a\u7684\u6d88\u8d39\u8005\u4fdd\u62a4\u6cd5\u3002\u76ee\u524d\u4ea7\u54c1\u5b9a\u4f4d\u66f4\u50cf\u201c\u8f6c\u5316\u7387\u589e\u5f3a\u63d2\u4ef6\u201d\u800c\u975e\u201c\u6570\u636e\u9a71\u52a8\u7684\u793e\u4ea4\u8bc1\u660e\u201d\u2014\u2014\u5b83\u4f18\u5316\u7684\u662f\u611f\u77e5\uff0c\u800c\u975e\u4e8b\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ef7\u503c\u5c42\u9762\uff0c\u8be5\u5de5\u5177\u6700\u5927\u7684\u4eae\u70b9\u4e0d\u5728AI\u6587\u6848\uff0c\u800c\u5728\u201c60\u79d2\u90e8\u7f72+9\u7f8e\u5143\u8d77\u201d\u7684\u6781\u4f4e\u95e8\u69db\uff0c\u5207\u4e2d\u4e86\u72ec\u7acb\u7ad9\u3001\u5c0f\u5356\u5bb6\u65e0\u6280\u672f\u56e2\u961f\u3001\u65e0\u9884\u7b97\u4f46\u53c8\u9700\u8981\u8f6c\u5316\u4f18\u5316\u7684\u957f\u5c3e\u5e02\u573a\u3002\u6b64\u5916\uff0c\u521b\u59cb\u4eba\u5982\u5b9e\u5206\u4eab\u5370\u5ea6\u652f\u4ed8\u8e29\u5751\u7ecf\u5386\uff0c\u4fa7\u9762\u63ed\u793a\u4e86SaaS\u5168\u7403\u5316\u4e2d\u975e\u6b27\u7f8e\u521b\u59cb\u4eba\u7684\u57fa\u7840\u8bbe\u65bd\u4e0d\u5e73\u7b49\u2014\u2014\u8fd9\u4e00\u611f\u6027\u7ec6\u8282\u53cd\u800c\u6bd4\u4ea7\u54c1\u672c\u8eab\u66f4\u80fd\u8d62\u5f97\u65e9\u671f\u7528\u6237\u597d\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u5728\u4e8e\uff1a\u4e00\u65e6\u7528\u6237\u610f\u8bc6\u5230\u5f39\u7a97\u5185\u5bb9\u5b8c\u5168\u7531AI\u634f\u9020\uff08\u5373\u4f7f\u5339\u914d\u5730\u57df\uff09\uff0c\u4fe1\u4efb\u53cd\u566c\u53ef\u80fd\u6bd4\u201c\u5f7c\u5f97\u4ece\u7ebd\u7ea6\u6765\u201d\u66f4\u4e25\u91cd\u3002\u5efa\u8bae\u56e2\u961f\u5c3d\u5feb\u63a8\u51fa\u201c\u57fa\u4e8e\u771f\u5b9e\u8ba2\u5355\u533f\u540d\u5316\u201d\u7684\u5347\u7ea7\u65b9\u6848\uff0c\u5c06\u865a\u6784\u6bd4\u4f8b\u63a7\u5236\u5728\u53ef\u611f\u77e5\u7684\u5b89\u5168\u9608\u503c\u5185\u3002\u5f53\u524d\u7248\u672c\u66f4\u9002\u5408\u4f4e\u51b3\u7b56\u6210\u672c\u3001\u51b2\u52a8\u578b\u6d88\u8d39\u573a\u666f\u7684\u7535\u5546\u4e0eSaaS\u8bd5\u7528\u9875\uff0c\u800c\u975e\u9700\u8981\u957f\u671f\u4fe1\u4efb\u7ef4\u7cfb\u7684\u4ea7\u54c1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">NotientAI<\/span>\n <\/div>\n<div class=\"comment-content\">AI social proof popups that adapt to every visitor’s location automatically. Mumbai visitor sees “Priya from Delhi just purchased.” Austin visitor sees “James from Texas just signed up.” Same widget. Zero manual work. AI writes popup copy from your URL Names adapt to visitor location Spin wheel, coupons, quiz widgets Analytics and weekly AI insights Any website. 60 second setup. 7-day free trial from $9\/mo.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Sanju, founder of NotientAI and I’m excited to finally share this with you all.<\/p>\n<p>The idea came from a simple frustration: every social proof popup tool I tried showed the same generic “Peter from New York just bought this” to every single visitor whether they were in Mumbai, London, or S\u00e3o Paulo. It felt fake immediately and I knew it was hurting conversions more than helping.<\/p>\n<p>So I built NotientAI to solve exactly that.<\/p>\n<p>The core insight: social proof only works when it feels relevant to the person seeing it. A visitor from India should see Indian names and cities. A visitor from the UK should see British names and cities. Our AI handles this automatically no manual setup, no lists to maintain.<\/p>\n<p>On top of that we added:<br \/>\n– An AI popup writer that reads your website URL and writes all your copy in seconds (no more blank message box)<\/p>\n<p>– Gamification widgets (spin wheel, mystery coupon, discount quiz) that fire on exit intent these have been the biggest win for email capture<\/p>\n<p>– Weekly AI insights that tell you exactly what’s working and what to fix<\/p>\n<p>The hardest part of building this wasn’t the product it was payments. Got rejected by Stripe India (invite only) and Paddle (twice). Ended up going with Dodo Payments which is built for Indian<br \/>\nfounders selling globally and approved fast. Sharing this because I know other Indian founders face the same wall.<\/p>\n<p>Pricing starts at $9\/mo significantly cheaper than alternatives with a 7-day free trial on all plans.<\/p>\n<p>I’d genuinely love your feedback. What features would make this a no brainer for your website?<\/p>\n<p>Try it free at notientai.com<\/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\/@sanjux97\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sanjux97<\/a> Smart wedge \u2014 generic “Peter from New York just bought” popups read as fake the moment a Mumbai or London visitor sees them, so making the social proof adapt to each visitor’s location is a genuinely good fix. Writing the copy from the site URL removes the blank-box friction too. <strong>Launch tip: a short video on the page tends to convert better than screenshots, so I made you one from your own site:<\/strong><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=harnB0pNgVU\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=harnB0pNgVU<\/a><\/p>\n<p><strong>Save it and add it to your launch if you like. <\/strong>It came from FoxPlug (<a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/a>), which turns your real build and launch activity into narrated videos and ready-to-post updates. Hope the launch goes brilliantly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the AI actually come up with the names and locations for those popups, are they pulled from real customer data or generated on the fly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nazmiyeemi0thh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nazmiyeemi0thh<\/a> Great question!<\/p>\n<p>The names and locations are AI-generated based on the visitor’s region they’re <strong>not pulled from your customers or any personal data<\/strong>.<\/p>\n<\/p>\n<p>For example, someone visiting from India might see “Priya from Mumbai,” while someone in the UK might see “Oliver from London.” The goal is to make social proof feel locally relevant without exposing anyone’s identity or relying on customer databases.<\/p>\n<\/p>\n<p>We built it this way to balance personalization with privacy. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 location-aware copywriting is genuinely clever, feels like it would actually drive conversions rather than just collect dust in a corner of the site.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eyllnpd0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eyllnpd0<\/a> Thank you! That was exactly the goal.<\/p>\n<\/p>\n<p>We noticed that most social proof tools show the same generic message to everyone, regardless of where they’re visiting from. We wanted to make notifications feel more relevant without adding any extra work for the website owner.<\/p>\n<\/p>\n<p>Really appreciate the kind words and thanks for checking out NotientAI! \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>How does the AI actually verify those purchases happened though, or is it just generating plausible-looking notifications?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@doukancepijnb0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@doukancepijnb0<\/a> Great question!<\/p>\n<p>NotientAI doesn’t fabricate purchases or claim real transactions that never happened.<\/p>\n<\/p>\n<p>Today, the AI generates privacy friendly, localized notifications based on the configuration you choose, helping businesses create relevant social proof without exposing customer identities.<\/p>\n<\/p>\n<p>We’re also working on deeper integrations so businesses can use their own data sources where appropriate, giving them more control over how notifications are powered.<\/p>\n<\/p>\n<p>Transparency and trust are really important to us, so we want businesses to choose the approach that best fits their needs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 location swap actually fooled my coworker, he thought real customers were rolling in. Setup took maybe a minute.Tested with a VPN bouncing between regions, the names swapped cities instantly, kind of eerie in a cool way. Setup was genuinely under a minute.The location-based name swaps caught me off guard, my colleague in another country saw a totally different popup with the right city. Painless to set up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hediyema5k\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hediyema5k<\/a> Thanks! Just curious did you get a chance to try NotientAI or are you referring to the concept? I’d love to hear more about 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<\/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\/@sanjux97\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sanjux97\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sanjux97<\/a> <\/p>\n<\/p>\n<p>Does it integrate with payment providers to show real user names of the person who just signed up or is it randomly generated?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ismaelyws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ismaelyws<\/a> Thank you! \ud83d\ude4c<\/p>\n<p>At the moment, the names and locations are AI generated based on the visitor’s region to create a localized, privacy friendly experience rather than exposing real customer information.<\/p>\n<\/p>\n<p>We intentionally don’t display actual customer identities by default, as many businesses prefer not to share personally identifiable information.<\/p>\n<\/p>\n<p>That said, we’re actively working on more data source integrations so businesses can choose how they want to power their notifications while staying compliant with privacy expectations.<\/p>\n<\/p>\n<p>Appreciate the question!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The generic “Peter from New York” problem is one of those things that becomes obvious the second someone names it, and stays invisible until they do. I’ve watched dozens of DTC brand websites and none of the social proof felt regionally believable, Mumbai visitors were getting Ohio names, London visitors getting Texas cities. Once you notice it, you can’t unsee it.<\/p>\n<\/p>\n<p>The location-adaptation is the fix, but I’d push further on relevance. Beyond just location, there’s a “person like me” signal that goes deeper than country match. A 24-year-old scrolling a hair serum ad feels closer to “Aisha, 26, just purchased” than “James, 52, just purchased”, even if both are geographically local. Is there a path to demographic hints from the visitor context (session behavior, referrer, page), or is that a can-of-worms you’re intentionally staying out of?<\/p>\n<\/p>\n<p>Also respect for naming the Stripe\/Paddle rejection in a launch post. That’s the kind of honest founder detail that makes a launch feel like a launch rather than a marketing exercise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elias_motionfy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elias_motionfy<\/a> Really appreciate this comment.<\/p>\n<p>You’re exactly right that “Peter from New York” problem is one of those things that’s easy to ignore until you see it everywhere. Once we noticed it, we couldn’t unsee it either, which is what pushed us to build location aware social proof.<\/p>\n<\/p>\n<p>The “person like me” idea is something we’ve talked about internally as well. It’s definitely an interesting direction but we also want to be careful not to cross the line into making visitors feel like they’re being profiled. Right now we’re intentionally keeping personalization lightweight (location, context and page relevance) while respecting privacy.<\/p>\n<\/p>\n<p>As for the Stripe\/Paddle story, thanks for noticing that too. It wasn’t the most fun part of the journey but I figured sharing the real challenges would be more valuable than pretending everything went perfectly.<\/p>\n<\/p>\n<p>Really appreciate you taking the time to leave such thoughtful feedback. \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<\/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\/ZIW7FIVYZK2URO\" class=\"app-title\">Codeswtch<\/a><\/p>\n<div class=\"one-liner\">Engineering judgment for AI-built software<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Codeswtch \u4e3a\u4f7f\u7528AI\u5feb\u901f\u6784\u5efa\u8f6f\u4ef6\u7684\u521b\u59cb\u4eba\u63d0\u4f9b\u6309\u9700\u8ba2\u9605\u7684\u8d44\u6df1\u5de5\u7a0b\u5224\u65ad\u529b\u670d\u52a1\uff0c\u89e3\u51b3AI\u751f\u6210\u4ee3\u7801\u540e\u671f\u67b6\u6784\u6df7\u4e71\u3001\u6280\u672f\u503a\u52a1\u7d2f\u79ef\u548c\u7ef4\u62a4\u56f0\u96be\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\/dae73fa7-8df0-4eb7-95e2-1f0251030ec4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/180e3077-4ec7-49e7-bbd7-4845f0e49da9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7f48c96-b64c-4063-82b1-1b7e64cc9c58.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71b2f76d-8e17-4811-90b2-7a01f9843b1c.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\">Hiring<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u5224\u65ad<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u503a\u52a1<\/span><br \/>\n <span class=\"tag\">\u67b6\u6784\u54a8\u8be2<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236\u5de5\u7a0b\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7801\u8d28\u91cf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u8ba2\u9605\u7684\u5177\u4f53\u8fd0\u4f5c\u6a21\u5f0f\uff08\u4e13\u5c5e\u5de5\u7a0b\u5e08\u6216\u8f6e\u6362\u6c60\uff09\u3001\u5904\u7406\u9700\u8981\u6df1\u5ea6\u4e0a\u4e0b\u6587\u7684\u957f\u671f\u8bf7\u6c42\uff08\u5982\u63a5\u624b\u6df7\u4e71\u4ee3\u7801\u5e93\uff09\u7684\u673a\u5236\uff0c\u4ee5\u53ca\u5b9a\u4ef7\u662f\u5426\u8fc7\u9ad8\u3002\u521b\u59cb\u4eba\u56de\u5e94\u8868\u793a\u4f1a\u5206\u914d\u4e13\u5c5e\u5de5\u7a0b\u5e08\u3001\u7ef4\u62a4\u6301\u7eed\u6027\u4e0a\u4e0b\u6587\uff0c\u5e76\u5f3a\u8c03\u670d\u52a1\u9488\u5bf9\u6709\u771f\u5b9e\u7528\u6237\u548c\u8425\u6536\u7684AI\u521d\u521b\u4f01\u4e1a\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 Codeswtch\u5207\u4e2d\u4e86\u4e00\u4e2a\u88abAI\u70ed\u6f6e\u63a9\u76d6\u7684\u75db\u70b9\uff1a\u4ee3\u7801\u751f\u6210\u901f\u5ea6\u7206\u53d1\uff0c\u4f46\u5de5\u7a0b\u5224\u65ad\u529b\u7a00\u7f3a\u3002\u521b\u59cb\u4ebaKevin\u7684Google\u80cc\u666f\u548c\u4e03\u5e74\u57fa\u5efa\u7ecf\u9a8c\uff0c\u8d4b\u4e88\u4e86\u8fd9\u6b3e\u4ea7\u54c1\u8bf4\u670d\u529b\u2014\u2014\u4ed6\u7cbe\u51c6\u5730\u5c06\u95ee\u9898\u4ece\u201cAI\u80fd\u4e0d\u80fd\u5199\u4ee3\u7801\u201d\u8f6c\u79fb\u5230\u201cAI\u5199\u7684\u4ee3\u7801\u80fd\u4e0d\u80fd\u6d3b\u5230\u4e0b\u4e00\u8f6e\u878d\u8d44\u201d\u3002\u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u628a\u8d44\u6df1CTO\/\u67b6\u6784\u5e08\u7684\u51b3\u7b56\u80fd\u529b\u505a\u4e86\u670d\u52a1\u5316\u5c01\u88c5\uff0c\u800c\u975e\u7b80\u5355\u7684\u201c\u8fdc\u7a0b\u7a0b\u5e8f\u5458\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u4ef7\u503c\u5728\u4e8e\u627f\u8ba4\u4e00\u4e2a\u5c34\u5c2c\u4e8b\u5b9e\uff1a\u5f53\u524dAI\u662f\u4f18\u79c0\u7684\u201c\u6253\u5b57\u5458\u201d\uff0c\u4f46\u4e0d\u662f\u4e00\u4e2a\u6210\u719f\u7684\u201c\u603b\u5de5\u7a0b\u5e08\u201d\u3002\u5f53\u521b\u59cb\u4eba\u9760Cursor\u3001Claude\u4e09\u5929\u6413\u51faMVP\uff0c\u5374\u53d1\u73b0\u7cfb\u7edf\u5728\u771f\u5b9e\u7528\u6237\u6d8c\u5165\u65f6\u50cf\u7eb8\u724c\u5c4b\u4e00\u6837\u6447\u6447\u6b32\u5760\u65f6\uff0cCodeswtch\u63d0\u4f9b\u7684\u4e0d\u662f\u4eba\u624b\uff0c\u800c\u662f\u201c\u6b62\u635f\u548c\u52a0\u56fa\u201d\u7684\u5224\u65ad\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8ba2\u9605\u5236\u7684\u8bbe\u8ba1\u5f88\u806a\u660e\u2014\u2014\u5b83\u907f\u514d\u4e86\u4f01\u4e1a\u54a8\u8be2\u7684\u9ad8\u95e8\u69db\u548c\u201c\u4e00\u6b21\u6027\u65b9\u6848\u201d\uff0c\u8f6c\u800c\u62bc\u6ce8\u201c\u6301\u7eed\u5065\u5eb7\u201d\u8fd9\u4e00\u9ad8\u9891\u521a\u9700\u3002\u4f46\u98ce\u9669\u4e5f\u540c\u6837\u660e\u663e\uff1a\u7b2c\u4e00\uff0c\u4eba\u624d\u74f6\u9888\u3002\u771f\u6b63\u5177\u5907\u201cGoogle\u7ea7\u201d\u5de5\u7a0b\u5224\u65ad\u529b\u7684\u7a00\u7f3a\u4eba\u624d\uff0c\u80fd\u5426\u4ee5\u8ba2\u9605\u6a21\u5f0f\u89c4\u6a21\u5316\u4ea4\u4ed8\uff1f\u7b2c\u4e8c\uff0c\u4fe1\u4efb\u9e3f\u6c9f\u3002\u8ba9\u4e00\u4e2a\u5916\u90e8\u56e2\u961f\u6df1\u5ea6\u4ecb\u5165\u4f60\u7684\u4ee3\u7801\u5e93\u5e76\u505a\u51fa\u67b6\u6784\u51b3\u7b56\uff0c\u5bf9\u521b\u59cb\u4eba\u800c\u8a00\u662f\u5de8\u5927\u7684\u4fe1\u4efb\u6210\u672c\uff0c\u5c24\u5176\u662f\u5728\u4ea7\u54c1\u8fd8\u5904\u4e8e\u5feb\u901f\u8fed\u4ee3\u7684\u9ed1\u7bb1\u4e2d\u3002\u7b2c\u4e09\uff0c\u5b9a\u4ef7\u5c34\u5c2c\u3002\u8bc4\u8bba\u533a\u5df2\u7ecf\u70b9\u51fa\uff0c\u5b83\u7684\u5b9a\u4ef7\u5904\u4e8e\u201c\u6bd4\u5168\u804cCTO\u4fbf\u5b9c\uff0c\u4f46\u6bd4AI\u5de5\u5177\u8d35\u5f97\u591a\u7684\u7070\u8272\u5730\u5e26\u201d\uff0c\u5bb9\u6613\u8ba9\u4eba\u4ea7\u751f\u201c\u6211\u4e3a\u4ec0\u4e48\u4e0d\u82b1\u66f4\u591a\u94b1\u627e\u4e00\u4e2a\u771f\u6b63\u5168\u804c\u7684\u5408\u4f19\u4eba\u201d\u7684\u7591\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cCodeswtch\u7684\u771f\u6b63\u4ef7\u503c\u4e3b\u5f20\u4e0d\u662f\u201c\u7701\u94b1\u201d\uff0c\u800c\u662f\u201c\u4e70\u65f6\u95f4\u201d\u548c\u201c\u4e70\u6b62\u635f\u201d\u3002\u5b83\u66f4\u9002\u5408\u90a3\u4e9b\u5df2\u7ecf\u62ff\u5230\u79cd\u5b50\u8f6e\u3001\u62e5\u6709\u771f\u5b9e\u7528\u6237\uff08\u800c\u975eMVP\u9636\u6bb5\uff09\u3001\u5e76\u4e14\u5f00\u59cb\u88ab\u6280\u672f\u503a\u62d6\u6162\u8282\u594f\u7684\u521b\u59cb\u4eba\u3002\u5bf9\u4e8e\u8fd8\u5728\u5ffd\u60a0PPT\u9636\u6bb5\u7684AI\u5957\u58f3\u9879\u76ee\uff0c\u8fd9\u7b14\u94b1\u5927\u6982\u7387\u662f\u6d6a\u8d39\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\">Codeswtch<\/span>\n <\/div>\n<div class=\"comment-content\">A modern engineering subscription for founders building with AI. Instead of hiring employees, managing freelancers, or hoping AI gets it right… Subscribe to experienced engineering guidance whenever you need it. One subscription. Unlimited requests.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m Kevin, founder of Codeswtch.<\/p>\n<\/p>\n<p>I spent seven years building infrastructure at Google and X, and over the past year I\u2019ve watched something incredible happen.<\/p>\n<\/p>\n<p>AI has made it possible for founders to build products faster than ever.<\/p>\n<p>With tools like Claude, Cursor, Lovable, and Bolt, a single founder can accomplish what used to require an entire engineering team.<\/p>\n<p>That’s a huge step forward.<\/p>\n<\/p>\n<p>But after the first customers arrive, the questions start to change.<\/p>\n<\/p>\n<p>Not…<\/p>\n<p>“Can we build this feature?”<\/p>\n<p>But…<\/p>\n<ul>\n<li>\n<p>“Why is every new feature getting harder to ship?”<\/p>\n<\/li>\n<li>\n<p>“Why are AI agents making the codebase messier instead of better?”<\/p>\n<\/li>\n<li>\n<p>“Can a new engineer actually understand this repository?”<\/p>\n<\/li>\n<li>\n<p>“Will this architecture survive our next stage of growth?”<\/p>\n<\/li>\n<li>\n<p>“Are we building momentum\u2014or accumulating technical debt?”<\/p>\n<\/li>\n<\/ul>\n<p>Those aren’t coding problems.<\/p>\n<p>They’re engineering judgment problems.<\/p>\n<\/p>\n<p>That’s why I built Codeswtch.<\/p>\n<\/p>\n<p>Our goal isn’t to slow founders down with enterprise process or endless refactors.<\/p>\n<p>It’s the opposite.<\/p>\n<p>We help AI-native companies preserve the speed that got them their first customers while building a foundation they can confidently grow on.<\/p>\n<\/p>\n<p>That’s what Engineering as a Service means to us.<\/p>\n<p>Not more engineers.<\/p>\n<p>Senior engineering judgment, available when it matters most.<\/p>\n<\/p>\n<p>My belief is simple:<\/p>\n<p>AI is making software creation cheaper than ever.<\/p>\n<\/p>\n<p>Engineering judgment is becoming more valuable than ever.<\/p>\n<\/p>\n<p>I’d love to hear from other founders and builders.<\/p>\n<p>If you’ve built software with AI, what changed after your product started getting real users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kevinpickles\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevinpickles<\/a> This resonates \u2014 the gap between “can we build it” and “will this survive our next stage” is exactly where AI-built products stall, and framing it as engineering judgment on subscription rather than more headcount is sharp positioning.<strong> Launch tip: pages with a short video tend to convert better than text alone, so I made you one from your own site:<\/strong><\/p>\n<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=uEAOmLyH4SI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=uEAOmLyH4SI<\/a><\/p>\n<\/p>\n<p><strong>Save it and drop it into your launch if it’s useful<\/strong>. It came out of FoxPlug (<a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/a>), which turns your real build and launch activity into narrated videos and ready-to-post updates. Congrats on shipping \u2014 hope today goes great.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the subscription actually work in practice, do I get a dedicated engineer or a rotating pool, and what happens if my request sits in the queue longer than expected?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@berencamba28643\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berencamba28643<\/a> Great question. Each customer is assigned a dedicated engineer so we can build and retain deep context around your product, codebase, architecture, and business goals.<\/p>\n<p>Requests are handled one active task at a time, which helps us maintain quality instead of juggling too many parallel changes. You can submit as many requests as you want, and we\u2019ll continuously work through the queue in priority order.<\/p>\n<p>If a request is larger than expected, we\u2019ll break it into smaller deliverables and keep you updated on scope, progress, and expected timing. We also intentionally limit the number of active customers we take on so we don\u2019t overcommit and can maintain a steady delivery rhythm.<\/p>\n<p>The goal is to become a consistent engineering layer for your product that you can scale up or down as needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the subscription handle requests that need deep context over weeks, like onboarding to a messy existing codebase, or does it reset each time you submit something new?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@necdet625205\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@necdet625205<\/a> Great question.<\/p>\n<p>The context does not reset with each request.<\/p>\n<p>Codeswtch is designed to work more like an ongoing senior engineering partner than a one-off task queue.<\/p>\n<p>For larger efforts \u2014 like onboarding into a messy existing codebase, refactoring architecture, improving reliability, or cleaning up AI-generated complexity \u2014 we first build context around the system, then break the work into smaller deliverable pieces.<\/p>\n<p>From there, you can expect steady progress in 24\u201348 hour delivery cycles, with each completed task building on the context from the previous one.<\/p>\n<p>That persistent context is a big part of the value. The goal is not just to complete isolated requests, but to develop an understanding of your product, architecture, risks, and growth goals so every future task gets sharper over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea, I have seen codebases messy or setup in a bad way if AI is fully in charge. And an experience software engineer reviewing does add real value. Though the value is diminishing as AI improves.<\/p>\n<\/p>\n<p>My honest opinion is the pricing is too high. Maybe I’m just not your target client but just sharing my thoughts.<\/p>\n<\/p>\n<p>Anyways, wish you the 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\/@mjohnson42\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mjohnson42<\/a> Appreciate the honest feedback.<\/p>\n<p>Our view is that as AI gets better at implementing, the bottleneck shifts further toward judgment: architecture, tradeoffs, security, reliability, and maintainability.<\/p>\n<p>The product is really designed for founders whose AI-built software is starting to see real users, revenue, or operational risk. Where the cost of messy systems, slow releases, security issues, or a full-time senior engineering hire is much higher than the subscription.<\/p>\n<p>So I completely understand the pricing reaction. For the right stage of company, the goal is for Codeswtch to be meaningfully cheaper than waiting too long, hiring too early, or rebuilding too late.<\/p>\n<p>Really appreciate you checking it out and sharing a thoughtful take!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Subscribed last week and got a Slack response in under an hour about a stubborn auth bug. Loved not having to scope a whole project just to ask one question.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dilanzal4a5g\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dilanzal4a5g<\/a> Appreciate the support! Small clarification for transparency: Codeswtch is the formal subscription model for work we\u2019ve already been doing with founders around scaling, maintaining, and improving AI-built software.<\/p>\n<p>Fast, lightweight access to senior engineering help without scoping a whole project each time is exactly the experience Codeswtch is built to provide.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/6AYVJWVDDKUAFQ\" class=\"app-title\">Profit Bid<\/a><\/p>\n<div class=\"one-liner\">Bid on profit, not revenue \u2014 POAS for ecommerce ads<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">15<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Profit Bid \u662f\u4e00\u6b3e\u8fde\u63a5\u7535\u5546\u5e97\u94fa\uff08\u5982 Shopify\u3001WooCommerce\uff09\u4e0e Google Ads\u3001Meta \u7b49\u5e7f\u544a\u5e73\u53f0\uff0c\u4ee5\u771f\u5b9e\u5229\u6da6\uff08POAS\uff09\u800c\u975e\u8425\u6536\uff08ROAS\uff09\u4e3a\u4f18\u5316\u76ee\u6807\u7684\u5e7f\u544a\u7ade\u4ef7\u4e0e\u9884\u7b97\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u5e2e\u52a9\u5356\u5bb6\u907f\u514d\u56e0\u5ffd\u89c6\u6210\u672c\uff08\u8d27\u54c1\u6210\u672c\u3001\u8fd0\u8d39\u3001VAT\uff09\u800c\u5bfc\u81f4\u5e7f\u544a\u770b\u4f3c\u76c8\u5229\u5b9e\u5219\u4e8f\u94b1\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\/7e273111-4e1c-4b01-8944-99632dff2ea5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2747dc50-fe69-4317-ac4e-5f7b43dbda8d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14f86828-ece6-404e-964d-84c524d4ad36.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8bc70a00-8cbf-4d2a-80ae-a0a8cd6af8c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35a54b23-b182-43ae-b5ec-c5e73c985a0f.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\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u5546\u5e7f\u544a\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5229\u6da6\u51fa\u4ef7<\/span><br \/>\n <span class=\"tag\">POAS<\/span><br \/>\n <span class=\"tag\">ROAS\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u7ade\u4ef7\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Shopify<\/span><br \/>\n <span class=\"tag\">WooCommerce<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u6210\u672c\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6807\u7b7e\u540c\u6b65<\/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\u5ba1\u89c6\u5229\u6da6\u800c\u975e\u8425\u6536\u201d\u7684\u6838\u5fc3\u7406\u5ff5\uff0c\u8ba4\u4e3a\u76f4\u51fb\u4e86DTC\uff08\u76f4\u9762\u6d88\u8d39\u8005\uff09\u884c\u4e1a\u75db\u70b9\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1aAI Agent Proby\u7684\u7ade\u4ef7\u51b3\u7b56\u903b\u8f91\u4e0e\u5b89\u5168\u62a4\u680f\u3001\u5229\u6da6\u6570\u636e\u7684\u5b9e\u65f6\u6027\u4e0e\u6ede\u540e\u6027\u5904\u7406\u3001COGS\u7b49\u6210\u672c\u6570\u636e\u662f\u81ea\u52a8\u63d0\u53d6\u8fd8\u662f\u9700\u81ea\u5b9a\u4e49\uff0c\u4ee5\u53ca\u4ea7\u54c1\u5229\u6da6\u6807\u7b7e\u662f\u5426\u80fd\u52a8\u6001\u66f4\u65b0\u5e94\u5bf9\u4f9b\u5e94\u5546\u4ef7\u683c\u53d8\u5316\u3002\u6709\u7528\u6237\u8d5e\u8d4f\u5176\u9000\u6b3e\u6263\u56de\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 Profit Bid\u7cbe\u51c6\u547d\u4e2d\u4e86DTC\u884c\u4e1a\u4e00\u4e2a\u6781\u5176\u9690\u853d\u4e14\u6602\u8d35\u7684\u201c\u5e7b\u89c9\u201d\u2014\u2014ROAS\u5e7b\u89c9\u3002\u5f53\u5e7f\u544a\u7ecf\u7406\u548c\u54c1\u724c\u4e3b\u76ef\u7740\u7f8e\u4e3d\u7684\u6570\u636e\u4eea\u8868\u76d8\u72c2\u6b22\u65f6\uff0c\u5229\u6da6\u7387\u5df2\u88abCOGS\u3001\u8fd0\u8d39\u3001\u652f\u4ed8\u8d39\u3001VAT\u7b49\u6210\u672c\u6084\u6084\u541e\u566c\u3002\u8fd9\u6b3e\u4ea7\u54c1\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u5e7f\u544a\u4f18\u5316\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u201c\u53bb\u9b45\u201d\u7684\u89c6\u89d2\uff1a\u5c06\u5e7f\u544a\u4f18\u5316\u8bed\u5883\u4ece\u201c\u8425\u6536\u6700\u5927\u5316\u201d\u5f3a\u884c\u62c9\u56de\u201c\u5229\u6da6\u6700\u5927\u5316\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u5e76\u975e\u7b97\u6cd5\uff08AI Agent Proby\u770b\u4f3c\u4eae\u773c\uff0c\u4f46\u51b3\u7b56\u903b\u8f91\u548c\u9632\u8bef\u64cd\u4f5c\u62a4\u680f\u4ecd\u662f\u9ad8\u60ac\u7684\u201c\u4e00\u628a\u5251\u201d\uff09\uff0c\u800c\u662f\u5b83\u6784\u5efa\u4e86\u4e00\u4e2a\u4ece\u201c\u8ba2\u5355\u7ea7\u5229\u6da6\u8ba1\u7b97\u201d\u5230\u201c\u5e7f\u544a\u5e73\u53f0\u5b9e\u65f6\u56de\u4f20\u201d\u7684\u95ed\u73af\u3002\u5176\u4e2d\u201c\u9000\u6b3e\u6263\u56de\u201d\u529f\u80fd\u79f0\u5f97\u4e0a\u8bda\u610f\u4e4b\u4f5c\u2014\u2014\u8bc1\u660e\u4e86\u56e2\u961f\u5bf9\u7535\u5546\u771f\u5b9e\u4ea4\u6613\u751f\u6001\u6709\u6df1\u523b\u7406\u89e3\uff0c\u800c\u975e\u95ed\u95e8\u9020\u8f66\u3002\u8fd9\u8fdc\u6bd4\u5355\u7eaf\u8c03\u6574\u51fa\u4ef7\u66f4\u6709\u201c\u62a4\u57ce\u6cb3\u201d\u610f\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8b66\u544a\u4e5f\u5f88\u660e\u663e\uff1a\u4e00\u5207\u5047\u8bbe\u5efa\u7acb\u5728\u201c\u5229\u6da6\u6570\u636e\u51c6\u786e\u201d\u4e4b\u4e0a\u3002\u5982\u679c\u65e0\u6cd5\u89e3\u51b3\u5546\u54c1\u6210\u672c\u52a8\u6001\u53d8\u5316\uff08\u5982\u4f9b\u5e94\u5546\u8c03\u4ef7\uff09\u548c\u5e73\u53f0\u6570\u636e\u56de\u4f20\u6ede\u540e\u8fd9\u4e24\u4e2a\u7ed3\u6784\u6027\u95ee\u9898\uff0c\u5176\u4f18\u5316\u6548\u679c\u4f1a\u968f\u65f6\u95f4\u63a8\u79fb\u800c\u9010\u7ea7\u8870\u53d8\uff0c\u6ca6\u4e3a\u6602\u8d35\u7684\u201c\u5229\u6da6\u8ba1\u7b97\u5668\u201d\u3002\u53e6\u5916\uff0c\u5176\u5b89\u5168\u62a4\u680f\u80fd\u529b\u51b3\u5b9a\u4e86\u4ee3\u7406\u4fe1\u4efb\u4e0a\u9650\uff0c\u4efb\u4f55\u9884\u7b97\u5931\u63a7\u4e8b\u6545\u90fd\u5c06\u77ac\u95f4\u6467\u6bc1\u7528\u6237\u4fe1\u4efb\u3002POAS\u662f\u4e00\u4e2a\u597d\u6545\u4e8b\uff0c\u4f46\u80fd\u5426\u8bb2\u597d\u5e76\u843d\u5730\uff0c\u8fd8\u770b\u6570\u636e\u7cbe\u5ea6\u7684\u624e\u5b9e\u7a0b\u5ea6\u4e0e\u51b3\u7b56\u903b\u8f91\u7684\u900f\u660e\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Profit Bid<\/span>\n <\/div>\n<div class=\"comment-content\">Profit Bid connects ecommerce stores to Google Ads, Meta & more \u2014 optimizing for real profit (POAS), not revenue. Track margin after COGS, fees & VAT. Upload profit-weighted conversions, sync A\/C\/X product labels, automate bids & budgets, and scale winners with AI Agent Proby. WooCommerce, Shopify & 4 platforms. 14-day free trial from $14.99\/mo.<\/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>Thanks for checking out Profit Bid \u2014 we\u2019re excited to be here today.<\/p>\n<p>We built Profit Bid because we kept seeing the same painful pattern in ecommerce: ROAS looks great in Google Ads, but the bank account tells a different story. Campaigns scale on revenue while COGS, shipping, payment fees, and VAT quietly eat the margin.<\/p>\n<p>So we built a platform that optimizes ads for POAS (Profit on Ad Spend) \u2014 real profit divided by ad spend \u2014 not vanity ROAS.<\/p>\n<p>What Profit Bid does:<\/p>\n<p>Connects your store (WooCommerce, Shopify, PrestaShop, Shopware, OpenCart & more) to Google Ads, Meta, TikTok, Microsoft, Pinterest & Amazon<br \/>\nCalculates order-level profit with COGS, fees, shipping & VAT<br \/>\nUploads profit-weighted conversion values (+ refund retractions when orders cancel)<br \/>\nSyncs A\/C\/X product labels to Google Ads so winners scale and losers get excluded<br \/>\nAutomates bids, budgets & campaigns based on POAS signals<br \/>\nAI Agent Proby monitors Shopping & PMax daily and suggests (or auto-applies) optimizations<br \/>\nWe started with a WooCommerce POAS plugin \u2014 Profit Bid is the full SaaS evolution: multi-store, multi-platform, built for merchants and agencies.<\/p>\n<p>Try it: 14-day free trial at profit-bid.com\/start-free<br \/>\nPlans start at $14.99\/mo \u2014 no credit card tricks, just connect your store and see your real POAS.<\/p>\n<p>We\u2019d love your feedback:<\/p>\n<p>Do you optimize for ROAS or profit today?<br \/>\nWhich store + ad platform combo should we prioritize next?<br \/>\nWhat would make you switch from your current setup?<br \/>\nWe\u2019ll be here all day answering every question. Thanks for the support \u2014 it means a lot \ud83d\ude4f<\/p>\n<p>\u2014 The Profit Bid team<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alin_catrinoiu_barna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alin_catrinoiu_barna<\/a> Congrats on the launch! “Bid on profit, not revenue” is such a clean way to frame the POAS problem \u2014 most ad tooling still optimizes to ROAS and quietly scales the products that lose money after COGS. Nice touch mapping every order back to the exact ad with first-party tracking.<\/p>\n<p><strong>Launch tip: a short video on the page tends to convert better than screenshots alone, so I made you one from your own site:<\/strong><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=uQwu1i87YVw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=uQwu1i87YVw<\/a><\/p>\n<p><strong>Feel free to save it and add it to your launch<\/strong>. It was auto-made by FoxPlug (<a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/a>), which turns your real build and launch activity into narrated videos and ready-to-post updates. Wishing you a strong launch day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Quick question: how are the Google Ads and Meta tokens scoped and stored on your side? Proby moving bids and budgets means those tokens can spend real money across every account you hold. Congrats on the launch btw, the ROAS-vs-bank-account framing is painfully accurate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does the AI Agent Proby actually decide when to scale or pull back budgets, and can I set guardrails around it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally gave this a spin on my Shopify store and the COGS + VAT tracking actually held up against my spreadsheets, which was a nice surprise. The Meta product label sync saved me a solid hour of cleanup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it pull margin data from Shopify or WooCommerce, do I need to set up custom feeds or does it read product costs automatically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Profit Bid handle the lag between ad spend and actual margin data coming back from platforms like Shopify \u2014 is the bid optimization working on real-time margin or are you using delayed conversion values?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 found something that looks at profit instead of just revenue, which has been a headache on our Shopify store. Setting up the COGS sync was straightforward and the Google Ads margin reports actually made sense.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ROAS-vs-bank-account gap is one of those DTC realities that hits people hardest 6-12 months into their scaling. Everyone starts with ROAS as the north star because the platforms show it prominently, then eventually notices that their “successful” campaigns are burning margin they can’t see until quarterly close.<\/p>\n<\/p>\n<p>The refund retraction detail is what makes this feel actually built by someone who’s operated an ecommerce brand rather than just analyzed one. Most POAS tools I’ve seen treat conversions as final but in DTC beauty (my space), a “$47 order” that gets refunded to $0 two weeks later completely inverts the campaign math retroactively. Handling that at the platform layer instead of relying on the merchant to manually true-up is the honest architecture.<\/p>\n<\/p>\n<p>Genuine question, the A\/C\/X label sync to Google Ads. Do you handle cases where a product’s true profit changes over time (new supplier prices COGS up, seasonal discount campaign runs, VAT bracket changes)? Because if the labels are set at first calculation and don’t re-evaluate, the winners-scale\/losers-exclude logic slowly drifts from reality.<\/p>\n<\/p>\n<p>Also: creative-side note. Bid optimization is one lever, creative rotation is another. Most brands optimize the first and neglect the second, running the same 3 ads until performance collapses. The teams that pair POAS-aware bidding with fresh creative cadence get compounding gains rather than diminishing ones.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/MXW5Q745L24BA5\" class=\"app-title\">tinypad<\/a><\/p>\n<div class=\"one-liner\">browser bookmarks, organized in a clean and sassy launchpad<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">15<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>tinypad \u5c06\u96f6\u6563\u7684\u6d4f\u89c8\u5668\u4e66\u7b7e\u6574\u5408\u6210\u4e00\u4e2a\u6e05\u723d\u3001\u53ef\u5b9a\u5236\u7684\u542f\u52a8\u9762\u677f\uff0c\u89e3\u51b3\u4e66\u7b7e\u7ba1\u7406\u6df7\u4e71\u3001\u8de8\u6d4f\u89c8\u5668\u540c\u6b65\u56f0\u96be\u7684\u95ee\u9898\uff0c\u8ba9\u7528\u6237\u5728\u4efb\u4f55\u8bbe\u5907\u4e0a\u90fd\u80fd\u5feb\u901f\u8bbf\u95ee\u5e38\u7528\u94fe\u63a5\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\/33bcc95e-244f-4d45-a099-e62a2faba316.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed382b88-6e17-48c1-a1fe-87bfe5a672a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8254f206-9632-4929-8ec8-a6caebf17fe1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b156d237-64ef-4311-8384-25c8dc2b6611.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\/9f8e5b77-1f83-4d44-8f68-bb06deacca48.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jY-DLiRyCmw\"><source src=\"https:\/\/youtu.be\/jY-DLiRyCmw\" 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\">Web App<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e66\u7b7e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u542f\u52a8\u9762\u677f<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u94fe\u63a5\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\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\u8be2\u95ee\u8de8\u6d4f\u89c8\u5668\u540c\u6b65\u673a\u5236\u4ee5\u53ca\u662f\u5426\u9700\u8981\u5355\u72ec\u8d26\u6237\uff1b\u53e6\u4e00\u7528\u6237\u8d5e\u8d4f\u4e66\u7b7e\u7ba1\u7406\u529f\u80fd\uff0c\u5e0c\u671b\u80fd\u5728iPad\u4e0a\u8bbe\u4e3a\u6d4f\u89c8\u5668\u8d77\u59cb\u9875\uff0c\u5f00\u53d1\u8005\u786e\u8ba4\u5df2\u9002\u914diPad\u548ciPhone\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 tinypad \u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u521b\u65b0\u201d\uff0c\u800c\u5728\u4e8e\u201c\u56de\u5f52\u201d\u2014\u2014\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e3b\u6d41\u6d4f\u89c8\u5668\u5bf9\u4e66\u7b7e\u529f\u80fd\u7684\u957f\u671f\u5ffd\u89c6\uff0c\u5e76\u5c06\u8fd9\u4e00\u88ab\u8fb9\u7f18\u5316\u7684\u9700\u6c42\u91cd\u65b0\u8bbe\u8ba1\u4e3a\u4e00\u4e2a\u4e13\u6ce8\u3001\u514b\u5236\u7684\u5de5\u5177\u3002\u4ece\u4ea7\u54c1\u4ecb\u7ecd\u548c\u521b\u59cb\u4eba\u81ea\u8ff0\u770b\uff0c\u5b83\u5207\u4e2d\u7684\u662f\u201c\u6570\u5b57\u6781\u7b80\u4e3b\u4e49\u8005\u201d\u7684\u75db\u70b9\uff1a\u4ed6\u4eec\u4e0d\u9700\u8981\u66f4\u5f3a\u5927\u7684\u6d4f\u89c8\u5668\uff0c\u800c\u662f\u9700\u8981\u66f4\u6e05\u6670\u7684\u63a7\u5236\u9762\u677f\u300215\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u4e5f\u8bf4\u660e\uff0c\u8fd9\u5e76\u975e\u8bd5\u56fe\u5f81\u670d\u5927\u4f17\u7684\u7206\u6b3e\uff0c\u800c\u662f\u4e00\u4e2a\u9762\u5411\u7279\u5b9a\u4eba\u7fa4\u7684\u7cbe\u81f4\u89e3\u51b3\u65b9\u6848\u3002\u6838\u5fc3\u6311\u6218\u5728\u4e8e\uff1a\u7528\u6237\u662f\u5426\u613f\u610f\u4e3a\u201c\u4e66\u7b7e\u6e05\u7406\u201d\u8fd9\u4e00\u4f4e\u9891\u3001\u975e\u521a\u9700\u573a\u666f\uff0c\u518d\u5f15\u5165\u4e00\u4e2a\u989d\u5916\u5de5\u5177\u5e76\u5efa\u7acb\u4f7f\u7528\u4e60\u60ef\uff1f\u5176\u53ef\u6301\u7eed\u6027\u53d6\u51b3\u4e8e\u80fd\u5426\u66f4\u8fdb\u4e00\u6b65\u2014\u2014\u6bd4\u5982\u4e0e\u77e5\u8bc6\u7ba1\u7406\u7cfb\u7edf\uff08\u5982Notion\u3001Obsidian\uff09\u8054\u52a8\uff0c\u6216\u8d4b\u4e88\u4e66\u7b7e\u667a\u80fd\u6807\u7b7e\u3001\u5feb\u901f\u641c\u7d22\u7b49\u6df1\u5c42\u4ef7\u503c\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u6f02\u4eae\u7684\u201c\u6536\u85cf\u5939\u66ff\u4ee3\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\">tinypad<\/span>\n <\/div>\n<div class=\"comment-content\">Browser bookmarks have always felt like second-class citizens inside modern browsers. Tinypad was created as a clean and modern alternative for people tired of cluttered bookmark bars, endless folders and disorganized web workflows. Instead of fighting browser UX limitations, you get a customizable launchpad focused on clarity, speed and everyday usability. Tinypad serves as a single source of truth for all of your bookmarks: everything is synced between browsers. No more lost links.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone!<\/p>\n<p>I’m Val, designer and developer behind tinypad.<\/p>\n<p>This simple product started with a frustration I’d had for years: I realized that I browse the web a bit differently from most people, and none of the major browsers gave me the simplicity and clarity I look for in every digital tool I use.<\/p>\n<\/p>\n<p>I’ve always considered myself as a digital minimalist (and minimalist in general). I close tabs when I’m done, keep a relatively small collection of bookmarks I actually use, and organize them just enough. Modern browsers, however, invest heavily in tabs, history, and search, while <em>bookmarks often feel like second-class citizens<\/em>.<\/p>\n<\/p>\n<p>So I designed and built tinypad: a fast and minimal bookmark manager designed to keep all the links on hand. In short, it is a <strong>combination of a bookmark system and web launchpad<\/strong>. On a single homepage, with a clean and snappy interface. Always in sync between browsers and devices.<\/p>\n<\/p>\n<p>After sharing early versions with friends and later with the Reddit community, I received a lot of encouraging feedback and surprisingly realized I wasn’t the only one who thinks this way.<\/p>\n<\/p>\n<p>What’s started as a simple side project, turned into my first Product Hunt launch after more than 10 years of building software, both in teams and on my own.<\/p>\n<\/p>\n<p>Thanks you for checking it out!<\/p>\n<p>I’d love to answer questions, hear your thoughts, and collect any feedback or feature ideas.<\/p>\n<\/p>\n<p>Cheers,<\/p>\n<p>V<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does syncing actually work across browsers, especially if I switch between Chrome on my laptop and Safari on my phone \u2014 is there a Tinypad account I need to manage or does it just run in the background?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>never thought it’s such a disaster that all bookmarks are so disorganized. it seems the developers just skipped a part related lo bookmarks…. tinypad is really a good thing! is it possible to make tinypad page a browser start page on IPad? 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pauline_barbour\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pauline_barbour<\/a> thank you! Yes, tinypad is optimized for all the devices, iPad and iPhone including. Enjoy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VO6NHXQR776KXX\" class=\"app-title\">Profit Router<\/a><\/p>\n<div class=\"one-liner\">Seven AIs in. One money move you’d ship tonight.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">15<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Profit Router\u5c06\u4e03\u4e2aAI\u6a21\u578b\u7684\u56de\u7b54\u5e76\u884c\u6bd4\u5bf9\u5e76\u84b8\u998f\u51fa\u4e00\u4e2a\u53ef\u76f4\u63a5\u843d\u5730\u7684\u5546\u4e1a\u7b54\u6848\uff0c\u5e2e\u521b\u4e1a\u8005\u5feb\u901f\u9a8c\u8bc1\u6536\u5165\u60f3\u6cd5\uff0c\u89e3\u51b3\u201c\u4e0d\u77e5\u9053\u53d1\u4ec0\u4e48\u90ae\u4ef6\u3001\u5b9a\u4ec0\u4e48\u4ef7\u3001\u7528\u4ec0\u4e48\u94a9\u5b50\u201d\u7684\u51b3\u7b56\u7126\u8651\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2e09519-8e74-41e2-8882-4b9bf96bb434.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u805a\u5408\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u6587\u6848\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5b9a\u4ef7\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u94a9\u5b50<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/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\u201c\u6bd4\u5355\u6a21\u578b\u56de\u7b54\u66f4\u9510\u5229\u201d\u7684\u6548\u679c\uff0c\u80fd\u76f4\u63a5\u590d\u5236\u4f7f\u7528\u3002\u6709\u4eba\u8ffd\u95ee\u201c\u6a21\u578b\u95f4\u7684\u6743\u91cd\u5982\u4f55\u5206\u914d\u201d\uff0c\u521b\u59cb\u4eba\u56de\u5e94\u662f\u6240\u6709\u6a21\u578b\u5e76\u884c\u8fd0\u884c\u540e\u7531\u5408\u6210\u6a21\u578b\u5408\u5e76\uff0c\u800c\u975e\u5e73\u5747\u3002\u4e5f\u6709\u8bc4\u8bba\u5efa\u8bae\u52a0\u5165\u89c6\u9891\u6f14\u793a\u4ee5\u63d0\u5347\u8f6c\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Profit Router\u7684\u5207\u5165\u70b9\u5f88\u806a\u660e\u2014\u2014\u5b83\u6ca1\u6709\u8bd5\u56fe\u505a\u4e00\u4e2a\u66f4\u806a\u660e\u7684AI\uff0c\u800c\u662f\u505a\u4e86\u4e00\u4e2a\u201cAI\u88c1\u5224\u548c\u6559\u7ec3\u201d\u3002\u5f53ChatGPT\u3001Claude\u3001Grok\u4eec\u5404\u6267\u4e00\u8bcd\u65f6\uff0c\u666e\u901a\u7528\u6237\u6839\u672c\u4e0d\u77e5\u9053\u8be5\u4fe1\u8c01\uff0c\u800cProfit Router\u76f4\u63a5\u66ff\u7528\u6237\u505a\u4e86\u201c\u6700\u7ec8\u5b9a\u7a3f\u201d\u8fd9\u4e00\u6b65\uff0c\u628a\u9009\u62e9\u7126\u8651\u8f6c\u5316\u6210\u4e86\u201c\u4eca\u591c\u5c31\u80fd\u53d1\u201d\u7684\u884c\u52a8\u529b\u3002\u8fd9\u79cd\u201c\u4e03\u5408\u4e00+\u84b8\u998f\u201d\u7684\u6a21\u5f0f\uff0c\u672c\u8d28\u4e0a\u63d0\u4f9b\u7684\u662f\u51b3\u7b56\u4fe1\u4efb\uff0c\u800c\u975e\u65b0\u7684\u77e5\u8bc6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u53d6\u51b3\u4e8e\u201c\u84b8\u998f\u201d\u7b97\u6cd5\u7684\u8d28\u91cf\u3002\u5982\u679c\u53ea\u662f\u7b80\u5355\u62fc\u51d1\u6216\u6295\u7968\uff0c\u90a3\u8ddf\u7528\u6237\u81ea\u5df1\u8bfb\u4e03\u4efd\u7b54\u6848\u6ca1\u672c\u8d28\u533a\u522b\u3002\u521b\u59cb\u4eba\u63d0\u5230\u201c\u4e00\u4e2a\u5408\u6210\u6a21\u578b\u5408\u5e76\u201d\uff0c\u5982\u679c\u8fd9\u4e2a\u5408\u6210\u6a21\u578b\u4e0d\u5177\u5907\u5224\u65ad\u5546\u4e1a\u903b\u8f91\u7684\u80fd\u529b\uff0c\u8f93\u51fa\u7684\u201c\u552f\u4e00\u7b54\u6848\u201d\u53ef\u80fd\u53ea\u662f\u6298\u4e2d\u4e86\u6240\u6709\u9519\u8bef\u3002\u53e6\u5916\uff0c3\u7f8e\u5143\u4e00\u6b21\u7684\u4ef7\u683c\u5bf9\u4e8e\u201c\u9a8c\u8bc1\u4e00\u4e2a\u60f3\u6cd5\u201d\u6765\u8bf4\u5e76\u4e0d\u8d35\uff0c\u4f46\u5982\u679c\u7528\u6237\u9700\u8981\u53cd\u590d\u6d4b\u8bd5\u591a\u4e2a\u95ee\u9898\uff08\u6bd4\u5982\u90ae\u4ef6\u3001\u5b9a\u4ef7\u3001\u94a9\u5b50\u5404\u6765\u4e00\u8f6e\uff09\uff0c\u6210\u672c\u4f1a\u8fc5\u901f\u6500\u5347\u3002\u800c\u201c\u53ea\u8dd1\u4e00\u6b21\u5c31\u7ed9\u51fa\u53ef\u7528\u7684\u5546\u4e1a\u6587\u6848\u201d\u8fd9\u4e2a\u9884\u671f\uff0c\u5bf9\u7edd\u5927\u591a\u6570\u975e\u4e13\u4e1a\u5a92\u4f53\u4e70\u5bb6\u800c\u8a00\uff0c\u6709\u70b9\u8fc7\u4e8e\u7406\u60f3\u5316\u2014\u2014\u597d\u6587\u6848\u5f80\u5f80\u9700\u8981\u591a\u8f6e\u8fed\u4ee3\u548c\u771f\u5b9e\u6570\u636e\u53cd\u9988\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u64ac\u52a8\u7528\u6237\u597d\u5947\u5fc3\u7684\u542f\u52a8\u5de5\u5177\uff0c\u5b83\u975e\u5e38\u5408\u683c\u3002\u514d\u8d39demo\u5c55\u793a\u4e86\u201c30\u79d2\u51fa\u7b54\u6848\u201d\u7684\u723d\u611f\uff0c\u800c\u540e\u7eed\u7684\u4ed8\u8d39\u5305\u5219\u662f\u5bf9\u201c\u6211\u8981\u66f4\u591a\u201d\u7684\u521a\u597d\u591f\u7528\u7684\u786c\u9700\u6c42\u5b9a\u4ef7\u3002\u5173\u952e\u5728\u4e8e\uff0c\u56e2\u961f\u80fd\u5426\u6301\u7eed\u4f18\u5316\u84b8\u998f\u903b\u8f91\uff0c\u8ba9\u7b54\u6848\u4e0d\u662f\u201c\u5e73\u5747\u201d\uff0c\u800c\u662f\u201c\u6700\u4f18\u201d\u3002\u5982\u679c\u80fd\u79ef\u7d2f\u8db3\u591f\u591a\u7684\u201c\u8fd9\u6761\u6587\u6848\u6700\u7ec8\u8f6c\u5316\u4e86\u591a\u5c11\u201d\u8fd9\u6837\u7684\u6548\u679c\u6570\u636e\uff0cProfit Router\u5c31\u6709\u673a\u4f1a\u4ece\u4e00\u4e2a\u73a9\u5177\u53d8\u6210\u72ec\u7acb\u521b\u4e1a\u8005\u7684\u6807\u914d\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\">Profit Router<\/span>\n <\/div>\n<div class=\"comment-content\">Profit Router runs your money question through OpenAI, Claude, Grok, \u2502 Gemini, Qwen, GLM & DeepSeek \u2014 then distills one composite answer \u2502 you’d actually paste tonight (offer, price, email, hook). Free demo at \u2502 ai.fivetoclose.cloud.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \u2014 Mark Z here, founder of Profit Router.<\/p>\n<p>The problem I kept hitting: ChatGPT gives you a answer. Not the best one. And definitely not one stress-tested across price, objections, and \u201cwould a stranger actually buy this?\u201d<\/p>\n<p>So I built Profit Router: you ask one money question \u2192 seven models answer in parallel (OpenAI, Claude, Grok, Gemini, Qwen, GLM, DeepSeek) \u2192 you get one distilled composite you\u2019d actually paste tonight \u2014 offer angle, price, email line, ad hook.<\/p>\n<p>Who it\u2019s for<br \/>\n\u2022 Solo founders testing micro offers ($4.99 PDFs, small digital products)<br \/>\n\u2022 Anyone with a list who needs a launch email today, not next month<br \/>\n\u2022 Media buyers tired of one-model hooks that sound smart but don\u2019t convert<\/p>\n<p>What it\u2019s NOT<br \/>\n\u2022 Not another prompt pack<br \/>\n\u2022 Not a subscription AI writer<br \/>\n\u2022 Not a guarantee you\u2019ll make money \u2014 it\u2019s a faster path to test revenue ideas<\/p>\n<p>Try it free on the page \u2014 paste a rough \u201cwhat should I sell?\u201d or launch email prompt and see the demo in ~30 seconds. No signup for the demo.<\/p>\n<p>Paid packs (credits, one-time):<br \/>\n\u2022 Starter $9 \u2014 validate a few ideas<br \/>\n\u2022 Growth $20 \u2014 ~60 full seven-model routes (launch week: product + email + hooks)<\/p>\n<p>After checkout, credits load instantly. Panel unlocks at wrapper.fivetoclose.cloud (Profit Router member benefit).<\/p>\n<p>Built because \u201chow do I make money with AI\u201d isn\u2019t a writing problem \u2014 it\u2019s a comparison problem. Seven models arguing beats me guessing which draft to ship.<\/p>\n<p>Would love your feedback:<br \/>\n1. What\u2019s the first money question you\u2019d route?<br \/>\n2. Is the distilled answer specific enough to paste, or still too safe?<\/p>\n<p>Happy to answer anything in the thread. <a href=\"mailto:support@fivetoclose.cloud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">support@fivetoclose.cloud<\/a> if something breaks.<\/p>\n<p>\u2014 Mark Z \/ FiveToClose<\/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\/@mark_zschiegner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mark_zschiegner<\/a> Fun concept \u2014 “how do I make money with AI” really is a comparison problem more than a writing one, so routing one question through several models and distilling a single answer you’d actually paste is a neat framing. The “ship tonight” focus keeps it grounded too<strong>. Launch tip: a short video on the page tends to convert better than screenshots, so I made you one from your own site<\/strong>:<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=w2pZfnLVmKs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=w2pZfnLVmKs<\/a><\/p>\n<p><strong>Save it and add it to your launch if it helps. <\/strong>It came out of FoxPlug (<a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/a>), which turns your real build and launch activity into narrated videos and ready-to-post updates. Wishing you a strong launch day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you for the video and your testing of this. Appreciate you <a href=\"https:\/\/www.producthunt.com\/@saulfleischman\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"saulfleischman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saulfleischman<\/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>How does it actually pick which model to weight more for a given question, or is it just running all of them in parallel and averaging the outputs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sat929286876645\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sat929286876645<\/a> Great question! To keep it short and direct. All models see the same prompt in parallel; one synthesis model merges the answers. No averaging, no per-question weighting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ran my pricing question through it and got back something I actually wanted to copy, not a generic chatbot shrug. Curious how it weights the different models when they disagree.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Asked the same pricing question to it and got a sharper answer than the one I’d been workshopping for an hour. The blend of perspectives actually caught an angle I wouldn’t have hit solo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/REEJ46MG7WNU3V\" class=\"app-title\">Magnut AI<\/a><\/p>\n<div class=\"one-liner\">AI Powered Social Media Automation Platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Magnut AI\u662f\u4e00\u7ad9\u5f0fAI\u793e\u4ea4\u5a92\u4f53\u8425\u9500\u81ea\u52a8\u5316\u5e73\u53f0\uff0c\u5e2e\u52a9\u8425\u9500\u4eba\u5458\u3001\u673a\u6784\u548c\u4f01\u4e1a\u901a\u8fc7\u521b\u5efa\u4e00\u6b21\u54c1\u724c\u6863\u6848\uff0c\u81ea\u52a8\u5728\u6240\u6709\u8bbe\u8ba1\u3001\u6587\u6848\u3001\u56fe\u7247\u3001\u89c6\u9891\u548c\u5e7f\u544a\u521b\u610f\u4e2d\u4fdd\u6301\u54c1\u724c\u4e00\u81f4\u6027\uff0c\u544a\u522b\u591a\u5de5\u5177\u5207\u6362\u4e0e\u91cd\u590d\u52b3\u52a8\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\/f799f852-261e-4b13-96c9-c8d057b37ec9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/beab2426-0add-41e8-83b1-b8bb61b78716.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f72395fa-afb2-43d9-81b6-8816ec1efd1c.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\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Advertising<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">AI\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u521b\u610f\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u6a21\u677f\u5e93<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5c55\u793a\u56fe<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u64cd\u4f5c\u7cfb\u7edf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u4e00\u6b21\u8bbe\u7f6e\u54c1\u724c\uff0c\u6240\u6709\u751f\u6210\u81ea\u52a8\u7edf\u4e00\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u591a\u5de5\u5177\u5207\u6362\u75db\u70b9\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u54c1\u724c\u6863\u6848\u7684\u5b9e\u9645\u8fd0\u4f5c\u65b9\u5f0f\uff1a\u662f\u81ea\u52a8\u4eceLogo\u548c\u8272\u677f\u4e2d\u63d0\u53d6\u989c\u8272\u5b57\u4f53\uff0c\u8fd8\u662f\u9700\u624b\u52a8\u9010\u4e00\u4e0a\u4f20\u89c4\u5219\uff1b\u662f\u5426\u652f\u6301\u8de8\u4e0d\u540c\u5185\u5bb9\u7c7b\u578b\uff08\u5e16\u5b50\u3001\u5e7f\u544a\u3001\u4ea7\u54c1\u56fe\u3001\u89c6\u9891\uff09\u81ea\u52a8\u4fdd\u6301\u4e00\u81f4\u6027\uff0c\u4ee5\u53ca\u7cfb\u7edf\u662f\u5426\u80fd\u4ece\u5386\u53f2\u8bbe\u8ba1\u4e2d\u5b66\u4e60\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 Magnut AI\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u666e\u904d\u7684\u8425\u9500\u75db\u70b9\u2014\u2014\u54c1\u724c\u8d44\u4ea7\u788e\u7247\u5316\u3002\u5bf9\u4e8e\u670d\u52a1\u591a\u5ba2\u6237\u7684\u4ee3\u7406\u673a\u6784\u6216\u8fd0\u8425\u591a\u54c1\u724c\u7684\u4f01\u4e1a\uff0c\u6bcf\u6b21\u6362\u5de5\u5177\u90fd\u8981\u91cd\u65b0\u201c\u4ea4\u4ee3\u201d\u54c1\u724c\u89c4\u8303\uff0c\u6548\u7387\u4f4e\u4e0b\u4e14\u6781\u6613\u51fa\u9519\u3002\u5176\u201c\u54c1\u724c\u6863\u6848\u201d\u673a\u5236\u8bd5\u56fe\u5c06\u201c\u54c1\u724c\u89c4\u5219\u201d\u8f6c\u5316\u4e3aAI\u751f\u6210\u7684\u5e95\u5c42\u7ea6\u675f\u6761\u4ef6\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u4e8b\u540e\u4fee\u6b63\u7684\u6ee4\u955c\uff0c\u8fd9\u4e2a\u65b9\u5411\u6bd4\u5e02\u9762\u4e0a\u591a\u6570\u4ec5\u505a\u6a21\u677f\u5339\u914d\u7684\u5de5\u5177\u6709\u66f4\u6df1\u5c42\u7684\u7cfb\u7edf\u5316\u601d\u7ef4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u51b7\u9759\u770b\u5f85\u7684\u662f\uff0c\u5f53\u524d\u6838\u5fc3\u80fd\u529b\u4ecd\u9ad8\u5ea6\u4f9d\u8d56\u7528\u6237\u624b\u52a8\u201c\u521b\u5efa\u201d\u54c1\u724c\u6863\u6848\uff08\u4e0a\u4f20Logo\u3001\u6307\u5b9a\u8272\u677f\u3001\u8bbe\u5b9a\u5b57\u4f53\uff09\uff0c\u800c\u975eAI\u4e3b\u52a8\u201c\u5b66\u4e60\u201d\u54c1\u724c\u89c6\u89c9\u3002\u5982\u679c\u54c1\u724c\u6863\u6848\u7684\u7ef4\u62a4\u6210\u672c\u6ca1\u6709\u663e\u8457\u4f4e\u4e8e\u4f20\u7edf\u8bbe\u8ba1\u89c4\u8303\u624b\u518c\uff0c\u8fd9\u5957\u201c\u4e00\u6b21\u8bbe\u5b9a\u201d\u7684\u4ef7\u503c\u5c31\u4f1a\u6253\u6298\u6263\u3002\u66f4\u503c\u5f97\u8d28\u7591\u7684\u662f\uff0c\u8de8\u683c\u5f0f\uff08\u6bd4\u5982\u4ea7\u54c1\u56fe vs \u77ed\u89c6\u9891\uff09\u4fdd\u6301\u201c\u89c6\u89c9\u4e00\u81f4\u6027\u201d\u5e76\u4e0d\u53ea\u662f\u989c\u8272\u548c\u5b57\u4f53\u7684\u95ee\u9898\u2014\u2014\u6784\u56fe\u903b\u8f91\u3001\u5149\u5f71\u98ce\u683c\u3001\u4fe1\u606f\u5c42\u7ea7\u5728\u4e0d\u540c\u5a92\u4ecb\u4e2d\u5dee\u5f02\u5de8\u5927\uff0c\u5f53\u524d\u7684P\u56fe\u5f0f\u201c\u5957\u6a21\u677f\u201d\u5f88\u96be\u6ee1\u8db3\u4e13\u4e1a\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6295\u7968\u4ec514\u7968\u4e5f\u8bf4\u660e\u4ea7\u54c1\u5c1a\u5728\u6781\u65e9\u671f\uff0c\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u5728\u54c1\u724c\u6863\u6848\u7684\u64cd\u4f5c\u7ec6\u8282\u800c\u975eAI\u751f\u6210\u7684\u521b\u610f\u8d28\u91cf\uff0c\u6697\u793a\u76ee\u524d\u5de5\u5177\u5728\u201c\u81ea\u52a8\u5316\u201d\u548c\u201c\u521b\u9020\u529b\u201d\u4e4b\u95f4\u4e3b\u8981\u504f\u5411\u524d\u8005\u3002Magnut AI\u7684\u957f\u671f\u58c1\u5792\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e00\u4e2a\u597d\u7528\u7684\u6a21\u677f\u5e93\uff0c\u800c\u5728\u4e8e\u662f\u5426\u80fd\u591f\u6784\u5efa\u54c1\u724c\u89c6\u89c9\u7684\u7406\u89e3\u6a21\u578b\u2014\u2014\u80fd\u8bc6\u522b\u54c1\u724c\u8c03\u6027\u5e76\u6f14\u7ece\u5230\u4e0d\u540c\u5a92\u4ecb\u98ce\u683c\u91cc\u3002\u5982\u679c\u6b62\u6b65\u4e8e\u62c9\u53d6\u989c\u8272\u5b57\u4f53\u7684\u6c34\u5e73\uff0c\u90a3\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u88abAI\u5305\u88c5\u7684\u54c1\u724c\u7d20\u6750\u7ba1\u7406\u5668\uff0c\u79bb\u5176\u6240\u5ba3\u79f0\u7684\u201c\u8425\u9500\u64cd\u4f5c\u7cfb\u7edf\u201d\u8fd8\u6709\u672c\u8d28\u5dee\u8ddd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u9636\u6bb5\uff0c\u5efa\u8bae\u56e2\u961f\u5148\u805a\u7126\u89e3\u51b3\u54c1\u724c\u6863\u6848\u5728\u8de8\u683c\u5f0f\u5e94\u7528\u4e2d\u5230\u5e95\u80fd\u81ea\u52a8\u4fdd\u7559\u591a\u5c11\u201c\u54c1\u724c\u611f\u201d\u8fd9\u4e2a\u6838\u5fc3\u95ee\u9898\uff0c\u5426\u5219\u5927\u91cf\u7528\u6237\u4f1a\u5728\u624b\u52a8\u89c4\u5219\u8bbe\u5b9a\u540e\u5c31\u6d41\u5931\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\">Magnut AI<\/span>\n <\/div>\n<div class=\"comment-content\">Magnut AI helps marketers, agencies, freelancers, and businesses create professional marketing content in minutes. Generate AI images, ad creatives, product mockups, social media posts, and videos while keeping every design on-brand. Build reusable brand profiles, use ready-made templates, and automate creative workflows, all from one AI-powered platform.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m excited to introduce Magnut AI, a platform we built after seeing how much time businesses lose switching between multiple tools for designing, writing, creating ads, generating images, and maintaining brand consistency.<\/p>\n<p>Every marketing project usually involves several tools, endless revisions, and repeating the same brand information over and over. We wanted to simplify that.<\/p>\n<p>With Magnut AI, you can create a brand profile once, and every AI generation follows your brand identity automatically. Whether you’re creating social media posts, product mockups, marketing visuals, ad creatives, or AI images, everything stays consistent without extra effort.<\/p>\n<p>We also built a growing library of templates, AI-powered prompt enhancement, image and video generation, reusable brand assets, and workflows that help creators, agencies, and businesses produce content much faster.<\/p>\n<p>This is just the beginning. Our vision is to build an AI-powered marketing operating system that helps businesses plan, create, and scale their marketing from one place.<\/p>\n<p>We’d genuinely love your feedback. Tell us what you like, what could be improved, and which features you’d love to see next. Thanks so much for checking out Magnut AI!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avishkar_jadhav223\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avishkar_jadhav223<\/a> <\/p>\n<p>Love the core idea \u2014 set your brand once and have every generation stay on-brand automatically. The “stop switching between five tools for one campaign” pain is real for agencies and solo marketers alike. <br \/><strong>Launch tip from watching a lot of these: a short video on the page usually converts better than static screenshots, so I made you one from your own site:<\/strong><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=KaabvuVjqv0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=KaabvuVjqv0<\/a> <\/p>\n<p><strong>Feel free to save it and add it to your launch.<\/strong> It was auto-made by FoxPlug (<a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/a>), which turns your real build and launch activity into narrated videos and ready-to-post updates. Congrats, and good luck today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does the brand profile actually keep things consistent across different formats, like does it learn from past designs or do I have to manually set the rules every time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the brand profile system actually work across different content types, like does it pull colors and fonts from my logo automatically or do I need to set everything up 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how it handles brand consistency when I upload a logo and color palette – does it actually pull from those assets across every new creative, or do I need to re-enter the brand info each time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the brand profile actually keep designs on-brand across different content types? Does it pull from existing assets or do I need to upload everything manually each time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations, Team Magnut AI!<\/p>\n<\/p>\n<p>A very timely and practical solution for businesses, agencies and creators who are tired of jumping between multiple tools just to get one campaign live.<\/p>\n<\/p>\n<p>What stands out most is the brand profile approach. In real marketing workflows, consistency is usually where a lot of time gets lost, especially when teams are creating posts, ads, visuals, captions and product mockups across different platforms. Bringing all of that into one place, while keeping the brand identity intact, makes Magnut AI genuinely useful.<\/p>\n<\/p>\n<p>The vision of building an AI-powered marketing operating system is exciting. This can save teams time, reduce coordination gaps, improve creative output and help businesses move from idea to execution much faster.<\/p>\n<p>Wishing you and the team great success with the launch. <\/p>\n<\/p>\n<p>Looking forward to seeing Magnut AI evolve further!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/4IJMU7ZVU7N72Q\" class=\"app-title\">StaffEngineer<\/a><\/p>\n<div class=\"one-liner\">Deterministic Claude Code skills for a production stack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>StaffEngineer\u5c06\u5f00\u53d1\u8005\u91cd\u590d\u8bbe\u7f6e\u751f\u4ea7\u73af\u5883\uff08CI\u3001\u90e8\u7f72\u3001\u76d1\u63a7\u7b49\uff09\u7684\u7410\u788e\u64cd\u4f5c\u6253\u5305\u6210\u786e\u5b9a\u6027\u811a\u672c\uff0c\u8ba9Claude\u6bcf\u6b21\u90fd\u80fd\u4ee5\u5b8c\u5168\u76f8\u540c\u7684\u65b9\u5f0f\u642d\u5efa\u597d\u6280\u672f\u6808\uff0c\u7ec8\u7ed3\u201c\u6bcf\u6b21\u63d0\u793a\u8bcd\u7ed3\u679c\u90fd\u4e0d\u4e00\u6837\u201d\u7684\u70e6\u607c\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\/53def1e4-6d51-4773-b956-9901560081b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40c6304d-57d4-4713-afab-a5a0047e1afc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8960b773-a653-42ba-809d-876950c9e834.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb45254e-511f-4232-9fc5-cd88f07309f6.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\/465eb467-8842-46b9-a41d-9006173098d4.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ZtgFDH-yuYk\"><source src=\"https:\/\/www.youtube.com\/watch?v=ZtgFDH-yuYk\" 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\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">Claude Code<\/span><br \/>\n <span class=\"tag\">\u786e\u5b9a\u6027\u811a\u672c<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u6808\u811a\u624b\u67b6<\/span><br \/>\n <span class=\"tag\">CI\/CD<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u73af\u5883\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">DevOps\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u94fe\u68c0\u67e5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u89e3\u51b3\u91cd\u590d\u8bbe\u7f6e\u4e14\u7ed3\u679c\u4e0d\u4e00\u81f4\u7684\u75db\u70b9\uff0c\u6b23\u8d4f\u201c\u4e00\u6b21\u4ed8\u8d39\u62e5\u6709\u201d\u6a21\u5f0f\u3002\u63d0\u51fa\u4e24\u4e2a\u6838\u5fc3\u7591\u8651\uff1a\u2460\u5f53\u9879\u76ee\u5de5\u5177\u94fe\uff08\u5982\u6362\u5bc6\u94a5\u7ba1\u7406\u5668\uff09\u504f\u79bb\u9ed8\u8ba4\u914d\u7f6e\u65f6\uff0c\u786e\u5b9a\u6027\u811a\u672c\u80fd\u5426\u9002\u914d\uff1f\u2461Claude\u66f4\u65b0\u540e\u5bfc\u81f4\u811a\u672c\u5931\u6548\uff0c\u7ef4\u62a4\u66f4\u65b0\u7531\u8c01\u8d1f\u8d23\uff1f\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 StaffEngineer\u7684\u5207\u5165\u70b9\u5f88\u7cbe\u51c6\u2014\u2014\u5b83\u6ca1\u6709\u53bb\u548cCursor\u3001Copilot\u5377\u4ee3\u7801\u751f\u6210\uff0c\u800c\u662f\u6293\u4f4f\u4e86Claude Code\u91cd\u5ea6\u7528\u6237\u4e00\u4e2a\u5177\u4f53\u4e14\u9ad8\u9891\u7684\u75db\u70b9\uff1a\u6bcf\u6b21\u91cd\u542f\u52a8\u65b0\u9879\u76ee\u65f6\uff0c\u90fd\u8981\u53cd\u590d\u5411AI\u89e3\u91ca\u201c\u6211\u7684CI\u7528GitHub Actions\uff0c\u90e8\u7f72\u4e0aK8s\uff0c\u5bc6\u94a5\u653eDoppler\u201d\uff0c\u7136\u540e\u770b\u7740AI\u6bcf\u6b21\u7ed9\u51fa\u5fae\u5999\u4e0d\u540c\u7684YAML\u548c\u811a\u672c\uff0c\u518d\u4eba\u5de5\u6821\u6b63\u3002\u8fd9\u79cd\u201c\u786e\u5b9a\u6027\u5c01\u88c5\u201d\u672c\u8d28\u4e0a\u662f\u5728AI\u7684\u4e0d\u786e\u5b9a\u6027\u4e4b\u4e0a\uff0c\u4eba\u4e3a\u5730\u52a0\u4e0a\u4e00\u5c42\u53ef\u590d\u73b0\u7684\u81ea\u52a8\u5316\u5c42\uff0c\u5c06\u201c\u548cAI\u5bf9\u8bdd\u201d\u9000\u5316\u4e3a\u201c\u8fd0\u884c\u4e00\u4e2a\u53ef\u9760\u547d\u4ee4\u201d\u3002\u8fd9\u786e\u5b9e\u662fAI\u8f85\u52a9\u5f00\u53d1\u8d70\u5411\u5de5\u7a0b\u5316\u7684\u5173\u952e\u4e00\u6b65\uff1aAI\u8d1f\u8d23\u7075\u611f\u548c\u751f\u6210\uff0c\u800c\u786e\u5b9a\u6027\u811a\u672c\u8d1f\u8d23\u4ea4\u4ed8\u4e00\u81f4\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ef7\u503c\u76ee\u524d\u9ad8\u5ea6\u4f9d\u8d56Claude Code\u751f\u6001\u548c\u7528\u6237\u5bf9\u7279\u5b9a\u5de5\u5177\u94fe\uff08OrbStack\u3001Doppler\uff09\u7684\u5fe0\u8bda\u5ea6\u3002\u8bc4\u8bba\u4e2d\u63d0\u51fa\u7684\u201c\u5de5\u5177\u94fe\u6f02\u79fb\u201d\u548c\u201cAI\u6a21\u578b\u66f4\u65b0\u5bfc\u81f4\u811a\u672c\u5931\u6548\u201d\u662f\u771f\u5b9e\u4e14\u81f4\u547d\u7684\u98ce\u9669\u3002\u5982\u679c\u4e00\u4e2a\u7528\u6237\u7528Vercel\u800c\u975eK8s\uff0c\u7528Vault\u800c\u975eDoppler\uff0c\u8fd9\u5957\u201c\u786e\u5b9a\u6027\u201d\u77ac\u95f4\u53d8\u6210\u201c\u786e\u5b9a\u6027\u9519\u8bef\u201d\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u4f5c\u4e3a\u4e00\u6b21\u4ed8\u8d39\u4ea7\u54c1\u800c\u975e\u5e38\u89c4\u8ba2\u9605\uff0c\u8fd9\u610f\u5473\u7740\u5f00\u53d1\u8005\u4e70\u65ad\u7684\u662f\u4e00\u5957\u53ef\u80fd\u5728\u516d\u4e2a\u6708\u540e\u56e0Claude\u5e95\u5c42\u884c\u4e3a\u6539\u53d8\u800c\u5931\u7075\u7684\u811a\u672c\u3002Tamas\u5728\u8bc4\u8bba\u4e2d\u5f3a\u8c03\u201c\u4f60\u62e5\u6709\u5b83\u201d\uff0c\u4f46\u201c\u62e5\u6709\u201d\u4e0d\u7b49\u4e8e\u201c\u6c38\u6052\u6709\u6548\u201d\u3002\u9664\u975e\u4f5c\u8005\u627f\u8bfa\u514d\u8d39\u6253\u8865\u4e01\uff0c\u6216\u811a\u672c\u8bbe\u8ba1\u5f97\u6781\u5ea6\u89e3\u8026\u3001\u53ea\u8c03\u7528\u6700\u7a33\u5b9a\u7684API\uff08\u5982CLI\u547d\u4ee4\u800c\u975e\u6a21\u578b\u5bf9\u8bdd\uff09\uff0c\u5426\u5219\u8fd9\u6b3e\u5de5\u5177\u66f4\u50cf\u662f\u4e00\u4e2a\u7cbe\u5fc3\u5236\u4f5c\u7684\u3001\u968f\u65f6\u53ef\u80fd\u8fc7\u65f6\u7684\u201c\u6837\u677f\u95f4\u201d\uff0c\u800c\u975e\u4f34\u968f\u9879\u76ee\u751f\u957f\u7684\u957f\u671f\u57fa\u7840\u8bbe\u65bd\u3002\u65b9\u5411\u503c\u5f97\u8d5e\u8d4f\uff0c\u4f46\u8fd8\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u80fd\u505a\u5bf9\u7b2c\u4e00\u6b21\uff0c\u8fd8\u80fd\u5e94\u5bf9\u6bcf\u4e00\u6b21\u53d8\u5316\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\">StaffEngineer<\/span>\n <\/div>\n<div class=\"comment-content\">StaffEngineer is a pack of deterministic Claude Code skills that scaffold and wire a production-grade dev stack the same correct way every time \u2014 instead of re-prompting Claude each session. Skills run deterministic scripts (e.g. \/squidci for CI) over a known toolchain (OrbStack, Doppler, Docker). Free today: squidapp (full-stack scaffold) and squidops (toolchain doctor). The full pack (deploy, observability, real-time, durable workflows) is a one-time purchase you own, not a subscription.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH, I’m Tamas, solo maker. StaffEngineer came out of a simple frustration: every session I’d re-prompt Claude Code to set up the same production stack (CI, deploy, secrets, observability) and it’d do it a little differently each time. So I turned the correct way into deterministic skills that run the same scripts every time. Two are free today – squidapp scaffolds a full-stack app, squidops checks your toolchain – drop your email and you get install instructions. Prompts improvise; skills ship. Two things I’d genuinely love feedback on: (1) which part of your prod setup do you most wish was one deterministic command? (2) does a one-time, you-own-it purchase (vs a subscription) feel right for dev skills? Thanks for taking a look.<\/div>\n<div class=\"comment-actions\">\n<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\/@tamaskalman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tamaskalman<\/a> Hey \u2014 congrats on the launch. This scratches a real itch: re-doing the same production setup every session and getting slightly different results each time is maddening, so turning the correct way into deterministic skills is a clever answer. “Prompts improvise; skills ship” is a great line, and the one-time, you-own-it model feels right for dev tooling. <\/p>\n<p><strong>Launch tip: a short video on the page usually converts better than text alone. I made one for you from your own site \u2014 here:<\/strong><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=ZtgFDH-yuYk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=ZtgFDH-yuYk<\/a><\/p>\n<p><strong>Fel free to save it and add it to your launch.<\/strong> It was auto-made by FoxPlug (<a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/a>), which turns your real build and launch activity into narrated videos and ready-to-post updates. <\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the deterministic scripting actually hold up when my project’s toolchain drifts from the defaults you baked in, say if I’m not on OrbStack or I’m already wired into a different secrets manager?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Curious how this handles updates when Claude Code itself evolves, since the skills rely on specific toolchain versions. Do you ship patches for new model behavior or is that on me to retest?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OUW4XOZNFL4PRD\" class=\"app-title\">AI Brand Kits<\/a><\/p>\n<div class=\"one-liner\">Download free design.md files and more to launch your site<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AI Brand Kits \u901a\u8fc7\u8f93\u5165\u7f51\u5740\u6216\u9009\u62e9\u914d\u8272\uff0c\u4e00\u952e\u751f\u6210\u9002\u7528\u4e8e Cursor\u3001Claude \u7b49 AI \u5f00\u53d1\u5de5\u5177\u7684\u6807\u51c6 DESIGN.md \u8bbe\u8ba1\u89c4\u8303\u6587\u4ef6\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u7f3a\u5c11\u4e13\u4e1a\u8bbe\u8ba1\u80fd\u529b\u3001\u7f51\u7ad9\u89c6\u89c9\u8d28\u91cf\u5dee\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a86c47a-424e-4375-94f9-7b26046d18b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f616cad9-120e-4942-aca1-22a79c035bc4.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\">Design Tools<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bbe\u8ba1\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5957\u4ef6<\/span><br \/>\n <span class=\"tag\">AI \u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u89c4\u8303\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">Cursor<\/span><br \/>\n <span class=\"tag\">\u914d\u8272\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u7d20\u6750\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">Lovable\/v0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a DESIGN.md \u5bfc\u51fa\u529f\u80fd\u975e\u5e38\u5b9e\u7528\uff0c\u80fd\u5feb\u901f\u4ece\u7f51\u7ad9\u63d0\u53d6\u914d\u8272\u5e76\u751f\u6210\u53ef\u76f4\u63a5\u7528\u4e8e Cursor \u7684\u89c4\u8303\u6587\u4ef6\uff0c\u7701\u53bb\u4e86\u624b\u52a8\u622a\u56fe\u548c\u7c98\u8d34\u7684\u6b65\u9aa4\u3002\u6709\u7528\u6237\u5173\u5fc3\u5176\u5bf9\u4e8e\u65e9\u671f\u521d\u521b\u516c\u53f8\uff08\u5c1a\u672a\u786e\u5b9a\u89c6\u89c9\u98ce\u683c\uff09\u7684\u5904\u7406\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 AI Brand Kits \u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u7ec6\u5206\u9700\u6c42\uff1aAI \u8f85\u52a9\u7f16\u7a0b\u5de5\u5177\u4e0e\u8bbe\u8ba1\u5e08\u4e4b\u95f4\u7684\u201c\u7a7a\u6863\u671f\u201d\u3002\u5f53 Cursor\u3001v0 \u7b49\u5de5\u5177\u964d\u4f4e\u7f16\u7801\u95e8\u69db\u540e\uff0c\u5927\u91cf\u975e\u8bbe\u8ba1\u51fa\u8eab\u7684\u5f00\u53d1\u8005\u5f00\u59cb\u5efa\u7ad9\uff0c\u4f46\u4ed6\u4eec\u7f3a\u4e4f\u8f93\u51fa\u7edf\u4e00\u3001\u53ef\u590d\u7528\u7684\u8bbe\u8ba1\u89c4\u683c\u7684\u80fd\u529b\u3002\u8fd9\u6b3e\u5de5\u5177\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u597d\u770b\u7684\u989c\u8272\u201d\uff0c\u800c\u5728\u4e8e\u201c\u4ea4\u4ed8\u6807\u51c6\u5316\u7684\u5de5\u7a0b\u6587\u4ef6\u201d\u2014\u2014\u5c06\u89c6\u89c9\u8bed\u8a00\u8f6c\u5316\u4e3a\u4ee3\u7801\u52a9\u624b\u53ef\u76f4\u63a5\u7406\u89e3\u7684\u673a\u5668\u8bed\u8a00\uff08Markdown\uff09\u3002\u8fd9\u5b9e\u9645\u4e0a\u662f\u5728\u4e3a AI \u7f16\u7a0b\u5de5\u4f5c\u6d41\u63d0\u4f9b\u5173\u952e\u7684\u201c\u4e0a\u4e0b\u6587\u7c98\u5408\u5242\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u4ea7\u54c1\u73b0\u72b6\u770b\uff0c\u5176\u529f\u80fd\u8fb9\u754c\u8fc7\u4e8e\u5355\u8584\uff1a\u4ec5\u8f93\u51fa\u914d\u8272\u89c4\u683c\uff0c\u800c\u201c\u54c1\u724c\u201d\u8fd8\u8fdc\u4e0d\u6b62\u4e8e\u6b64\uff08\u5b57\u4f53\u3001\u95f4\u8ddd\u3001\u7ec4\u4ef6\u5e93\u3001Dark Mode \u9002\u914d\u7b49\u5747\u65e0\u63d0\u53ca\uff09\u300213 \u7684\u6295\u7968\u6570\u4e5f\u53cd\u6620\u4e86\u5176\u51b7\u542f\u52a8\u7684\u771f\u5b9e\u70ed\u5ea6\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u5982\u679c\u8be5\u5de5\u5177\u505c\u7559\u5728\u201c\u914d\u8272\u6293\u53d6\u5668\u201d\u5c42\u9762\uff0c\u5219\u6781\u5bb9\u6613\u88ab\u6d4f\u89c8\u5668\u63d2\u4ef6\u6216\u6240\u89c1\u5373\u6240\u5f97\u7684 AI \u8bbe\u8ba1\u5de5\u5177\u964d\u7ef4\u6253\u51fb\u3002\u5176\u957f\u671f\u4ef7\u503c\uff0c\u5fc5\u987b\u5efa\u7acb\u5728\u6210\u4e3a AI \u5f00\u53d1\u8005\u7684\u201c\u54c1\u724c Token \u5373\u6e90\u7801\u201d\u8fd9\u4e00\u57fa\u7840\u8bbe\u65bd\u4e4b\u4e0a\u2014\u2014\u8ba9\u8bbe\u8ba1\u51b3\u7b56\u76f4\u63a5\u51b3\u5b9a\u4ee3\u7801\u751f\u6210\u89c4\u5219\uff0c\u800c\u975e\u4ec5\u63d0\u4f9b\u4e00\u4efd\u201c\u9759\u6001\u7684\u9700\u6c42\u6587\u6863\u201d\u3002\u76ee\u524d\u5b83\u4ecd\u662f\u4e00\u4e2a\u806a\u660e\u4f46\u6027\u611f\u7684\u5355\u4f53\u529f\u80fd\uff0c\u800c\u975e\u5e73\u53f0\u7ea7\u4ea7\u54c1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AI Brand Kits<\/span>\n <\/div>\n<div class=\"comment-content\">Paste a URL or pick a palette. Export DESIGN.md for Cursor, Claude, and v0.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey All,<\/p>\n<p>I launched AI Brand Kits because there are tons of people looking to build with AI and not enough building proper sites. With AI Brand Kits you can generate full design specs that look good and make your website look amazing. Add Logos, Opengraph and more all in one file. <\/p>\n<p>The site is 100% free and would love your feedback. <\/p>\n<p>Check it out at <a href=\"https:\/\/aibrandkits.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/aibrandkits.com<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How well does it handle sites that dont have a clearly defined palette yet, like early-stage startups still figuring out their visual identity?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the DESIGN.md export idea is genuinely clever, especially how it maps the same brand tokens to whatever tool you’re working in. wish more startups thought about handoff instead of just pretty screens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “export DESIGN.md” handoff is such a smart move, skipping the usual screenshot-paste dance when passing brand context to coding assistants. Going from palette to a clean Cursor-ready doc in one step is genuinely useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pasted my site URL and got a clean DESIGN.md in seconds that loaded right into Cursor without fiddling. Honestly surprised how well it pulled the actual palette instead of guessing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5TKRMJX74VPKBJ\" class=\"app-title\">Free Dating Profile Analyzer<\/a><\/p>\n<div class=\"one-liner\">AI \u00b7 Dating \u00b7 Photography \u00b7 Productivity<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MatchShot\u572860\u79d2\u5185\u514d\u8d39\u5206\u6790Tinder\u3001Hinge\u6216Bumble\u7528\u6237\u7167\u7247\uff0c\u7ed9\u51fa0-100\u7efc\u5408\u8bc4\u5206\u3001\u5355\u5f20\u7167\u7247\u7ea2\u7eff\u65d7\u6807\u8bb0\u3001\u9996\u56fe\u6392\u5e8f\u5efa\u8bae\u53ca\u6587\u6848\u6539\u5199\uff0c\u76f4\u51fb\u201c\u7167\u7247\u5dee\u5bfc\u81f4\u5339\u914d\u5c11\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u65e0\u9700\u6ce8\u518c\u6216\u4ed8\u8d39\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c0d98089-3a0a-421d-9671-b0efd8cde3c7.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\">Dating<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Photography<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7ea6\u4f1a\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u7167\u7247\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u7ea6\u4f1a\u6863\u6848\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">Tinder\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Hinge\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">Bumble\u8bca\u65ad<\/span><br \/>\n <span class=\"tag\">\u9996\u56fe\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u7ea2\u7eff\u65d7\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">ProductHunt\u65b0\u54c1<\/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\u5206\u56fe\u7ea2\u7eff\u65d7\u548c\u9996\u56fe\u63a8\u8350\u7cbe\u51c6\uff0c\u80fd\u5339\u914d\u5b9e\u9645\u6700\u4f73\u4f53\u9a8c\u3002\u53cd\u9988\u4e2d\u65e0\u8d1f\u9762\u610f\u89c1\uff0c\u4f46\u63d0\u51fa\u201c\u5982\u679c\u4e0d\u540c\u610f\u8bc4\u5206\u201d\u53ef\u6210\u4e3a\u6539\u8fdb\u4fe1\u53f7\uff0c\u6697\u793a\u6a21\u578b\u900f\u660e\u5ea6\u4ecd\u9700\u6253\u78e8\u3002\u6574\u4f53\u80af\u5b9a\u9690\u79c1\u4fdd\u62a4\u548c\u65e0\u95e8\u69db\u4f7f\u7528\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 MatchShot\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u8fc7\u5ea6\u5305\u88c5\u7684\u75db\u70b9\u2014\u2014\u201c\u4f60\u5339\u914d\u5c11\u4e0d\u662f\u56e0\u4e3a\u4f60\u4e0d\u591f\u597d\uff0c\u800c\u662f\u7167\u7247\u5dee\u201d\uff0c\u8fd9\u4e2a\u53d9\u4e8b\u6781\u5177\u5171\u9e23\uff0c\u5c24\u5176\u5728\u7ea6\u4f1a\u7126\u8651\u6cdb\u6ee5\u7684Z\u4e16\u4ee3\u4e2d\u3002\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u8bc4\u5206\u201d\u8fd9\u4e00\u5671\u5934\uff0c\u800c\u5728\u4e8e\u5b83\u5c06\u6a21\u7cca\u7684\u201c\u5438\u5f15\u529b\u201d\u95ee\u9898\u62c6\u89e3\u4e3a\u53ef\u64cd\u4f5c\u7684\u52a8\u4f5c\uff1a\u6362\u9996\u56fe\u3001\u5220\u67d0\u5f20\u3001\u6539\u6587\u6848\u3002\u8fd9\u6b63\u662f\u7528\u6237\u6700\u7f3a\u7684\u2014\u2014\u4e0d\u662f\u9e21\u6c64\uff0c\u800c\u662f\u6e05\u5355\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0c\u4ea7\u54c1\u672c\u8d28\u662f\u4e00\u4e2a\u5355\u6a21\u6001\u56fe\u50cf+\u6587\u672c\u7684PPO\u98ce\u683c\u8bc4\u4f30\u5668\uff0c\u65e0\u9700\u7528\u6237\u6570\u636e\u505a\u5927\u89c4\u6a21\u8bad\u7ec3\uff0c\u800c\u662f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u5982CLIP\u98ce\u683c\u7684\u5438\u5f15\u529b\u6253\u5206+\u89c4\u5219\u5f15\u64ce\uff09\u505a\u5c40\u90e8\u4f18\u5316\uff0c\u56e0\u6b64\u80fd\u4fdd\u6301\u201c\u514d\u8d39+\u65e0\u6ce8\u518c\u201d\u7684\u8f7b\u91cf\u627f\u8bfa\u3002\u8fd9\u79cd\u67b6\u6784\u907f\u514d\u4e86\u5927\u6a21\u578b\u9ad8\u6602\u63a8\u7406\u6210\u672c\uff0c\u4f46\u4e5f\u5e26\u6765\u4e0a\u9650\uff1a\u5bf9\u7f8e\u989c\u8fc7\u5ea6\u3001\u6ee4\u955c\u6ee5\u7528\u6216\u6587\u5316\u5dee\u5f02\u7167\u7247\u7684\u8bef\u5224\u53ef\u80fd\u8f83\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u201c\u7528\u6237\u540c\u610f\u63a8\u8350\u201d\u770b\u4f3c\u6b63\u5411\uff0c\u5b9e\u5219\u66b4\u9732\u4e86\u77ed\u671f\u8bb0\u5fc6\u504f\u5dee\u2014\u2014\u7528\u6237\u53ea\u9a8c\u8bc1\u4e86\u201c\u611f\u89c9\u5bf9\u201d\uff0c\u800c\u975e\u201c\u6570\u636e\u5bf9\u201d\u3002\u82e5\u771f\u60f3\u5efa\u7acb\u4fe1\u4efb\uff0c\u5e94\u516c\u5e03\u9a8c\u8bc1\u96c6\uff1a\u6bd4\u771f\u5b9e\u7528\u6237\u5de6\u6ed1\/\u53f3\u6ed1\u7684\u51c6\u786e\u7387\u3002\u53e6\u5916\uff0c\u4ea7\u54c1\u5ffd\u7565\u6838\u5fc3\u6570\u636e\uff1a\u7167\u7247\u672c\u8eab\u7684\u8d28\u91cf\u53ea\u662f\u5fc5\u8981\u6761\u4ef6\uff0c\u800c\u975e\u5145\u5206\u6761\u4ef6\u3002\u7167\u7247\u7684\u62cd\u6444\u573a\u666f\u3001\u7b11\u5bb9\u771f\u5b9e\u6027\u3001\u773c\u795e\u65b9\u5411\u7b49\u5fae\u4fe1\u53f7\u8fdc\u6bd4\u201c\u662f\u5426\u662f\u81ea\u62cd\u201d\u66f4\u5f71\u54cd\u5339\u914d\uff0c\u73b0\u6709\u7248\u672c\u4ec5\u7ed9\u51fa\u201c\u8fd1\u4f3c\u7684\u6d74\u5ba4\u81ea\u62cd\u201d\u8fd9\u79cd\u7c97\u7c92\u5ea6flag\uff0c\u4e13\u4e1a\u6027\u5c1a\u6b20\u706b\u5019\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u4ef7\u503c\u4e0a\uff0c\u5b83\u53ea\u505a\u6d41\u91cf\u5165\u53e3\u2014\u2014\u4e0d\u5356\u7167\u7247\u3001\u4e0d\u5356\u4f1a\u5458\uff0c\u53ea\u80fd\u901a\u8fc7\u4f18\u8d28\u5efa\u8bae\u79ef\u7d2f\u53e3\u7891\uff0c\u672a\u6765\u53ef\u80fd\u9700\u8981\u8f6c\u5411\u8ba2\u9605\u5236\u201c\u6df1\u5ea6\u5206\u6790+\u5b9e\u65f6\u5bf9\u8bdd\u6559\u7ec3\u201d\uff0c\u6216\u4e0e\u7ea6\u4f1a\u5e73\u53f0API\u5408\u4f5c\uff08\u4f46\u540e\u8005\u5927\u6982\u7387\u65e0\u516c\u5f00\u63a5\u53e3\uff09\u3002\u4e00\u53e5\u8bdd\uff1a\u5b83\u662f\u7ea6\u4f1a\u4ea7\u54c1\u7684\u5de5\u5177\u5316\u6807\u6746\uff0c\u8fd8\u9700\u6570\u636e\u98de\u8f6e\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\">Free Dating Profile Analyzer<\/span>\n <\/div>\n<div class=\"comment-content\">Most people don’t get more matches because of their age, height, or bio \u2014 it’s the photos. MatchShot scores your Tinder, Hinge, or Bumble profile in under 60 seconds: a 0\u2013100 grade, per-photo red\/green flags, a ranked lead-photo recommendation, and rewrites for weak Hinge prompts or Tinder bios. No account, no credit card, photos never sold or shared. Free.<\/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 MatchShot after watching a lot of people (myself included) get almost no matches for months and just assume it was them \u2014 their age, their job, “the algorithm” \u2014 when the real problem was staring out of six nearly-identical bathroom selfies.<\/p>\n<p>The core idea: roughly 80% of a swipe decision happens on your lead photo alone, in about two seconds. Everything else \u2014 bio, prompts, the rest of your photos \u2014 barely moves the needle if that first one is weak. So MatchShot does one thing well: it audits your photos (and your Hinge prompts\/Tinder bio, if you screenshot them) the way a trained profile coach would, and tells you specifically what to fix.<\/p>\n<p>You get:<\/p>\n<p>An overall 0\u2013100 profile score (Excellent \u2192 Rebuild)<br \/>\nEvery photo scored individually with concrete red\/green flags \u2014 not vague “looks good” feedback<br \/>\nA ranked order for which photo to lead with, which to cut<br \/>\nBio\/prompt rewrites if you upload screenshots<\/p>\n<p>It’s free, no sign-up required, and photos are never sold, shared, or used for anything beyond your own report \u2014 full deletion any time.<\/p>\n<p>Would genuinely love feedback from this community \u2014 especially if you try it and disagree with a score. That’s useful signal for me. \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The per-photo red and green flag breakdown is genuinely clever, way more useful than a single number. Nice that you didn’t gate the lead-photo ranking behind a sign-up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The lead photo recommendation was spot on, picked the one I’d actually had the best luck with. Glad the photos stay private too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ran my Hinge through it and the lead photo pick was actually the one I always get the most compliments on, weirdly accurate. The bio rewrite suggestions were pretty solid too, way better than what I came up with.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/HT3G43Z6SYDLP2\" class=\"app-title\">AudioPad \u2014 Free, Open Source<\/a><\/p>\n<div class=\"one-liner\">Play any sound through your microphone.\ud83c\udf99\ufe0f<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AudioPad \u662f\u4e00\u6b3e\u514d\u8d39\u5f00\u6e90\u7684\u8f7b\u91cf\u7ea7\u97f3\u6548\u677f\uff0c\u8ba9\u7528\u6237\u5728 Discord\u3001Zoom\u3001Teams \u7b49\u8f6f\u4ef6\u4e2d\u901a\u8fc7\u9ea6\u514b\u98ce\u64ad\u653e\u97f3\u9891\uff0c\u89e3\u51b3\u6e38\u620f\u6216\u76f4\u64ad\u65f6\u4f4e\u6210\u672c\u3001\u96f6\u5ef6\u8fdf\u53d1\u5e03\u641e\u602a\u97f3\u6548\u7684\u521a\u9700\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/a11ddde6-40af-42b7-aeda-f79faa5f4db0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Z9t20bHXiVI\"><source src=\"https:\/\/youtu.be\/Z9t20bHXiVI\" 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\/c22ec167-b2ec-40fd-a110-7f3756b7876b.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\">GitHub<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u97f3\u6548\u677f<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u5168\u5c40\u70ed\u952e<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u9ea6\u514b\u98ce<\/span><br \/>\n <span class=\"tag\">Discord\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5a31\u4e50<\/span><br \/>\n <span class=\"tag\">\u58f0\u97f3\u64ad\u653e<\/span><br \/>\n <span class=\"tag\">Windows<\/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\u5410\u69fd\u4ed8\u8d39\u97f3\u6548\u677f\u201c\u6bcf\u67089.99\u7f8e\u5143\u662f\u62a2\u94b1\u201d\uff0c\u8d5e\u8d4fAudioPad\u65e0\u5e7f\u544a\u3001\u65e0\u8d26\u6237\u8ffd\u8e2a\u3001\u514d\u8d39\u5f00\u6e90\u3002\u70ed\u952e\u8bbe\u7f6e\u76f4\u89c2\uff0c\u5ef6\u8fdf\u6781\u4f4e\u3002\u63d0\u51fa\u5bf9MacOS\u517c\u5bb9\u6027\u7591\u95ee\uff0c\u5e76\u8be2\u95ee\u4f4e\u5ef6\u8fdf\u4e0e\u591a\u5e73\u53f0\u517c\u5bb9\u7684\u6280\u672f\u96be\u70b9\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 AudioPad\u8e29\u4e2d\u4e86\u201c\u5a31\u4e50\u6d88\u8d39\u964d\u7ea7\u201d\u7684\u7cbe\u51c6\u8109\u640f\u3002\u5728\u4e3b\u6d41\u97f3\u6548\u677f\u8f6f\u4ef6\u7eb7\u7eb7\u8f6c\u5411\u8ba2\u9605\u5236\u6216\u6346\u7ed1\u4e91\u670d\u52a1\u65f6\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\u2014\u2014\u7528\u6700\u91ce\u86ee\u7684\u7c97\u53e3\u548c\u6700\u76f4\u767d\u7684\u53e3\u53f7\uff0c\u5411\u7528\u6237\u627f\u8bfa\uff1a\u4f60\u4eec\u8981\u7684\u4ec5\u4ec5\u662f\u201c\u80fd\u7528\u7684\u529f\u80fd\u201d\uff0c\u800c\u4e0d\u662f\u201c\u80fd\u6536\u94b1\u7684\u5e73\u53f0\u201d\u3002\u4ece\u4ea7\u54c1\u89d2\u5ea6\uff0c\u5b83\u6781\u5176\u514b\u5236\uff1a\u5168\u5c40\u70ed\u952e\u3001\u4f4e\u5ef6\u8fdf\u3001\u865a\u62df\u9ea6\u514b\u98ce\u517c\u5bb9\uff0c\u6bcf\u4e00\u4e2a\u529f\u80fd\u90fd\u4e25\u683c\u670d\u52a1\u4e8e\u201c\u5373\u5f00\u5373\u7528\u201d\u7684\u6838\u5fc3\u573a\u666f\uff0c\u6ca1\u6709\u5197\u4f59\u7684\u8d26\u53f7\u6216\u4e2a\u4eba\u4e3b\u9875\u3002\u8fd9\u79cd\u51cf\u6cd5\u54f2\u5b66\uff0c\u6070\u6070\u662f\u90a3\u4e9b\u5806\u780c\u201c\u521b\u4f5c\u8005\u529f\u80fd\u201d\u7684\u4ed8\u8d39\u8f6f\u4ef6\u6240\u7f3a\u5931\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u6cfc\u4e00\u76c6\u51b7\u6c34\uff1a12\u4e2a\u6295\u7968\u548c\u96f6\u70b9\u8d5e\u7684\u8bc4\u8bba\uff0c\u6697\u793a\u5176\u793e\u533a\u70ed\u5ea6\u76ee\u524d\u6781\u4f4e\u3002\u4ea7\u54c1\u89e3\u51b3\u7684\u867d\u662f\u521a\u9700\uff0c\u4f46\u6280\u672f\u95e8\u69db\u5e76\u4e0d\u9ad8\u2014\u2014\u5f00\u6e90\u4e16\u754c\u91cc\u4e0d\u4e4f\u7c7b\u4f3c\u7684\u811a\u672c\u6216\u8f7b\u91cf\u5de5\u5177\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u201c\u80fd\u5b9e\u73b0\u4ec0\u4e48\u201d\uff0c\u800c\u5728\u4e8e\u201c\u80fd\u6301\u7eed\u7ef4\u62a4\u591a\u4e45\u201d\u3002\u5f00\u6e90\u9879\u76ee\u6700\u6015\u70c2\u5c3e\uff0c\u5c24\u5176\u662f\u73a9\u7968\u6027\u8d28\u6781\u5f3a\u7684\u201c\u6076\u641e\u5de5\u5177\u201d\uff0c\u5f00\u53d1\u70ed\u60c5\u4e00\u65e6\u6d88\u9000\uff0c\u591a\u5e73\u53f0\u517c\u5bb9\u95ee\u9898\u5c06\u8fc5\u901f\u8150\u70c2\u3002\u53e6\u5916\uff0c\u7528\u6237\u5bf9MacOS\u7684\u8be2\u95ee\u66b4\u9732\u4e86\u8de8\u5e73\u53f0\u652f\u6301\u7684\u77ed\u677f\uff0c\u5982\u679c\u53ea\u505c\u7559\u5728Windows\u751f\u6001\uff0c\u90a3\u4e0d\u8fc7\u662f\u53c8\u4e00\u4e2a\u201c\u81ea\u5df1\u723d\u591f\u4e86\u5c31\u5f03\u5751\u201d\u7684\u73a9\u5177\u3002AudioPad\u7684\u4ef7\u503c\u4e0a\u9650\uff0c\u53d6\u51b3\u4e8e\u4f5c\u8005\u80fd\u5426\u628a\u201c\u4e3a\u7231\u53d1\u7535\u201d\u53d8\u6210\u201c\u793e\u533a\u5171\u5efa\u201d\u3002\u5426\u5219\uff0c\u5b83\u6700\u597d\u7684\u7ed3\u5c40\u5c31\u662f\u6210\u4e3aReddit\u4e0a\u4e00\u6761\u88ab3000\u4eba\u6536\u85cf\u3001\u4f46\u65e0\u4eba\u66f4\u65b0\u7684\u6000\u65e7\u5e16\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\">AudioPad \u2014 Free, Open Source<\/span>\n <\/div>\n<div class=\"comment-content\">AudioPad is a free, lightweight, open-source soundboard. Play audio through your microphone in Discord, Zoom, Teams, and games \u2014 with hotkeys and low latency.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Bro, I was SICK of paying for meme sounds.<br \/>\nLet’s be fr fr: you’re 3 hours deep in a sweaty Valorant queue, your squad’s getting clapped 11-3, and you NEED to drop the most unhinged Mia Khalifa sound bite to save the vibe. Like, STAT.<\/p>\n<p>But every soundboard app out here is on some straight-up clown shit. $9.99 a month???For what? A fancy MP3 player? Bro, that’s wild. Get TF outta here with that.<\/p>\n<p>And don’t even get me started on the “free” ones that lock half the good shit behind a paywall, or spam you with ads mid-ranked game. Like, bro, I’m trying to clutch a 1v5, not listen to a Raid Shadow Legends ad.<\/p>\n<p>No weird tracking. No accounts. No sketchy cloud shit. Just a simple ass program that does EXACTLY what you want: blasts funny sounds through your mic. That’s literally all we wanted. Is that too much to ask?<\/p>\n<p>So we made that shit. For me. For you. For us. For everyone who just wants to be chaotic and meme on their friends without pulling out a credit card. No cap.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The hotkey setup was surprisingly intuitive, and latency was basically nonexistent when I tested it in a Discord call. Definitely bookmarking this for streams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 tried AudioPad and the hotkey setup was way smoother than I expected, playback through my mic in Discord sounds clean with barely any lag.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it. Global hotkeys and dedicated volume sliders are fantastic \ud83d\udc4f<br \/>Trying it right now on my Fedora \ud83d\ude0a Does it work on MacOS too? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This made me laugh \ud83d\ude2d<\/p>\n<\/p>\n<p>Honestly, I respect the decision to keep this simple instead of trying to turn a soundboard into a “creator platform” with subscriptions, accounts, and cloud features nobody asked for. The open-source + no tracking approach is also a nice touch. For something that’s literally just supposed to play sounds through your mic, that’s exactly what I’d expect.<\/p>\n<\/p>\n<p>Curious… what was the hardest part technically? Getting low latency, virtual microphone compatibility, or making it work consistently across Discord, Zoom, Teams, and games?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n 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