\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-07-11<\/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 | 2026-07-11<\/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\/UFCXYL336A5QGC\" class=\"app-title\">Effects SDK<\/a><\/p>\n<div class=\"one-liner\">AI video & audio effects SDK for real-time apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">417<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Effects SDK\u4e3a\u5b9e\u65f6\u97f3\u89c6\u9891\u5e94\u7528\u63d0\u4f9b\u5728\u5ba2\u6237\u7aef\u672c\u5730\u8fd0\u884c\u3001\u65e0\u9700\u4e0a\u4f20\u6570\u636e\u5230\u670d\u52a1\u7aef\u7684AI\u89c6\u9891\u4e0e\u97f3\u9891\u7279\u6548\u89e3\u51b3\u65b9\u6848\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u96c6\u6210\u5ab2\u7f8eZoom\u3001Google Meet\u7684\u9ad8\u8d28\u91cf\u6548\u679c\uff0c\u89e3\u51b3\u81ea\u7814\u6280\u672f\u95e8\u69db\u9ad8\u3001\u6210\u672c\u9ad8\u548c\u9690\u79c1\u98ce\u9669\u5927\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\/0f98f1b7-fbf1-42d0-ba31-b7ff40b00e38.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f48e0e4-c8b2-49d8-b6fb-a4feb2ccbf84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c04a644e-7af1-488b-b491-87c5b5ea1efe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ea75b25-abb3-4785-921b-539da72c73b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3781fee-6ad0-453b-957e-82aa88f0d0c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e361800-89c0-428c-8bd3-b369e2419683.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ca5be4f-5981-4b8a-bb7a-2e4498318026.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70f7de0f-17f0-4214-9b76-addff7837370.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/2ecd9861-f0e8-4d60-87d4-a68515a9f50b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=uzx0Ww8Qrxg\"><source src=\"https:\/\/www.youtube.com\/watch?v=uzx0Ww8Qrxg\" 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\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">SDK<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u7279\u6548<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u97f3\u9891\u964d\u566a<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u7aef\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">WebGPU<\/span><br \/>\n <span class=\"tag\">WASM<\/span><br \/>\n <span class=\"tag\">\u97f3\u89c6\u9891SDK<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u80cc\u666f<\/span><br \/>\n <span class=\"tag\">\u7f8e\u989c<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u53d6\u666f<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/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\u5ba2\u6237\u7aef\u5904\u7406\u5e26\u6765\u7684\u4f4e\u5ef6\u8fdf\u4e0e\u9690\u79c1\u4f18\u52bf\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u8001\u65e7\u8bbe\u5907\u7684\u81ea\u9002\u5e94\u964d\u7ea7\u7b56\u7565\u3001\u591a\u7279\u6548\u53e0\u52a0\u65f6\u7684\u4e2d\u7aef\u624b\u673a\u6027\u80fd\u4e0e\u8017\u7535\u3001\u6a21\u5757\u5316\u96c6\u6210\u65b9\u6848\u53caAPI\u53ef\u8c03\u53c2\u6570\u3002\u521b\u59cb\u4eba\u56de\u5e94\u4e86\u52a8\u6001\u52a0\u8f7d\u4e0e\u8d28\u91cf\u9884\u8bbe\u673a\u5236\uff0c\u5e76\u6307\u51fa\u4e0d\u540c\u5782\u76f4\u9886\u57df\uff08\u6559\u80b2\u3001\u793e\u4ea4\u3001\u5546\u52a1\uff09\u5bf9\u7279\u6548\u9700\u6c42\u5dee\u5f02\u5927\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 Effects SDK\u5207\u4e2d\u4e86\u4e00\u4e2a\u975e\u5e38\u5fae\u5999\u4e14\u771f\u5b9e\u7684\u5e02\u573a\u75db\u70b9\uff1a\u5f53\u201c\u97f3\u89c6\u9891\u7f8e\u989c\u4e0e\u964d\u566a\u201d\u4ece\u9ad8\u7aef\u529f\u80fd\u6ca6\u4e3a\u7528\u6237\u9ed8\u8ba4\u671f\u5f85\u7684\u57fa\u7840\u8bbe\u65bd\u65f6\uff0c\u81ea\u7814\u7684\u95e8\u69db\u4e0e\u7ef4\u62a4\u6210\u672c\u5374\u4f9d\u7136\u9ad8\u4f01\u3002\u5176\u6700\u5927\u7684\u62a4\u57ce\u6cb3\u5e76\u975e\u67d0\u4e2a\u70ab\u9177\u7279\u6548\uff0c\u800c\u662f\u201c\u5168\u7ebf\u5ba2\u6237\u7aef\u8fd0\u884c\u201d\u8fd9\u4e00\u67b6\u6784\u9009\u62e9\u2014\u2014\u8fd9\u907f\u5f00\u4e86\u6602\u8d35\u7684GPU\u670d\u52a1\u5668\u6210\u672c\u4e0e\u654f\u611f\u7684\u9690\u79c1\u5408\u89c4\u95ee\u9898\uff0c\u582a\u79f0\u4e3a\u521d\u521b\u56e2\u961f\u91cf\u8eab\u5b9a\u5236\u7684\u201c\u7701\u94b1\u7701\u5fc3\u65b9\u6848\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u6cfc\u4e00\u76c6\u51b7\u6c34\uff1a\u4ea7\u54c1\u5b9a\u4f4d\u7a0d\u663e\u201c\u5927\u800c\u5168\u201d\uff0c\u4ece\u7f8e\u989c\u5230\u964d\u566a\u4e00\u9505\u7aef\uff0c\u6613\u5728\u5f00\u53d1\u8005\u5fc3\u4e2d\u7559\u4e0b\u201c\u91cd\u5ea6\u63a5\u5165\u201d\u7684\u9690\u5fe7\u3002\u8bc4\u8bba\u4e2d\u4e5f\u66b4\u9732\u4e86\u6838\u5fc3\u547d\u95e8\u2014\u2014\u591a\u7279\u6548\u53e0\u52a0\u65f6\u7684\u4e2d\u7aef\u8bbe\u5907\u6027\u80fd\u8868\u73b0\u3002\u867d\u8868\u793a\u91c7\u7528\u52a8\u6001\u52a0\u8f7d\u548c\u9884\u8bbe\u8d28\u91cf\u5206\u7ea7\uff0c\u4f46\u5b9e\u9645\u79fb\u52a8\u7aefGPU\u3001NPU\u7684\u788e\u7247\u5316\u751f\u6001\u8fdc\u6bd4\u684c\u9762\u590d\u6742\u3002\u6b64\u5916\uff0c\u4e0eZoom\u8fd9\u79cd\u201c\u65e2\u662f\u5ba2\u6237\u53c8\u662f\u5bf9\u624b\u201d\u7684\u5de8\u5934SDK\u5b58\u5728\u7ade\u4e89\u8fb9\u754c\u6a21\u7cca\uff0c\u540cWebRTC\u6df1\u5ea6\u7ed1\u5b9a\u4e5f\u589e\u52a0\u4e86\u5728\u975e\u6807\u51c6\u7ba1\u9053\u4e0a\u7684\u63a5\u5165\u6469\u64e6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff1a\u5b83\u505a\u4e86\u4e00\u4ef6\u201c\u5403\u529b\u4f46\u8ba8\u5de7\u201d\u7684\u4e8b\u2014\u2014\u628aAI\u63a8\u7406\u4ece\u4e91\u4e0a\u62c9\u56de\u672c\u5730\uff0c\u628a\u590d\u6742\u6027\u5c01\u88c5\u8fdbSDK\uff0c\u8ba9\u5f00\u53d1\u8005\u53ea\u5173\u5fc3UI\u4e1a\u52a1\u903b\u8f91\u3002\u4f46\u957f\u8fdc\u770b\uff0c\u5b83\u8981\u4e48\u50cfBytedance\u7684Effect Creato\u90a3\u6837\u8d70\u5411\u5e73\u53f0\u5316\uff0c\u8981\u4e48\u9762\u4e34\u56e0AI\u63a8\u7406\u82af\u7247\u5316\uff08\u5982\u624b\u673aNPU\u76f4\u63a5\u652f\u6301\uff09\u800c\u9010\u6e10\u88ab\u786c\u4ef6API\u8fb9\u7f18\u5316\u7684\u98ce\u9669\u3002\u6b64\u523b\uff0c\u5b83\u4ecd\u662f\u4e00\u628a\u8d81\u624b\u7684\u5feb\u5200\uff0c\u4f46\u4e0d\u662f\u672a\u6765\u7684\u94f6\u5f39\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\">Effects SDK<\/span>\n <\/div>\n<div class=\"comment-content\">Effects SDK helps developers add production-ready AI video and audio effects to web, desktop, and mobile apps. Add background blur, virtual backgrounds, smart framing, lighting correction, beautification, overlays, avatars, and real-time noise suppression \u2014 all running client-side, without sending video or audio to our servers.<\/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\u2019m Max, founder of Effects SDK.<\/p>\n<p>Most users now expect every video app to look and sound as polished as Zoom or Google Meet. But building real-time video and audio processing in-house is hard \u2014 segmentation, rendering, browser quirks, native platforms, audio processing, performance, and edge cases add up quickly.<\/p>\n<p>That\u2019s why we built Effects SDK.<\/p>\n<p>It helps developers add AI video effects and real-time audio noise suppression directly into their own apps \u2014 background blur, virtual backgrounds, smart framing, lighting correction, beautification, overlays, avatars, and clean audio.<\/p>\n<p>Everything runs client-side on the user\u2019s device, and the SDK works with existing video stacks like WebRTC, LiveKit, Twilio, Agora, Zoom Web SDK, or your own pipeline.<\/p>\n<p>We\u2019re also offering 3 months of free access for Product Hunt makers building real-time video or audio products.<\/p>\n<p>Would love your feedback, questions, and ideas \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>22<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxim_troshin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxim_troshin<\/a> Congrats on the launch, Max! \ud83d\ude80<\/p>\n<\/p>\n<p>As a fellow builder, the absolute biggest roadblock with real-time audio and video effects has always been the infrastructure dread. Processing AI models on server-side GPUs completely destroys your margins the second you try to scale. Shifting the entire processing payload client-side via WebGPU and WASM is a massive win for keeping burn rates low, keeping latency minimal, and keeping user privacy ironclad.<\/p>\n<p>The 3-month trial for the community is incredibly generous. I have two quick questions regarding implementation:<\/p>\n<ul>\n<li>\n<p>Adaptive Fallback Handling: How does the SDK handle older consumer laptops or legacy mobile devices that might struggle with heavy real-time inference? Does the engine automatically degrade gracefully (e.g., automatically dropping down from a high-fidelity virtual background to a low-overhead light blur), or do we need to write our own device-benchmarking logic to toggle presets?<\/p>\n<\/li>\n<li>\n<p>Custom Media Pipelines: If we are working outside of standard WebRTC wrappers like LiveKit or Agora and doing low-level manipulation on raw MediaStream tracks or custom canvas layers, how modular are the individual effect nodes?<\/p>\n<\/li>\n<\/ul>\n<p>This looks incredibly polished. Wishing you a massive launch week! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxim_troshin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxim_troshin<\/a> Congrats on the launch !!!<\/p>\n<\/p>\n<p>I love that everything runs on the user’s device. Privacy, lower latency, and avoiding server side GPU costs make this a compelling approach for teams building real time applications.<\/p>\n<\/p>\n<p>I’m curious, after working with customers, which effect do developers request the most? Is it background blur, noise suppression, smart framing, or has there been a surprise feature that’s become the clear favorite?<\/p>\n<\/p>\n<p>Wishing you and the team an amazing launch! \ud83c\udf89\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>me thinks the effect collection looks useful for many apps? could lightweight quality settings help developers support more devices easily?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alheri_murya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alheri_murya<\/a> Absolutely! We provide several quality presets so developers can balance visual quality and performance depending on the user\u2019s device. This makes it easier to support both high-end and lower-powered hardware with the same integration.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxim_troshin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maxim_troshin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxim_troshin<\/a> Love that everything runs client side. Huge win for privacy and latency. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elijah_vincent1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elijah_vincent1<\/a> Thank you! It was a major challenge for us, especially across different browsers, where performance is still far from native. We spent a lot of time optimizing the processing pipeline to keep everything running smoothly on-device.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anton_tushmintsev\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"anton_tushmintsev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anton_tushmintsev<\/a> How do you decide when adding another effect is actually worth it? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anton_tushmintsev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anton_tushmintsev<\/a> <a href=\"https:\/\/www.producthunt.com\/@ethanyoungl8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethanyoungl8<\/a> Let me answer for Anthony – he\u2019s on the way \ud83d\ude01<\/p>\n<p>Great question! We usually evaluate new effects from a few different angles:<\/p>\n<ol>\n<li>\n<p>We monitor larger platforms and follow the features they introduce. When we see a capability becoming widely adopted, we consider adding it to our SDK as well.<\/p>\n<\/li>\n<li>\n<p>We regularly talk with customers to understand which features are in demand in their products. Some customers also request custom development for specific use cases, such as person-absence detection.<\/p>\n<\/li>\n<li>\n<p>We brainstorm ideas internally, share them on our website and social channels, and collect feedback before investing heavily in development.<\/p>\n<p>In the end, an effect is worth adding when we see clear user demand, a strong use case, and enough value across multiple products.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxim_troshin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maxim_troshin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxim_troshin<\/a> Have you had anyone choose a simpler solution instead of this and why? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aurther_bella\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aurther_bella<\/a> We\u2019re currently seeing two opposite trends.<\/p>\n<p>On one side, some companies are moving away from open-source solutions such as MediaPipe Selfie Segmentation and choosing our SDK to get better quality, a broader set of effects, and ongoing technical support.<\/p>\n<p>On the other side, companies migrating to platforms like the Zoom SDK may stop using a separate effects SDK because Zoom already provides a fairly robust built-in solution.<\/p>\n<p>Our SDK may look complex because of the number of available features, but the actual integration is quite simple. On the web, for example, it usually takes only a few dozen lines of code. We also provide ready-to-use examples and integrations for platforms such as LiveKit, Cloudflare Meet, and the Zoom SDK.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@maxim_troshin we are helping new products by upvoting if need our team help let us know<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@maxim_troshin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maxim_troshin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxim_troshin<\/a> Was there ever a point where you felt the SDK was becoming too feature heavy?<\/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\/@lee_jay1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lee_jay1<\/a> Good question! Yes, definitely. As the feature set grew, we had to be careful not to make the SDK too heavy for every integration. That\u2019s why the largest components, such as AI models and WASM inference modules, are loaded dynamically, and developers can initialize only the effects they actually need.<\/p>\n<p>We\u2019re also considering separating the product into a core pipeline and a plugin-based architecture. The core would handle the rendering engine, layouts and composition, and inference integrations, while plugins would implement specific capabilities. These could include analysis and analytics features that don\u2019t modify the video, as well as visual effects that transform the output stream.<\/p>\n<p>This would make the SDK more modular and allow developers to include only the functionality relevant to their product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxim_troshin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maxim_troshin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxim_troshin<\/a> Do most developers actually use all these effects or just a handful? <\/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\/@pablo_ani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablo_ani<\/a> It depends significantly on the product niche. For education, virtual backgrounds, overlays, emojis, and custom layouts are usually the most popular. For business calls, users tend to prefer background blur, beautification, and low-light correction. For recording, color correction and filters are more common, while social media and streaming products often focus on avatars and virtual backgrounds.<\/p>\n<p>Generally, the demand looks something like this: background blur and replacement, beautification, low-light correction, and smart framing. Noise suppression is also highly popular across almost any product that includes video or audio calls.<\/p>\n<p>Overall, feature popularity keeps changing. New capabilities become more important as major platforms like Google Meet and Microsoft Teams introduce them. After some time, users begin to expect the same features in almost every communication service.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@maxim_troshin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maxim_troshin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxim_troshin<\/a> Which feature has delivered the biggest impact for your users so far? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hambali_salisu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hambali_salisu<\/a> Currently, I\u2019d say the most impactful features are background blur and replacement, along with noise suppression. They solve the most common problems users face during video and audio calls and improve the experience immediately.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>qq. can devs adjust the threshold levels for features like background blur intensity or noise suppression aggressiveness via the API? by the way congrats\ud83d\udc4f for launching <a href=\"https:\/\/www.producthunt.com\/@maxim_troshin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maxim_troshin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxim_troshin<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> Thank you! \ud83d\udc4f Yes, developers can adjust effect parameters through the API. Background blur intensity is configurable, noise suppression supports different sample rates and suppression strength levels, allowing developers to balance audio quality, performance, and processing aggressiveness.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks like a useful SDK for adding creative effects quickly. How simple is the setup for developers and does it work smoothly with existing apps?<\/div>\n<div class=\"comment-actions\">\n<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\/@hamza_afzal_butt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_afzal_butt<\/a> Thanks! The setup is designed to be straightforward. For the web version, a basic integration usually takes only a few dozen lines of code: you pass the existing camera stream to the SDK, enable the required effects, and receive a processed stream that can be used in your current WebRTC or video pipeline.<\/p>\n<p>For native platforms, we also provide ready-made integration wrappers for WebRTC builds. They handle the low-level work with raw video frames, so developers don\u2019t need to build the entire frame-processing pipeline themselves.<\/p>\n<p>We also provide examples and integrations for platforms such as LiveKit, Cloudflare Meet, and Zoom SDK. The heaviest resources, including AI models and WASM modules, are loaded dynamically, so applications only load what they actually use.<\/p>\n<p>From my experience, creating the application UI and designing the right user flow usually takes more time than integrating the SDK itself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>me enjoyed seeing so many effects in one SDK. Could developers enable only selected features to reduce app size? That would make integration more flexible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gaspard_dupuich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaspard_dupuich<\/a> Sure! The heaviest parts, such as AI models and WASM inference modules are loaded dynamically. So when a feature isn\u2019t used, its related resources aren\u2019t loaded, which helps reduce the initial app size and keeps the integration more flexible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this hold up performance-wise on mid-range mobile devices, especially when stacking multiple effects like background blur plus beautification at the same 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 latency compare to cloud-based alternatives like Zoom’s background blur, especially on mid-range mobile devices where processing power is more limited?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 well does it hold up on mid-range mobile devices, especially when stacking multiple effects like background blur plus noise suppression at the same 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>Does running all of this client-side mean there are noticeable CPU or battery drain issues on mobile, or have you found ways to keep performance smooth across devices?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 client-side performance hold up on lower-end mobile devices, especially when running background blur and noise suppression at the same 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> What’s the typical latency for the real-time audio effects? Asking as someone who runs a live music stream.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Client-side processing is a huge win for privacy, and the API looks clean enough to integrate in an afternoon. The real-time noise suppression actually held up well on a noisy laptop fan during my quick test.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The client-side approach makes the integration story especially interesting because performance becomes part of the product experience, not just an infrastructure detail. Beyond the quality presets and per-effect controls, do you expose any runtime signal that helps an app decide when to reduce effect complexity or disable a feature on weaker devices? That kind of graceful degradation seems important for products with a wide range of hardware.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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! Since everything runs client-side, curious what battery\/CPU looks like on mobile once you stack a few effects together, like blur and noise suppression running at the same 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 client-side processing hold up on lower-end mobile devices, especially for real-time effects like background blur and noise suppression together?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 fully client-side, nothing-hits-your-servers approach is what makes this appealing for a small team \u2014 no per-minute processing bill to worry about. As an indie dev building an audio-first app: can I pull in just the real-time noise suppression module on its own without the whole video pipeline, and roughly how much cold-start load does the WASM add on first use? Clean 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>How does performance hold up on lower-end mobile devices when running something like background blur plus noise suppression at the same time, and is there any fallback when the GPU isn’t capable?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Running everything client-side is a big plus. Privacy matters more than ever, so it’s great to see features like background blur and noise suppression without sending data to external servers. I’d be interested to know how it performs on lower-end devices.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Since Effects SDK runs entirely client-side, how does performance hold up on lower-end devices when you stack multiple effects together, like background blur plus noise suppression at the same 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>Real-time is the word that makes or breaks this for me. I cut a lot of screen-recorded product demos, and the effects I care about (blur, denoise, auto-captions) are cheap to run after the fact but brutal live. What’s the latency budget on the audio side before it drifts out of sync with the video? That’s usually where “real-time” quietly becomes “near-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>Client-side and on-device is exactly why I’d reach for this over a server-side pipeline \u2014 for a privacy-sensitive app it means the video frames never leave the browser. On the plumbing: what’s the added bundle weight, and does the segmentation model require WebGPU or is there a WASM\/CPU fallback for users on older machines? Trying to gauge how gracefully background blur degrades on a low-end laptop before wiring it into an existing WebRTC stack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Amazing work, congrats on the release! I’m currently using your previous SDK for virtual backgrounds in my app AlterCam, and it’s been a great experience. I’ll definitely be checking out and testing the new Effects SDK soon. Best of luck on Product Hunt! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how long does it take it deploy this app?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adamkamaneh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamkamaneh<\/a> It really depends on the platform and whether the UI and user flow are already prepared.<\/p>\n<p>For example, one of our fastest web integrations took only about four hours from the start of development to production.<\/p>\n<p>We also help customers with the initial integration, so the process is usually much faster and smoother.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Great project<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RMCYNJS7MULSBB\" class=\"app-title\">Cloudflare Drop<\/a><\/p>\n<div class=\"one-liner\">Drop your folder in browser & deploy instantly on Cloudflare<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">299<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cloudflare Drop \u8ba9\u4f60\u65e0\u9700\u6ce8\u518c\u8d26\u53f7\uff0c\u76f4\u63a5\u5c06\u6587\u4ef6\u5939\u6216\u538b\u7f29\u5305\u62d6\u5165\u6d4f\u89c8\u5668\uff0c\u5373\u53ef\u5728 Cloudflare \u5168\u7403\u7f51\u7edc\u4e0a\u79d2\u7ea7\u90e8\u7f72\u9759\u6001\u7ad9\u70b9\uff0c\u89e3\u51b3\u4e34\u65f6\u6f14\u793a\u6216\u5feb\u901f\u539f\u578b\u4e0a\u7ebf\u65f6\u7e41\u7410\u7684\u914d\u7f6e\u6d41\u7a0b\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\/db394f95-b60c-4978-baf3-c367e2d41c7b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/610c453d-9990-486e-806a-cf8bd17e2d72.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b361d10-d201-42a0-bd9e-d5e8a3c865e1.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\">Website Builder<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u9759\u6001\u7ad9\u70b9\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">CDN\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u4e34\u65f6\u7ad9\u70b9<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">Cloudflare\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u514d\u6ce8\u518c<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u6f14\u793a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u96f6\u95e8\u69db\u62d6\u62fd\u90e8\u7f72\u4f53\u9a8c\u3002\u4e3b\u8981\u7591\u95ee\uff1a1\uff0960\u5206\u949f\u65f6\u957f\u662f\u5426\u8fc7\u77ed\uff0c\u5982\u4f55\u8ba4\u9886\u8f6c\u4e3a\u6c38\u4e45\u9879\u76ee\uff1f2\uff09\u80fd\u5426\u81ea\u52a8\u6267\u884c\u6784\u5efa\uff08\u5982package.json\uff09\uff1f3\uff09\u5982\u4f55\u5e94\u5bf9\u6d41\u91cf\u7a81\u589e\u53ca\u5b9a\u4ef7\u7b56\u7565\uff1f4\uff09\u662f\u5426\u652f\u6301\u540e\u7eed\u96c6\u6210Git\u90e8\u7f72\u548cD1\u6570\u636e\u5e93\uff1f\u90e8\u5206\u7528\u6237\u53cd\u9988Cloudflare\u514d\u8d39\u5c42\u6027\u80fd\u826f\u597d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cloudflare Drop \u770b\u8d77\u6765\u662f\u4e00\u6b21\u6f02\u4eae\u7684\u201c\u51cf\u6cd5\u201d\u521b\u65b0\u2014\u2014\u780d\u6389\u4e86\u8d26\u53f7\u6ce8\u518c\u3001Git\u7ed1\u5b9a\u989d\u5916\u6b65\u9aa4\uff0c\u76f4\u51fb\u201c\u8ba9\u4ee3\u7801\u77ac\u95f4\u4e0a\u7ebf\u201d\u7684\u6700\u539f\u59cb\u9700\u6c42\u3002\u5bf9\u4e8e\u9891\u7e41\u5236\u4f5c\u6f14\u793ademo\u3001\u539f\u578b\u9a8c\u8bc1\u6216\u4e34\u65f6\u5de5\u5177\u9875\u9762\u7684\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u65e0\u7591\u662f\u6d88\u706d\u90e8\u7f72\u6469\u64e6\u7684\u6781\u81f4\u4f53\u9a8c\u300260\u5206\u949f\u7684\u81ea\u52a8\u9500\u6bc1\u673a\u5236\u65e2\u662f\u9632\u6ee5\u7528\u62a4\u57ce\u6cb3\uff0c\u4e5f\u6697\u793a\u4e86\u4ea7\u54c1\u660e\u786e\u5b9a\u4f4d\uff1a\u4e34\u65f6\u3001\u5feb\u901f\u3001\u4e00\u6b21\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u6b63\u6765\u6e90\u4e8e\u6b64\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u6700\u7280\u5229\u7684\u8ffd\u95ee\u76f4\u6307\u6838\u5fc3\uff1a\u201c\u8ba4\u9886\u540e\u80fd\u5426\u6210\u4e3a\u6807\u51c6Pages\u9879\u76ee\uff1f\u201d\u201c\u80fd\u5426\u8fd0\u884c\u6784\u5efa\u547d\u4ee4\uff1f\u201d\u8fd9\u8868\u660e\uff0c\u4e00\u65e6\u573a\u666f\u4ece\u201c\u5feb\u901f\u53d1\u5e03\u201d\u8de8\u8d8a\u5230\u201c\u6b63\u5f0f\u8fd0\u8425\u201d\uff0cDrop\u7684\u201c\u7b80\u964b\u201d\u5c31\u4f1a\u6210\u4e3a\u81f4\u547d\u77ed\u677f\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u89e6\u53d1\u5668\uff0c\u800c\u975e\u5b8c\u6574\u9879\u76ee\u5e73\u53f0\u3002\u5982\u679cCloudflare\u4e0d\u80fd\u5c06\u201cDrop\u77ac\u95f4\u201d\u65e0\u7f1d\u8854\u63a5\u5230Pages\u7684\u6c38\u4e45\u9879\u76ee\u3001CI\/CD\u7ba1\u9053\u53caD1\u6570\u636e\u5e93\u751f\u6001\u4e2d\uff0c\u90a3\u4e48Drop\u7ec8\u5c06\u53ea\u6ca6\u4e3a\u4e00\u4e2a\u82b1\u54e8\u7684\u201c\u95e8\u6237\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002\u4e0e\u5176\u8bf4\u8fd9\u662f\u4e00\u4e2a\u6210\u719f\u7684\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662fCloudflare\u751f\u6001\u7684\u4e00\u6b21\u7cbe\u5999\u5f15\u6d41\u7b56\u7565\u2014\u2014\u7528\u6781\u81f4\u7684\u4f4e\u6469\u64e6\u5438\u5f15\u7528\u6237\u5c1d\u9c9c\uff0c\u7136\u540e\u5f15\u5bfc\u5176\u8fdb\u5165\u66f4\u6df1\u7684\u4ed8\u8d39\u548c\u529f\u80fd\u9677\u9631\u3002\u5bf9\u4e8e\u7528\u6237\u800c\u8a00\uff0c\u4eab\u53d7\u8fd9\u201c60\u5206\u949f\u201d\u7684\u4fbf\u5229\u65f6\uff0c\u5fc5\u987b\u6e05\u9192\u5730\u610f\u8bc6\u5230\uff1a\u8fd9\u53ea\u662f\u4e00\u4e2a\u6fc0\u543b\uff0c\u4e0d\u662f\u957f\u8dd1\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\">Cloudflare Drop<\/span>\n <\/div>\n<div class=\"comment-content\">Drop a folder or zip. See your site live on Cloudflare’s global network in seconds. No account needed. Deployment is active for 60 minutes, then expires unless you claim it.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yeah Rohan! I consider myself as one of the Cloudflare’s biggest fan and deploying just by dropping a folder is amazing. 60 minutes sound like too short but I’m sure it’s more than enough. Thanks for hunting it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The dashboard layout is genuinely one of the cleanest I’ve used for managing DNS and security settings, everything feels like it’s exactly where you’d expect it to be.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>we run a handful of small static sites on cloudflare pages, all deploy on git push and the free tier hasn’t blinked. Drop looks like an even lower on-ramp. the thing i’d actually want to know before using it for real: once i claim a Drop, does it become a normal Pages project i can wire git deploys + D1 into, or is it a separate one-off?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Been using Cloudflare’s free tier for a side project and the speed boost was immediate, pages just feel snappier 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>Been using Cloudflare’s free tier on a few personal sites and the DNS speed boost was noticeable right away. Also love how quickly I can flip on firewall rules without digging through settings.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Set up took maybe ten minutes and the dashboard immediately showed my traffic getting blocked from sketchy IPs I didnt even know 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>How does the pricing actually scale for a site with moderate traffic – do you end up paying a lot once you cross into the next tier or is it pretty reasonable as you grow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 pricing actually scale for a small site that suddenly gets a traffic spike, or do you cap usage before that kicks in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The dashboard layout is genuinely one of the cleanest I’ve seen in the CDN space. Setting up DNS, firewall rules, and caching all from one sidebar without feeling cluttered took some real thought.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 free tier hold up under a sudden traffic spike, and at what point does it nudge you toward a paid plan?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Cloudflare has so many products bundled in now, where do you even start as someone just trying to speed up a small WordPress site and add basic DDoS protection without getting buried in enterprise features?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 Cloudflare for my small site and the setup was surprisingly painless. The dashboard makes it easy to toggle on the basic security and performance features without digging through docs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Cloudflare for a while now and the DNS speed bump alone was noticeable right away. Also love that the free tier covers way more than I expected for a small project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Dropping a folder and having it live in seconds with no account needed is exactly the kind of friction that should be gone for quick projects or demos. My real question is the same one raised in the comments: if the site has a build step (package.json), does it actually run the build, or just serve the files as-is? That’s what decides whether this is truly “instant” or only for simple static sites. The 60-minute lifespan also feels short, though I get it’s there to prevent abuse.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 pricing actually scale for a small site that’s starting to get more traffic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 drag-a-folder-and-it’s-live flow is exactly the friction I want gone for tiny side projects. What happens when there’s a build step though, does it serve the files as-is or will it run a build if it sees a package.json? Most of my throwaway projects need one npm build before they’re actually deployable, and that’s usually where “instant” stops being instant.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks incredibly frictionless! With no account required and an instant live link, how is the team mitigating the risk of abuse, like rapid-fire phishing campaigns or malicious hosting? Are there automated security scans happening on the .zip files before the 60-minute URL goes live?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the pricing actually scale for smaller sites compared to big enterprise customers, and are there any hidden caps on traffic or requests on the free tier that might catch you off guard?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@halilekinmn7y Ive been running a few projects on Cloudflare for some time now. Everything from smaller sites with 20 pages, and other huge sites with upwards og 3 million different pages. Both of these project run beautifully om Cloudflare free version. I do use a third parties for storage and database, but the overall hosting on cloudflare is just amazing. The project which includes around 3 million different pages, costed me like 110$ a month to run on Vercel. Cloudflare is absolutely the better alternative! \ud83e\udd29<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 pricing actually scale for a mid-size SaaS doing around 50M requests a month, and are there any gotchas when integrating with custom WAF rules alongside your existing CDN 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<\/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\/CM5E4ISOBLG6C2\" class=\"app-title\">San Fran Sim<\/a><\/p>\n<div class=\"one-liner\">A startup tycoon game<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">270<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>San Fran Sim \u662f\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u4e2d\u514d\u8d39\u8fd0\u884c\u3001\u65e0\u9700\u6ce8\u518c\u7684 SaaS \u521b\u4e1a\u6a21\u62df\u6e38\u620f\uff0c\u901a\u8fc7\u6a21\u62df\u4ece\u8f66\u5e93\u5230IPO\u7684\u70e7\u8111\u521b\u4e1a\u5386\u7a0b\uff0c\u8ba9\u7528\u6237\u5728\u4e0a\u624b\u5373\u73a9\u7684\u4f4e\u95e8\u69db\u4f53\u9a8c\u4e2d\uff0c\u6f5c\u79fb\u9ed8\u5316\u5730\u5b66\u5230MRR\u3001\u6d41\u5931\u7387\u3001LTV\u3001CAC\u7b49\u771f\u5b9eSaaS\u6307\u6807\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\/0cefa55e-0292-4bb6-b4af-b033ff186c29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/753dad5f-6c86-401d-b393-37a6c5c19cb3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3c5c68d-a7d3-421c-995b-432239b4e619.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79f59f64-5fac-4059-afe5-8acd6068027d.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\">Indie Games<\/span><br \/>\n <span class=\"tag\">Funny Games<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521b\u4e1a\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">SaaS\u6307\u6807<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u653e\u7f6e\u7ecf\u8425<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39<\/span><br \/>\n <span class=\"tag\">\u6bd2\u820c\u65c1\u767d<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u7a0b\u5e8f\u5458\u4f11\u95f2<\/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\u6e38\u620f\u80fd\u201c\u73a9\u7740\u5b66\u4f1aMRR\u548cCAC\u201d\uff0c\u6bd2\u820c\u65c1\u767d\u662f\u4eae\u70b9\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u4e00\u5c40\u65f6\u957f\uff08\u53ef\u65e0\u9650\uff0c\u94b1\u82b1\u5149\u6216\u88ab\u6536\u8d2d\u7ed3\u675f\uff09\u3001\u8fdb\u5ea6\u4fdd\u5b58\u65b9\u5f0f\uff08\u4f9d\u9760\u79cd\u5b50\u7801\uff0c\u4e0d\u652f\u6301\u65ad\u70b9\u7eed\u4f20\uff09\u3001\u6a21\u62df\u6df1\u5ea6\uff08\u6307\u6807\u52a8\u6001\u8ba1\u7b97\uff0c\u975e\u56fa\u5b9a\u516c\u5f0f\uff09\u3001\u53ca\u662f\u5426\u5305\u542b\u201c\u65e0\u804a\u7684\u5931\u8d25\u6a21\u5f0f\u201d\uff08\u6e38\u620f\u4ec5\u6a21\u62df\u4e86\u94b1\u82b1\u5149\u5373\u6b7b\uff09\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 San Fran Sim\u7684\u6210\u529f\u70b9\u5728\u4e8e\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e24\u4e2a\u7fa4\u4f53\u7684\u60c5\u7eea\uff1a\u4e00\u662f\u88ab\u201cSaaS\u5237\u5c4f\u201d\u641e\u5f97\u8eab\u5fc3\u4ff1\u75b2\u7684\u521b\u4e1a\u8005\uff0c\u4ed6\u4eec\u9700\u8981\u4e00\u79cd\u5e7d\u9ed8\u4e14\u4f4e\u6210\u672c\u7684\u5ba3\u6cc4\uff1b\u4e8c\u662f\u60f3\u4e86\u89e3\u521b\u4e1a\u4f46\u754f\u60e7\u67af\u71e5\u7406\u8bba\u7684\u65c1\u89c2\u8005\uff0c\u9700\u8981\u4e00\u79cd\u6e38\u620f\u5316\u7684\u5165\u95e8\u3002\u4ea7\u54c1\u8bbe\u8ba1\u975e\u5e38\u514b\u5236\uff0c\u514d\u8d39\u3001\u65e0\u6ce8\u518c\u3001\u6d4f\u89c8\u5668\u5373\u73a9\uff0c\u6d88\u706d\u4e86\u6240\u6709\u5c1d\u8bd5\u5fc3\u7406\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u523b\u610f\u4e3a\u4e4b\u7684\u201c\u8f7b\u201d\u4e5f\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4ece\u7528\u6237\u53cd\u9988\u770b\uff0c\u6700\u5927\u7684\u9690\u60a3\u662f\u6e38\u620f\u7f3a\u4e4f\u201c\u8fde\u7eed\u6027\u201d\uff08\u65e0\u5b58\u6863\u3001\u4f9d\u8d56\u79cd\u5b50\u7801\uff09\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5b83\u53ea\u80fd\u662f\u4e00\u4e2a\u201c\u5348\u4f11\u6740\u624b\u201d\uff0c\u800c\u65e0\u6cd5\u6210\u4e3a\u73a9\u5bb6\u4f1a\u6295\u5165\u6570\u5341\u5c0f\u65f6\u7684\u6df1\u5ea6\u7b56\u7565\u6e38\u620f\u3002\u65c1\u767d\u7684\u201c\u6bd2\u820c\u201d\u76ee\u524d\u4ec5\u505c\u7559\u5728\u5bf9\u64cd\u4f5c\u7684\u4e8b\u540e\u5632\u7b11\uff0c\u5c1a\u672a\u770b\u5230\u5176\u5bf9\u73a9\u5bb6\u7b56\u7565\u903b\u8f91\uff08\u5982\u4e3a\u4f55\u8981\u4f18\u5148\u4f18\u5316CAC\uff09\u8fdb\u884c\u5f15\u5bfc\u2014\u2014\u8fd9\u4f7f\u5f97\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u597d\u770b\u7684\u8ba1\u6570\u5668\u201d\uff0c\u800c\u975e\u771f\u6b63\u6709\u6548\u7684\u6559\u5b66\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u95ee\u9898\u662f\uff0c\u5b83\u5c06\u201c\u5931\u8d25\u201d\u7b80\u5316\u4e3a\u4e00\u79cd\u5e7d\u9ed8\u5c55\u793a\u548c\u201c\u94b1\u82b1\u5149\u5373\u6b7b\u201d\u7684\u7ed3\u5c40\u3002\u73b0\u5b9e\u521b\u4e1a\u7684\u5e73\u5eb8\u4e0e\u82df\u4e14\uff08\u5982\u7f13\u6162\u7684\u6b7b\u4ea1\u87ba\u65cb\u3001\u56e2\u961f\u7684\u5185\u90e8\u6d88\u78e8\uff09\u88ab\u523b\u610f\u56de\u907f\u4e86\u3002\u8fd9\u6216\u8bb8\u662f\u6e38\u620f\u6027\u4e0a\u7684\u5fc5\u8981\u53d6\u820d\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u5176\u201c\u5b66\u4e60\u771f\u5b9eSaaS\u201d\u7684\u627f\u8bfa\u53ea\u80fd\u5151\u73b0\u4e00\u534a\uff1a\u73a9\u5bb6\u80fd\u80cc\u4e0b\u516c\u5f0f\uff0c\u4f46\u5b66\u4e0d\u4f1a\u9762\u5bf9\u201c\u7f13\u6162\u5931\u8840\u201d\u65f6\u7684\u51b3\u7b56\u97e7\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u5b83\u662f\u4e00\u4e2a\u7cbe\u81f4\u3001\u6709\u8da3\u4e14\u6781\u5177\u4f20\u64ad\u6f5c\u529b\u7684\u667a\u529b\u73a9\u5177\uff0c\u4f46\u8fdc\u672a\u8fbe\u5230\u201c\u521b\u4e1a\u6a21\u62df\u5668\u201d\u7684\u6df1\u5ea6\u3002\u5176\u771f\u6b63\u7684\u5546\u4e1a\u4ef7\u503c\u4e0d\u5728\u4e8e\u6e38\u620f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u4f5c\u4e3a\u6781\u4f4e\u6210\u672c\u7684\u83b7\u5ba2\u6f0f\u6597\u2014\u2014\u540e\u7eed\u82e5\u80fd\u63a8\u51fa\u66f4\u6df1\u5ea6\u3001\u4ed8\u8d39\u7684\u201c\u5b8c\u6574\u7248\u201d\u6216\u201c\u6c99\u76d2\u6a21\u5f0f\u201d\uff0c\u624d\u80fd\u5b8c\u6210\u4ece\u201c\u5999\u8da3\u5c0f\u70b9\u201d\u5230\u201c\u6838\u5fc3\u4ea7\u54c1\u201d\u7684\u9636\u7ea7\u8dc3\u8fc1\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\">San Fran Sim<\/span>\n <\/div>\n<div class=\"comment-content\">Run a software startup from a garage to an IPO. Ship features, squash bugs, hire a team (and a dog), survive the burn rate, and learn real SaaS metrics inc. MRR, churn, LTV, CAC, while a dry announcer narrates your every mistake. Free, in your browser, no signup required.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH \ud83d\udc4b<\/p>\n<p>It’s Theme Hospital meets RollerCoaster Tycoon, set in a lovingly legally-distinct San Francisco (Goggle, Chirper, Hacker Mews). The sim under the hood is real: raise prices and conversion drops, ship without QA and bugs breed, a rival will undercut you to “free, for now.”<\/p>\n<p>It’s free, runs in the browser, no account. Every run has a seed you can share as a challenge. Would love your feedback! I’m here all day.<\/p>\n<p>Happy Saturday!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danielkempe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danielkempe<\/a> Theme Hospital and RollerCoaster Tycoon are absolute classics blending that specific management nostalgia with actual, harsh SaaS mechanics is a brilliant concept. Love the “legally-distinct” naming choices like Chirper and Hacker Mews, too. <\/p>\n<\/p>\n<p>The shareable seed mechanic is an awesome addition for a browser game. It completely opens the door for setting up community challenges or competing with friends to see who can survive the burn rate on the exact same starting parameters.<\/p>\n<\/p>\n<p>Quick question , when bugs start breeding due to skipping QA, is there a hidden “technical debt” penalty that compounds and slows down future feature deployment, or does the announcer just get progressively more savage?<\/p>\n<\/p>\n<p>Congrats on a super clean, friction-free launch! Happy Saturday! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danielkempe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danielkempe<\/a> Love the concept! \ud83d\ude80 Blending classic management gameplay with startup dynamics sounds both fun and insightful. Looking forward to trying it and seeing how different strategies play out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danielkempe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danielkempe<\/a> Congrats on the launch !<\/p>\n<\/p>\n<p>The Theme Hospital and RollerCoaster Tycoon inspiration immediately caught my attention. I love games where every decision has real tradeoffs instead of just bigger numbers.<\/p>\n<p>I’m curious, what’s the funniest or most unexpected strategy you’ve seen players discover that completely broke your expectations? Those emergent moments are usually what make simulation games so memorable.<\/p>\n<p>Wishing you an awesome launch and plenty of creative chaos! \ud83c\udfae\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can already imagine founders saying “just one more run” and suddenly losing an hour. \ud83d\ude04<\/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\">@bernard_lewis yes myself included haha.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">suuuuper cool !!<\/div>\n<div class=\"comment-actions\">\n<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\">@konstantimb thanks \ud83d\ude4f\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 dangerously relevant for <em>anyone<\/em> building a startup :))<\/p>\n<\/p>\n<p>The dry announcer narrating every bad decision might be the best part. learning MRR, churn, CAC, burn rate, pricing, hiring, and shipping tradeoffs through a game sounds much more memorable than reading another SaaS metrics guide. “A rival will undercut you to free, for now” also feels painfully accurate.<\/p>\n<p>I can already see myself hiring the dog before the company can afford it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone actually doing the startup thing, these games are either therapy or a personal attack, no in between. Does San Fran Sim model the boring failure modes (running out of runway, a cofounder walking, a launch that just flops quietly) or is it mostly the fun growth-curve fantasy? The unglamorous parts are the ones that would make me laugh.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@chielephant running out money and you\u2019re dead<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>played a quick round and the dry announcer calling out my churn mistakes had me laughing out loud. surprised how naturally it teaches MRR and CAC without feeling like a textbook.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Fun idea, I love these type of sim\/manager games, but I think there could be more tool tips or help to explain what things mean<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 shareable seed as a challenge is a lovely touch \u2014 Theme Hospital energy without any install friction. Since it runs in the browser with no account, does my run persist if I close the tab and come back to it later, or is the seed really the only way to pick things back up? Trying to work out whether this is a lunch-break-and-resume thing or best played in one sitting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 long does a typical playthrough take, and does the dry announcer’s commentary actually adapt based on the metrics you hit or is it kind of scripted throughout?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@adnan644914 could be forever unless you run out of money or get acquired.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 realistic is the SaaS metrics simulation – does it actually factor in growth rate assumptions or just keep the numbers feeling random as things scale?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>you can probably hook this up to the <a href=\"https:\/\/www.producthunt.com\/products\/yc-company-explorer\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"yc-company-explorer\" target=\"_blank\" rel=\"noopener\">@ExploreYC <\/a> API and get some real Y Combinator companies on the UI there – maybe an imaginative network hub with YC founders??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@konstantimb why not! I have the ad spots on the right for real companies<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Played a round and actually learned something about CAC payback without realizing it. The dry announcer roasting my hiring decisions is a nice 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ha, “the rollercoaster is your MRR chart” is painfully accurate. Gave it a quick go and it ran really smooth, nice implementation. I’m actually doing the startup thing right now, so it hits a bit too close to home. Gonna do a proper run in my free time. 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>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 deep does the simulation actually go on the metrics side – are churn and LTV calculated dynamically based on player decisions or do they follow fixed formulas?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@azra1125363 yes based on decisions, timing, competitors, all sorts<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am having fun so far. Seriously cool vibe with the look and feel. Well done.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@os_ishmael thanks man, it is surprisingly addictive.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 dry announcer calling out your CAC miss while you’re scrambling to ship a feature is a genuinely clever hook. love that it teaches SaaS metrics through actual pressure rather than a textbook.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how realistic the SaaS metrics actually get here \u2014 like does churn scale with the decisions you make or is it more of a fixed curve so you can learn the formulas without it feeling random?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@havinp3zp there are lots of mechanics built in that affect your churn, even so much as restocking the kitchen, which affects moral and therefore how much work gets done. Lots to learn when playing the game\/<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 concept. I think that I have never seen some “startup” game done in the form of a roadmap. For me innovative! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The dry announcer narrating your missteps is such a clever touch, turns every failed launch into something you actually laugh at instead of rage-quit over. Love that it teaches MRR and churn by making you feel them first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>finally something that makes SaaS metrics click without putting me to sleep. the dry announcer roasting my runway decisions genuinely got a laugh out of me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@poyrazsucu89403 give it a try and let<br \/>\nme know how it goes<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 dry announcer narrating your burn rate decisions is such a perfect touch, turns the usual dry metric lessons into something you actually want to keep playing. love that it runs in the browser with zero friction 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\">@sozbelent77500 indeedy do<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very cool. Reminded me of Kariosoft simulation games on mobile. $ 25000 capital is too much though to start the game. Any plans for mobile app?<\/div>\n<div class=\"comment-actions\">\n<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\">@roopesh_donde yes possibly\u2026 see how it pans out<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 game handle late-stage scaling challenges, like managing a large engineering team or dealing with investor pressure once you approach IPO territory?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 dry narrator is genuinely funny and caught me off guard, especially when my churn spiked because I got cocky with pricing. Nice touch teaching MRR and CAC in a way that actually sticks instead of a boring textbook.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>does the gameplay carry over between sessions or do you have to start from scratch in the garage every time you reload 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>does the burn rate change based on which features you ship, or is it a flat meter the whole 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 dry announcer roasting my churn rate while I forget to refill the coffee machine is genuinely funny. Also didn’t expect to learn what CAC actually feels like under pressure, school never did that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Played a round and the dry announcer cracking jokes while my runway hit zero genuinely made me laugh out loud. The MRR and churn meters actually click once you watch them shift with each ship.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 realistic are the SaaS metrics in this – does the burn rate and churn actually follow plausible math, or is it more arcade-style?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 dry announcer narrating your dumb decisions is genuinely hilarious, and watching the MRR ticker climb while my burn rate quietly murders me is weirdly educational. Caught myself actually thinking about CAC vs LTV while playing, which is not what I expected from a browser game about a garage startup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/GO2K4QI6BZIOYN\" class=\"app-title\">ChatGPT Work<\/a><\/p>\n<div class=\"one-liner\">Partner for your most ambitious work<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">200<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ChatGPT Work \u662f\u4e00\u4e2a\u80fd\u8de8\u5e94\u7528\u548c\u6587\u4ef6\u957f\u671f\u6267\u884c\u590d\u6742\u4efb\u52a1\u7684\u591a\u667a\u80fd\u4f53\uff0c\u5c06\u7528\u6237\u4ece\u201c\u63d0\u95ee-\u7b49\u5f85-\u624b\u52a8\u4f5c\u4e1a\u201d\u7684\u788e\u7247\u5316\u534f\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u5b9e\u73b0\u4ece\u76ee\u6807\u5230\u6210\u679c\u7684\u81ea\u52a8\u5316\u4ea4\u4ed8\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\/fe295c12-43bb-4b77-b6cd-9de77652c161.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\/5395b220-a425-4351-8b28-987799a99f59.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f650b781-a6f5-4401-b6f9-032fdf17df90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d07a4316-e177-47f5-8e18-21874675dd26.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a50f949-2304-491e-8b9e-47f71aaa28cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/874ec002-e12f-43c7-9a0c-6986687a9e1d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2cc463e-c705-4e22-ba1a-d90afb422fab.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\/68ba639f-4c89-43ea-aca9-3eaa9a953dd4.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=yRc5HcGJ-Cs\"><source src=\"https:\/\/www.youtube.com\/watch?v=yRc5HcGJ-Cs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI \u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">SaaS \u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u8f6e\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI \u5171\u4e8b\u5458<\/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\u6301\u4e45\u5316\u5904\u7406\u591a\u6b65\u9aa4\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u4f46\u5bf9\u6743\u9650\u63a7\u5236\uff08\u8de8\u5e94\u7528\u64cd\u4f5c\u662f\u5426\u9700\u8981\u9010\u9879\u5ba1\u6279\uff09\u3001\u4e0a\u4e0b\u6587\u4fdd\u6301\u4e0a\u9650\u3001\u957f\u65f6\u95f4\u4efb\u52a1\u662f\u5426\u89e6\u53d1\u4f7f\u7528\u9650\u5236\uff0c\u4ee5\u53ca\u624b\u673a\u4e0e\u684c\u9762\u7aef\u72b6\u6001\u540c\u6b65\u4e00\u81f4\u6027\u63d0\u51fa\u7591\u95ee\u3002\u4e5f\u6709\u7528\u6237\u5173\u6ce8\u65e0\u76d1\u7763\u6267\u884c\u65f6\u80fd\u5426\u9632\u6b62\u8bef\u5199\u5165\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 ChatGPT Work \u7684\u6807\u8bed\u201cPartner for your most ambitious work\u201d\u5e76\u975e\u7a7a\u6d1e\u7684\u8425\u9500\u8f9e\u4ee4\uff0c\u5b83\u7cbe\u51c6\u6355\u6349\u4e86\u5f53\u524d AI \u52a9\u624b\u4ece\u201c\u5bf9\u8bdd\u73a9\u5177\u201d\u5230\u201c\u751f\u4ea7\u529b\u4f19\u4f34\u201d\u7684\u8303\u5f0f\u8dc3\u8fc1\u3002200\u7968\u7684\u793e\u533a\u53cd\u9988\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u70b9\u7684\u771f\u5b9e\u9700\u6c42\uff1a\u7528\u6237\u4e0d\u518d\u6ee1\u8db3\u4e8e AI \u56de\u7b54\u5355\u6b21\u63d0\u95ee\uff0c\u800c\u662f\u5e0c\u671b\u5b83\u50cf\u4e00\u4e2a\u5408\u683c\u7684\u9879\u76ee\u52a9\u7406\u90a3\u6837\uff0c\u5728\u6570\u5c0f\u65f6\u5185\u5543\u4e0b\u6742\u4e71\u7684\u6570\u636e\u8868\u3001\u8de8\u5e94\u7528\u641c\u96c6\u4fe1\u606f\u5e76\u8f93\u51fa\u53ef\u7528\u6210\u679c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u60ca\u8273\u4e4b\u5904\u6070\u662f\u9690\u60a3\u6240\u5728\u3002\u6838\u5fc3\u5356\u70b9\u201c\u6301\u4e45\u5316\u201d\u8981\u6c42 AI \u5177\u5907\u5f3a\u5927\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u80fd\u529b\u548c\u51b3\u7b56\u8fb9\u754c\u2014\u2014\u5f53\u5b83\u5728\u4f60\u559d\u5496\u5561\u65f6\u81ea\u884c\u64cd\u4f5c\u6d4f\u89c8\u5668\u3001Gmail\u3001Slack \u751a\u81f3 Salesforce \u65f6\uff0c\u6743\u9650\u7f51\u683c\u7684\u9897\u7c92\u5ea6\u6210\u4e3a\u81f4\u547d\u77ed\u677f\u3002\u8bc4\u8bba\u533a\u591a\u6b21\u63d0\u53ca\u7684\u201c\u5ba1\u6279\u201d\u4e0e\u201c\u68c0\u67e5\u70b9\u201d\u95ee\u9898\uff0c\u66b4\u9732\u4e86\u5f53\u524d\u65e0\u76d1\u7763\u6267\u884c\u903b\u8f91\u5728\u5546\u4e1a\u573a\u666f\u4e2d\u7684\u4fe1\u4efb\u9e3f\u6c9f\uff1a\u4e00\u4e2a\u8bef\u5199\u7684 Salesforce \u5b57\u6bb5\u53ef\u80fd\u6253\u4e71\u9500\u552e\u6f0f\u6597\uff0c\u4e00\u6b21\u4e0d\u5f53\u7684\u90ae\u4ef6\u53d1\u9001\u53ef\u80fd\u635f\u5bb3\u5ba2\u6237\u5173\u7cfb\u3002\u6216\u8bb8\u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662f\u5fc3\u7406\u8865\u507f\uff1a\u7528\u6237\u4e3a\u201c\u4e0d\u5fc5\u76d1\u63a7\u6bcf\u4e2a\u6b65\u9aa4\u201d\u800c\u5174\u594b\uff0c\u4f46\u771f\u6b63\u7684\u4f01\u4e1a\u7ea7\u843d\u5730\u5fc5\u987b\u5f15\u5165\u53ef\u5ba1\u8ba1\u7684\u201c\u4eba\u7c7b-in-the-loop\u201d\u673a\u5236\uff0c\u81f3\u5c11\u5728\u5199\u5165\u6216\u53d8\u52a8\u8d44\u4ea7\u73af\u5883\u524d\u8bbe\u7acb\u8f6f\u6027\u68c0\u67e5\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u684c\u9762\u7aef\u201c\u5185\u7f6e\u6d4f\u89c8\u5668+\u7f16\u7801\u52a9\u624bCodex\u201d\u7684\u6574\u5408\u9887\u5177\u91ce\u5fc3\uff0c\u4f46\u624b\u673a\u4e0e\u684c\u9762\u7684\u72b6\u6001\u540c\u6b65\u662f\u5426\u80fd\u6ee1\u8db3\u201c\u5f00\u59cb\u4e8e\u901a\u52e4\uff0c\u5b8c\u6210\u4e8e\u5de5\u4f4d\u201d\u7684\u65e0\u7f1d\u4f53\u9a8c\uff0c\u4ecd\u7f3a\u4e4f\u6280\u672f\u7ec6\u8282\u3002\u5f53\u6240\u6709\u4eba\u90fd\u5728\u62a2\u505a\u201cAI \u540c\u4e8b\u201d\u65f6\uff0cChatGPT Work \u7387\u5148\u628a\u547d\u9898\u4ece\u201c\u66f4\u5feb\u5730\u56de\u7b54\u201d\u5347\u7ea7\u4e3a\u201c\u66f4\u8d1f\u8d23\u4efb\u5730\u5e72\u5b8c\u6d3b\u201d\uff0c\u8fd9\u662f\u503c\u5f97\u80af\u5b9a\u7684\u6218\u7565\u7a81\u56f4\u2014\u2014\u4f46\u522b\u8ba9\u957f\u671f\u8fd0\u884c\u7684\u751c\u5934\uff0c\u63a9\u76d6\u4e86\u6743\u9650\u5b89\u5168\u548c\u4e00\u81f4\u6027\u7684\u82e6\u5934\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\">ChatGPT Work<\/span>\n <\/div>\n<div class=\"comment-content\">ChatGPT Work is an agent that can take action across your apps and files, stay with a project for hours if needed, and turn a goal into finished work.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really excited to hunt <strong>ChatGPT Work<\/strong> on Product Hunt! \ud83d\ude80<\/p>\n<p>A few things that stood out to me:<\/p>\n<ul>\n<li>\n<p>\ud83d\udcf1 Start a task on your phone and pick it up later on desktop or web.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcbb Desktop can work across local files, apps, and a built-in browser.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd0c Connect tools like Slack, Google Drive, Gmail, Outlook, Teams, and Salesforce.<\/p>\n<\/li>\n<li>\n<p>\ud83c\udf10 Turn prompts into interactive dashboards, trackers, and web apps with Sites.<\/p>\n<\/li>\n<li>\n<p>\u23f0 Automate recurring work with Scheduled Tasks.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udc68\u200d\ud83d\udcbb Codex is now built into the desktop app for coding workflows.<\/p>\n<\/li>\n<\/ul>\n<p>Feels like a big step from “AI that answers questions” to “AI that actually helps move work forward.”<\/p>\n<p>Frankly not able to keep up with all new recent model updates and releases this week \ud83d\udc4f<\/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>So we’re officially from “AI assistant” to “AI coworker “. \ud83d\ude04 Now I just need it to survive Monday morning meetings too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally got it to research a client and draft a proposal while I made coffee, came back to something I actually didn’t hate editing. Curious how it handles messier workflows though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 focus on letting the agent actually persist on multi-hour projects rather than just answering a single prompt feels like a really thoughtful design choice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 actually keep working for hours without losing context or hitting some kind of usage cap<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 actually follows through on a multi-step task without me babysitting it. Had it pull data from a spreadsheet and draft a summary doc end-to-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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The agent actually stuck with a messy spreadsheet task for two hours and handed me a clean summary. Honestly didn’t expect it to follow through that long without me babysitting 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>Had it pull together a client brief from scattered Slack threads and a Drive folder, and it actually handed back a usable draft in under an hour. The “stay with it” part feels real, not just marketing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 way it sticks with a project for hours instead of bouncing you back every few minutes feels really well thought out. Most agents quit too early, so the persistence here is a standout choice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Had it research competitors and draft a slide outline while I grabbed coffee, came back to something actually usable instead of a wall of placeholder text. The cross-app part feels genuinely new.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 permissions when it needs to act across multiple apps, do I have to approve every single action or can I set it to run longer chunks on its own?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Can it stick with recurring tasks (content scheduling, file cleanup) unattended, or does it need a human check-in each 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Salesforce connector is the line that caught my eye \u2014 WinBidIQ scores federal opportunities daily, and the obvious next step is pushing the ones worth pursuing straight into a pipeline tool instead of a spreadsheet. Building that matching logic myself taught me the write side is where it gets hairy: creating\/updating the right record without duplicating or overwriting something a human already touched. Following on what Santino asked below about permission control \u2014 is there a review\/checkpoint before ChatGPT Work commits a write to something like Salesforce, or does it just execute once it’s decided on the action?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 shift from “assistant that answers” to “agent that carries a project for hours” is ambitious and powerful if it actually works. My biggest question, echoing others in the comments, is around permission control (what it can and can’t touch) and whether the phone-to-desktop handoff truly syncs state or just restarts from scratch. Without a checkpoint to pause\/review before irreversible steps, I’d be a bit nervous handing it real client work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the fact that it can actually stick with a project for hours instead of dropping context mid-task is wild, feels like the first agent that respects long workflows<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The phone-to-desktop handoff is the piece I’d test first: when I start a task on mobile and resume on desktop, does the in-progress state sync through my account, or does the desktop re-run it from the top? And do Scheduled Tasks fire server-side when my machine is asleep, or only while the desktop app is open? That local-vs-hosted line is what decides whether I can actually lean on the automation instead of babysitting 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>Nice one, been waiting for this. Very interested to see how token usage is. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 permissions when it needs to access files or apps across my workspace, and can I scope what it can touch so it doesnt go off and do something I didnt ask for?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@faruk1723009 by connecting with pushary, it will ping your device when it needs permissions for sensitive files.<\/p>\n<p><a href=\"https:\/\/pushary.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pushary.com<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The hours-long autonomy is exciting, but I’d love a way to step in and review or redirect the agent mid-task without killing the whole run. Something like a checkpoint that pauses for my input before a big irreversible step would make me way more comfortable handing off real client work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations \ud83c\udf8a <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/P6FDRIYTD7INCY\" class=\"app-title\">Kickbacks CLI<\/a><\/p>\n<div class=\"one-liner\">The terminal and Mac menu bar companion for Kickbacks.ai<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">159<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kickbacks CLI\u662f\u4e00\u4e2a\u7ec8\u7aef\u548cMac\u83dc\u5355\u680f\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u6253\u5f00\u6d4f\u89c8\u5668\u6216VS Code\uff0c\u5373\u53ef\u5b9e\u65f6\u67e5\u770bKickbacks.ai\u7684\u6536\u76ca\u72b6\u6001\u3001\u76f4\u64ad\u6536\u5165\u53ca\u5e7f\u544a\u5386\u53f2\uff0c\u89e3\u51b3\u9891\u7e41\u767b\u5f55\u67e5\u770b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/a9aca333-2069-4a16-8a5b-aa7e9f7b4c98.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/i9E2ToEQ65E\"><source src=\"https:\/\/youtu.be\/i9E2ToEQ65E\" 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\/cccb2388-20d9-4cba-8c22-921e352d6253.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d132c74e-23bc-4dc8-b616-688051b0a37a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41404343-5704-4871-9334-367b00748be8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f04372ad-ebde-4064-a4d3-2271061b2f65.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f99889d-94e6-45b7-ad60-cb5c57c3f7ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b629b438-7f11-4bf7-b794-b2b85d3b3c7b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af2b7865-ae51-42e2-907b-5c024a9dff31.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dfa762cc-74d2-46b2-af53-3edb862e6fee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28d70e5b-e46a-4d67-ad43-a1f14b2d8040.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9e033c7-e2dd-41c7-957f-372aae871509.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\">Advertising<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Mac\u83dc\u5355\u680f<\/span><br \/>\n <span class=\"tag\">\u6536\u76ca\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u5386\u53f2<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Kickbacks.ai<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u83dc\u5355\u680f\u548cCLI\u7684\u4fbf\u6377\u6027\uff0c\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u6536\u76ca\u6570\u636e\u5b9e\u65f6\u66f4\u65b0\u673a\u5236\uff08\u8f6e\u8be2\/\u6d41\u5f0f\uff09\u3001\u8ba4\u8bc1\u5b89\u5168\u6027\uff08Keychain\/\u660e\u6587\uff09\u3001API\u8c03\u7528\u9891\u7387\u9650\u5236\u3001\u79bb\u7ebf\u5904\u7406\u65b9\u5f0f\u3001\u7535\u6c60\u6d88\u8017\uff0c\u4ee5\u53ca\u83dc\u5355\u680f\u7248\u662f\u5426\u9700\u8981\u5355\u72ec\u4e0b\u8f7d\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 Kickbacks CLI\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u6570\u636e\u770b\u677f\u7684\u6700\u5c0f\u5316\u5c01\u88c5\u201d\uff0c\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u7528\u6237\u4e60\u60ef\u7684\u7cbe\u51c6\u6d1e\u5bdf\u3002\u5f53AI\u526f\u4e1a\u5de5\u5177\uff08\u5982Kickbacks.ai\uff09\u5c06\u6536\u76ca\u6570\u636e\u5c01\u95ed\u5728\u7f51\u9875\u4eea\u8868\u76d8\u4e2d\u65f6\uff0c\u5b83\u5236\u9020\u4e86\u201c\u6253\u5f00-\u767b\u5f55-\u67e5\u770b\u201d\u7684\u6469\u64e6\u3002\u5f00\u53d1\u8005\u5c06\u8fd9\u6761\u8def\u5f84\u538b\u7f29\u4e3a\u201c\u77a5\u4e00\u773c\u83dc\u5355\u680f\u201d\u6216\u201c\u6572\u4e00\u884c\u547d\u4ee4\u201d\uff0c\u76f4\u63a5\u51fb\u4e2d\u4e86\u9ad8\u9891\u67e5\u770b\u8005\u7684\u884c\u4e3a\u75db\u70b9\u2014\u2014\u8bb8\u591a\u8bc4\u8bba\u4e2d\u201cfinally\u201d\u4e00\u8bcd\u7684\u91cd\u590d\u51fa\u73b0\uff0c\u6b63\u662f\u8fd9\u79cd\u60c5\u7eea\u5171\u9e23\u7684\u8bc1\u660e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u8fd9\u4e2a\u4ea7\u54c1\u7684\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56Kickbacks.ai\u7684API\u7a33\u5b9a\u6027\u4e0e\u6570\u636e\u5f00\u653e\u5ea6\u3002\u8bc4\u8bba\u4e2d\u5927\u91cf\u5173\u4e8e\u8ba4\u8bc1\u65b9\u5f0f\u3001\u5237\u65b0\u9891\u7387\u3001\u79bb\u7ebf\u72b6\u6001\u7684\u8ffd\u95ee\u66b4\u9732\u51fa\u4e00\u4e2a\u5c34\u5c2c\u4e8b\u5b9e\uff1a\u5b83\u53ea\u662f\u4e00\u4e2a\u7b2c\u4e09\u65b9\u5ba2\u6237\u7aef\uff0c\u6838\u5fc3\u63a7\u5236\u6743\u5b8c\u5168\u63e1\u5728\u5e73\u53f0\u624b\u91cc\u3002\u82e5Kickbacks.ai\u8c03\u6574API\u7b56\u7565\uff08\u5982\u9650\u5236\u9891\u7387\u3001\u589e\u52a0\u8ba4\u8bc1\u590d\u6742\u5ea6\uff09\uff0c\u8fd9\u6b3e\u5de5\u5177\u77ac\u95f4\u5931\u6548\u3002\u6b64\u5916\uff0c\u4ee5159\u7968\u767b\u4e0aProduct Hunt\uff0c\u8bf4\u660e\u76ee\u6807\u7528\u6237\u7fa4\u6781\u5ea6\u5782\u76f4\u2014\u2014\u4ec5\u9650\u4e8e\u540c\u65f6\u4f7f\u7528macOS\u3001\u7ec8\u7aef\u3001\u4e14\u5728\u610fKickbacks\u6536\u76ca\u7684\u6781\u5ba2\u7fa4\u4f53\uff0c\u8fd9\u4e2a\u4e09\u89d2\u4ea4\u96c6\u51b3\u5b9a\u4e86\u5b83\u5f88\u96be\u51fa\u5708\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u5f62\u6001\u770b\uff0c\u5b83\u5b8c\u7f8e\u8df5\u884c\u4e86\u201cUnix\u54f2\u5b66\u201d\uff1a\u505a\u4e00\u4ef6\u4e8b\uff0c\u505a\u5230\u6781\u81f4\u3002\u4f46\u4e0e\u5176\u8bf4\u662f\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u4e2a\u201c\u4e2a\u6027\u5316\u7684\u81ea\u52a8\u5316\u811a\u672c\u201d\u7684\u9ad8\u7ea7\u5305\u88c5\u3002\u5bf9\u4e8e\u666e\u901a\u7528\u6237\uff0c\u83dc\u5355\u680f\u4e2d\u591a\u4e00\u4e2a\u6536\u76ca\u6570\u5b57\u5e76\u4e0d\u4f1a\u6539\u53d8\u5de5\u4f5c\u6d41\uff1b\u5bf9\u4e8e\u786c\u6838\u7528\u6237\uff0c\u4ed6\u4eec\u66f4\u53ef\u80fd\u81ea\u5df1\u5199\u4e2acurl\u811a\u672c\u3002\u56e0\u6b64\uff0cKickbacks CLI\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u662f\u4f5c\u4e3aKickbacks.ai\u751f\u6001\u7684\u201c\u7c98\u6027\u63d2\u4ef6\u201d\u5b58\u5728\u2014\u2014\u5b83\u4e3a\u5e73\u53f0\u589e\u52a0\u4e86\u4e00\u5c42\u201c\u65e0\u9700\u601d\u8003\u7684\u53ef\u89c1\u6027\u201d\uff0c\u4ece\u800c\u964d\u4f4e\u4e86\u7528\u6237\u6d41\u5931\u7387\u3002\u5bf9\u5f00\u53d1\u8005Gabe\u800c\u8a00\uff0c\u8fd9\u66f4\u50cf\u662f\u4e00\u6b21\u6210\u529f\u7684\u4e2a\u4eba\u54c1\u724c\u8425\u9500\uff1a\u7528\u4e00\u4e2a\u5c0f\u5de7\u4f46\u771f\u8bda\u7684\u5de5\u5177\uff0c\u8d62\u5f97\u793e\u533a\u8ba4\u540c\u548c\u65e9\u671f\u7528\u6237\u4fe1\u4efb\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\">Kickbacks CLI<\/span>\n <\/div>\n<div class=\"comment-content\">See your Kickbacks.ai status, live earnings, and ad history in the terminal and Mac menu bar.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I got tired of having to open\/look at Visual Code to see how much I was earning on <a href=\"https:\/\/www.producthunt.com\/products\/kickbacks-ai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kickbacks-ai\" target=\"_blank\" rel=\"noopener\">@Kickbacks.ai<\/a> so I built a CLI and Mac Menu bar tool to easily see how much I was making, the ads I saw, and which days, weeks, and months I earned the most.<\/p>\n<p>Feel free to leave feedback and hope folks enjoy \ud83d\ude42<\/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\">@gabe how much are you typically making??<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 compact two-line earnings view that lives in the terminal is a genuinely nice touch \u2014 one less dashboard tab to babysit. On the plumbing: does the CLI keep your Kickbacks token in the macOS Keychain or a plaintext dotfile, and does the menu bar app poll the API on an interval or hold a live connection for the real-time earnings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love that you brought live earnings and ad history into the terminal and menu bar instead of forcing a dashboard login. the mac menu bar presence especially is a small touch that makes checking numbers feel frictionless.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@kardelengk2rpc Mac Menu bar is \ud83d\udc4c<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gabe, this is such a builder move :))<\/p>\n<\/p>\n<p>Getting tired of opening VS Code just to check earnings, then casually shipping a CLI and menu bar app for it… honestly very on-brand. I really like how focused it is too: status, live earnings, ad history, and simple trends without adding unnecessary complexity. The Mac menu bar version is probably what I’d end up checking way too often \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@andrasczeizel thanks Andras!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that the menu bar app stays in sync with the CLI without a clunky refresh button, and the fact that I can pipe live earnings into other tools without copy-pasting from a dashboard. The little touches like a compact earnings view that fits in two lines of terminal real estate is a nice nod to people who actually live in their shell.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@veyselmentodzj appreciate the kind words!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a way to check my Kickbacks earnings without opening a browser. The menu bar widget is super handy and the CLI output is clean and fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally a way to check my kickbacks without opening another browser tab, the menu bar widget is exactly what i wanted. nice work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a way to check my kickbacks without opening yet another browser tab, the menu bar widget is genuinely handy when im working.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>does the earnings data refresh in real time or pull on a set interval, and do you support any kind of alert when a payout is queued or approved?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 the live earnings data, is it querying the Kickbacks API directly or screen-scraping somewhere? curious if there is any rate limiting i would hit if i leave it running in the menu bar all day<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the live earnings actually update, is it pulling from an API on a timer or streaming something real time? Also wondering what happens if you’re offline for a while.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 menu bar piece stay updated without me needing to refresh anything, and does it use a lot of battery on macOS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 way to check my kickbacks earnings without opening another browser tab, the menu bar widget is genuinely useful for someone like me who forgets to log in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that this lives in the menu bar instead of yet another browser tab. The decision to keep it terminal-first for the actual data view feels thoughtful, especially for folks already living in a shell all day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does this pull data directly from the Kickbacks API or do I need to authenticate each time I open it, and is the menu bar version a separate download?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 way to check my kickbacks without opening another browser tab. the menu bar widget is genuinely handy, though i wish the cli command was a bit shorter to type.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 mac menu bar part sync with the CLI – do they pull from the same backend or do I need to configure them 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>Does the menu bar version update in real time when new earnings come in, or do I have to manually refresh? Curious how chatty it would be running all day 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>the menu bar integration is such a clean touch, especially for creators who already live in the terminal all 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<\/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\/IYX6Y3TIIAIDM7\" class=\"app-title\">SoundPipe<\/a><\/p>\n<div class=\"one-liner\">SoundPipe is a mixing board for your Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">136<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SoundPipe\u662f\u4e00\u6b3eMac\u865a\u62df\u97f3\u9891\u8def\u7531\u5de5\u5177\uff0c\u901a\u8fc7\u53ef\u89c6\u5316\u63a5\u7ebf\u53f0\u8ba9\u7528\u6237\u5c06\u4efb\u610f\u5e94\u7528\u6216\u9ea6\u514b\u98ce\u7684\u97f3\u9891\u8f7b\u677e\u8def\u7531\u5230\u5176\u4ed6\u5e94\u7528\uff0c\u89e3\u51b3\u4e86macOS\u539f\u751f\u65e0\u6cd5\u7075\u6d3b\u5206\u914d\u548c\u76d1\u63a7\u97f3\u9891\u6d41\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\/3397526d-c7ac-422b-8232-38c0789992e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbd34f52-6f85-44a0-84c7-c08d53246d30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/450197a5-36ba-4bdc-998d-0d2afd182e83.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58489328-421a-4034-a5eb-318a91705750.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3af5100-be93-4504-b8fb-340253019e4d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/645c9781-6249-4f43-90ae-465c96ea1623.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\">Apple<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac\u97f3\u9891\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u97f3\u9891\u8bbe\u5907<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5206\u6d41<\/span><br \/>\n <span class=\"tag\">\u6df7\u97f3\u5668<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u63a5\u7ebf<\/span><br \/>\n <span class=\"tag\">\u76f4\u64ad\u5f55\u97f3<\/span><br \/>\n <span class=\"tag\">\u9ea6\u514b\u98ce\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u79f0\u8d5e\u5176\u201c\u53ef\u89c6\u5316\u63a5\u7ebf\u201dUI\u6bd4BlackHole\u66f4\u76f4\u89c2\uff0c20\u5206\u949f\u53ef\u91cd\u542f\u7684\u8bd5\u7528\u7b56\u7565\u83b7\u597d\u8bc4\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\uff1a\u8def\u7531\u8bbe\u7f6e\u662f\u5426\u8de8\u91cd\u542f\u6301\u4e45\u5316\uff08\u5df2\u786e\u8ba4\u53ef\u6301\u4e45\u5316\uff09\u3001\u662f\u5426\u652f\u6301\u591a\u58f0\u9053\uff08\u652f\u6301\u81f364\u901a\u9053\uff09\u3001\u80fd\u5426\u540c\u65f6\u7528\u4e8eDiscord\u548cOBS\uff08\u652f\u6301\u591a\u5e94\u7528\uff09\u3001\u5b9e\u65f6\u9ea6\u514b\u98ce\u8def\u7531\u7684\u5ef6\u8fdf\u8868\u73b0\uff08\u5ba3\u79f0<15ms\uff0c\u5f85\u7528\u6237\u5b9e\u6d4b\u53cd\u9988\uff09\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 SoundPipe\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u5e26UI\u7684\u9ed1\u6d1e\u201d\u2014\u2014\u5b83\u7cbe\u51c6\u6293\u4f4f\u4e86BlackHole\u514d\u8d39\u4f46\u64cd\u4f5c\u53cd\u4eba\u7c7b\u3001Loopback\u5f3a\u5927\u4f46\u4ef7\u683c\u529d\u9000\u7684\u5e02\u573a\u7f1d\u9699\u300210\u7f8e\u5143\u4e70\u65ad3\u53f0\u8bbe\u5907\u7684\u4ef7\u683c\u7b56\u7565\uff0c\u914d\u5408\u5168\u529f\u80fd\u9650\u65f6\u91cd\u5f00\u8bd5\u7528\uff0c\u582a\u79f0\u201c\u4ef7\u683c\u5c60\u592b\u201d\u5f0f\u7684\u8bda\u610f\u5b9a\u4ef7\uff0c\u76f4\u63a5\u51fb\u7a7f\u4e86\u4e13\u4e1a\u97f3\u9891\u8def\u7531\u8f6f\u4ef6\u7684\u5fc3\u7406\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff08\u865a\u62df\u97f3\u9891\u8bbe\u5907\u662f\u6210\u719f\u65b9\u6848\uff0c\u751a\u81f3macOS\u81ea\u5e26Audio MIDI Setup\uff09\uff0c\u800c\u5728\u4e8e\u201c\u4f53\u9a8c\u91cd\u6784\u201d\uff1a\u628a\u5e95\u5c42\u9a71\u52a8API\u7684\u590d\u6742\u6027\u548c\u914d\u7f6e\u8fc7\u7a0b\u5c01\u88c5\u6210\u4e00\u6839\u6839\u53ef\u62d6\u62fd\u7684\u865a\u62df\u8fde\u7ebf\uff0c\u8ba9\u539f\u672c\u9700\u8981\u67e5\u6559\u7a0b\u7684Audio MIDI Setup\u64cd\u4f5c\u53d8\u5f97\u50cf\u63d2\u62d4\u7269\u7406\u7ebf\u6750\u4e00\u6837\u76f4\u89c9\u5316\u3002\u8fd9\u79cd\u201c\u53cd\u4e13\u4e1a\u4e3b\u4e49\u201d\u8bbe\u8ba1\uff0c\u7cbe\u51c6\u547d\u4e2d\u4e86\u5927\u6279\u975e\u4e13\u4e1a\u97f3\u9891\u7528\u6237\u7684\u9690\u75db\u2014\u2014\u4e3b\u64ad\u9700\u8981\u628a\u6e38\u620f\u58f0\u548c\u9ea6\u514b\u98ce\u5206\u6d41\u8fdbOBS\uff0c\u8fdc\u7a0b\u5de5\u4f5c\u8005\u60f3\u7528AirPods\u540c\u65f6\u542c\u591a\u4e2a\u8bbe\u5907\uff0c\u64ad\u5ba2\u5236\u4f5c\u4eba\u60f3\u628a\u901a\u8bdd\u5f55\u97f3\u5355\u72ec\u5bfc\u51fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8b66\u60d5\u5176\u62a4\u57ce\u6cb3\u8106\u5f31\u6027\u3002\u6280\u672f\u4e0a\uff0c\u865a\u62df\u97f3\u9891\u9a71\u52a8\u5c42\u5e76\u975e\u72ec\u5bb6\uff0c\u4e00\u65e6\u82f9\u679c\u5728macOS\u539f\u751f\u97f3\u9891\u6846\u67b6\u4e2d\u52a0\u5165\u7c7b\u4f3c\u529f\u80fd\uff0c\u6216\u5c06Loopback\u964d\u4ef7\uff0cSoundPipe\u7684\u201cUI\u4f18\u52bf\u201d\u53ef\u80fd\u77ac\u95f4\u74e6\u89e3\u3002\u76ee\u524d\u8bc4\u8bba\u591a\u96c6\u4e2d\u5728\u57fa\u7840\u8def\u7531\u548c\u6301\u4e45\u5316\u95ee\u9898\u4e0a\uff0c\u5bf9\u9ad8\u7ea7\u6df7\u97f3\u573a\u666f\uff08\u5982AU\u63d2\u4ef6\u94fe\u3001\u591a\u58f0\u9053\u76d1\u542c\u77e9\u9635\uff09\u7684\u8ba8\u8bba\u9619\u5982\uff0c\u610f\u5473\u7740\u5b83\u76ee\u524d\u4ecd\u662f\u201c\u89e3\u51b380%\u7528\u623780%\u9700\u6c42\u7684\u5de5\u5177\u201d\uff0c\u800c\u975e\u4e13\u4e1aDAW\u7684\u66ff\u4ee3\u54c1\u3002\u957f\u671f\u770b\uff0c\u80fd\u5426\u901a\u8fc7\u793e\u533a\u79ef\u7d2f\u201c\u5e38\u7528\u8def\u7531\u9884\u8bbe\u6a21\u677f\u201d\uff08\u5982\u201c\u76f4\u64ad\u63a8\u6d41\u6a21\u677f\u201d\u201c\u64ad\u5ba2\u5f55\u97f3\u6a21\u677f\u201d\uff09\uff0c\u4ece\u5356\u5de5\u5177\u8fdb\u5316\u5230\u5356\u573a\u666f\u89e3\u51b3\u65b9\u6848\uff0c\u5c06\u662f\u5176\u80fd\u5426\u7a81\u7834\u5c0f\u4f17\u5de5\u5177\u5bbf\u547d\u7684\u5173\u952e\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\">SoundPipe<\/span>\n <\/div>\n<div class=\"comment-content\">SoundPipe creates virtual audio devices on your Mac so you can send audio from any app, or your microphone, to any other app.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! I’m Chris, the maker of SoundPipe.<\/p>\n<p>I built this because routing audio on a Mac always felt harder than it should be. I just wanted to listen to my mac, my iPad and my linux machine at the same time through my AirPods. This just isn’t possible natively.<\/p>\n<p>macOS still has no built-in way to send one app’s sound into another: no record button for what your Mac is playing, no way to pipe app audio into a call. The classic answers are BlackHole, which is free but leaves you hand-wiring multi-output devices in Audio MIDI Setup, or Loopback, which is wonderful but costs $99.<\/p>\n<p>SoundPipe is my attempt at the middle: virtual audio devices with a UI where every route is a visible wire, live meters on every channel, per-channel volume, and monitoring built in. The driver installs with one click (no terminal, no kernel extensions) and the whole path runs under 15 ms of latency at any sample rate your devices support.<\/p>\n<p>Pricing is super simple: $10 once, use it on up to 3 Macs, no subscription, no account. The trial is the full app in 20-minute sessions that you can restart forever, so you can be sure it works with your setup before paying.<\/p>\n<p>I’d genuinely love feedback, especially on use cases I haven’t covered: streaming setups, DAW workflows, weird hardware. I’ll be here all day answering questions.<\/p>\n<p>PS: for launch day (+ day after) it’s $7 instead of $10 with the code PRODUCTHUNT at checkout.<\/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\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> Nice, the “every route is a visible wire” UI is what BlackHole always missed, hand-wiring multi-output devices in Audio MIDI Setup is genuinely painful. One use case worth covering: piping a specific app’s audio into a browser tab for web-based recording\/streaming tools. Clean launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The 20-minute full-app trial you can restart forever is a good honesty signal, definitely better than the usual crippled-feature demo. Because it lets people prove it works on their exact setup before paying. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@artstavenka1 Thanks Art!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 visible-wire routing with live meters on every channel is what would pull me off BlackHole \u2014 hand-wiring multi-output devices in Audio MIDI Setup, you can never actually see what’s flowing. I’d use this mostly to record calls and screen captures: do the routes I set up persist across reboots and show back up as a stable input in OBS or Zoom on next launch, or is it a rewire each session?<\/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\/@leo404\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo404<\/a> Hey Leopold, yes they persist across reboots! Should be stable in OBS and Zoom 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>I love the visual wire concept reminds me of Reason or old-school analog patches, qq does the app support multi-channel audio output (like 5.1 or 7.1 mapping) ? congrats to ship <a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> Hey Vikram, it does, all the way up to 64 channels for a single virtual audio device! (couldn’t fit them all in the screenshot)<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4fb0ee26-c10e-47f5-b5fe-4c0f8708e5b7.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>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The visual routing approach makes this much easier to understand than traditional audio setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@diksha_makode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diksha_makode<\/a> Thanks Diksha!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does this work with Discord and OBS at the same time, or do I have to pick one app to receive the routed audio?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@muammer1177418\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muammer1177418<\/a> Yup works with multiple apps. Just select the virtual device as the input in however many apps you like<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a clean way to route my mic into OBS without the messy workarounds. Set it up in under a minute and it just works.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@yaren157570 Great to hear Yaren!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 something that routes my mic into OBS without a mess of cables or paid plugins. Setup took about two minutes and my stream audio just works 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>How does this handle latency when routing real-time mic input through to other apps, especially if I’m running multiple audio streams at once?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a clean way to route mic input into apps that don’t normally accept it, took about two minutes to set up and just worked. Super handy for screen recordings.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 me route mic input into apps like Logic without needing a mess of virtual cables. setup took like two minutes and it just worked.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The way it just shows up as a proper audio device in macOS feels really well thought out, no clunky workarounds or hidden menus to dig through.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this handle latency, especially when routing mic input to other apps in real 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>The clean way it shows up as a virtual device in Audio MIDI Setup feels really considered, like the team actually thought through what Mac users expect. Nice execution on something that could have been clunky.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 simple way to route my mic into OBS without the audio routing headache I usually deal with on Mac. Setup took about a minute and the latency seems low enough for calls.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 the audio actually routes between apps, is it something like an aggregate device or do I pipe the mic through its own channel. Trying to picture the setup before installing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 this play with apps that already have audio routing built in, like Zoom or OBS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 this handle latency in real time, like when you are routing a mic for a live stream or podcast recording?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@turgay847w\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@turgay847w<\/a> Hey Turgay so e2e latency of SoundPipe is on average 10ms, worst case it hits about 15ms.<\/p>\n<\/p>\n<p>Generally unnoticeable for most usecases<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 menu bar icon is a really nice touch, super minimal and fits right in with macOS. Love how lightweight it feels compared to other audio routing tools I’ve tried.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@smetnbbf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@smetnbbf<\/a> Thanks Ismet<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 producer this solves a real headache \u2014 getting a standalone synth or an iPad music app straight into Ableton without a hardware loopback cable. Quick q: can I route a DAW’s master back into an input channel on the same machine for internal resampling, or does feeding an app into itself get weird? The sub-15ms latency + per-channel meters look perfect for that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lennoxbeflying\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lennoxbeflying<\/a> Hey Ziang, so you should be able to no worries, as long as you dont end up routing that channel back into the soundpipe virtual audio device again (or else you get a feedback cycle!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 wanting proper per-app audio control on the Mac for years, the one system slider for everything drives me up a wall. Does SoundPipe let me route a single app’s output on its own, like sending Kontakt to one interface while everything else stays on my headphones? I run virtual instruments and the routing is the part macOS makes weirdly hard.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Hey Anthony, it does indeed. You can send just Kontakt to the virtual audio device (then wherever you like)!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how this handles latency when routing mic input live into something like a Zoom call? That kind of sync issue would be a dealbreaker for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@canancssc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@canancssc<\/a> Hey Canan, so overall e2e latency is typically 10ms, worst case 15ms. For Zoom this would be entirely unnoticeable!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Coming from a music background, I’d love to pipe clean app audio (a backing track or score playback) straight into a video call for remote lessons, instead of it going through the mic. Is that a solid use case for SoundPipe? The one-click driver with no kext is a big plus.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@tan_z_tan Yes for sure, exactly the sort of use case we built for!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BXWJ5N2SOHIZYX\" class=\"app-title\">Basedash SCIM<\/a><\/p>\n<div class=\"one-liner\">Your org changes. Access keeps up.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">134<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Basedash SCIM \u901a\u8fc7\u81ea\u52a8\u540c\u6b65\u4f01\u4e1a\u76ee\u5f55\u4e2d\u7684\u8eab\u4efd\u4fe1\u606f\uff0c\u5728\u5458\u5de5\u5165\u804c\u3001\u8c03\u5c97\u3001\u79bb\u804c\u65f6\uff0c\u81ea\u52a8\u66f4\u65b0\u7528\u6237\u4e0e\u7fa4\u7ec4\u6743\u9650\uff0c\u89e3\u51b3\u591a\u5e94\u7528\u8eab\u4efd\u7ba1\u7406\u788e\u7247\u5316\u4e0e\u6e05\u7406\u96be\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\/f5543b70-1435-427f-9fd0-6f35b25205f8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/l8c1pbUOf5A\"><source src=\"https:\/\/youtu.be\/l8c1pbUOf5A\" 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\/6a96d194-ec66-4b3f-821d-149666fa573f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/27504f08-e397-4665-9121-701aadf4721b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73936390-7c17-463f-af10-a6c8bb3fbb53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8bbe9c9d-3e62-46e5-90b0-070000845ddd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SCIM \u8eab\u4efd\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u8bbf\u95ee\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">RBAC<\/span><br \/>\n <span class=\"tag\">RLS<\/span><br \/>\n <span class=\"tag\">\u8eab\u4efd\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u79bb\u804c\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e93\u7ba1\u7406\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI \u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef SCIM + RBAC\/RLS \u7684\u5206\u79bb\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u80fd\u89e3\u51b3\u79bb\u804c\u6e05\u7406\u75db\u70b9\u3002\u4f46\u591a\u4f4d\u7528\u6237\u63d0\u51fa\u6838\u5fc3\u7591\u95ee\uff1a\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u80fd\u5426\u5904\u7406\u590d\u6742\u591a\u8868JOIN\uff1f\u5982\u4f55\u5904\u7406\u6df7\u4e71\u6216\u751f\u4ea7\u7ea7\u6570\u636e\u5e93\u4e2d\u7684\u810f\u6570\u636e\u4e0e\u4e0d\u89c4\u8303 Schema\uff1f\u5b9a\u4ef7\u5982\u4f55\u968f\u6570\u636e\u91cf\u6269\u5c55\uff1f\u90e8\u5206\u7528\u6237\u6d4b\u8bd5\u540e\u8868\u793a\u56fe\u8868\u751f\u6210\u8d28\u91cf\u4e0e\u4eba\u5de5\u7f16\u5199\u76f8\u5f53\uff0c\u4f53\u9a8c\u6d41\u7545\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Basedash SCIM \u7684\u63a8\u51fa\uff0c\u672c\u8d28\u4e0a\u4e0d\u662f\u4e00\u6b21\u529f\u80fd\u5347\u7ea7\uff0c\u800c\u662f\u4e00\u573a\u201c\u51c6\u5165\u95e8\u69db\u201d\u7684\u964d\u4f4e\u3002\u5b83\u76f4\u51fb\u4e86\u4e00\u4e2a\u5c34\u5c2c\u73b0\u72b6\uff1a\u8bb8\u591a\u4f18\u79c0\u7684\u5185\u90e8\u5de5\u5177\uff08\u5982\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u7684BI\u67e5\u8be2\uff09\u5728\u529f\u80fd\u4e0a\u4ee4\u4eba\u60ca\u8273\uff0c\u5374\u88ab\u4f01\u4e1a\u5b89\u5168\u5408\u89c4\u6d41\u7a0b\u5361\u6b7b\u5728\u8fb9\u7f18\u3002SCIM \u6b63\u662f\u4e3a\u8fd9\u7c7b\u5de5\u5177\u201c\u5f00\u9501\u201d\u7684\u94a5\u5319\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u4ef7\u503c\u770b\uff0c\u57fa\u4e8e\u8eab\u4efd\u7684\u81ea\u52a8\u540c\u6b65\u53ea\u662f\u57fa\u7840\uff0c\u5176\u7cbe\u5999\u4e4b\u5904\u5728\u4e8e\u660e\u786e\u533a\u5206\u4e86\u201c\u8eab\u4efd\u6cbb\u7406\u201d\uff08\u8c01\u6709\u7ec4\u7ec7\u7684\u8bbf\u95ee\u6743\uff09\u4e0e\u201c\u8d44\u6e90\u6743\u9650\u201d\uff08\u8c01\u80fd\u770b\u5230\u5177\u4f53\u6570\u636e\u884c\uff09\u3002\u5b83\u6ca1\u6709\u50cf\u5f88\u591a\u7ade\u54c1\u90a3\u6837\uff0c\u5c06 SCIM\u3001RBAC\u3001RLS \u7b80\u5355\u5730\u6346\u7ed1\u6210\u201c\u5b89\u5168\u5168\u5bb6\u6876\u201d\uff0c\u800c\u662f\u5141\u8bb8\u4f01\u4e1a\u5728\u5458\u5de5\u79bb\u804c\u540e\u53ea\u79fb\u9664\u7ec4\u7ec7\u6210\u5458\u8d44\u683c\uff0c\u5374\u4fdd\u7559\u6570\u636e\u5c42\u9762\uff08\u5982\u4eea\u8868\u677f\u3001\u67e5\u8be2\uff09\u7684\u5ba1\u8ba1\u4e0e\u6682\u5b58\u6743\u9650\uff0c\u8fd9\u79cd\u201c\u534a\u9000\u201d\u673a\u5236\u5728\u6d89\u53ca\u5408\u540c\u5de5\u3001\u9879\u76ee\u4ea4\u63a5\u65f6\u975e\u5e38\u5b9e\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u533a\u7684\u771f\u5b9e\u7528\u6237\u53cd\u9988\u66b4\u9732\u4e86\u66f4\u7280\u5229\u7684\u6096\u8bba\uff1a\u80fd\u6d88\u5316 SCIM \u7684\u5927\u4f01\u4e1a\uff0c\u6570\u636e\u5e93 Schema \u5f80\u5f80\u6781\u5176\u590d\u6742\u3001\u5145\u6ee1\u9057\u7559\u6c61\u57a2\u3002AI \u7684\u201c\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u201d\u4e0e\u201c\u7406\u89e3\u810f\u6570\u636e\u201d\u80fd\u529b\uff0c\u76ee\u524d\u4ecd\u505c\u7559\u5728\u6f14\u793a\u7ea7\u8868\u73b0\u3002\u5982\u679c AI \u65e0\u6cd5\u7a33\u5065\u5904\u7406\u590d\u6742 JOIN \u6216\u534a\u7ed3\u6784\u5316\u5185\u90e8\u6570\u636e\uff0c\u90a3\u5373\u4f7f\u8eab\u4efd\u7ba1\u7406\u518d\u4e1d\u6ed1\uff0c\u843d\u5730\u540e\u4f9d\u7136\u9700\u8981\u4e13\u4eba\u53cd\u54fa\u6570\u636e\u6e05\u6d17\uff0c\u5e76\u672a\u771f\u6b63\u6d88\u9664\u74f6\u9888\u3002Basedash \u771f\u6b63\u7684\u6311\u6218\u4e0d\u5728\u4e8e\u201c\u540c\u6b65\u8c01\u53ef\u4ee5\u8bbf\u95ee\u201d\uff0c\u800c\u5728\u4e8e\u201c\u8c01\u53ef\u4ee5\u771f\u6b63\u4fe1\u4efbAI\u7ed9\u51fa\u7684\u67e5\u8be2\u7ed3\u679c\u201d\u2014\u2014\u8fd9\u9879\u80fd\u529b\u624d\u662f\u4f01\u4e1a\u4ece\u201c\u8bd5\u7528\u8005\u201d\u8f6c\u5411\u201c\u4ed8\u8d39\u5ba2\u6237\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Basedash SCIM<\/span>\n <\/div>\n<div class=\"comment-content\">Basedash SCIM keeps workspace identity aligned with the directory your company already manages. As people join, change teams, or leave, users, groups, and organization memberships stay current\u2014reducing app-by-app cleanup and helping leaders answer who still has access. Together with SSO, RBAC, and RLS, it gives enterprise teams more confidence to roll Basedash out without turning identity administration into a bottleneck. Your org changes. Access keeps up.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, Max here from Basedash.<\/p>\n<p>Today we\u2019re launching SCIM provisioning: a way to keep Basedash identity aligned with the directory your company already manages.<\/p>\n<p>As companies grow, joiners, team changes, and departures create identity work in every application. SCIM lets those changes flow into Basedash, keeping users, groups, and organization memberships current. A departure deactivates organization membership; resource access remains governed separately through controls such as RBAC and RLS.<\/p>\n<p>We built this to make enterprise rollout feel controlled without making identity administration the bottleneck. Happy to answer anything.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a> Congrats on the launch. Querying a database in plain language and actually trusting the answer \u2014 plus comment threads right on the rows \u2014 is a real step up from most BI tools. Made you a quick launch video to celebrate, yours to use anywhere – including your PH media, where a video helps a launch succeed in here:<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=ay2HqXeELyk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=ay2HqXeELyk<\/a><\/p>\n<p>Made at <a href=\"https:\/\/foxplug.com\/?utm_source=producthunt&utm_medium=comment\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com\/?utm_source=producthunt&utm_medium=comment<\/a><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a> Congratulations on the launch! \ud83d\ude80 SCIM provisioning is a valuable addition for growing teams\u2014automating identity management while maintaining security and governance is a big step toward smoother enterprise adoption.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We spend a lot of time talking to enterprise customers, and SCIM is a recurring theme. As teams grow, manually managing users across tools doesn\u2019t scale. Now Basedash automatically stays in sync with your identity provider, so onboarding and offboarding are largely handled for you. Happy to answer any other questions or hear what you\u2019d like to see!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 the AI handle complex joins across multiple tables, or does it get confused once you move past simple single-table queries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 played around with Basedash after hearing about it for weeks and the natural language chart builder honestly surprised me the most. Plugged in a Postgres db, asked for weekly churn, and got a clean line chart in seconds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle complex joins across multiple tables when you describe them in natural language, and are there limits on how many rows it can process per query?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Connected my Postgres database in under a minute and asked it to show churn by signup month. Got a clean chart back with a surprisingly useful written summary. Wish more BI tools felt this straightforward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Connected our Postgres and asked it to show weekly active users broken down by plan. Got a clean chart in seconds and could refine it with a follow-up sentence. Way easier than firing up Metabase for a one-off 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle messy or inconsistent schemas when you point it at a real production database, or do you need to clean things up before connecting?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 data sources it has never seen before, like a weird internal database or a spreadsheet with merged cells and weird formatting? Curious how forgiving it is in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the AI handle messy or poorly documented schemas when you point it at a database it has never seen before?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 really like how Basedash turns a plain sentence into a working chart, that no-SQL magic trick feels impressively smooth and actually 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>how does the pricing scale as the dataset grows, and are there any limits on the number of rows or sources you can connect before the AI starts getting sluggish on the queries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>connected my postgres db and asked it to chart weekly active users and the chart actually matched what i’d write by hand. the natural language piece feels less gimmicky than i expected.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 SCIM + RBAC\/RLS separation is a clean call. a lot of tools conflate identity provisioning with access control and it creates a mess when someone departs mid-project. curious how you handle partial deprovisioning for contractors who are tied to active dashboards, any edge cases there? congrats on #6, 24 launches in is impressive staying power.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 place access always rots for us is offboarding, not onboarding. A contractor leaves and three tools still have them active two months later. Does the SCIM here cover clean deprovisioning across downstream apps, or is it mostly about pushing new users out? Curious how it handles the half-connected tools that don’t speak SCIM properly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 bit that decides a rollout for me is deprovisioning latency: when someone leaves or switches teams in the directory, does Basedash cut their access on the next SCIM sync cycle, or is there a near-real-time path? For a team standing up dashboards on live customer data, the gap between ‘left the company’ and ‘can still open the dashboard’ is the whole risk. Also curious whether group-to-role mapping is 1:1 or if you can express nested\/combined groups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hazy0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hazy0<\/a> it’s near-real-time on our end. As soon as your IdP pushes the membership change to Basedash we remove their access immediately so they can no longer read dashboards or ask questions to the AI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the AI handle more complex joins across multiple data sources, and is that included in the base plan or does it require a higher tier?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fatihfy3l\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fatihfy3l<\/a> all plans include our AI data analyst with its full capabilities including being able to do complex joins and analysis.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 postgres database and asked for a weekly active users chart – got a clean visualization in like 30 seconds without touching any SQL. The natural language piece actually works better than I expected.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Pulled it up to poke around and the natural language chart builder actually understood my messy request on the first try, which surprised me. Setup to connected data was quick and the dashboard looked clean without any fiddling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hayrunnisa69ve\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hayrunnisa69ve<\/a> awesome to hear, let me know if you have any questions getting started!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting to see a natural language interface paired with enterprise provisioning. It makes me wonder how the learning curve differs for new team members versus seasoned analysts when they first use 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\/@voltagegpu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@voltagegpu<\/a> we\u2019re building largely for enterprises, but UX and ease of use are a huge priority for us! Doesn\u2019t matter how big your company is, natural language is the easiest way for business users to ask questions and get answers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 postgres db and asked for a chart of weekly active users, got a clean visualization in seconds. The natural language piece feels polished, not just a wrapper.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 complex joins across multiple tables when you ask in natural language, does it just guess at the relationships or do you need to define them upfront?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ykwqej\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ykwqej<\/a> the AI builds its own context layer based on your schema to understand relations and context from raw data. Users can also create definitions to teach the AI how to deterministically calculate certain metrics or models.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One thing I’ve noticed with enterprise features like SCIM is that the technical implementation is often the easy part compared to getting companies to prioritize identity management before it becomes painful.<\/p>\n<p>Have you found SCIM to be something prospects actively ask for, or is it mostly a capability that helps remove blockers later in the sales process?<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aryan787544\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryan787544<\/a> it\u2019s a common requirement for bigger enterprises. If they need it they usually let us know \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hooked up our Postgres and asked it to chart weekly active users by plan, got a clean visualization back in seconds without touching SQL. Impressed it actually understood the relationships between tables without me hand-holding 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\/@kuzeyatmac1qeh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kuzeyatmac1qeh<\/a> glad to hear! Let me know if you have any other feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love to see a way to save and share prompt templates for common chart types. Our team keeps asking similar questions each week, and being able to save a “weekly revenue by plan” prompt with preset filters would save a lot of 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabriyepuvg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabriyepuvg<\/a> love it. We built skills and definitions to support this kind of workflow!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxmusing\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a> <a href=\"https:\/\/www.producthunt.com\/@kris_lachance\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kris_lachance\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kris_lachance<\/a> The offboarding path is the part most teams underestimate, that’s where access quietly rots. Auto-syncing group and org membership on every change, not just provisioning new users, is the hard part done right. That’s exactly what makes “who still has access” answerable. Nice work.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kris_lachance\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kris_lachance<\/a> <a href=\"https:\/\/www.producthunt.com\/@nishant_06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishant_06<\/a> thanks, totally agree. We want to make this totally seamless.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the split between org membership and resource access via RBAC\/RLS is the right seam. most SCIM implementations conflate the two and enterprises pay for it later.<\/p>\n<\/p>\n<p>real q: does the audit log preserve who was in the org at the moment a query ran or a dashboard was published? asking because compliance teams increasingly want “this insight was produced by this human on this date under these roles” as a first-class record and most tools reconstruct it after the fact.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> yup the audit log can trace who took what actions, like asking questions to the AI dat analyst, or creating a 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The natural language chart builder actually worked on the first try with a messy Postgres schema, which caught me off guard. Wish the dashboard sharing was a bit more polished though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hamdisdan2s3o\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamdisdan2s3o<\/a> glad to hear! Any specific feedback about how you\u2019d want dashboard sharing to work better? We\u2019re looking to improve it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HZFS6EYIVO6MSV\" class=\"app-title\">Breathing In Labour<\/a><\/p>\n<div class=\"one-liner\">A distraction-free breathing app for labor preparation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">123<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Breathing In Labour \u662f\u4e00\u6b3e\u6781\u7b80\u65e0\u5e7f\u544a\u7684\u547c\u5438\u8bad\u7ec3\u5de5\u5177\uff0c\u4e13\u4e3a\u5b55\u5987\u5206\u5a29\u51c6\u5907\u8bbe\u8ba1\uff0c\u901a\u8fc7\u89c6\u89c9\u53cd\u9988\u548c\u79d1\u5b66\u547c\u5438\u6cd5\u5e2e\u52a9\u7528\u6237\u5728\u5bab\u7f29\u65f6\u65e0\u9700\u8bb0\u5fc6\u3001\u53ea\u9700\u8ddf\u968f\u8282\u594f\u6765\u7f13\u89e3\u7126\u8651\u4e0e\u75bc\u75db\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\/03f5ba12-4dec-49d8-9d71-145b13ea561e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74ba43bd-6cfa-408b-92d9-2aa0d02da5ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73fb2ded-e827-4674-b6b9-31d877b4d387.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f9bdf10-d63b-4eba-ade8-cabf48357b9c.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\/e4c8c041-fe27-462b-982a-cbc15985a48f.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/Ruq4c6JhM2M\"><source src=\"https:\/\/youtube.com\/shorts\/Ruq4c6JhM2M\" 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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Parenting<\/span><br \/>\n <span class=\"tag\">Education<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5206\u5a29\u51c6\u5907<\/span><br \/>\n <span class=\"tag\">\u547c\u5438\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u6838\u5fc3\u529f\u80fd<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u5b55\u5987\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u51a5\u60f3<\/span><br \/>\n <span class=\"tag\">\u7126\u8651\u7f13\u89e3<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u624b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u591a\u6570\u7528\u6237\u79f0\u8d5e\u65e0\u5e7f\u544a\u3001\u65e0\u5f3a\u5236\u6ce8\u518c\u3001\u6838\u5fc3\u529f\u80fd\u514d\u8d39\u7684\u8bbe\u8ba1\u3002\u4e3b\u8981\u7591\u95ee\uff1aApp \u662f\u5426\u80fd\u81ea\u52a8\u9002\u914d\u5206\u5a29\u9636\u6bb5\uff1f\u662f\u5426\u63d0\u4f9b\u5b9e\u65f6\u97f3\u9891\u6216\u89e6\u89c9\u53cd\u9988\uff1f\u5f00\u53d1\u8005\u56de\u5e94\uff1a\u5b83\u662f\u4e00\u6b3e\u5b55\u671f\u7684\u7ec3\u4e60\u5de5\u5177\uff0c\u975e\u5206\u5a29\u65f6\u5b9e\u65f6\u5f15\u5bfc\uff1b\u652f\u6301\u624b\u52a8\u5207\u6362\u6a21\u5f0f\uff0c\u89e6\u89c9\u53cd\u9988\u9ed8\u8ba4\u5173\u95ed\u53ef\u5f00\u542f\uff0c\u8bed\u97f3\u5f15\u5bfc\u6b63\u5728\u5f00\u53d1\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Breathing In Labour \u5728\u201c\u5206\u5a29\u51c6\u5907\u201d\u8fd9\u4e2a\u9ad8\u5ea6\u5782\u76f4\u4e14\u60c5\u611f\u8106\u5f31\u7684\u9886\u57df\u4e2d\uff0c\u6253\u51fa\u4e86\u4e00\u5f20\u806a\u660e\u7684\u724c\u2014\u2014\u201c\u53cd\u4eba\u6027\u5546\u4e1a\u5316\u201d\u3002\u5f53\u7ade\u54c1\u62fc\u547d\u628a\u547c\u5438\u6559\u7a0b\u9501\u8fdb\u5e74\u8d39\u8ba2\u9605\uff0c\u628a\u754c\u9762\u585e\u6ee1\u5e7f\u544a\u548c\u7126\u8651\u8425\u9500\u65f6\uff0c\u5b83\u7528\u201c\u6781\u7b80+\u514d\u8d39\u6838\u5fc3+\u65e0\u8d26\u6237\u201d\u4e09\u677f\u65a7\u76f4\u63a5\u6233\u4e2d\u7528\u6237\u75db\u611f\uff1a\u5206\u5a29\u524d\u7684\u51c6\u7236\u6bcd\u6700\u4e0d\u9700\u8981\u7684\u5c31\u662f\u5728\u5bab\u7f29\u4e2d\u6478\u7d22\u5173\u95ed\u5e7f\u544a\u7684\u6309\u94ae\u3002\u4eceProduct Hunt \u7684123\u7968\u548c\u8bc4\u8bba\u533a\u201c\u7ec8\u4e8e\u6709\u4e00\u4e2a\u4e0d\u6298\u817e\u4eba\u7684app\u201d\u7684\u5171\u9e23\u6765\u770b\uff0c\u8fd9\u79cd\u51cf\u6cd5\u7b56\u7565\u7cbe\u51c6\u547d\u4e2d\u4e86\u76ee\u6807\u7528\u6237\u7684\u5fc3\u7406\u9608\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u7684\u6df1\u5ea6\u503c\u5f97\u62f7\u95ee\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u79cd\u201c\u6734\u7d20\u7684\u6559\u80b2\u5de5\u5177\u201d\u2014\u2014\u5c06\u745c\u4f3d\u3001\u51a5\u60f3\u4e2d\u5e38\u89c1\u7684\u547c\u5438\u6a21\u5f0f\uff08\u5982\u76d2\u5b50\u547c\u5438\u3001\u54c8\u6c14\uff09\u518d\u5305\u88c5\uff0c\u8f85\u4ee5\u6781\u7b80\u52a8\u753b\u548c\u79d1\u666e\u6587\u6848\u3002\u8fd9\u79cd\u6a21\u5f0f\u5728\u5b55\u65e9\u671f\u7ec3\u4e60\u4e2d\u6709\u6548\uff0c\u4f46\u6b63\u5982\u7528\u6237\u8d28\u7591\u7684\uff0c\u5b83\u5e76\u672a\u89e3\u51b3\u5206\u5a29\u73b0\u573a\u7684\u6700\u5927\u75db\u70b9\uff1a\u5b9e\u65f6\u81ea\u9002\u5e94\u5f15\u5bfc\u3002\u5f00\u53d1\u8005\u4e5f\u5766\u9648\u5176\u5b9a\u4f4d\u662f\u201c\u5b55\u671f\u9884\u6f14\u201d\uff0c\u800c\u975e\u201c\u4ea7\u7a0b\u4f34\u4fa3\u201d\u3002\u8fd9\u5f62\u6210\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u77db\u76fe\uff1a\u4ea7\u54c1\u540d\u5b57\u53eb\u201cBreathing In Labour\u201d\uff0c\u4f46\u771f\u6b63\u7684\u201c\u786c\u6838\u6218\u573a\u201d\uff08\u5206\u5a29\u4e2d\uff09\u5b83\u5374\u4e3b\u52a8\u9000\u573a\uff0c\u53ea\u63d0\u4f9b\u808c\u8089\u8bb0\u5fc6\u8bad\u7ec3\u3002\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u806a\u660e\u7684\u5e02\u573a\u5b9a\u4f4d\u9009\u62e9\uff1a\u907f\u514d\u4e0e\u4e13\u4e1a\u533b\u7597\u8bbe\u5907\u6216\u52a9\u4ea7\u58eb\u6307\u5bfc\u6b63\u9762\u7ade\u4e89\uff0c\u4f46\u540c\u65f6\u4e5f\u9650\u5236\u4e86\u81ea\u8eab\u7684\u5b9e\u7528\u4ef7\u503c\u548c\u4ed8\u8d39\u8f6c\u5316\uff08\u7528\u6237\u53ef\u80fd\u5728\u719f\u7ec3\u540e\u8fc5\u901f\u6d41\u5931\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u6a21\u5f0f\u8003\u91cf\u4e0a\uff0c\u201c\u6838\u5fc3\u514d\u8d39\u3001\u76ae\u80a4\u6536\u8d39\u201d\u7684\u7b56\u7565\uff08\u901a\u8fc7\u89c6\u89c9\u4e3b\u9898\u3001\u97f3\u666f\u3001\u81ea\u5b9a\u4e49\u547c\u5438\u6a21\u5f0f\u53d8\u73b0\uff09\u5f88\u806a\u660e\uff0c\u964d\u4f4e\u4e86\u5c1d\u8bd5\u95e8\u69db\uff0c\u4e14\u9488\u5bf9\u7684\u662f\u201c\u966a\u4f34\u611f\u201d\u800c\u975e\u201c\u529f\u80fd\u6027\u201d\uff0c\u7528\u6237\u5fe0\u8bda\u5ea6\u6216\u8bb8\u80fd\u4f9d\u9760\u60c5\u611f\u8fde\u63a5\u7ef4\u7cfb\u3002\u4f46\u957f\u671f\u770b\uff0c\u80fd\u5426\u6301\u7eed\u5438\u5f15\u7528\u6237\u4e3a\u201c\u6c1b\u56f4\u201d\u4ed8\u8d39\uff1f\u5982\u679c\u540e\u7eed\u4e0d\u52a0\u5165\u66f4\u667a\u80fd\u7684\u3001\u5982\u6839\u636e\u5bab\u7f29\u6a21\u5f0f\u52a8\u6001\u8c03\u6574\u7684\u7b97\u6cd5\u6216\u4e0e\u53ef\u7a7f\u6234\u8bbe\u5907\u8054\u52a8\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u7528\u8fc7\u5373\u5f03\u201d\u7684\u5b55\u671f\u5de5\u5177\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u80fd\u4f34\u968f\u7528\u6237\u5ea6\u8fc7\u6574\u4e2a\u5206\u5a29\u5468\u671f\u7684\u957f\u671f\u4f19\u4f34\u3002\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u628a\u597d\u5200\uff0c\u4f46\u5200\u5203\u78e8\u5f97\u8fd8\u4e0d\u591f\u950b\u5229\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\">Breathing In Labour<\/span>\n <\/div>\n<div class=\"comment-content\">Breathing In Labour is an educational, distraction-free alternative to cluttered and ad-heavy labor prep apps. It stands out by offering: 1. Built-in knowledge of proven breathing techniques for all stages of labor. 2. A hyper-minimalist interface with calming visual feedback to master breathing rhythms. 3. Zero ads or forced accounts to get in the way of your practice. 4. Core mechanics are 100% free to use.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Artur, maker of Breathing in Labour.<\/p>\n<\/p>\n<p>This started when my partner and I were preparing for birth: breathing is the<\/p>\n<p>one tool every birth class teaches, but during a contraction nobody remembers<\/p>\n<p>“inhale 4, exhale 8.” You need something to follow, not something to remember.<\/p>\n<p>So I built a breath coach you follow, not read \u2014 a calm animation paces every<\/p>\n<p>inhale, hold and exhale. It was born for labor, but the same techniques work<\/p>\n<p>for anyone: stress, anxious moments, falling asleep, box breathing at 3am with<\/p>\n<p>a newborn. If you breathe, it’s for you. \ud83e\udec1<\/p>\n<p>The part I’m most proud of: everything you actually need is free. All 7 guided<\/p>\n<p>techniques \u2014 Box, Up, Relaxation, “Haa” and Candle Blowing for early labor and<\/p>\n<p>everyday calm; Down and J-Shaped for the pushing stage \u2014 free, forever, no<\/p>\n<p>exercise paywall.<\/p>\n<p>\ud83d\udcd6 It teaches, not just paces. Every technique comes with the full context:<\/p>\n<p>what it’s for, when in labor to use it (early Stage I? between contractions?<\/p>\n<p>pushing?), step-by-step instructions and a visualization to hold onto \u2014 plus a<\/p>\n<p>guide on why breathing matters and how to practice, including together with<\/p>\n<p>your birth partner. You walk in knowing why you’re breathing this way, not<\/p>\n<p>just following shapes.<\/p>\n<p>Most breathing apps lock the breathing itself behind a subscription. I did the<\/p>\n<p>opposite: Premium only changes how the app looks and feels \u2014 audio soundscapes,<\/p>\n<p>color themes, and building your own custom breathing patterns. The core<\/p>\n<p>practice is never the product being sold.<\/p>\n<p>\ud83c\udf81 Want to try Premium anyway? We made a launch offer just for Product Hunt:<\/p>\n<p>open <a href=\"http:\/\/lebene.pl\/en\/producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">lebene.pl\/en\/producthunt<\/a> and you get the first 3 days of the subscription<\/p>\n<p>free (on iPhone the code redeems automatically in the App Store; on Android<\/p>\n<p>install first, then open that link).<\/p>\n<p>One honest tip: the offer starts a real subscription with the first 3 days<\/p>\n<p>free. If you just want to test it, cancel the subscription in your store<\/p>\n<p>settings right away, then go explore \u2014 you keep Premium for the full 3 days,<\/p>\n<p>and there’s nothing to forget later. Valid through July 18.<\/p>\n<p>I’d love feedback from everyone \u2014 parents, doulas, midwives, and anyone who’s<\/p>\n<p>ever needed to catch their breath. What would make this more useful for you? \ud83d\udc99<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>finally an app that skips the ads and accounts nonsense, just straight to the breathing. the visual rhythm guide actually helped me slow my breath down quickly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally something that actually feels calming instead of overwhelming, the minimalist rhythm visual is genuinely soothing during practice<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the app actually adapt the breathing pace to whatever stage of labor someone is in, or is it more of a static guide you have to manually switch 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>Love the no-ads approach, super refreshing for a birth prep app. Does the app guide you through each stage automatically or do you have to manually switch between early, active, and pushing phases during a contraction?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 app actually guide you through the different stages, like is there audio cues or just the visual feedback to follow along with?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The minimalist interface really does feel calming, and I love that the core breathing techniques are free without any sign-up hoops. The visual rhythm feedback helped me actually focus on slowing my breath instead of getting distracted.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 actually guide you through the breathing in real time, like is there audio cues or just the visual feedback to follow along?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 breathing visuals are really calming, especially during the contraction timing exercises. Wish more apps followed this no-ads, no-account approach for something this personal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 minimalist interface actually made it easier to focus on the breathing rhythm, which is what you need mid-contraction. Nice that the core stuff is free without forcing 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 choice to skip accounts and ads for something as vulnerable as labor prep shows real care for the user. love that the visual breathing feedback is the whole interface instead of buried under menus.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 minimalist design really helps you focus on the breathing rhythms without distractions. Surprised how calming the visual feedback feels during practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The minimalist visual feedback for breathing rhythms is such a thoughtful touch. Calm, uncluttered, and actually useful when you’re mid-contraction and need zero friction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Does the app guide you through each contraction in real time during labor, or is it more of a practice tool you use beforehand to build the breathing habits?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@egemensnme99249\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@egemensnme99249<\/a> thank you for your question. App is designed as a training tool for pregnancy rather than something to rely on during labor itself. Pregnancy gives you weeks or even months to practice different breathing techniques until they become familiar and feel natural.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>No ads, no forced account, free core mechanics on a labor app is a real flex. That whole category usually holds your breathing hostage behind a signup, so good on you for not doing it. My actual question is about the moment of use. Mid-contraction, nobody is studying a screen. How does the visual feedback carry when someone can barely look at it? Curious whether you leaned on haptics or a sound cue so the rhythm still lands with eyes closed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 so much for the kind words! The app is primarily designed for practicing breathing during pregnancy, so that during labor it becomes muscle memory rather than something you have to think about. For using it with your eyes closed, you can enable haptic feedback in the settings (it’s off by default). We’re also currently working on adding voice guidance to make hands-free practice even easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First off Congratulations on launching the app! When I used the it the UI felt like it is genuinely well thought and does calm people down. The mock up labor stages are a great way to prep yourself for the real deal. I have used many meditation apps before and I have to say this was the most simple yet effective. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sonal_waghchoure\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sonal_waghchoure<\/a> Thank you so much! I’m really glad you found it simple, calming, and effective. I truly appreciate your kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 minimalist interface really helped me focus on the breathing patterns without distractions, and the calming visual feedback makes practicing feel almost meditative. Nice to see a labor prep app that respects your time and attention.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@birsenu6d2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@birsenu6d2<\/a> Thank you for your kind words! We’re delighted to hear that the minimalist design and calming visual feedback helped create a focused, almost meditative experience. Making labor preparation simple, supportive, and free from unnecessary distractions has always been our goal. We truly appreciate your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The minimalist interface really helped me focus on the breathing rhythms without distractions. Loved that the core features are free with no signup required, makes it easy to actually practice daily.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nuranasilsoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuranasilsoy<\/a> Thank you so much! We’re really happy to hear that the minimalist interface helped you stay focused on the breathing rhythms. We also strongly believe that essential breathing practice should be easy to access, which is why we made the core features free and available without creating an account. Thanks for your support\u2014it truly means a lot to us!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the app actually guide you through the different stages of labor in real time, since labor itself is pretty unpredictable in length and intensity?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zelihadogruyer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zelihadogruyer<\/a> That’s a great question! Our app isn’t designed to track or adapt to labor in real time. Instead, its main purpose is to help women <strong>practice breathing techniques before labor<\/strong>, so they become familiar and feel more natural when the big day arrives. The app offers breathing patterns inspired by different stages of labor, allowing users to build confidence and muscle memory through regular practice. During labor, every experience is unique, so we see the app as a preparation tool rather than a real-time labor coach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 app actually cue the breathing patterns during a contraction when you might not be able to look at the screen, especially if the visual feedback is the main guide?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@efekhlg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@efekhlg<\/a> That’s a great question! The app is designed primarily as a training tool for pregnancy rather than something to rely on during labor itself. Pregnancy gives you weeks or even months to practice different breathing techniques until they become familiar and feel natural.<\/p>\n<p>During labor, we actually recommend putting the phone away and focusing on your body and the guidance of your midwife or healthcare team. If they suggest a specific breathing technique, there’s a good chance you’ll already know it from practicing with the app beforehand. Our goal is to help build that confidence and muscle memory before the big 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>The minimalist interface actually made it easier to focus on my breath instead of fiddling with settings. Surprised the core features are genuinely free with no sign-up walls to jump through.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alt_noz56283\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alt_noz56283<\/a>Thank you so much for your kind words! As the creators of the app, we made a conscious decision to focus first on helping and educating people, which is why the core features are free and available without sign-up barriers. We only charge users who choose to personalize and configure the app with additional features to fit their own needs.<\/p>\n<p>This project is especially close to our hearts because my wife was pregnant while we were building the app\u2014and she was using it herself throughout her pregnancy. That experience helped us shape every detail with expectant mothers in mind. Our goal was to create something that would genuinely support women during pregnancy and be a trusted companion on their journey.<\/p>\n<p>If there’s one thing we hope for in return, it’s that people who find the app helpful will support us by leaving a positive rating and review on the App Store or Google Play. It means a great deal to a small independent team like ours and helps more parents discover the app. Thank you for being part of that journey!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/EW27MBPYNFJ3TE\" class=\"app-title\">Trailsense<\/a><\/p>\n<div class=\"one-liner\">See where people are hiking, without cameras<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">30<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Trailsense\u901a\u8fc7\u592a\u9633\u80fd\u8282\u70b9\u55c5\u63a2Wi-Fi\u63a2\u9488\u8bf7\u6c42\uff0c\u5728\u4e0d\u4f7f\u7528\u6444\u50cf\u5934\u6216\u5b89\u88c5App\u7684\u60c5\u51b5\u4e0b\uff0c\u4e3a\u5f92\u6b65\u8def\u5f84\u7ba1\u7406\u90e8\u95e8\u63d0\u4f9b\u533f\u540d\u5316\u7684\u4eba\u6d41\u5bc6\u5ea6\u8d8b\u52bf\u6570\u636e\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/29295a85-b01e-4388-8f21-d3c78a40bad6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/y5kIXyOizRY\"><source src=\"https:\/\/youtu.be\/y5kIXyOizRY\" 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\/ba42e6f3-34bc-4d4e-a54a-11e73c560a71.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\/60b7de78-339b-408c-b985-297fcd757584.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\/c0ca3148-4c08-4c97-bde4-9e135bb31676.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\/86300d94-8b9f-4fa8-88d9-67bb704c5c07.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\/712d2ddd-3cce-4998-86cf-bead66600ca9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8838a6b6-8eed-4e7b-a011-dfbeb87ba731.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Nature & Outdoors<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f92\u6b65\u8def\u5f84\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">Wi-Fi\u63a2\u9488\u8ba1\u6570<\/span><br \/>\n <span class=\"tag\">\u533f\u540d\u5316\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u592a\u9633\u80fd\u786c\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4eba\u6d41\u70ed\u5ea6\u56fe<\/span><br \/>\n <span class=\"tag\">\u667a\u6167\u65c5\u6e38<\/span><br \/>\n <span class=\"tag\">\u043c\u0443\u043d\u0438\u0446\u0438\u043f\u0430\u043b\u0438\u0442\u0435\u0442\u6570\u636e\u770b\u677f<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u56fa\u4ef6<\/span><br \/>\n <span class=\"tag\">MAC\u5730\u5740\u6307\u7eb9\u53bb\u91cd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u591a\u6570\u8bc4\u8bba\u8ba4\u53ef\u65e0\u6444\u50cf\u5934\u3001\u65e0App\u7684\u9690\u79c1\u4f18\u5148\u8bbe\u8ba1\uff0c\u4f46\u5bf9\u8ba1\u6570\u51c6\u786e\u6027\u5b58\u7591\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8eiOS\/Android\u7684MAC\u5730\u5740\u968f\u673a\u5316\u5982\u4f55\u5e94\u5bf9\u2014\u2014\u56e2\u961f\u5df2\u91c7\u7528\u6307\u7eb9\u805a\u7c7b\u505a\u8fd1\u4f3c\u53bb\u91cd\uff0c\u4f46\u4ecd\u627f\u8ba4\u65e0\u6cd5\u7edd\u5bf9\u51c6\u786e\uff0c\u4ec5\u4f5c\u4e3a\u8d8b\u52bf\u4f30\u7b97\u3002\u53e6\u6709\u7528\u6237\u5173\u5fc3\u9ad8\u5bc6\u5ea6\u573a\u666f\u4e0b\u7684\u8fc7\u8ba1\u6570\u98ce\u9669\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 Trailsense\u7684\u5de7\u601d\u5728\u4e8e\u7528\u6700\u4f4e\u7684\u201c\u4fb5\u72af\u611f\u201d\u89e3\u51b3\u4e86\u65c5\u6e38\u4e1a\u4e00\u4e2a\u771f\u5b9e\u7684\u4fe1\u606f\u65ad\u5c42\uff1a\u77e5\u9053\u5ba2\u4eba\u7761\u5728\u54ea\uff0c\u5374\u4e0d\u77e5\u9053\u4ed6\u4eec\u767d\u5929\u53bb\u54ea\u3002\u7528Wi-Fi\u63a2\u9488\u66ff\u4ee3\u6444\u50cf\u5934\uff0c\u5728\u6237\u5916\u573a\u666f\u91cc\u786e\u5b9e\u6bd4\u89c6\u9891\u5206\u6790\u66f4\u5bb9\u6613\u83b7\u5f97\u76d1\u7ba1\u548c\u516c\u4f17\u7684\u4fe1\u4efb\u7968\uff0c\u5176\u5f00\u6e90\u56fa\u4ef6\u66f4\u662f\u52a0\u5206\u9879\u3002\u4f46\u5546\u4e1a\u4ef7\u503c\u76ee\u524d\u5361\u5728\u4e24\u6761\u7ea2\u7ebf\u4e4b\u95f4\uff1a\u4e00\u662f\u51c6\u786e\u6027\u3002MAC\u968f\u673a\u5316\u662f\u624b\u673a\u5382\u5546\u5bf9\u6297\u201c\u88ab\u52a8\u8ddf\u8e2a\u201d\u7684\u519b\u5907\u7ade\u8d5b\uff0c\u56e2\u961f\u5f15\u7528\u8bba\u6587\u4e2d\u7684\u6307\u7eb9\u6bd4\u5bf9\u65b9\u6cd5\u53ea\u80fd\u7b97\u201c\u8865\u6551\u201d\uff0c\u5728\u9ad8\u4eba\u6d41\u91cd\u53e0\u573a\u666f\u4e0b\u8bef\u5dee\u4f1a\u663e\u8457\u653e\u5927\u2014\u2014\u65c5\u6e38\u65fa\u5b63\u5c71\u9876\u7684\u6570\u636e\u53ef\u80fd\u6bd4\u80a1\u5e02K\u7ebf\u8fd8\u9707\u8361\uff0c\u8fd9\u5bf9\u51b3\u7b56\u8005\u6765\u8bf4\u201c\u8d8b\u52bf\u201d\u5f80\u5f80\u4e0d\u591f\u7528\u3002\u4e8c\u662f\u5546\u4e1a\u6a21\u5f0f\u3002\u5f53\u524d\u7784\u51c6ToG\/\u65c5\u6e38\u5c40\u7684\u6536\u8d39\u8def\u7ebf\u5f88\u7a33\uff0c\u4f46\u8fd9\u7c7b\u5ba2\u6237\u91c7\u8d2d\u5468\u671f\u957f\uff0c\u4e14\u4e00\u65e6\u53d1\u73b0\u514d\u8d39\u66ff\u4ee3\u65b9\u6848\uff08\u6bd4\u5982\u8fd0\u8425\u5546\u624b\u673a\u4fe1\u4ee4\u6570\u636e\uff09\uff0c\u780d\u5355\u98ce\u9669\u4e0d\u4f4e\u3002\u6240\u8c13\u7684\u201c\u516c\u5171\u5f92\u6b65\u70ed\u529b\u56fe\u201d\u8fdc\u671f\u613f\u666f\u5f88\u7f8e\uff0c\u53ef\u4e00\u65e6\u9762\u5411C\u7aef\u53d1\u5e03\uff0c\u7528\u6237\u5bf9\u201c\u51c6\u4e0d\u51c6\u201d\u7684\u5bb9\u5fcd\u5ea6\u4f1a\u6025\u5267\u6536\u7f29\u2014\u2014\u8c01\u4e5f\u4e0d\u60f3\u770b\u4e00\u6761\u201c\u663e\u793a\u4eba\u5c11\u4f46\u5b9e\u9645\u4e0a\u811a\u6328\u811a\u201d\u7684\u5047\u7eff\u8272\u5c0f\u8def\u3002\u53e6\u5916\uff0c\u56e2\u961f\u5f3a\u8c03\u201c\u533f\u540d\u5316\u201d\u548c\u201c\u4e0d\u7559\u539f\u59cb\u6570\u636e\u201d\uff0c\u4f46\u5149\u6512\u5c40\u4e0d\u591f\uff0c\u6b27\u7f8e\u7684\u9690\u79c1\u76d1\u7ba1\u4f1a\u8ffd\u95ee\uff1a\u6307\u7eb9\u751f\u6210\u7684\u7b97\u6cd5\u662f\u5426\u53ef\u9006\uff1f\u805a\u5408\u540e\u7684\u6570\u636e\u7a76\u7adf\u5b58\u591a\u4e45\uff1f\u672a\u6765\u5982\u679c\u5546\u4e1a\u5316\uff0c\u5fc5\u987b\u63d0\u524d\u5f15\u5165\u72ec\u7acb\u5ba1\u8ba1\uff0c\u5426\u5219\u201c\u786c\u4ef6+\u6570\u636e\u751f\u610f\u201d\u7684\u7ec4\u5408\u6781\u6613\u88ab\u8206\u8bba\u53cd\u566c\u3002\u4e00\u53e5\u8bdd\uff0c\u70b9\u5b50\u597d\u3001\u843d\u5730\u8bda\u5b9e\uff0c\u4f46\u8981\u4ece\u5c0f\u89c4\u6a21POC\u8d70\u5230\u653f\u5e9c\u91c7\u8d2d\u6e05\u5355\uff0c\u8fd8\u9700\u8981\u66f4\u786c\u7684\u7cbe\u5ea6\u6d4b\u8bd5\u548c\u66f4\u539a\u7684\u5408\u89c4\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Trailsense<\/span>\n <\/div>\n<div class=\"comment-content\">Trails can get busy, and others stay empty, but how do you know? We built Trailsense to answer that. Our solar-powered nodes count hikers using anonymized wifi probe requests, the pings a phone sends while scanning for known networks. A dashboard turns those counts into a clear view of how busy each trail is over time. No cameras, no app for hikers to install, and no personal data ever leaving the device.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, I’m Francesco, one of three people behind Trailsense, along with Felix and Lea.<\/p>\n<p>We build small solar-powered sensor nodes that count how many people pass by on a hiking trail, without cameras and without hikers having to install anything. The nodes listen for wifi probe requests, the background pings a phone sends out while scanning for known networks, and turn them into an aggregated count. No raw probe request data ever leaves the node, and no personal data is stored anywhere in the system.<\/p>\n<p>The idea started at the Tourism Technology Hackathon in 2025, where Tirol Werbung brought us a real problem: they know exactly how many people sleep in which hotel each night, but almost nothing about where those people go during the day. We kept working on it as our master’s project, and this year we ran a pilot on the Nordkette in Innsbruck alongside Tirol Werbung.<\/p>\n<p>Right now Trailsense is pre-commercial. The pilot is done, we’re refining the dashboard and the node hardware, and we don’t have a public demo up yet since it’s still a bit rough around the edges. Longer term we want to add a public-facing side too, something like Google Maps traffic data but for hiking trails, so hikers can check how busy a trail is before heading out. For now our focus is the municipality and tourism board side.<\/p>\n<\/p>\n<p>We’re posting here mainly to get feedback, whether you’ve built sensor hardware yourself or you’re just someone who hikes and has opinions about being tracked outdoors. What would make you trust a system like this to collect data around you? And if you were a hiker using a public facing traffic-map version someday, what would you actually want to see on it?<\/p>\n<\/p>\n<p>Our node firmware is open source on GitHub (github.com\/trailsense) if you want to see exactly how the data collection works.<\/p>\n<p>Happy to answer any questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally launching TrailSense today!<\/p>\n<p>I really enjoyed working on a product that includes hardware. It was my first time being involved in something like that, and it made the whole project especially exciting.<\/p>\n<\/p>\n<p>Also here for any questions about our product \ud83d\ude42<\/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>Took a look at the dashboard and the wifi probe approach is clever – feels like the trailhead counts line up with what I’d expect on a busy weekend. Nice that nothing leaves the device.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@caferkalnursr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caferkalnursr<\/a>! Glad you like the privacy aspect, it’s fundamental to what we want to do.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The no-app approach is clever and the wifi probe trick actually makes sense after reading about it. The dashboard view over time looks like the kind of thing I’d check before a weekend hike.<\/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>Thank you very much <a href=\"https:\/\/www.producthunt.com\/@irmakbyktgjq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irmakbyktgjq<\/a>! It\u2019s great to hear that you are interested in the public trail-traffic part of the project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>clever way to get a busyness signal without cameras or an app install. one thing i’m curious about given how the tech works – modern phones (iOS and most recent android) randomize their MAC address per probe request specifically to prevent exactly this kind of passive counting. does trailsense do any signal-strength\/timing clustering to guess that five different randomized addresses over an hour are probably the same phone, or is the count more of a relative busyness proxy (more pings = busier trail) rather than an actual hiker headcount? asking because the accuracy story is pretty different depending on which one it is.<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a>, thank you a lot for your comment!<\/p>\n<\/p>\n<p>Yea MAC address randomization was a bit of a struggle for us, but luckily we found a good paper that describes a method using pre-trained \u201cfilters\/bit-masks\u201d. Using these you create a fingerprint for each probe request, and then compare those fingerprints to each other. Based on how \u201csimilar\u201d the fingerprints are you can either count them as one device or as two distinct ones. Of course it will never be 100% accurate, but with the data from the pilot project we want to improve the nodes in general and refine the fingerprinting.<\/p>\n<\/p>\n<p>At the end the idea is to have a trend or estimate of hikers, since we cannot guarantee an exact count due to the inherent inaccuracy. Also, someone might not be carrying a phone at all, or could have a second device like a smart watch with them.<\/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>finally a privacy first take on trail counters, no app or camera nonsense is a big plus. curious how reliable the wifi probe counts actually are in dense spots.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@berragpfb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berragpfb<\/a>, while working on our project, privacy was one of the main aspects we focused on. I personally hate the idea of my data being collected, so we wanted to really reflect that in Trailsense.<\/p>\n<\/p>\n<p>Dense areas are going to be a bit tricky for us because of the overlapping probe requests which can lead to over or undercounting. We still need to verify the numbers from the pilot project, so sadly I cannot tell you about the accuracy yet, but over the next few months, we want to run many more tests and see how good our nodes are at counting people. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XHRYLG4JKRO5KI\" class=\"app-title\">Investor Updates<\/a><\/p>\n<div class=\"one-liner\">Keep all your investors in the loop with bulk updates<\/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><br \/>Investor Updates \u662f\u4e00\u4e2a\u5e2e\u52a9\u521b\u59cb\u4eba\u6279\u91cf\u64b0\u5199\u5e76\u4e00\u952e\u53d1\u9001\u6295\u8d44\u8005\u66f4\u65b0\u90ae\u4ef6\u3001\u8ffd\u8e2a\u53cd\u9988\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u56e0\u65f6\u95f4\u7cbe\u529b\u4e0d\u8db3\u800c\u758f\u4e8e\u4e0e\u6295\u8d44\u4eba\u540c\u6b65\u8fdb\u5ea6\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a55549fa-dd95-4150-803c-aaed2bd812c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1229eeab-eaaf-48b4-9f4e-ccdc4b5a1b13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bda8ccf8-54c9-4afd-93a8-1eeb20bf2905.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d663d0f-0db4-4a6f-addf-bc4c3e8528a7.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\">Newsletters<\/span><br \/>\n <span class=\"tag\">Fundraising<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\"><br \/>\u6295\u8d44\u8005\u5173\u7cfb<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u7fa4\u53d1<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u8005<\/span><br \/>\n <span class=\"tag\">\u878d\u8d44\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u4eba\u6c9f\u901a<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1aSaaS<\/span><br \/>\n <span class=\"tag\">\u6a21\u677f\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8ffd\u8e2a<\/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><br \/>\u7528\u6237\u666e\u904d\u79f0\u8d5e\u6a21\u677f\u964d\u4f4e\u4e86\u5199\u4f5c\u95e8\u69db\uff0c\u5c24\u5176\u9f13\u52b1\u5206\u4eab\u5931\u8d25\u7684\u8bbe\u8ba1\u5f88\u53d7\u8ba4\u53ef\u3002\u6838\u5fc3\u8bc9\u6c42\u96c6\u4e2d\u5728\u80fd\u5426\u81ea\u52a8\u63a5\u5165Stripe\u7b49\u5de5\u5177\u62c9\u53d6\u6570\u636e\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301\u5bf9\u4e0d\u540c\u6295\u8d44\u4eba\u53d1\u9001\u4e0d\u540c\u5c42\u6b21\u7ec6\u8282\uff08\u5982\u9886\u6295\u65b9\u770b\u5b8c\u6574\u6570\u636e\u3001\u5929\u4f7f\u770b\u6458\u8981\uff09\uff0c\u8fd9\u662f\u907f\u514d\u624b\u52a8\u5206\u53d1\u7684\u5173\u952e\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 <br \/>Investor Updates \u7cbe\u51c6\u5207\u4e2d\u4e86\u65e9\u671f\u521b\u59cb\u4eba\u201c\u77e5\u9053\u8981\u505a\u4f46\u5c31\u662f\u4e0d\u505a\u201d\u7684\u60f0\u6027\u75db\u70b9\u2014\u2014\u4e0d\u662f\u5de5\u5177\u4e0d\u591f\u597d\uff0c\u800c\u662f\u4eba\u5929\u751f\u538c\u6076\u975e\u7d27\u6025\u4f46\u91cd\u8981\u7684\u91cd\u590d\u52b3\u52a8\u3002\u4ea7\u54c1\u901a\u8fc7\u6a21\u677f\u5316\u7ed3\u6784\u548c\u4e00\u952e\u53d1\u9001\uff0c\u628a\u201c\u5199\u66f4\u65b0\u201d\u4ece\u5fc3\u7406\u8d1f\u62c5\u964d\u4e3a\u586b\u5199\u8868\u683c\uff0c\u8fd9\u662f\u6709\u6548\u7684\u964d\u7ef4\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u6765\u770b\uff0c\u5b83\u7684\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u5f88\u660e\u663e\uff1a1. \u771f\u6b63\u9ad8\u9891\u3001\u9ad8\u8d28\u7684\u6295\u8d44\u4eba\u66f4\u65b0\uff0c\u6838\u5fc3\u74f6\u9888\u662f\u521b\u59cb\u4eba\u7684\u8868\u8fbe\u80fd\u529b\u4e0e\u6570\u636e\u6574\u5408\u4e60\u60ef\uff0c\u800c\u975e\u53d1\u9001\u52a8\u4f5c\u672c\u8eab\u3002\u6a21\u677f\u80fd\u89e3\u51b3\u201c\u4e0d\u77e5\u9053\u5199\u4ec0\u4e48\u201d\uff0c\u4f46\u89e3\u51b3\u4e0d\u4e86\u201c\u6ca1\u4e1c\u897f\u53ef\u5199\u201d\u30022. \u7528\u6237\u53cd\u9988\u4e2d\u6700\u9ad8\u9891\u7684\u8bc9\u6c42\u2014\u2014\u81ea\u52a8\u62c9\u53d6\u6570\u636e\uff08Stripe\u7b49\uff09\u548c\u6309\u6295\u8d44\u4eba\u5206\u7ea7\u53d1\u9001\u2014\u2014\u6070\u6070\u662f\u4ea7\u54c1\u5f53\u524d\u80fd\u529b\u7684\u7a7a\u767d\u3002\u82e5\u4e0d\u5feb\u901f\u8865\u4e0a\uff0c\u5f53\u7528\u6237\u65b0\u9c9c\u611f\u6d88\u9000\u540e\uff0c\u4f1a\u53d1\u73b0\u4f9d\u7136\u8981\u624b\u52a8\u7c98\u8d34\u8868\u683c\u3001\u624b\u52a8\u7ef4\u62a4\u4e24\u5957\u7248\u672c\uff0c\u6700\u7ec8\u9000\u56de\u90ae\u4ef6\u5ba2\u6237\u7aef\u30023. \u4ea7\u54c1\u505c\u7559\u5728\u201c\u5de5\u5177\u201d\u5c42\u9762\u800c\u975e\u201c\u670d\u52a1\u201d\uff1a\u5b83\u5e2e\u521b\u59cb\u4eba\u7701\u4e8610\u5206\u949f\u53d1\u9001\u65f6\u95f4\uff0c\u4f46\u6ca1\u80fd\u5e2e\u4ed6\u4eec\u6784\u5efa\u53ef\u6301\u7eed\u7684\u6295\u8d44\u8005\u6c9f\u901a\u4e60\u60ef\u6216\u4ea7\u751f\u6709\u6d1e\u5bdf\u529b\u7684\u62a5\u544a\u3002\u76f8\u6bd4Notion\u6a21\u677f+\u624b\u52a8\u7fa4\u53d1\uff0c\u5b83\u63d0\u4f9b\u7684\u589e\u91cf\u4ef7\u503c\u6709\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u5b9a\u6027\uff1a\u4e00\u4e2a\u8ba9\u201c\u61d2\u4e14\u5fd9\u201d\u7684\u521b\u59cb\u4eba\u8fc8\u51fa\u7b2c\u4e00\u6b65\u7684\u6f02\u4eae\u542f\u52a8\u5668\uff0c\u4f46\u82e5\u60f3\u6210\u4e3a\u65e5\u5e38\u5fc5\u5907\uff0c\u5fc5\u987b\u5c3d\u5feb\u957f\u51fa\u6570\u636e\u5bf9\u63a5\u548c\u6743\u9650\u5206\u53d1\u7684\u808c\u8089\u3002\u5426\u5219\uff0c\u88ab\u6a21\u677f\u5f0f\u90ae\u4ef6\u5524\u9192\u7684\u6295\u8d44\u8005\uff0c\u53cd\u800c\u4f1a\u66f4\u5feb\u6ce8\u610f\u5230\u5185\u5bb9\u7684\u5355\u8584\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\">Investor Updates<\/span>\n <\/div>\n<div class=\"comment-content\">The easiest way to keep angels and venture capitalists informed about the progress of your startup. Sending investor updates monthly or quarterly about your traction, growth, hires, failures and milestones helps build trust and transparency.<\/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>Most founders know they should send investor updates from time to time – ideally every quarter, but unfortunately most don’t do it.<\/p>\n<p>Reasons why founders don’t send updates to investors can be many:<\/p>\n<p>1. Founders are busy with millions of other things.<br \/>\n2. Founders don’t know the importance of keeping investors in the loop, because this is their first time raising money.<br \/>\n3. Founders forget to do it.<br \/>\n4. Founders are lazy to do it.<br \/>\n5. They don’t want to dig through old emails, copy-paste the same thing to 20 people, and lose track of who they already told.<\/p>\n<p>So it slips. Investors go quiet.<\/p>\n<p>We fixed this annoying part. Build your investor list once, write your update, send it to everyone with one click. Track opens, replies in one place, and use the same list easily next time you update investors from the same place.<\/p>\n<p>Would love your feedback and happy to answer anything in the comments \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rashid_khasanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rashid_khasanov<\/a> Congrats on shipping. “You don’t notice silence” nails it \u2014 the company that went quiet is the one to worry about, and surfacing that before the LP call is genuinely useful. Made you a short launch video to mark the day, yours to keep. Suggest adding it to your PH launch page media; it will help you get traction on the launch.<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=0nXNETuN6cs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=0nXNETuN6cs<\/a><\/p>\n<p>Made at <a href=\"https:\/\/foxplug.com\/?utm_source=producthunt&utm_medium=comment\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com\/?utm_source=producthunt&utm_medium=comment<\/a><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rashid_khasanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rashid_khasanov<\/a> hey Rashid. The bottleneck on investor updates was never the sending, it was sitting down to write the thing every month. Does this help structure the update itself, or is it purely distribution once you’ve written it? And can different investors see different levels of detail, since not everyone on the cap table gets the same numbers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it actually pull the numbers in? Do I have to type everything out each month or can it connect to Stripe or a spreadsheet and draft the update for me?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Super clean setup, got my first update drafted in under 10 minutes. Love that the templates nudge you to share failures, not just wins.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Building the list once and reusing it is the real friction-killer here \u2014 the copy-paste-to-20-people step is exactly why updates slip. One thing I would want before making this my monthly ritual: can I segment a single send so a specific metric or paragraph only reaches a subset (lead investors vs smaller angels), or does every recipient get the identical email? That is what decides whether I run one send a month or quietly maintain two versions by hand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 template saved me from staring at a blank doc for an hour, and pulling in metrics from our dashboard actually worked on the first try. Wish I had this during my last round.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Honest take after a quick try: the templates actually sound like a founder wrote them, not a robot. Wish I’d had this when I was juggling 12 angels and a Google 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>bulk-send with per-recipient tracking is the right shape for this. curious about one thing not covered yet: do you support sending a different level of detail to different investors, like your lead gets the full numbers and a smaller angel gets the summary version, or is it genuinely one update broadcast to the whole list every time? that’s usually where founders end up back in manual copy-paste mode even with a tool like this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this handle the actual writing part though, or is it just a template and distribution tool I have to draft the content myself each month?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Does this pull metrics automatically from tools like Stripe or QuickBooks, or do I have to type everything out by hand each month?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 like that this is centered around investor communication rather than fundraising itself.<\/p>\n<p>One thing I’ve always wondered is whether the biggest challenge is actually writing the update, or deciding how transparent to be when growth stalls or milestones slip.<\/p>\n<p>Has that been a pattern you’ve noticed while building this?<\/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>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 clean and focused the whole flow is. The fact that it nudges you to actually cover failures and hires alongside the wins feels like a real founder-friendly touch, not just a fancy mail merge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 monthly update template that pulls metrics automatically from tools like Stripe or Mixpanel would save founders a ton of time. Most of us spend an hour formatting numbers each cycle when that data should just flow in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The template structure made it so much faster to send our last update, and my lead investor actually replied saying it was the clearest one 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally tried a few templates and the monthly format actually pushed me to track metrics I had been ignoring. The “failures” section felt awkward at first but ended up being useful for keeping investors in the loop.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TFGFPW6BEPK52X\" class=\"app-title\">Plexa<\/a><\/p>\n<div class=\"one-liner\">Website trust, security and SEO in one platform<\/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>Plexa\u662f\u4e00\u4e2a\u4e00\u7ad9\u5f0f\u7f51\u7ad9\u53ef\u4fe1\u5ea6\u68c0\u6d4b\u5e73\u53f0\uff0c\u5e2e\u52a9\u975e\u6280\u672f\u80cc\u666f\u7684\u7f51\u7ad9\u8fd0\u8425\u8005\u5feb\u901f\u53d1\u73b0SSL\u5b89\u5168\u3001\u4fe1\u4efb\u6807\u8bc6\u3001SEO\u548c\u5408\u89c4\u95ee\u9898\uff0c\u5e76\u63d0\u4f9b\u53ef\u64cd\u4f5c\u7684\u4fee\u590d\u5efa\u8bae\uff0c\u544a\u522b\u591a\u5de5\u5177\u5207\u6362\u4e0e\u6280\u672f\u672f\u8bed\u56f0\u6270\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\/d9444798-278a-4845-8f4f-b7f942e501b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d35345a2-15a3-488b-bf0a-c4828143289e.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\">SEO<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u7ad9\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4fe1\u4efb\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">SEO\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">SSL\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u4fee\u590d\u5efa\u8bae<\/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\u8d5e\u8d4f\u5176\u65e0\u6280\u672f\u95e8\u69db\u7684\u4fee\u590d\u5f15\u5bfc\u548cSSL\u95ee\u9898\u53d1\u73b0\u80fd\u529b\uff0c\u4f46\u5173\u6ce8\u4e0eAhrefs\u7b49\u4e13\u4e1a\u5de5\u5177\u7684\u5dee\u5f02\u3001\u626b\u63cf\u5bf9\u5ba2\u6237\u7aef\u6e32\u67d3\u7684\u652f\u6301\u3001\u4ee5\u53ca\u4fe1\u4efb\u5fbd\u7ae0\u7684\u5b9e\u65f6\u6027\uff08\u521b\u59cb\u4eba\u56de\u590d\u5fbd\u7ae0\u53cd\u6620\u6700\u65b0\u626b\u63cf\u800c\u975e\u5b9e\u65f6\u76d1\u63a7\uff0c\u8ba1\u5212\u7f29\u77ed\u66f4\u65b0\u7a97\u53e3\uff09\u3002\u6709\u7528\u6237\u5e0c\u671b\u589e\u52a0\u5b9a\u671f\u626b\u63cf\u90ae\u4ef6\u901a\u77e5\uff08\u5df2\u5b9e\u73b0\u4e3aPro\u529f\u80fd\uff09\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 Plexa\u8e29\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u72ed\u7a84\u7684\u7f1d\u9699\u2014\u2014\u4e2d\u5c0f\u7f51\u7ad9\u6240\u6709\u8005\uff08\u5c24\u5176\u662f\u975e\u5f00\u53d1\u8005\uff09\u5728\u591a\u5de5\u5177\u3001\u6280\u672f\u58c1\u5792\u4e0e\u5b89\u5168\u5408\u89c4\u7126\u8651\u4e4b\u95f4\u7684\u65ad\u88c2\u5e26\u3002\u5b83\u5c06\u5b89\u5168\u626b\u63cf\u3001SEO\u5ba1\u8ba1\u3001\u5408\u89c4\u68c0\u67e5\u62bd\u8c61\u4e3a\u201c\u4fe1\u4efb\u201d\u8fd9\u4e2a\u4e1a\u52a1\u8bed\u8a00\uff0c\u5e76\u4ee5\u201c\u4e3a\u4ec0\u4e48\u91cd\u8981\u201d\u7684\u53d9\u8ff0\u66ff\u4ee3\u62a5\u9519\u6e05\u5355\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u964d\u4f4e\u7f51\u7ad9\u5065\u5eb7\u5ea6\u7684\u8ba4\u77e5\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u503c\u5f97\u8b66\u60d5\u7684\u5e76\u975e\u4ea7\u54c1\u80fd\u529b\uff0c\u800c\u662f\u5546\u4e1a\u903b\u8f91\u300224\u7968\u7684\u51b7\u542f\u52a8\u8868\u660e\u70ed\u5ea6\u6709\u9650\uff0c\u800c\u8bc4\u8bba\u4e2d\u654f\u611f\u7528\u6237\u5df2\u76f4\u51fb\u5176\u77ed\u677f\uff1a\u4e0eLighthouse\u3001Ahrefs\u7b49\u6210\u719f\u5de5\u5177\u7684\u201c\u6df1\u5ea6\u5dee\u8ddd\u201d\u662f\u7ed3\u6784\u6027\u7684\u2014\u2014Plexa\u66f4\u50cf\u4e00\u4e2a\u201c\u4e03\u5341\u5206\u96c6\u6210\u8005\u201d\uff0c\u5728\u5355\u4e00\u7ef4\u5ea6\u4e0a\u5f88\u96be\u4e0e\u4e13\u4e1a\u5de5\u5177\u6297\u8861\u3002\u5176\u62a4\u57ce\u6cb3\u5728\u4e8e\u201c\u89e3\u91ca\u5c42\u201d\u8282\u7701\u7684\u65f6\u95f4\uff0c\u800c\u975e\u68c0\u6d4b\u6280\u672f\u672c\u8eab\u3002\u66f4\u81f4\u547d\u7684\u6311\u6218\u662f\u4fe1\u4efb\u5fbd\u7ae0\u6a21\u5f0f\u7684\u6096\u8bba\uff1a\u4e00\u65e6\u626b\u63cf\u6ede\u540e\u4e8e\u5b9e\u65f6\u6f0f\u6d1e\uff0c\u5fbd\u7ae0\u5c31\u6210\u4e86\u53cd\u4fe1\u4efb\u5f15\u64ce\uff0c\u800c\u5b9e\u65f6\u76d1\u63a7\u5bf9\u8f7b\u91cf\u7ea7SaaS\u6765\u8bf4\u6210\u672c\u9ad8\u6602\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u5766\u8bda\u7684\u56de\u5e94\u548c\u5feb\u901f\u8fed\u4ee3\u610f\u613f\u662f\u4eae\u70b9\uff0c\u4f46Plexa\u5f53\u524d\u9700\u8981\u56de\u7b54\u7684\u6838\u5fc3\u95ee\u9898\u662f\uff1a\u5982\u4f55\u4ece\u201c\u80fd\u770b\u7684\u5165\u95e8\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u503c\u5f97\u4f9d\u8d56\u7684\u6743\u5a01\u6765\u6e90\u201d\uff0c\u5426\u5219\u5b83\u6700\u591a\u662f\u6280\u672f\u5c0f\u767d\u7684\u4e00\u6b21\u6027\u6392\u96f7\u5de5\u5177\uff0c\u800c\u975e\u53ef\u6301\u7eed\u8ba2\u9605\u7684SaaS\u670d\u52a1\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u201c\u6301\u7eed\u76d1\u63a7+\u6743\u5a01\u901a\u62a5\u201d\u7684\u7ed3\u5408\uff0c\u800c\u975e\u9996\u6d4b\u7684\u5feb\u611f\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\">Plexa<\/span>\n <\/div>\n<div class=\"comment-content\">Plexa helps businesses build better websites by identifying trust, security, SEO and compliance issues in one place. Instead of overwhelming you with technical jargon, Plexa provides clear, actionable recommendations to help you understand what’s wrong, why it matters and how to fix it.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone! I’m Peter, the solo founder behind Plexa.<\/p>\n<p>Plexa has been quite a journey. It actually started under a completely different name, but after sharing it online and receiving some honest (and sometimes brutal!) feedback, I realised the product had outgrown its branding.<\/p>\n<p>Instead of ignoring it, I decided to start again.<\/p>\n<p>Over the last few weeks I’ve completely rebranded the project, redesigned the homepage, rebuilt large parts of the platform and focused on solving one problem:<\/p>\n<p>Helping businesses understand and improve the trust, security, SEO and compliance of their websites.<\/p>\n<p>My goal has never been to overwhelm people with technical jargon. I want Plexa to explain what’s wrong, why it matters and how to fix it in a way that’s actually useful.<\/p>\n<p>This is still just the beginning, and I’d genuinely love to hear your thoughts. Whether it’s something you like, something you don’t, or an idea for a feature, I’m reading every comment and using the feedback to shape where Plexa goes next.<\/p>\n<p>Thank you so much for taking the time to check it out!<\/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\/@mrpenetrator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrpenetrator<\/a> Congrats on the launch. Rolling SSL, security headers, privacy policies and SEO into one score \u2014 then letting you drop a verified TrustScore badge on your checkout or footer with a public verification page \u2014 is a clean way to turn “is this site legit” into something visitors can actually check. 50+ checks in under a minute is a strong promise.<\/p>\n<\/p>\n<p>You launched without a demo video, and these land so much harder without one \u2014 so I made you one, free, fully whitelabeled, no watermarks or strings. Drop it into your gallery now while the launch is fresh:<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=Va2CF2qi1ww\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=Va2CF2qi1ww<\/a><\/p>\n<\/p>\n<p>Built it with FoxPlug \u2014 it turns your real product updates into launch videos, posts and GIFs automatically. <a href=\"http:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com<\/a>. Really rooting for this one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mrpenetrator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrpenetrator<\/a> Bundling trust, security and SEO is interesting because right now I pay for three separate tools that barely talk to each other. From the buyer side the risk is a suite that does all three at 70 percent versus a best-in-class point tool. Which of the three would you say Plexa does better than the standalone incumbents?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how this differs from running something like Lighthouse or Ahrefs site audit, since those already flag a lot of trust and SEO issues. Is Plexa more about consolidating the noise into a single prioritized list, or does it actually catch things those tools miss?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 Plexa handle sites behind authentication or ones with heavy client-side rendering, and does the scan run on demand or on a recurring 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally tried Plexa on our company site and was honestly surprised how plainly it explained the SSL chain issue we had been ignoring for months. The prioritized list of fixes made it easy to know what to tackle first without a developer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>respect the rebrand story, shipping past the honest feedback instead of ignoring it is the harder path but the right one. question on the trust badge specifically: if a site fixes an issue right after a bad scan, does the public verification page update in near real time, or is there a lag where a visitor could see a stale “verified” badge on a site that currently has a live issue? that gap is the thing that would worry me most about any public trust score.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Thanks, Gal! I really appreciate that\u2014and the feedback during the rebrand genuinely helped shape Plexa.<\/p>\n<\/p>\n<p>Great question. The verification page isn\u2019t a static \u201cverified forever\u201d badge. It always reflects the results of the latest scan, and the Last verified timestamp shows exactly when those results were generated. Scheduled scans keep that information up to date automatically.<\/p>\n<p>There is naturally a window between scans, so the badge represents the most recent verified state rather than claiming continuous real-time monitoring. As Plexa evolves, reducing that gap is definitely something I\u2019m exploring.<\/p>\n<p>Thanks for raising it\u2014that\u2019s exactly the kind of question I\u2019d expect people to ask.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building Plexa has been an incredible journey, and today\u2019s feedback has already given me so many ideas.<\/p>\n<p>To say thank you, I\u2019m giving everyone from Product Hunt 1 month of Plexa Pro free.<\/p>\n<p>If you decide to give it a try, I\u2019d love to hear what you like, what you don\u2019t, and what you\u2019d build next.<\/p>\n<p>Use code <strong>PRODUCTHUNT<\/strong> during checkout.<\/p>\n<p>Thanks again for making launch day so much fun!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 way plexa frames every issue with the why behind it feels really considered. most tools just dump a list of errors and leave you guessing, so this actually stands out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hikmetkoalaxqo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hikmetkoalaxqo<\/a> Thank you so much! That was a deliberate design decision.<\/p>\n<p>I didn\u2019t want Plexa to just list problems\u2014I wanted it to explain why they matter and how they affect trust, security and SEO.<\/p>\n<p>Really appreciate the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally tried Plexa on my portfolio site and it caught three SSL issues I had no idea about. The plain-language explanations actually make sense without needing a dev 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nermink6755\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nermink6755<\/a> Thank you, Nermin! That means a lot to hear.<\/p>\n<p>One of my biggest goals is making technical issues understandable for everyone, not just developers. If the explanations helped make those SSL issues clear, then that\u2019s exactly what I was aiming for.<\/p>\n<p>Really appreciate you giving Plexa 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>A scheduled scan option would be killer, so I can set it to run weekly and just get a digest email of any new trust or SEO regressions instead of remembering to check manually.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tahirqj7z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tahirqj7z<\/a> Thanks, Tahir! Good news\u2014that\u2019s actually already built. Although is a pro feature. <\/p>\n<\/p>\n<p>You can schedule automatic scans (powered by cron) and get notified whenever something changes, so you don\u2019t have to remember to check manually.<\/p>\n<p>I\u2019m planning to keep expanding the monitoring and reporting too. Really appreciate the suggestion!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/QJYU7W53MQ4JTU\" class=\"app-title\">Market Genie 2.0 AI Marketing System <\/a><\/p>\n<div class=\"one-liner\">We built something you’ve been wishing for.. Wish granted<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">23<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Market Genie 2.0 \u662f\u4e00\u4e2a\u96c6AI\u90ae\u4ef6\u64b0\u5199\u3001\u7ebf\u7d22\u6293\u53d6\u3001\u53ef\u89c6\u5316\u81ea\u52a8\u5316\u3001CRM\u3001\u6f0f\u6597\u642d\u5efa\u3001\u9884\u7ea6\u548c\u6570\u636e\u5206\u6790\u4e8e\u4e00\u4f53\u7684\u5168\u80fd\u578b\u5ba2\u6237\u83b7\u53d6\u5e73\u53f0\uff0c\u65e8\u5728\u89e3\u51b3\u4e2d\u5c0f\u4f01\u4e1a\u8425\u9500\u5de5\u5177\u788e\u7247\u5316\u4e14\u6210\u672c\u9ad8\u6602\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\/4bc773ca-6298-4663-9e78-3af75d24a8eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e0bd5aa-b2c6-4910-b3d7-035872fa6088.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f22ca10-e577-41d5-81c0-e9a730c968d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ad2c5c6-42a8-490c-90d2-d8548b034b98.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0589be61-1a05-4559-ab60-724da0269188.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8dcf3000-8867-4e7c-807f-d60092e63ac0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/783f17f1-952e-4f16-907d-78648848f4a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/75888442-4ad8-438f-a9bb-b28050a23c03.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37ff5f9c-abeb-4781-b31e-591d9ccc2541.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\/e15b4974-01ea-469d-aa9e-e160bcb7f96b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/3QP6-QaMpuE\"><source src=\"https:\/\/youtu.be\/3QP6-QaMpuE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u83b7\u53d6<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u8425\u9500\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u767d\u6807SaaS<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6f0f\u6597<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u6293\u53d6<\/span><br \/>\n <span class=\"tag\">CRM<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u8054\u76df\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53efAI\u90ae\u4ef6\u64b0\u5199\u548c\u53ef\u89c6\u5316\u81ea\u52a8\u5316\u6d41\u7a0b\u7684\u6d41\u7545\u6027\uff0c\u79f0\u5176\u8282\u7701\u65f6\u95f4\u4e14\u54c1\u724c\u8bed\u8c03\u5339\u914d\u5ea6\u597d\u3002\u6838\u5fc3\u7591\u95ee\u56f4\u7ed5\u767d\u6807\u6a21\u5f0f\uff1a\u591a\u6570\u7528\u6237\u5173\u5fc3\u662f\u5426\u5b8c\u5168\u9690\u85cf\u5e73\u53f0\u54c1\u724c\u3001\u80fd\u5426\u8ba9\u5ba2\u6237\u767b\u5f55\u4e00\u4e2a\u5b8c\u5168\u72ec\u7acb\u7684\u54c1\u724c\u5316\u95e8\u6237\uff0c\u8fd8\u662f\u66f4\u63a5\u8fd1\u8f6c\u552e\u6216\u8054\u5408\u54c1\u724c\u6a21\u5f0f\u3002\u6709\u7528\u6237\u671f\u671b\u6f0f\u6597\u6a21\u677f\u66f4\u7075\u6d3b\uff0c\u5e76\u597d\u5947\u7ebf\u7d22\u6293\u53d6\u662f\u5426\u652f\u6301LinkedIn\u7b49\u793e\u4ea4\u5e73\u53f0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Market Genie 2.0 \u672c\u8d28\u4e0a\u662f\u4e00\u6b3e\u201c\u7f1d\u5408\u602a\u201d\u5f0f\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u5176\u4ef7\u503c\u951a\u70b9\u5728\u4e8e\u201c\u4e00\u7ad9\u5f0f\u201d\u4e0e\u201c\u767d\u6807\u514d\u8d39\u201d\u2014\u2014\u8fd9\u5bf9\u72ec\u7acb\u521b\u4e1a\u8005\u3001\u5c0f\u578b\u4ee3\u7406\u673a\u6784\u6781\u5177\u8bf1\u60d1\u3002AI\u90ae\u4ef6\u64b0\u5199\u548c\u53ef\u89c6\u5316\u81ea\u52a8\u5316\u7684\u5356\u70b9\u786e\u5b9e\u89e3\u51b3\u4e86\u4ece\u83b7\u5ba2\u5230\u6210\u4ea4\u7684\u57fa\u7840\u94fe\u8def\u788e\u7247\u5316\u95ee\u9898\uff0c\u4e14\u8bc4\u8bba\u533a\u63d0\u5230\u7684\u4f53\u9a8c\uff08\u65e0\u5361\u987f\u3001\u8bed\u8c03\u51c6\u786e\uff09\u8868\u660e\u529f\u80fd\u5b8c\u6210\u5ea6\u5c1a\u53ef\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6838\u5fc3\u77db\u76fe\u5728\u4e8e\u201c\u767d\u6807\u201d\u7684\u771f\u5b9e\u5b9a\u4e49\u3002\u521b\u59cb\u4eba\u5728\u56de\u5e16\u4e2d\u8bda\u5b9e\u627f\u8ba4\uff1a\u5f53\u524d\u662f\u5171\u54c1\u724c\u8f6c\u4ecb\u6a21\u5f0f\uff0c\u5ba2\u6237\u767b\u5f55\u4ecd\u8d70\u4e3b\u57df\u540d\uff0c\u5e76\u975e\u771f\u6b63\u7684\u72ec\u7acb\u54c1\u724c\u540e\u53f0\u3002\u8fd9\u610f\u5473\u7740\u7528\u6237\u65e0\u6cd5\u5b8c\u5168\u201c\u53bbMarket Genie\u5316\u201d\u2014\u2014\u5982\u679c\u76ee\u6807\u662f\u901a\u8fc7\u767d\u6807\u5305\u88c5\u6210\u81ea\u5df1\u7684SaaS\u4ea7\u54c1\u6765\u670d\u52a1\u4e8e\u5ba2\u6237\uff0c\u8fd9\u5957\u65b9\u6848\u5b58\u5728\u660e\u663e\u7684\u54c1\u724c\u6240\u6709\u6743\u77ed\u677f\u3002\u201c\u5b8c\u6574\u767d\u6807\u201d\u7684\u5ba3\u4f20\u4e0e\u73b0\u5b9e\u4e4b\u95f4\u5b58\u5728\u4fe1\u606f\u5dee\uff0c\u53ef\u80fd\u529d\u9000\u5bfb\u6c42\u9ad8\u7aef\u5b9a\u5236\u6216\u54c1\u724c\u72ec\u5360\u6027\u7684\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u7ebf\u7d22\u6293\u53d6\u4e0d\u539f\u751f\u652f\u6301LinkedIn\u7b49\u4e3b\u6d41\u793e\u4ea4\u5e73\u53f0\uff0c\u800c\u662f\u4f9d\u8d56API\u5bf9\u63a5\u7b2c\u4e09\u65b9\u5de5\u5177\uff08\u5982Hunter\u3001Apollo\uff09\uff0c\u8fd9\u964d\u4f4e\u4e86\u201c\u5168\u6808\u201d\u7684\u542b\u91d1\u91cf\uff0c\u5b9e\u8d28\u4e0a\u4ecd\u7136\u662f\u62fc\u88c5\u751f\u6001\u3002\u6700\u7ec8\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u4ef7\u503c\u5728\u4e8e\u5feb\u901f\u642d\u5efa\u4e00\u4e2a\u521d\u671f\u83b7\u5ba2\u7cfb\u7edf\uff08AI\u5199\u4f5c+\u81ea\u52a8\u5316+CRM\uff09\uff0c\u4f46\u4f5c\u4e3a\u9762\u5411\u5ba2\u6237\u7684\u5b8c\u6574\u767d\u6807SaaS\u5e73\u53f0\uff0c\u76ee\u524d\u66f4\u50cf\u4e00\u5757\u6709\u5438\u5f15\u529b\u7684\u201c\u534a\u6210\u54c1\u201d\u3002\u5bf9\u4e8e\u9884\u7b97\u6709\u9650\u3001\u4e0d\u82db\u6c42\u6df1\u5ea6\u5b9a\u5236\u7684\u4e2a\u4eba\u521b\u4e1a\u8005\uff0cFounders 50\u7684\u514d\u8d39\u671f\u4ef7\u503c\u5f88\u9ad8\uff1b\u4f46\u5bf9\u4e8e\u8ffd\u6c42\u54c1\u724c\u72ec\u7acb\u6027\u548c\u89c4\u6a21\u5316\u4ee3\u7406\u8fd0\u8425\u7684\u56e2\u961f\uff0c\u8fd8\u9700\u89c2\u671b\u5176\u8def\u7ebf\u56fe\u7684\u843d\u5730\u80fd\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Market Genie 2.0 AI Marketing System <\/span>\n <\/div>\n<div class=\"comment-content\">We rebuilt Market Genie from the ground up. Meet Market Genie 2.0: AI email writer, lead scraper, visual automation, CRM, funnel builder, appointment scheduler, analytics, everything for client acquisition in one platform. Founders 50 exclusive: 1 year completely FREE (white-label included). Limited spots. Claim yours today<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone,<\/p>\n<p>After 18 months of relentless building, fueled by my own frustration with overpriced, fragmented marketing tools, Market Genie 2.0 is finally LIVE! We poured everything into creating the ultimate all-in-one client acquisition powerhouse, from AI outreach to white-label solutions. This isn’t just a launch; it’s a revolution.<\/p>\n<p>And for the first 50 partners, our Founders 50 Affiliate Program offers 50% lifetime commissions PLUS free access to Market Genie 2.0 (with white-label) and Support Genie!<\/p>\n<p>What’s your biggest marketing pain point that Market Genie 2.0 could solve? Drop a comment below! \ud83d\udc47<\/p>\n<p>Explore Market Genie 2.0….. <a href=\"https:\/\/marketgenie.tech\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/marketgenie.tech\/<\/a><br \/>\nJoin the Founders 50….. <a href=\"https:\/\/marketgenie.promotekit.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/marketgenie.promotekit.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>When you say white-label is included, does that mean clients would see our branding throughout, including in the emails and CRM they use, or is there still a Market Genie footer somewhere?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 email writer saved me a solid 20 minutes on my first campaign and the tone actually matched my brand voice surprisingly well. Wish the funnel templates were a bit more flexible, but overall a strong update.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the lead scraper pull from platforms like LinkedIn and Instagram too, or just specific directories?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@smetnbbf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@smetnbbf<\/a> different directory’s pulling from you own API for platforms like Hunter and Apollo <\/p>\n<\/p>\n<p>Hope this answers you 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>Congrats on your launch, Darrell.<\/p>\n<p>As someone who has used Market Genie, I can only recommend it. It has everything you need in one place without burning your wallet. And it’s so smooth to use.<\/p>\n<p>Amazing work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@tonacreates\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tonacreates<\/a> Thank you for being such a loyal contributor to Dub D Products<\/p>\n<\/p>\n<p>you are awesome <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 white-label side actually work in practice, can my clients log into something branded as my own agency or is it more of a reseller 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the white-label actually work in practice, can my clients log into a fully branded portal or is it more of a resold account?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nilgn2902160993\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nilgn2902160993<\/a> Thanks for reaching out. I want to be completely transparent about how our white-label program works today.<\/p>\n<p>Right now, it is a co-branded referral model with automated payout routing rather than a fully separate portal.<\/p>\n<p>Here is what that looks like in practice:<\/p>\n<ul>\n<li>\n<p><strong>Your Checkout Page:<\/strong> You get a page customized with your logo, brand colors, and custom pricing plans. Customer payments route directly to your Stripe account.<\/p>\n<\/li>\n<li>\n<p><strong>The Portal Experience:<\/strong> Once clients sign up, they log in via our main domain. Inside the app, they manage their own workspace with their own logo. They will not see your agency logo inside their active dashboard.<\/p>\n<\/li>\n<\/ul>\n<p>We handle the technical side, hosting, and updates so you can focus on clients and pricing. Custom domains and full dashboard skinning are planned for our future roadmap.<\/p>\n<\/p>\n<p>Let me know if you have any questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The visual automation builder is way cleaner than I expected for an all-in-one tool, and the lead scraper actually pulls useful contacts without a ton of setup. White-label at zero cost is wild for founders.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hayrettinf3hvd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hayrettinf3hvd<\/a> outstanding, I\u2019m glad you liked the automation builder, that was one of the major upgrades we put into it.<\/p>\n<\/p>\n<p>You also mentioning the white label at zero cost if you get a chance to look 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Spent an afternoon poking around the funnel builder and was surprised how smooth the visual automation felt, no clunky drag-and-drop delays like I expected. Curious to see how the lead scraper holds up at scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@volkanbirsan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@volkanbirsan<\/a> i\u2019m glad you got to check it out, I\u2019m curious so it doesn\u2019t show that you created an account?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/JB2ZTTG466KS6X\" class=\"app-title\">MeMex<\/a><\/p>\n<div class=\"one-liner\">A private, searchable memory for your Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">23<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MeMex\u4e3aMac\u7528\u6237\u63d0\u4f9b\u672c\u5730\u5b58\u50a8\u3001\u53ef\u641c\u7d22\u7684\u5c4f\u5e55\u6d3b\u52a8\u89c6\u89c9\u8bb0\u5fc6\uff0c\u89e3\u51b3\u5de5\u4f5c\u4e2d\u201c\u660e\u660e\u505a\u8fc7\u5374\u627e\u4e0d\u5230\u5f53\u65f6\u64cd\u4f5c\u7ec6\u8282\u201d\u7684\u4e0a\u4e0b\u6587\u65ad\u88c2\u75db\u70b9\uff0c\u652f\u6301\u81ea\u7136\u8bed\u8a00\u56de\u6eaf\u5de5\u4f5c\u65f6\u523b\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\/a5d75890-c955-4176-a730-d2a4a0f5fdc8.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a70dfbda-9339-4069-b1ce-5524eac85767.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbe71410-c6d4-4a03-89a9-1ceabfaa2c60.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/741c18db-62c6-4bec-bbad-726a7f67b658.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d78acb82-c76d-4887-8420-cc82560f52c2.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0bdebea3-f2d7-47e5-9c97-5659c1dcea96.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u56de\u6eaf<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u8f74<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">AI\u5206\u6790\u53ef\u9009<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\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\u65f6\u95f4\u8f74\u548c\u81ea\u7136\u8bed\u8a00\u641c\u7d22\u7684\u5b9e\u7528\u6027\u3002\u5173\u952e\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u9690\u79c1\u8fb9\u754c\uff08\u6392\u9664\u7279\u5b9a\u5e94\u7528\/\u7a97\u53e3\u5f55\u5236\u3001\u6570\u636e\u662f\u5426\u5916\u4f20\uff09\u3001\u5b58\u50a8\u7a7a\u95f4\u7ba1\u7406\uff08\u81ea\u52a8\u6e05\u7406\u673a\u5236\uff09\u3001\u957f\u671f\u4f7f\u7528\u540e\u641c\u7d22\u901f\u5ea6\u3001\u4ee5\u53caAI\u5206\u6790\u65f6\u201c\u8fdc\u7a0b\u201d\u4e0e\u201c\u672c\u5730\u201d\u7684\u660e\u786e\u6570\u636e\u6d41\u5411\uff08\u8bc4\u8bba\u6307\u51fa\u9700\u660e\u786e\u662f\u201c\u79c1\u6709\u9ed8\u8ba4\u201d\u8fd8\u662f\u201c\u914d\u7f6e\u540e\u79c1\u6709\u201d\uff09\u3002\u5f00\u53d1\u8005\u5bf9\u6280\u672f\u7ec6\u8282\uff08\u672c\u5730SQLite\u7d22\u5f15\u3001\u5c40\u90e8\u5e27\u4e0a\u4f20\uff09\u6709\u5766\u8bda\u56de\u5e94\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 MeMex\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u666e\u904d\u4f46\u672a\u88ab\u5145\u5206\u6ee1\u8db3\u7684\u75db\u70b9\uff1a\u201c\u6211\u77e5\u9053\u6211\u505a\u4e86\uff0c\u4f46\u7ec6\u8282\u53bb\u54ea\u4e86\uff1f\u201d \u5b83\u5c06\u90a3\u79cd\u6a21\u7cca\u7684\u632b\u8d25\u611f\u8f6c\u5316\u4e3a\u4e00\u4e2a\u53ef\u64cd\u4f5c\u7684\u4ea7\u54c1\u3002**\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u8bb0\u5f55\u201d\uff0c\u800c\u662f\u201c\u7d22\u5f15\u201d\u2014\u2014\u5c06\u6742\u4e71\u65e0\u7ae0\u7684\u5c4f\u5e55\u50cf\u7d20\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u3001\u53ef\u67e5\u8be2\u7684\u201c\u5de5\u4f5c\u8bb0\u5fc6\u201d\u3002** \u8fd9\u6bd4\u4f20\u7edf\u5c4f\u5e55\u622a\u56fe\u6216\u5f55\u5c4f\u8f6f\u4ef6\u5411\u524d\u8fc8\u4e86\u4e00\u5927\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u4e0a\u6700\u503c\u5f97\u80af\u5b9a\u7684\u662f**\u5bf9\u9690\u79c1\u7684\u52a1\u5b9e\u6743\u8861**\u3002\u5b83\u4e0d\u662f\u4e00\u5200\u5207\u7684\u201c\u5168\u672c\u5730\u201d\u6216\u201c\u5168\u4e91\u7aef\u201d\uff0c\u800c\u662f\u5c06\u201c\u8bb0\u5f55-\u5b58\u50a8-\u7d22\u5f15-\u5206\u6790\u201d\u94fe\u6761\u5206\u5c42\uff1a\u672c\u5730\u5b58\u50a8\u662f\u57fa\u77f3\uff0cAI\u5206\u6790\u662f\u53ef\u9009\u4e14\u900f\u660e\u7684\u5916\u6302\u5c42\u3002\u8fd9\u79cd\u67b6\u6784\u65e2\u6ee1\u8db3\u4e86\u9690\u79c1\u654f\u611f\u7528\u6237\uff08\u5c24\u5176\u662f\u5f00\u53d1\u8005\u3001\u8bbe\u8ba1\u5e08\u7b49\u5904\u7406\u654f\u611f\u4fe1\u606f\u7684\u7fa4\u4f53\uff09\uff0c\u53c8\u4fdd\u7559\u4e86\u5229\u7528\u7b2c\u4e09\u65b9\u6a21\u578b\u83b7\u5f97\u66f4\u4f18\u5206\u6790\u7ed3\u679c\u7684\u80fd\u529b\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u54ea\u4e9b\u6570\u636e\u4f1a\u4e0a\u4e91\u201d\u7684\u5c16\u9510\u63d0\u95ee\uff0c\u6070\u6070\u53cd\u6620\u4e86\u7528\u6237\u5bf9\u6b64\u7c7b\u4ea7\u54c1\u7684\u6838\u5fc3\u7126\u8651\u3002\u5f00\u53d1\u8005\u7684\u56de\u590d\uff08\u5c40\u90e8\u5e27\u3001\u5143\u6570\u636e\u3001Q&A\u6d41\u7a0b\uff09\u7ec6\u8282\u5230\u4f4d\uff0c\u663e\u793a\u51fa\u4ea7\u54c1\u8bbe\u8ba1\u662f\u7ecf\u8fc7\u6df1\u601d\u719f\u8651\u7684\uff0c\u800c\u975e\u8425\u9500\u5671\u5934\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u6f5c\u5728\u98ce\u9669**\u5728\u4e8e\u7528\u6237\u884c\u4e3a\u4e60\u60ef\u7684\u5efa\u7acb\u3002\u7528\u6237\u9700\u8981\u517b\u6210\u201c\u4e8b\u540e\u67e5\u8be2\u201d\u7684\u4e3b\u52a8\u4f7f\u7528\u4e60\u60ef\uff0c\u624d\u80fd\u8ba9\u201c\u5de5\u4f5c\u8bb0\u5fc6\u5e93\u201d\u7684\u4ef7\u503c\u771f\u6b63\u663e\u73b0\u3002\u82e5\u4ec5\u4f9d\u8d56\u88ab\u52a8\u8bb0\u5f55\uff0c\u4ea7\u54c1\u5f88\u5bb9\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u65e0\u4eba\u95ee\u6d25\u7684\u65e5\u5fd7\u6587\u4ef6\u5939\u3002\u6b64\u5916\uff0c19.99\u7f8e\u5143\u7684\u4e00\u53e3\u4e70\u65ad\u4ef7\u5728macOS\u5de5\u5177\u4e2d\u9887\u5177\u7ade\u4e89\u529b\uff0c\u4f46\u80fd\u5426\u5438\u5f15\u8db3\u591f\u591a\u7684\u4ed8\u8d39\u7528\u6237\uff0c\u53d6\u51b3\u4e8e\u201c\u627e\u56de\u4e0a\u4e0b\u6587\u201d\u8fd9\u4e2a\u75db\u82e6\u662f\u5426\u6709\u8db3\u591f\u9ad8\u7684\u9891\u6b21\u548c\u5f3a\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u9510\u8bc4\uff1a**MeMex\u4e0d\u662f\u5728\u521b\u9020\u65b0\u9700\u6c42\uff0c\u800c\u662f\u5728\u7528\u66f4\u4f18\u96c5\u3001\u66f4\u5c0a\u91cd\u9690\u79c1\u7684\u65b9\u5f0f\uff0c\u4fee\u590d\u6570\u5b57\u5316\u5de5\u4f5c\u672c\u8eab\u5e26\u6765\u7684\u201c\u5931\u5fc6\u75c7\u201d\u3002\u5b83\u627e\u5230\u4e86\u201c\u76d1\u89c6\u201d\u4e0e\u201c\u8bb0\u5fc6\u201d\u4e4b\u95f4\u7684\u5fae\u5999\u5206\u754c\u7ebf\u3002**\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MeMex<\/span>\n <\/div>\n<div class=\"comment-content\">MeMex gives your Mac a private visual memory. It turns screen activity into an organized timeline of real work moments, then lets you ask plain-English questions and return to matching screen evidence. Daily and weekly reports summarize work you already did, while Pattern Insights spots repeated workflows worth automating. Recordings stay local in a location you control; AI analysis is optional and uses your own provider or compatible local endpoint.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt,<\/p>\n<p>I built MeMex because I kept running into the same frustrating moment:<\/p>\n<p>“I know I saw it. I know I worked on it. But where was it, and what exactly did I do?”<\/p>\n<p>Modern work is scattered across browsers, editors, documents, terminals, and chats. Bookmarks only save what we remember to bookmark. Notes only capture what we stop to write down. Screenshot folders quickly become another place we have to search.<\/p>\n<p>MeMex gives your Mac a private visual memory instead.<\/p>\n<p>It turns screen activity into an organized timeline of real work moments, including when they happened, which apps were involved, and what the activity was about. From there, you can:<\/p>\n<p>– Return to a moment without manually organizing screenshots.<br \/>\n– Ask questions such as “What did I fix before shipping?”<br \/>\n– Get answers connected to replayable screen evidence.<br \/>\n– Generate daily and weekly reports from the work already captured.<br \/>\n– Discover repeated work patterns and turn them into reusable AI or agent playbooks.<\/p>\n<p>Privacy was not something I wanted to bolt on later. Recordings are stored locally in a location you control. AI analysis is optional and uses a provider or compatible local model that you configure. Before data is shared for third-party AI analysis, MeMex explains what will be sent and asks for permission.<\/p>\n<p>MeMex is available for macOS as a one-time USD 19.99 purchase.<\/p>\n<p>I would especially love feedback on one question: where do you lose work context most often today?<\/p>\n<p>Thank you for taking a look.<\/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 local-only storage with optional AI processing is a really thoughtful split, it means you actually own your screen history without locking yourself out of useful analysis. nice to see a tool that respects privacy without gutting the feature set.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thanks P\u0131nar! That balance is exactly the design principle: screen history should remain a user-owned local library, while analysis is an explicit layer you can add, change, or remove. Recording and timeline browsing still work without AI. A compatible local endpoint can keep the processing local; a hosted provider is optional and receives the disclosed analysis data only after consent. I\u2019m glad that tradeoff came through. Would you personally lean toward a local model, or a hosted provider for better model quality?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>tried it for an afternoon and the timeline view feels genuinely useful, scrolling back to find that one design file i lost track of. like that the recordings stay on my machine 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>Thanks Sinem! That \u201cone design file I lost track of\u201d moment is exactly the kind of context gap MeMex is meant to close. I wanted the timeline to feel like continuity, not another folder full of screenshots. I\u2019m glad the local recording model felt right too. When you found the file, did you get there by scrolling the timeline or by asking the Assistant? That distinction would help me decide which retrieval path to improve first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the local storage hold up over time, like does it balloon fast on a normal workday and need manual cleanup or does it handle that itself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abantakanancyy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abantakanancyy<\/a> Good question. It doesn\u2019t grow without bounds by default.<\/p>\n<p>MeMex has separate configurable storage caps for raw recordings and processed timeline media, both set to 10 GB by default. It checks storage on launch and every hour, then automatically removes the oldest media when a limit is exceeded. Recent raw recordings are protected for three days, and the searchable timeline-card text remains available after older media is removed.<\/p>\n<p>You can view usage in Settings and set each limit from 1\u201320 GB, or choose unlimited. So routine use shouldn\u2019t require manual cleanup, although daily growth naturally depends on recording time and display resolution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Comes in handy when I can’t remember which file I had open two hours ago, just ask it in plain English and it pulls up the right window. Love that the recordings stay local 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\/@urgenzeki80043\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@urgenzeki80043<\/a> Thanks \u201cWhich file or window did I have open earlier?\u201d is one of the everyday memory gaps I wanted MeMex to solve. The recordings stay on your Mac by default, while AI features remain optional and user-configured.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 timeline view is genuinely useful for finding that one thing I worked on last Tuesday without digging through screenshots. Local-only storage is a nice touch too, makes it feel less invasive than other activity trackers I have tried.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ensar90917\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ensar90917<\/a> Thanks Ensar! That \u201cI know I worked on it last Tuesday, but where was it?\u201d moment is exactly why I built MeMex. I\u2019m especially glad the local-first approach makes it feel less invasive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “AI analysis is optional and uses your own provider or a compatible local endpoint” line is what makes this usable for privacy-sensitive work \u2014 the timeline stays local and I decide if anything ever leaves. Two things I would test before leaving it always-on: can I exclude specific apps or windows (a password manager, banking) from being recorded at all, and does the searchable text index live in the same local store, or does querying round-trip to the provider? Trying to gauge whether I can keep it capturing during sensitive work without leaking window contents into an external model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Tried it for a day and the natural language search worked way better than expected. I asked “show me when I was working on the pricing page” and it pulled up the right window. Local storage is a nice touch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 search actually work under the hood, does it index OCR text locally or rely on screenshots only when you query?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Great question. Search is local and text-first; MeMex does not reopen or upload screenshots when you ask a question. During analysis, sampled frames are converted into structured timeline cards with titles, summaries, detailed observations, app\/site context, and timestamps, and those fields are stored in the local SQLite library. When you ask something, MeMex parses the terms and time context locally, ranks matching cards and observations locally, then sends only the top matched text and metadata to the configured model to compose the answer. The current build does not maintain a separate full OCR index. Visual analysis happens when cards are generated, not at query time. If the configured provider is hosted, selected frames may be sent to it during that earlier analysis step; the Q&A request itself does not include screenshots or video.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 timeline view actually made my scattered work day feel coherent, and being able to ask “what was that thing I saw yesterday” in plain English saved me a real hunt through screenshots.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thanks Ali! That is exactly the feeling I hoped the timeline would create: not just a pile of captures, but a coherent thread through a fragmented day. \u201cWhat was that thing I saw yesterday?\u201d is also one of the most natural questions for MeMex. I\u2019m glad it saved you the screenshot hunt. Was the matching evidence easy to recognize once MeMex surfaced it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks genuinely useful. I’m constantly trying to find a tab, file, or random thing i saw earlier and can’t remember where it was.<\/p>\n<p>Also really nice that everything stays local. Doessearch still feel fast once you’ve built up a few months of history?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rudy_zhou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rudy_zhou<\/a> Thanks Rudy! Search runs over locally indexed timeline cards instead of rescanning raw recordings, so it remains fast even you have lots of history datas. <\/p>\n<p>One privacy clarification: raw recordings stay on the Mac. If a hosted AI provider is enabled, selected frames may be sent directly to that provider for analysis. A local endpoint keeps the entire AI pipeline local.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The “You did the work. But the details? Already gone.” message really resonated with me.<\/p>\n<p>I think forgetting context is a much bigger problem than people realize. Turning work history into something searchable feels like a very natural direction.<\/p>\n<p>Congrats and good luck today! \ud83d\udc4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___1802026258df93399c32311\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1802026258df93399c32311<\/a> Thank you, Lyra! That line came directly from my own frustration: I could remember completing the work, but not the path, sources, or decisions behind it.<\/p>\n<p>MeMex is meant to make that context recoverable without requiring you to document everything manually. What kind of context do you find yourself losing most often: tabs and files, past decisions, or troubleshooting steps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “recordings stay local, AI analysis is optional and uses your own provider” split is the interesting design decision here. if someone plugs in a remote provider (say a hosted API instead of a local endpoint) to ask a plain-english question, does the relevant screen evidence get sent up to that provider to answer it, or does it stay local and only the extracted text\/metadata leaves the machine? for a tool whose whole pitch is private visual memory of everything you do, that’s the detail that actually determines whether it’s private by default or private-if-you-configure-it-carefully.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Thanks ! Let me explain this. The current behavior is:<\/p>\n<ul>\n<li>\n<p>Raw recordings remain on the Mac and are never uploaded as complete video files.<\/p>\n<\/li>\n<li>\n<p>If a remote AI provider is enabled, MeMex sends selected sampled frames directly to that configured endpoint when generating analyzed timeline cards. This only happens after the user reviews and accepts the data-sharing disclosure.<\/p>\n<\/li>\n<li>\n<p>For a plain-English question, retrieval happens locally. The Q&A request sends the question plus text from the matched timeline cards, such as titles, summaries, observations, timestamps, and app\/site context. It does not send the underlying screenshots or video again for that question.<\/p>\n<\/li>\n<li>\n<p>Requests go directly from the Mac to the user\u2019s chosen provider. MeMex does not proxy or store them on a MeMex backend.<br \/>So with a hosted provider, the accurate description is local storage with optional remote AI processing, not end-to-end local processing. Users who want the entire pipeline to remain local can connect a local OpenAI-compatible endpoint, and recording\/timeline browsing still work without enabling AI at all.<\/p>\n<p>This is a useful callout. Raw recordings stay local. AI processing runs through the model endpoint you choose.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VOPYDMBIUUSINP\" class=\"app-title\">Ortu<\/a><\/p>\n<div class=\"one-liner\">The clipboard manager for people who copy-paste for a living<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">20<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ortu\u662f\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u3001\u5f00\u6e90\u4e14\u8de8\u5e73\u53f0\u7684\u526a\u8d34\u677f\u7ba1\u7406\u5668\uff0c\u901a\u8fc7\u5168\u6587\u672c\u641c\u7d22\u3001\u667a\u80fd\u5206\u7ec4\u548c\u52a0\u5bc6\u63a9\u7801\u7b49\u529f\u80fd\uff0c\u5e2e\u52a9\u91cd\u5ea6\u590d\u5236\u7c98\u8d34\u7528\u6237\uff08\u5982\u5de5\u7a0b\u5e08\uff09\u9ad8\u6548\u7ba1\u7406\u6d77\u91cf\u788e\u7247\u5316\u4fe1\u606f\uff0c\u5f7b\u5e95\u6446\u8131\u7cfb\u7edf\u526a\u8d34\u677f\u6d45\u8584\u548c\u7b2c\u4e09\u65b9\u5de5\u5177\u81c3\u80bf\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\/b7ddf7ba-6e27-451c-8cde-caf98e0923bb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2732527f-8f71-42f6-b9a7-c101f066cf25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d114c5ae-2a78-47a3-bec7-f821e3980c2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d691ab7b-be4b-4e38-9694-be8361097308.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\">Open Source<\/span><br \/>\n <span class=\"tag\">Privacy<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u526a\u8d34\u677f\u7ba1\u7406\u5668<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5168\u6587\u672c\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5206\u7ec4<\/span><br \/>\n <span class=\"tag\">\u52a0\u5bc6\u63a9\u7801<\/span><br \/>\n <span class=\"tag\">\u7c98\u8d34\u961f\u5217<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u9690\u79c1\u4fdd\u62a4\u3001\u672c\u5730\u5b58\u50a8\u548c\u667a\u80fd\u5206\u7ec4\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u79d8\u5bc6\u68c0\u6d4b\u4e3a\u542f\u53d1\u5f0f\u7b97\u6cd5\uff0c\u6f0f\u68c0\u5185\u5bb9\u9700\u624b\u52a8\u6807\u8bb0\uff0c\u4e14\u672a\u5b9e\u73b0\u5168\u5e93\u52a0\u5bc6\uff1b\u6709\u7528\u6237\u63d0\u51fa\u8de8\u8bbe\u5907\u540c\u6b65\u9700\u6c42\uff1b\u90e8\u5206\u7528\u6237\u5173\u6ce8\u6d77\u91cf\u526a\u8d34\u5185\u5bb9\u4e0b\u7684\u641c\u7d22\u6027\u80fd\uff08\u5df2\u88ab\u5f00\u53d1\u8005\u786e\u8ba4FTS5\u53ef\u7a33\u5065\u5e94\u5bf9\uff09\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 Ortu\u7684\u51fa\u73b0\u7cbe\u51c6\u5730\u6233\u4e2d\u4e86\u6280\u672f\u5de5\u4f5c\u8005\u7684\u4e00\u4e2a\u201c\u9690\u75db\u201d\uff1a\u5728\u201c\u590d\u5236\u7c98\u5e16\u201d\u8fd9\u4e00\u770b\u4f3c\u4f4e\u7ea7\u7684\u91cd\u590d\u52b3\u52a8\u4e2d\uff0c\u73b0\u6709\u7684\u89e3\u51b3\u65b9\u6848\u8981\u4e48\u8fc7\u4e8e\u7b80\u964b\uff08\u7cfb\u7edf\u81ea\u5e26\uff09\uff0c\u8981\u4e48\u8fc7\u4e8e\u7b28\u91cd\u4e14\u51fa\u5356\u9690\u79c1\uff08\u4e91\u7aef\u540c\u6b65\uff09\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u4ec0\u4e48\u77f3\u7834\u5929\u60ca\u7684\u6280\u672f\uff0c\u800c\u5728\u4e8e\u4e00\u79cd\u6781\u5176\u514b\u5236\u7684\u201c\u51cf\u6cd5\u201d\u8bbe\u8ba1\u2014\u2014\u672c\u5730\u5316\u3001\u8f7b\u91cf\u7ea7\u3001\u5f00\u6e90\u3001\u65e0\u8d26\u6237\uff0c\u8fd9\u6070\u6070\u662f\u90a3\u4e9b\u88abSaaS\u98ce\u66b4\u6298\u78e8\u5f97\u75b2\u60eb\u4e0d\u582a\u7684\u4e13\u4e1a\u7528\u6237\u6700\u6e34\u671b\u7684\u201c\u5b89\u5168\u611f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u5f88\u7eaf\u7cb9\uff1a\u7528Rust+Tauri\u7684\u5e95\u5c42\u786e\u4fdd\u6027\u80fd\u4e0e\u7eed\u822a\uff0c\u7528SQLite FTS5\u89e3\u51b3\u6d77\u91cf\u6570\u636e\u7684\u77ac\u95f4\u68c0\u7d22\uff0c\u7528\u542f\u53d1\u5f0f+\u624b\u52a8\u6807\u8bb0\u4e24\u91cd\u673a\u5236\u5e73\u8861\u81ea\u52a8\u5316\u548c\u9690\u79c1\u9700\u6c42\u3002\u8fd9\u79cd\u201c\u4e0d\u88c5\u8154\u4f5c\u52bf\u201d\u7684\u52a1\u5b9e\u59ff\u6001\uff0c\u8ba9\u5b83\u4ece\u201c\u53c8\u4e00\u4e2a\u5de5\u5177\u201d\u53d8\u6210\u4e86\u201c\u4e00\u4e2a\u503c\u5f97\u4fe1\u8d56\u7684\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u4f46\u9700\u8981\u6cfc\u4e00\u76c6\u51b7\u6c34\u7684\u662f\uff0c\u5b83\u5f53\u524d\u6700\u5927\u7684\u4f18\u52bf\uff08\u672c\u5730\u5316\uff09\u4e5f\u662f\u5176\u6700\u5927\u7684\u5929\u82b1\u677f\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u8de8\u8bbe\u5907\u540c\u6b65\u201d\u7684\u547c\u58f0\uff0c\u6697\u793a\u4e86\u5176\u5728\u591a\u8bbe\u5907\u5de5\u4f5c\u6d41\u4e2d\u7684\u81f4\u547d\u77ed\u677f\u3002\u4f5c\u4e3a\u4e2a\u4eba\u751f\u4ea7\u529b\u5de5\u5177\uff0cOrtu\u8fd1\u4e4e\u6ee1\u5206\uff1b\u4f46\u82e5\u60f3\u4ece\u201c\u6781\u5ba2\u73a9\u5bb6\u7684\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e13\u4e1a\u4eba\u58eb\u7684\u5de5\u4f5c\u6d41\u67a2\u7ebd\u201d\uff0c\u5b83\u5fc5\u987b\u76f4\u9762\u8fd9\u4e2a\u6838\u5fc3\u77db\u76fe\u2014\u2014\u5982\u4f55\u5728\u4fdd\u6301\u201c\u9690\u79c1\u6559\u65e8\u4e3b\u4e49\u201d\u7684\u524d\u63d0\u4e0b\uff0c\u4f18\u96c5\u5730\u89e3\u51b3\u8de8\u8bbe\u5907\u65e0\u7f1d\u534f\u4f5c\u7684\u95ee\u9898\uff1f\u76ee\u524d\u6ca1\u6709\u4efb\u4f55\u6697\u793a\u3002\u8fd9\u79cd\u201c\u6d01\u7656\u201d\u6216\u8bb8\u80fd\u8d62\u5f97\u7b2c\u4e00\u6279\u5fe0\u5b9e\u62e5\u8db8\uff0c\u4f46\u4e5f\u4f1a\u5c06\u5927\u591a\u6570\u6709\u5b9e\u9645\u534f\u540c\u9700\u6c42\u7684\u7528\u6237\u62d2\u4e4b\u95e8\u5916\u3002\u6b64\u5916\uff0c\u201c\u79d8\u5bc6\u63a9\u7801\u201d\u7684\u542f\u53d1\u5f0f\u673a\u5236\u5b58\u5728\u8bef\u7528\u98ce\u9669\uff0c\u5bf9\u666e\u901a\u7528\u6237\u800c\u8a00\uff0c\u201c\u6211\u4ee5\u4e3a\u662f\u5b89\u5168\u7684\u5b9e\u9645\u6ca1\u52a0\u5bc6\u201d\u6bd4\u201c\u6211\u660e\u767d\u5b83\u53ef\u80fd\u4e0d\u52a0\u5bc6\u201d\u66f4\u5371\u9669\u3002\u672a\u6765\u82e5\u4e0d\u80fd\u63d0\u4f9b\u201c\u4e00\u952e\u5168\u5e93\u52a0\u5bc6\u201d\u7684\u9009\u9879\u5e76\u8f85\u4ee5\u900f\u660e\u7684\u5b89\u5168\u8bf4\u660e\uff0c\u8fd9\u6216\u5c06\u5f15\u53d1\u7528\u6237\u7684\u8bef\u5224\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\">Ortu<\/span>\n <\/div>\n<div class=\"comment-content\">Ortu remembers everything you copy \u2014 text, images, files \u2014 so you can paste it again instantly, from any app. Full-text search, paste stack, secret masking with encryption, smart auto-grouping. 100% local, no account, open source. macOS, Windows & Linux.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I’m Abhijith, maker of Ortu.<\/p>\n<p>Ortu started as a daily frustration: as an engineer I live in copy-paste.. deploy commands, snippets, tokens, URLs.. and my “system” was a giant text file I scrolled through a hundred times a day. Every switch broke my flow.<\/p>\n<p>I work across Mac and Windows, and nothing out there fit: built-in clipboards are too shallow, and most third-party managers were either bloated or abandoned. So I built the one I wished existed.<\/p>\n<p>What makes Ortu different:<\/p>\n<p>\ud83d\udd12 Local-first, actually \u2014 no account, no telemetry, no cloud. Everything lives in a SQLite DB on your machine. It’s MIT-licensed open source, so you can verify that. \ud83e\udd5e Paste stack \u2014 queue several clips, then paste them one-by-one, in order, into any app. Killer for repetitive form-filling and terminal work. \ud83d\udd0e Instant full-text search (SQLite FTS5) over everything you’ve copied \u2014 text, images, files. \ud83d\udd75\ufe0f Secret masking \u2014 detected passwords\/keys\/tokens are masked and encrypted at rest (AES-256-GCM). \ud83e\udde0 Smart auto-grouping \u2014 URLs, code, JSON, shell commands sort themselves. \ud83e\udeb6 Native & tiny \u2014 Tauri (Rust) + SvelteKit, one small binary per platform. No Electron.<\/p>\n<p>It’s free on macOS, Windows, and Linux. I’d genuinely love feedback \u2014 feature requests, bug reports, or just how you manage your clipboard today. I’ll be here all day! \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally something that fixed my clipboard mess without making me sign up for yet another account. The auto-grouping actually works well when I’m juggling snippets between Slack and my editor.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 secret masking with encryption actually work in practice?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally something that solves my clipboard chaos on Linux without making me log in. The auto-grouping is surprisingly smart, it actually separated a recipe from a hex color I copied moments apart.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Totally there with you on the need for better clipboards, one serious want of mine is to have cross device (even cross OS) clipboards. Have you looked into a solution for that at all?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally a clipboard manager that actually feels private. the local-only setup and secret masking sealed it for me, and full-text search across old snippets is a small thing that changed how i work daily.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kazma5wq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kazma5wq<\/a> Thank you! Privacy-first was the founding constraint, not a feature checkbox… local-only storage, secret masking with encryption at rest for flagged items, and a pause-capture toggle when you want nothing recorded. Really glad the search is earning a place in your daily flow \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>Curious how the search holds up when the paste stack gets into the thousands \u2014 does it stay snappy or is there a noticeable slowdown 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nimet3paw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimet3paw<\/a> It stays snappy \ud83d\ude42 Search isn’t a table scan \u2014 it hits a SQLite FTS5 full-text index that’s kept in sync by triggers on every insert\/update\/delete, with a fuzzy re-ranker on top of the match results. FTS5 handles tens of thousands of rows without breaking a sweat, so thousands of clips is well within comfortable territory. On top of that, retention is configurable (age-based or a max-items cap, pinned\/grouped items always kept), so the DB stays bounded by default rather than growing forever. If you ever do feel a slowdown, that’s a bug \u2014 file an issue and I’ll dig in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>tauri + sqlite fts5 + no electron is a good sign for something that’s meant to sit quietly in the background all day. one question on the secret masking – since it’s presumably detecting secrets by pattern (known token\/key shapes) rather than a hardcoded list, what happens to an arbitrary sensitive string that doesn’t match a recognized pattern, like a random internal password someone pastes that isn’t formatted like an API key? does it fall back to encrypting everything at rest regardless of whether it was flagged as a secret, or is the AES-256 specifically reserved for things that got detected? the headline feature is “secret masking” so i’d want to know if there’s a safety net under 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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Great question, and worth being precise about: AES-256 is <strong>field-level, reserved for flagged items<\/strong>… it’s not whole-database encryption. Two paths get an item encrypted + masked: (1) the classifier flags it (it’s score-based structural detection, entropy, token shapes, key\/value context… not a hardcoded regex list, so it catches more than just known API-key formats, but it’s still heuristic), or (2) <strong>you mark any item sensitive manually<\/strong>, that’s the safety net for the random internal password case. Manually-marked items get the same AES-256-GCM treatment, masked in the UI and revealed on demand.<\/p>\n<p>So today, an arbitrary string the classifier misses and you don’t mark stays plaintext in the local SQLite DB (which never leaves your machine). There’s also a one-click pause-capture toggle for moments you don’t want anything recorded. An opt-in “encrypt everything at rest” mode is a fair ask and it’s on my radar, the design (per-field enc:v1: tagging with a local 0600 key file) was built so that can be layered on. Appreciate you pushing on the headline claim \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>finally a clipboard manager that doesn’t try to sync to some random cloud. The full-text search over old copies is genuinely useful, found a snippet I’d lost weeks ago in seconds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ezgiirru\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ezgiirru<\/a> “Found a snippet I’d lost weeks ago in seconds”… that’s the exact use case that made me build the FTS5 search, so this comment made my day. And no random cloud, ever: everything stays in a local SQLite file on your machine. Thanks for trying it! \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>Been hunting for a clipboard manager that actually keeps images and files intact, and this one nailed it. The local-only encryption for sensitive stuff is a nice touch I didn’t know I 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@feride153647\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@feride153647<\/a> Thanks! Images and files were honestly the hardest part to get right.. there’s a content-addressed blob store underneath so image history doesn’t balloon your disk with duplicates. And glad the sensitive-item encryption landed as a “didn’t know I needed it”… that’s the best kind of feature \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally tried it last night and the auto-grouping actually caught me off guard \u2014 it just figured out what belonged together without me tagging anything. Local-only and no account is the cherry on top.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@douakrimdriss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@douakrimdriss<\/a> That’s exactly the moment I hoped people would hit… it quietly working out what’s code, links, colors, etc. without any tagging ceremony. And yeah, local-only with no account isn’t a growth strategy, it’s the whole point \ud83d\ude04 Thanks for giving it a real evening’s use!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2UFKCOM72D7UKL\" class=\"app-title\">SnapPeach<\/a><\/p>\n<div class=\"one-liner\">See any outfit on you before you buy – in ~10 seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">19<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SnapPeach \u662f\u4e00\u4e2a Chrome \u6269\u5c55\uff0c\u8ba9\u4f60\u5728\u7f51\u8d2d\u65f6\u7ea610\u79d2\u5185\u770b\u5230\u4efb\u4f55\u670d\u88c5\u7a7f\u5728\u81ea\u5df1\u8eab\u4e0a\u7684\u6548\u679c\uff0c\u89e3\u51b3\u201c\u4e70\u524d\u65e0\u6cd5\u8bd5\u7a7f\u201d\u7684\u51b3\u7b56\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\/6dfa604c-28ec-4c12-bd03-0d387e348028.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=VLeU_S90fII\"><source src=\"https:\/\/www.youtube.com\/watch?v=VLeU_S90fII\" 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\/151ba54a-d0f2-4209-9b29-962d1b2ce3de.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cecbd540-b8bc-44b5-b4ca-a1e15a053d9a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c100422-14b2-4bae-82b4-09cdd462ce88.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9886dfe9-7d81-4b51-b60a-d74c022d748a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f20fdc8-2638-4b44-8eb6-81403da76c2b.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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Fashion<\/span><br \/>\n <span class=\"tag\">Wearables<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u8bd5\u8863<\/span><br \/>\n <span class=\"tag\">AI\u8bd5\u7a7f<\/span><br \/>\n <span class=\"tag\">\u670d\u88c5\u7535\u5546<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u8d2d\u7269<\/span><br \/>\n <span class=\"tag\">\u964d\u4f4e\u9000\u8d27\u7387<\/span><br \/>\n <span class=\"tag\">\u8d2d\u7269\u8f85\u52a9\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u901f\u5ea6\u5feb\u3001\u6548\u679c\u771f\u5b9e\u3001\u8de8\u7ad9\u70b9\u53ef\u7528\u3002\u4e3b\u8981\u7591\u95ee\uff1a\u7167\u7247\u662f\u672c\u5730\u5904\u7406\u8fd8\u662f\u4e0a\u4f20\uff1f\u80fd\u4fdd\u5b58\u6216\u5206\u4eab\u8bd5\u7a7f\u56fe\u5417\uff1f\u652f\u6301\u591a\u4ef6\u670d\u88c5\u540c\u5c4f\u5bf9\u6bd4\u5417\uff1f\u4f4e\u8d28\u91cf\u56fe\u7247\u6216\u975e\u6b63\u9762\u7167\u65f6\u6548\u679c\u4f1a\u6253\u6298\u6263\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 SnapPeach \u5728\u201c\u865a\u62df\u8bd5\u7a7f\u201d\u8fd9\u4e2a\u8001\u8d5b\u9053\u4e0a\uff0c\u6253\u51fa\u4e86\u4e00\u5f20\u770b\u4f3c\u806a\u660e\u5b9e\u5219\u53d6\u5de7\u7684\u724c\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u201c\u628aAI\u8bd5\u7a7f\u585e\u8fdb\u4efb\u4f55\u4e00\u4e2a\u7535\u5546\u9875\u9762\u201d\u7684\u4ea7\u54c1\u601d\u8def\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u4eae\u70b9\u4e0e\u9677\u9631\uff1a**\n <\/p>\n<p class=\"ai-content\">\n 1. **\u201c\u6cdb\u7528\u6027\u201d\u662f\u6700\u5927\u62a4\u57ce\u6cb3\uff0c\u4e5f\u662f\u6700\u5927\u6280\u672f\u96f7\u533a\u3002** \u8df3\u5f00\u4e0e\u96f6\u552e\u5546\u6df1\u5ea6\u96c6\u6210\u7684\u4f20\u7edf\u8def\u5f84\uff0c\u4ee5Chrome\u6269\u5c55\u4ecb\u5165\u4efb\u4f55\u5546\u54c1\u9875\uff0c\u786e\u5b9e\u89e3\u51b3\u4e86\u7528\u6237\u201c\u53ea\u80fd\u5728\u7279\u5b9a\u54c1\u724c\u7ad9\u8bd5\u201d\u7684\u75db\u70b9\u3002\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u653e\u5f03\u4e86\u5546\u54c1\u56fe\u7247\u8d28\u91cf\u7684\u63a7\u5236\u6743\u3002\u7528\u6237\u53cd\u9988\u4e2d\u201c\u4f4e\u5206\u8fa8\u7387\u6216\u5947\u602a\u89d2\u5ea6\u6548\u679c\u5dee\u201d\u7684\u56de\u5e94\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u6a21\u578b\u9c81\u68d2\u6027\u7684\u77ed\u677f\u2014\u2014\u5982\u679c10\u6b21\u91cc\u6709\u4e24\u4e09\u6b21\u201c\u7ffb\u8f66\u201d\uff0c\u7528\u6237\u5bf9\u201c10\u79d2\u201d\u7684\u4fe1\u4efb\u5c31\u4f1a\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n 2. **\u9690\u79c1\u58f0\u660e\u5b58\u5728\u8bdd\u672f\u9677\u9631\u3002** \u5f3a\u8c03\u201c\u7167\u7247\u4ece\u4e0d\u79bb\u5f00\u8bbe\u5907\u201d\uff0c\u4f46\u53c8\u627f\u8ba4\u201c\u5728\u5185\u5b58\u4e2d\u5904\u7406\u201d\u3002\u5173\u952e\u95ee\u9898\u662f\uff1a\u90a3\u4e2a\u6267\u884c\u6e32\u67d3\u7684AI\u6a21\u578b\u662f\u5728\u7528\u6237\u672c\u5730\u6d4f\u89c8\u5668\u901a\u8fc7WebGPU\u8fd9\u7c7b\u6280\u672f\u8fd0\u884c\u7684\uff0c\u8fd8\u662f\u4f60\u7684\u670d\u52a1\u5668\u5728\u8fdc\u7aef\u5904\u7406\u4f46\u58f0\u660e\u201c\u4e0d\u6301\u4e45\u5316\u201d\uff1f\u524d\u8005\u662f\u771f\u9690\u79c1\uff0c\u540e\u8005\u53ea\u662f\u201c\u4e0d\u5b58\u786c\u76d8\u201d\u7684\u4f2a\u9690\u79c1\u3002\u8bc4\u8bba\u4e2d\u5df2\u6709\u7528\u6237\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u8fd9\u70b9\uff0c\u521b\u59cb\u4eba\u7684\u56de\u5e94\u5374\u907f\u91cd\u5c31\u8f7b\uff0c\u8fd9\u662f\u4ea7\u54c1\u4fe1\u4efb\u5ea6\u4e0a\u7684\u786c\u4f24\u3002\n <\/p>\n<p class=\"ai-content\">\n 3. **\u5546\u4e1a\u6a21\u5f0f\u975e\u5e38\u201c\u7ecf\u5178\u201d\u3002** \u524d10\u6b21\u514d\u8d39\u8bf1\u5bfc\u4f53\u9a8c\uff0c\u4e4b\u540e\u5fc5\u7136\u8f6c\u5411\u8ba2\u9605\u5236\u6216\u6309\u6b21\u6536\u8d39\u3002\u95ee\u9898\u5728\u4e8e\uff0c\u8be5\u4ea7\u54c1\u7684\u8fb9\u9645\u6210\u672c\uff08\u6bcf\u6b21\u6e32\u67d3\u7684\u7b97\u529b\/API\u8c03\u7528\u8d39\uff09\u4e0d\u4f4e\uff0c\u800c\u7528\u6237\u613f\u610f\u4e3a\u201c\u63d0\u5347\u51b3\u7b56\u6548\u7387\u201d\u652f\u4ed8\u7684\u4ef7\u683c\u5929\u82b1\u677f\u5374\u5f88\u4f4e\u3002\u4e00\u65e6\u514d\u8d39\u989d\u5ea6\u7528\u5b8c\uff0c\u7559\u5b58\u7387\u4f1a\u65ad\u5d16\u5f0f\u4e0b\u8dcc\uff0c\u9664\u975e\u5b83\u80fd\u5f3a\u5230\u8ba9\u7528\u6237\u628a\u9000\u8d27\u8282\u7701\u7684\u8fd0\u8d39\u89c6\u4e3a\u201c\u6536\u76ca\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u7ed3\u8bba\uff1a** \u8fd9\u662f\u4e00\u4e2a\u4f18\u79c0\u7684\u3001\u9488\u5bf9\u7279\u5b9a\u75db\u70b9\u7684\u201c\u5c0f\u5de5\u5177\u201d\u800c\u975e\u201c\u5927\u5e73\u53f0\u201d\u3002\u5b83\u89e3\u51b3\u7684\u662f\u7f51\u8d2d\u7684\u201c\u6700\u540e3\u79d2\u72b9\u8c6b\u201d\uff0c\u4f46\u7f3a\u4e4f\u957f\u671f\u7c98\u6027\u3002\u5982\u679c\u4e0d\u80fd\u5728\u201c\u591a\u4ef6\u540c\u5c4f\u5bf9\u6bd4\u201d\u3001\u201c\u5206\u4eab\u642d\u914d\u7ed9\u670b\u53cb\u201d\u7b49\u5f3a\u793e\u4ea4\/\u51b3\u7b56\u573a\u666f\u4e0a\u957f\u51fa\u58c1\u5792\uff0c\u5b83\u5c06\u5f88\u5feb\u6ca6\u4e3a\u88ab\u5927\u5382AI\u8bd5\u7a7f\u529f\u80fd\u6216\u4e0b\u4e00\u4ee3\u8d2d\u7269\u4f53\u9a8c\u541e\u566c\u7684\u727a\u7272\u54c1\u3002\u521b\u59cb\u4eba\u7684\u56de\u5e94\u4e2d\uff0c\u5173\u4e8e\u201crender breaks\u201d\u7684\u6848\u4f8b\u6536\u96c6\u624d\u662f\u771f\u6b63\u6709\u4ef7\u503c\u7684\u4e8b\u2014\u2014\u4f46\u8fd9\u9700\u8981\u94c1\u4e00\u822c\u7684\u7528\u6237\u8fd0\u8425\u6267\u884c\u529b\uff0c\u800c\u975e\u4ec5\u4ec5\u5199\u4e2a\u6269\u5c55\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\">SnapPeach<\/span>\n <\/div>\n<div class=\"comment-content\">SnapPeach is a Chrome extension that shows you wearing any garment on any shopping site, in about 10 seconds.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH,<br \/>\n I built SnapPeach because online clothes shopping is guesswork. You can’t tell how something will actually look on you, so you buy a few sizes and send most back.<\/p>\n<p>SnapPeach puts a fitting room on every store. Hover any product photo, click Try it on, and you get a photoreal render of you wearing it in about 10 seconds. No retailer deals, it works on any site.<\/p>\n<p>Photoreal try-on recently got cheap enough to run per image, so I shipped it as a Chrome extension instead of waiting for stores to build it.<br \/>\nYour photos never leave your device. Processed in memory, never stored.<br \/>\nFirst 10 try-ons are free. I’d love your feedback, especially the cases where the renders break.<br \/>\n– Kunal<\/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 “fitting room on every store, works on any site” angle is way more useful to me than the single-retailer try-ons that only work where they are already built in. Day-one question: do I set my photo up once and it is reused across every site, or is it a fresh upload per garment \u2014 and can I save or share a render, or does it vanish when I leave the page? Trying to work out whether this fits a real “send the look to a friend before I buy” moment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally tried this on a jacket I was eyeing and it actually looked realistic, not like a rough sticker. The ten second claim feels accurate 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>does it work on every site or do stores have to opt in first<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@halitm7tv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@halitm7tv<\/a> it works on every site<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“processed in memory, never stored” is a good privacy line but it leaves one thing ambiguous: does that memory processing happen locally in the browser, or does the photo get sent to a server to generate the photoreal render and just not get persisted afterward? those are very different privacy claims even if the end result (nothing stored) is the same, and “never leaves your device” earlier in the pitch reads like the former.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Tried it on a couple of sites and it actually delivered, the preview popped up while I was browsing Nordstrom and the fit looked right. Way more useful than I expected for a quick checkout decision.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Tried it on a few clothing sites and it actually worked faster than I expected, like under 10 seconds for real. The try-on preview looked pretty natural on me, not uncanny at all.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@devransulb15560\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devransulb15560<\/a> 10 seconds is the sweet spot I aimed for. Appreciate you giving it a go – if you hit any garment where the render breaks, send it over. Thong 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>Tried it on a couple of sites and it really did pop on me in like 15 seconds, which honestly surprised me. The fit looked pretty natural too, not stretched or warped like other try-on tools I have tested.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tlin2096647\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tlin2096647<\/a> That’s the target. Speed and no distortion are the two things I won’t ship without. Thanks for trying 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>Finally a try-on tool that actually works on random sites, not just the brand’s own page. The fit on a linen shirt looked close enough to my shoulders that I’d trust it for a first-pass yes or no.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neseutanga31611\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neseutanga31611<\/a> Yeah, that was the whole bet – a fitting room that works everywhere instead of one more thing every retailer has to build. Glad it landed. What site did you try it on?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching! The 10-second claim is bold, how consistent is the output when the product photo is low quality or shot at a weird angle? Fashion sites vary wildly in image quality, so I’m curious how it handles the messy real world. Also smart choice making it a Chrome extension instead of yet another app; meeting people where they already shop makes a lot of 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dennis_weijer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dennis_weijer1<\/a> Good question, and honestly it’s the hard case. Render quality tracks the product photo – clean front-facing shots come out great, low-res or weird-angle ones are hit or miss. It holds your face and body well; the garment texture is what suffers when the source is bad. Making it smarter about picking the best product image on a page is next. Thanks for digging in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried on multiple websites it removes the hassle of returns. Nice product saved a lot of 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mayank_gupta70\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mayank_gupta70<\/a> thanks bro<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Being able to see how a piece looks on me before buying would honestly save me from so many returns. One thing I’d love is a side by side comparison mode where I can try two or three garments at once on the same page, makes it way easier to actually decide which one to go 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@muammer116619\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muammer116619<\/a> That’s on the roadmap – multi-garment and outfit composition is exactly where I want to take it. One garment at a time for now. Would you want the same item in different colors side by side, or different items? Helps me prioritize.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried it on a few shirts on a random site and it actually worked faster than I expected, the fit preview was close enough to my usual size to be 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@toprak967471\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toprak967471<\/a> Glad the fit felt close, that’s the part I obsess over. Which store did you try it on? Building a map of where it shines vs struggles.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VHSEU4SJOLPGS3\" class=\"app-title\">agentfdr<\/a><\/p>\n<div class=\"one-liner\">See why your coding agent looped, drifted, or burned tokens<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">16<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>agentfdr \u4e3aClaude Code\u7b49\u7f16\u7801Agent\u81ea\u52a8\u8bfb\u53d6\u4f1a\u8bdd\u8bb0\u5f55\uff0c\u63d0\u4f9b\u9010\u8f6e\u65f6\u95f4\u7ebf\u3001\u5f02\u5e38\u6807\u8bb0\uff08\u5982\u6b7b\u5faa\u73af\u3001token\u6d6a\u8d39\uff09\u548c\u5b9e\u65f6\u76d1\u63a7\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u770b\u4e0d\u6e05Agent\u884c\u4e3a\u3001\u8c03\u8bd5\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41c95c19-74a1-4848-a04e-1ed52726ae15.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74a938d7-05ae-4b82-aecc-39b93ef2bd17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7801\u4ee3\u7406\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5f02\u5e38\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">AI\u6210\u672c\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u624b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u6b63\u9762\u53cd\u9988\u96c6\u4e2d\u5728\u65e0\u9700\u4fb5\u5165\u5f0fSDK\u5373\u53ef\u5206\u6790\u4f1a\u8bdd\u3001\u5b9e\u65f6\u6a21\u5f0f\u6709\u6548\u3002\u4e3b\u8981\u7591\u95ee\uff1a\u5982\u4f55\u5728\u591a\u5206\u652f\u6216\u4e2d\u65ad\u4f1a\u8bdd\u65f6\u4fdd\u6301\u65f6\u95f4\u7ebf\u8fde\u8d2f\uff1f\u5f02\u5e38\u68c0\u6d4b\u662f\u5426\u4ec5\u9760\u91cd\u590d\u8ba1\u6570\u5224\u65ad\u5faa\u73af\uff08\u5982\u5408\u6cd5\u91cd\u8bd5\uff09\uff1f\u5982\u4f55100%\u672c\u5730\u8fd0\u884c\uff1f\u662f\u5426\u652f\u6301\u81ea\u5b9a\u4e49\u9608\u503c\uff1f\u7528\u6237\u8fd8\u95ee\u53ca\u201c\u65ad\u8a00\u201d\u547d\u4ee4\u5982\u4f55\u533a\u5206\u75c5\u7406\u5faa\u73af\u4e0e\u6b63\u5e38\u91cd\u8bd5\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301\u5176\u4ed6Agent CLI\uff08\u5982Aider\uff09\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 agentfdr\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u5374\u65e5\u76ca\u5c16\u9510\u7684\u75db\u70b9\uff1a\u5f53\u7f16\u7801Agent\u6bcf\u5c0f\u65f6\u70e7\u6389\u6570\u5341\u4e07\u4e2atoken\u65f6\uff0c\u5f00\u53d1\u8005\u5bf9Agent\u5185\u90e8\u72b6\u6001\u7684\u8ba4\u77e5\u51e0\u4e4e\u4e3a\u96f6\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u8d70\u6700\u62e5\u6324\u7684\u201c\u589e\u5f3aAgent\u80fd\u529b\u201d\u8d5b\u9053\uff0c\u800c\u662f\u5de7\u5999\u5730\u201c\u540e\u53d1\u5236\u4eba\u201d\u2014\u2014\u8bfb\u53d6Claude Code\u5df2\u6709\u7684\u65e5\u5fd7\u6587\u4ef6\uff0c\u96f6\u4fb5\u5165\u3001\u5168\u672c\u5730\uff0c\u8fd9\u79cd\u4ea7\u54c1\u7b56\u7565\u806a\u660e\u4e14\u52a1\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u6765\u770b\uff0cagentfdr\u7684\u521d\u7248\u4ef7\u503c\u663e\u7136\u88ab\u9ad8\u4f30\u4e86\u3002\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\uff1a\u5b83\u672c\u8d28\u662fClaude Code\u7684\u201c\u4e13\u5c5e\u65e5\u5fd7\u9605\u8bfb\u5668\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u901a\u7528\u7684Agent\u89c2\u6d4b\u5e73\u53f0\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u63d0\u5230\u7684\u201c\u652f\u6301\u5176\u4ed6Agent CLI\u201d\u4ecd\u5728\u8def\u7ebf\u56fe\u4e0a\uff0c\u8fd9\u610f\u5473\u7740\u5176\u5f53\u524d\u7528\u6237\u6c60\u9ad8\u5ea6\u53d7\u9650\u2014\u2014\u53ea\u8986\u76d6\u4e86Claude Code\u7684\u7528\u6237\uff0c\u800c\u540e\u8005\u672c\u8eab\u5728\u7f16\u7801Agent\u5e02\u573a\u5e76\u975e\u7edd\u5bf9\u4e3b\u6d41\u3002\u6b64\u5916\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u5c16\u9510\u7684\u201c\u5faa\u73af\u5224\u65ad\u201d\u95ee\u9898\u76f4\u6307\u5176\u6280\u672f\u6df1\u5ea6\uff1a\u4ec5\u9760\u91cd\u590d\u8c03\u7528\u6b21\u6570\u6765\u6807\u8bb0\u5f02\u5e38\uff0c\u4f1a\u5927\u91cf\u8bef\u62a5\u5230\u201c\u5408\u6cd5\u91cd\u8bd5\u201d\uff08\u5982\u6d4b\u8bd5\u5931\u8d25\u540e\u81ea\u52a8\u91cd\u8bd5\u3001\u6301\u7eed\u8f6e\u8be2\u6784\u5efa\u72b6\u6001\uff09\uff0c\u8fd9\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\u4f1a\u4e25\u91cd\u964d\u4f4e\u4fe1\u4efb\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0cagentfdr\u6240\u8c13\u7684\u201c\u5b9e\u65f6\u201d\u5b9e\u9645\u4e0a\u662f\u5bf9\u6587\u4ef6\u8f6e\u8be2\u7684\u4f2a\u5b9e\u65f6\uff0c\u4e14\u65e0\u6cd5\u611f\u77e5Agent\u8c03\u7528\u5927\u6a21\u578b\u65f6\u7684\u4e0a\u4e0b\u6587\u72b6\u6001\u53d8\u5316\u3002\u5f53Agent\u56e0\u4e3a\u201c\u7406\u89e3\u504f\u5dee\u201d\u9677\u5165\u770b\u4f3c\u6b63\u5e38\u4f46\u6beb\u65e0\u4ea7\u51fa\u7684\u5faa\u73af\u65f6\uff08\u6bd4\u5982\u4e0d\u65ad\u5fae\u8c03\u540c\u4e00\u6bb5\u4ee3\u7801\u4f46\u903b\u8f91\u4e0d\u6536\u655b\uff09\uff0cagentfdr\u76ee\u524d\u7684\u5f02\u5e38\u68c0\u6d4b\u673a\u5236\u65e0\u80fd\u4e3a\u529b\u3002\u5b83\u53ea\u80fd\u6355\u83b7\u673a\u68b0\u6027\u91cd\u590d\uff0c\u800c\u975e\u8bed\u4e49\u6027\u505c\u6ede\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4f4d\u6709\u5176\u53ef\u53d6\u4e4b\u5904\uff0c\u4f46\u4f5c\u4e3a\u4e00\u4e2a\u201cCI\u95e8\u7981\u201d\uff0c\u5176\u65ad\u8a00\u89c4\u5219\u4ecd\u505c\u7559\u5728\u6d45\u663e\u7684\u8868\u9762\u6307\u6807\uff08token\u4e0a\u9650\u3001\u5faa\u73af\u8ba1\u6570\uff09\uff0c\u7f3a\u4e4f\u5bf9\u8bed\u4e49\u6536\u655b\u6027\u6216\u63a8\u7406\u8f68\u8ff9\u6df1\u5ea6\u8d28\u91cf\u7684\u5224\u65ad\u3002\u5728\u4ee3\u7406\u5de5\u7a0b\u9010\u6b65\u4ece\u201c\u9ed1\u7bb1\u6307\u4ee4\u201d\u8d70\u5411\u201c\u53ef\u89c2\u6d4b\u5faa\u73af\u201d\u7684\u4eca\u5929\uff0cagentfdr\u8fc8\u51fa\u4e86\u7b2c\u4e00\u6b65\uff0c\u4f46\u8ddd\u79bb\u4e00\u4e2a\u771f\u6b63\u667a\u80fd\u7684\u201c\u9a7e\u9a76\u8231\u201d\u8fd8\u6709\u5f88\u957f\u8ddd\u79bb\u2014\u2014\u5b83\u73b0\u5728\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u8fd8\u4e0d\u9519\u7684\u9ed1\u5323\u5b50\u8bfb\u53d6\u5668\uff0c\u800c\u975e\u98de\u884c\u6570\u636e\u5206\u6790\u5e08\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\">agentfdr<\/span>\n <\/div>\n<div class=\"comment-content\">agentfdr reads the transcripts Claude Code already writes and turns them into a flight recording: per-turn timeline, automatic anomaly flags (loops, error streaks, token burns), live watch mode, plan-usage tracking, and cost estimates. Zero instrumentation, 100% local, MIT.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>A few weeks ago I left Claude Code running overnight. In the morning: 2M tokens gone, and the “fix” was editing the same file in a loop for 40 minutes. I had no idea *why* \u2014 the evidence had scrolled away.<\/p>\n<p>Then I realized: Claude Code already writes a complete transcript of every session to disk. Nobody was reading it.<\/p>\n<p>agentfdr is the crash investigator’s toolkit for those recordings:<\/p>\n<p>\ud83d\udeeb A per-turn timeline of every tool call, the context window’s composition, and output tokens<br \/>\ud83d\udea8 Automatic anomaly flags: tool loops, error streaks, context bloat, cache thrash<br \/>\ud83d\udd0d A dissection panel for any turn \u2014 what it saw, what it did, what it cost<br \/>\ud83d\udcca Plan usage (5-hour window \/ weekly) with calibratable budgets<br \/>\ud83d\udea6 A CI gate: `agentfdr assert –no-loops –max-tokens 2M`<\/p>\n<p>Zero instrumentation \u2014 `npx agentfdr` and you’re looking at your own sessions. Nothing leaves your machine. MIT licensed.<\/p>\n<\/p>\n<p>Zooming out: working with coding agents is quickly becoming <em>loop engineering<\/em> \u2014 you design and operate the loop your harness runs: what enters the context, which tools fire, when it stops. You can’t engineer a loop you can’t see. agentfdr wants to be the instrument panel for that discipline.<\/p>\n<p>Fun fact: every screenshot in the gallery is agentfdr dissecting *the session in which Claude Code built agentfdr itself* \u2014 flags and all. \ud83d\udeec<\/p>\n<p>I’d love your feedback \u2014 especially which agent CLIs to support next (Codex CLI? Gemini CLI? Aider?).<\/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\/@kamihork\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kamihork<\/a> Congrats on the launch. “The black box for your coding agent” is a sharp framing \u2014 stepping through 372 turns to see exactly where it looped, edited the same file 106 times, or blew 50k characters into one tool result is the visibility anyone running agents in anger has wished for. The anomaly flags doing the triage for you is the part that’ll click.<\/p>\n<p>You launched without a demo video, and a tool like this lands so much harder when people can see the timeline in motion \u2014 so I made you one, free, fully whitelabeled, no watermarks or strings. Drop it into your gallery now while the launch is fresh:<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=Vg7lw2_OyJI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=Vg7lw2_OyJI<\/a><\/p>\n<p>Built it with FoxPlug \u2014 it turns your real product updates into launch videos, posts and GIFs automatically. <a href=\"http:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com<\/a>. Keep shipping.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@kamihork\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kamihork<\/a> This would’ve saved me a genuinely maddening debugging session. I run an AI copilot that drafts documents through a multi-provider fallback (Gemini \u2192 Groq), and the failure that actually got us wasn’t a loop \u2014 it was a quota-exceeded error from the provider getting silently caught and re-labeled as a fake “monthly plan limit” message shown to users. Real cause invisible for way too long. Does agentfdr’s anomaly detection reach that far upstream \u2014 provider-level errors\/fallbacks getting swallowed or misrepresented \u2014 or is it scoped to session-level patterns like loops and token burn?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 something that surfaces loop patterns in long claude sessions without making me grep through jsonl files, the live watch mode is genuinely useful when a run starts drifting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@veli342040\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@veli342040<\/a> Thank you! The grep-through-jsonl phase is exactly where this started \u2014 I had a folder full of flight recordings and no way to read them.<\/p>\n<p>Glad live watch is earning its keep. One tip for drifting runs: the anomaly chips update live too, so clicking the newest one jumps you straight to the turn where things went sideways. And if you want a hard stop for unattended runs, agentfdr assert –no-loops –max-tokens 2M exits 1 the moment a session crosses the line \u2014 works in a wrapper script or CI.<\/p>\n<p>Curious \u2014 which agent CLIs would you want supported next? Adapters (Codex CLI \/ Gemini CLI \/ Aider) are the top item 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this handle Claude Code sessions that span multiple branches or get interrupted mid-turn? Wondering if the timeline stays coherent or if the anomaly detection gets noisy when there’s a context reset.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 flag loops in real time without hooking into the actual conversation state<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally something that makes my long claude code sessions actually reviewable, the loop detection caught a stuck tool call i would have missed for sure<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>does the anomaly detection work offline too, or does it need to ping anywhere to flag loops and token burns? curious how it stays 100% local with that kind of analysis.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that you skipped the SDK and just read what Claude Code already writes to disk, zero instrumentation feels like the right call. The per-turn timeline plus automatic loop and token burn flags is exactly what I’d want when something goes sideways mid-session.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 actually surface the anomaly flags in real time during a session, and is there any way to set custom thresholds for things like token burn before it pings 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>the “assert –no-loops –max-tokens” gate is the part i’d actually want running unattended, not just the timeline after the fact. question on tuning it though: some loops are legitimate, retrying a failing test until it passes, polling a build, re-reading a file after an edit. how does it tell that apart from a genuinely pathological loop before it kills the run? is the anomaly detection just repetition-count based, or does it look at whether the tool calls are converging toward something (diffs shrinking, errors changing) vs just spinning in place<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 pick up the transcripts \u2014 is there a config to point it at a custom claude code logs directory or does it default to ~\/.claude?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/2E6CPPCF32ELVY\" class=\"app-title\">YouTube Comments Exporter<\/a><\/p>\n<div class=\"one-liner\">Export and analyze YouTube comments in seconds.<\/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>YouTube Comments Exporter \u662f\u4e00\u6b3e\u65e0\u4ee3\u7801\u5de5\u5177\uff0c\u5e2e\u52a9\u521b\u4f5c\u8005\u3001\u8425\u9500\u4eba\u5458\u548c\u7814\u7a76\u5458\u5728\u51e0\u79d2\u5185\u6279\u91cf\u5bfc\u51fa\u5e76\u5206\u6790\u4efb\u610f\u516c\u5f00YouTube\u89c6\u9891\u7684\u8bc4\u8bba\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u6536\u96c6\u8bc4\u8bba\u8017\u65f6\u4e14\u4f4e\u6548\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\/d0281a86-3fda-4501-b907-eac379ccbcdd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12c4efdc-0d58-47f6-971f-66ca4ed24d45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b1519d5-900c-41ae-aaba-b57e7144ac0c.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\">YouTube<\/span><br \/>\n <span class=\"tag\">Data<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">YouTube\u8bc4\u8bba\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u8c03\u7814\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u6570\u636e\u91c7\u96c6<\/span><br \/>\n <span class=\"tag\">CSV\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u53d7\u4f17\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">AI\u6570\u636e\u96c6\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u53cd\u9988\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5de5\u5177\u7684\u6613\u7528\u6027\u548c\u5e72\u51c0\u7684CSV\u5bfc\u51fa\u3002\u6838\u5fc3\u9700\u6c42\u96c6\u4e2d\u4e8e\uff1a\u662f\u5426\u652f\u6301\u60c5\u611f\u5206\u6790\u5217\u3001\u5bf9\u6570\u5343\u6761\u8bc4\u8bba\u89c6\u9891\u662f\u5426\u9650\u5236\u5bfc\u51fa\u91cf\u3001\u662f\u5426\u4fdd\u7559\u56de\u590d\u7ebf\u7a0b\u7ed3\u6784\u3001\u6570\u636e\u91c7\u96c6\u91c7\u7528API\u8fd8\u662f\u722c\u866b\uff08\u6d89\u53ca\u53ef\u9760\u6027\u548c\u914d\u989d\u9650\u5236\uff09\u3002\u53e6\u6709\u7528\u6237\u5e0c\u671b\u652f\u6301\u8de8\u9891\u9053\u6293\u53d6\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 YouTube Comments Exporter\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u5b58\u5728\u4f46\u5e38\u88ab\u5ffd\u89c6\u7684\u7ec6\u5206\u9700\u6c42\uff1a\u5c06\u5e73\u53f0\u7684\u539f\u59cb\u201c\u5bf9\u8bdd\u566a\u58f0\u201d\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u8d44\u4ea7\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5bfc\u51fa\u201d\uff0c\u800c\u5728\u4e8e\u201c\u53bb\u624b\u52a8\u5316\u201d\u2014\u2014\u5b83\u672c\u8d28\u4e0a\u662f\u5c06\u4eba\u5de5\u7ffb\u9605\u3001\u590d\u5236\u3001\u7c98\u8d34\u7684\u9690\u6027\u6c89\u6ca1\u6210\u672c\uff0c\u5177\u8c61\u5316\u4e3a\u4e00\u4e2a\u6e05\u6670\u7684\u65f6\u95f4\u8282\u7701\u5355\u636e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u4ea7\u54c1\u63a8\u91cf\u548c\u6280\u672f\u58c1\u5792\u6765\u770b\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u5b58\u5728\u4e24\u4e2a\u81f4\u547d\u9690\u5fe7\u3002\u7b2c\u4e00\uff0c\u6280\u672f\u5e95\u8272\u5355\u4e00\u3002\u5f53\u524d\u529f\u80fd\u4ec5\u5728\u83b7\u53d6\u548c\u683c\u5f0f\u5316\u6570\u636e\u5c42\u9762\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u5206\u6790\u95ed\u73af\u3002\u7528\u6237\u7559\u8a00\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u60c5\u611f\u5206\u6790\u3001\u5bf9\u8bdd\u7ebf\u7d22\uff08\u56de\u590d\u6811\uff09\u3001\u8de8\u9891\u9053\u805a\u5408\uff0c\u6bcf\u4e00\u9879\u90fd\u4e0d\u662f\u9526\u4e0a\u6dfb\u82b1\uff0c\u800c\u662f\u4ece\u201c\u81ea\u52a8\u5316\u5de5\u5177\u201d\u8dc3\u8fc1\u81f3\u201c\u5206\u6790\u5f15\u64ce\u201d\u7684\u5fc5\u5907\u529f\u80fd\u3002\u82e5\u957f\u671f\u505c\u7559\u5728\u5bfc\u51fa\u5c42\uff0c\u6781\u6613\u88ab\u5927\u6a21\u578b\u52a9\u624b\u6216YouTube\u81ea\u8eab\u7684Analytics\u5347\u7ea7\u8fb9\u7f18\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e8c\uff0c\u6570\u636e\u7ba1\u9053\u8106\u5f31\u3002\u7528\u6237\u7684\u7075\u9b42\u62f7\u95ee\u2014\u2014API\u914d\u989d\u9650\u5236vs\u722c\u866b\u7a33\u5b9a\u6027\u2014\u2014\u76f4\u6307\u4ea7\u54c1\u7684\u751f\u547d\u7ebf\u3002\u6bcf\u5929\u6570\u5343\u6761\u8bc4\u8bba\u7684\u9891\u9053\u5904\u7406\u9700\u6c42\uff0c\u82e5\u4f9d\u8d56\u4e8e\u514d\u8d39\u7684YouTube Data API\uff0c\u6781\u901f\u89e6\u53ca\u914d\u989d\u4e0a\u9650\uff1b\u82e5\u8d70\u722c\u866b\u8def\u7ebf\uff0c\u5219\u9762\u4e34YouTube\u524d\u7aef\u6e32\u67d3\u53d8\u66f4\u7684\u4e0d\u786e\u5b9a\u6027\u3002\u7528\u6237\u5bf9\u201c\u4e00\u952e\u62c9\u5168\u91cf\u201d\u7684\u9ad8\u671f\u5f85\u4e0e\u5e95\u5c42\u4f9d\u8d56\u80fd\u529b\u7684\u4e0d\u5339\u914d\uff0c\u662f\u5bfc\u81f4\u65e9\u671f\u7528\u6237\u653e\u5f03\u7684\u6838\u5fc3\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u4ea7\u54c1\u7406\u60f3\u7684\u8fdb\u5316\u65b9\u5411\u662f\uff1a\u5148\u7ad9\u7a33\u201c\u5bfc\u51fa\u201d\u8fd9\u4e00\u521a\u9700\u5165\u53e3\uff0c\u4f46\u5fc5\u987b\u5c3d\u5feb\u5728\u8def\u7ebf\u56fe\u4e2d\u5c06\u60c5\u611f\u5206\u6790\u548c\u56de\u590d\u6811\u7ed3\u6784\u5316\u4e3a\u201c\u5206\u6790\u5c42\u201d\u529f\u80fd\uff0c\u540c\u65f6\u63d0\u4f9b\u6e05\u6670\u7684\u6570\u636e\u53ef\u9760\u6027\u8bf4\u660e\uff08\u5982\u660e\u786e\u544a\u77e5\u5355\u89c6\u9891\u4e0a\u9650\u3001\u8bf7\u6c42\u95f4\u9694\u9650\u5236\uff09\uff0c\u4ee5\u964d\u4f4e\u7528\u6237\u7684\u6280\u672f\u7126\u8651\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u662f\u5199\u4e00\u4e2aAPI\u8c03\u7528\uff0c\u800c\u662f\u8ba9\u7528\u6237\u611f\u89c9\u201c\u4e0d\u9700\u8981\u540c\u7c7b\u5de5\u5177\u201d\u7684\u7aef\u5230\u7aef\u6d1e\u5bdf\u4f53\u9a8c\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\">YouTube Comments Exporter<\/span>\n <\/div>\n<div class=\"comment-content\">YouTube comments contain valuable feedback, product ideas, customer questions, and market research\u2014but collecting them manually is slow. YouTube Comments Exporter by Veerexa lets you fetch comments from any public YouTube video and export them in multiple formats. Perfect for creators, agencies, SaaS founders, marketers, journalists, and researchers looking to analyze audience conversations quickly. Export, filter, search, and discover insights without writing any code.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>We wanted a fast and reliable way to export YouTube comments for research, content planning, and audience analysis.<\/p>\n<p>So we built a tool that lets anyone fetch comments from public YouTube videos and export them in seconds.<\/p>\n<p>Whether you’re researching competitors, building AI datasets, or understanding your audience, we hope this saves you hours.<\/p>\n<p>We’d love your feedback and feature requests!<\/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\/@kapil_dev_pal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kapil_dev_pal<\/a> We’ve mined comment sections by hand for positioning language before and it’s useful but painfully slow. Does the analysis surface themes and sentiment, or is the export the product and the analysis is on me? Would want to know if it can pull comments across a competitor’s whole channel, not just one video.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>pulled comments from a few of my own videos and the CSV export was clean enough to drop straight into a spreadsheet, which saved me the usual copy-paste headache.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mustafasobgmyg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustafasobgmyg<\/a> Thanks so much, Mustafa! I’m really glad to hear the CSV export worked smoothly for your workflow. One of my goals was to make the exported data ready to use immediately, without requiring any cleanup. Thanks for trying it out and sharing your experience\u2014it means a lot! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how the export formats and filtering options are all laid out without burying them in menus. Most scraping tools make you dig through settings just to get the basics, this one just works right out of the gate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@grkemhasanlmce\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grkemhasanlmce<\/a> Thank you, That was exactly the experience I wanted to create. I wanted the tool to be simple enough that you can paste a YouTube URL, apply filters if needed, and export your data without navigating through complicated settings. Really appreciate you noticing the focus on usability\u2014it means a lot! \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>The no-code filter and search combo is genuinely useful, most exporters just dump everything and leave the hard part to you. Love that it handles multiple formats out of the box 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\/@erengilsed11978\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erengilsed11978<\/a> Thank you! That was one of the main goals while building it. I wanted users to spend less time cleaning data and more time getting insights. Glad you found the filtering and multiple export formats useful. Really appreciate your 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love to see a sentiment analysis column added to the export, so I can quickly sort comments by positive, negative, or neutral without having to run them through another tool afterwards.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ancacypedd50847\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ancacypedd50847<\/a> Thanks for the suggestion, Anurag! That’s a great idea and definitely something I’ve been considering. An AI-powered sentiment analysis column (Positive, Neutral, and Negative) would make it much easier to analyze audience feedback without any extra steps. I’ll add it to the roadmap\u2014thanks for the valuable feedback! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle videos with thousands of comments, does it cap the export or pull everything in one go? Also wondering if the filtering works before or after the data is fetched.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rukiyexemn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rukiyexemn<\/a> Great question! Currently, the exporter is designed to fetch all available comments, including large comment sections, using pagination rather than trying to load everything in a single request. This keeps the process reliable even for videos with thousands of comments. Filters are applied during the export process wherever possible to reduce unnecessary data, and you can further refine the results before downloading.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 handle videos with thousands of comments \u2014 is there a hard cap per video, or can it pull the full thread including replies?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 multi-format export option is a really thoughtful touch, especially letting people skip the API setup entirely. Going to use this for pulling audience feedback on client videos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Pulled comments from a few videos and the filter by date saved me a ton of scrolling, way faster than coping with the default YouTube UI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 the API-vs-scraping question since Dennis already asked it and that’s the one I’d want answered first too. separate question: does the export preserve reply threading (which comments are replies to which), or does it flatten everything into one list? that matters a lot for the “product ideas and customer questions” use case, a reply only makes sense in context of what it’s replying to, and flattened it just reads as a random opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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! Genuinely curious about the technical side: are you pulling comments through the official YouTube Data API or scraping them? I’m asking because the API has pretty strict daily quotas, and scraping tends to break whenever YouTube changes their frontend. How are you handling rate limits for videos with tens of thousands of comments? Would love to hear how you’ve thought about the reliability side, that seems like the make-or-break factor for a tool like this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/UTI5XGDKHJ3KXN\" class=\"app-title\">CopyWrite Visibility Assessment Score<\/a><\/p>\n<div class=\"one-liner\">Turning enquiries into sales with visibility infrastructure<\/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>CopyWrite Visibility Assessment Score\u662f\u4e00\u6b3e\u5e2e\u52a9\u4e2d\u5c0f\u4f01\u4e1a\u5feb\u901f\u8bca\u65ad\u5176\u7ebf\u4e0a\u201c\u53ef\u89c1\u6027\u201d\u57fa\u7840\u8bbe\u65bd\uff08\u7f51\u7ad9\u3001SEO\u3001\u8c37\u6b4c\u5546\u5bb6\u3001\u8bc4\u8bba\u3001AI\u53ef\u53d1\u73b0\u6027\u7b49\uff09\u7684\u514d\u8d39\u8bc4\u5206\u5de5\u5177\uff0c\u901a\u8fc73\u5206\u949f\u751f\u6210\u4e2a\u6027\u5316\u5f97\u5206\u4e0e\u53ef\u6267\u884c\u5efa\u8bae\uff0c\u89e3\u51b3\u4f01\u4e1a\u201c\u6709\u94b1\u6295\u8425\u9500\u4f46\u5ba2\u6237\u627e\u4e0d\u5230\u3001\u4e0d\u4fe1\u4efb\u3001\u4e0d\u9009\u62e9\u201d\u7684\u8f6c\u5316\u6cc4\u6f0f\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 single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81bb5737-f573-4ac2-a9ad-f5ad5e53a45d.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\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730\u8425\u9500<\/span><br \/>\n <span class=\"tag\">SEO\u8bca\u65ad<\/span><br \/>\n <span class=\"tag\">AI\u53ef\u53d1\u73b0\u6027<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u5546\u5bb6\u6863\u6848<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u57fa\u51c6<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c1\u6027\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5ba1\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u51763\u5206\u949f\u5feb\u901f\u8bca\u65ad\u548c\u9488\u5bf9\u6027\u7684AI\u53ef\u53d1\u73b0\u6027\u8bc4\u6d4b\uff08\u975e\u6cdb\u6cdb\u800c\u8c08\uff09\u3002\u6838\u5fc3\u5efa\u8bae\u9700\u6c42\u96c6\u4e2d\uff1a\u5e0c\u671b\u589e\u52a0\u7ade\u4e89\u5bf9\u624b\u57fa\u51c6\u5bf9\u6bd4\u529f\u80fd\uff08\u5df2\u786e\u8ba4\u5f00\u53d1\u4e2d\uff09\uff0c\u4ee5\u53ca\u8be2\u95ee\u8de8\u5730\u70b9\/\u8de8\u54c1\u724c\u7684\u591a\u5b9e\u4f8b\u652f\u6301\u3002\u5f53\u524d\u5de5\u5177\u4e3a\u5355\u6b21\u5b9e\u65f6\u5feb\u7167\uff0c\u57fa\u4e8eAPI\u5373\u65f6\u5237\u65b0\u6570\u636e\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u806a\u660e\u5730\u628a\u201c\u8425\u9500\u6548\u679c\u5f52\u56e0\u96be\u201d\u8fd9\u4e2a\u4f2a\u547d\u9898\uff0c\u8f6c\u5316\u6210\u4e86\u201c\u57fa\u7840\u8bbe\u65bd\u6f0f\u6d1e\u68c0\u6d4b\u201d\u8fd9\u4e2a\u771f\u75db\u70b9\u3002\u5b83\u4e0d\u662f\u53c8\u4e00\u4e2aSEO\u6253\u5206\u677f\uff0c\u800c\u662f\u5728\u8bd5\u56fe\u5b9a\u4e49\u4e00\u5957\u5168\u65b0\u7684\u3001\u9762\u54112025\u5e74AI\u641c\u7d22\u65f6\u4ee3\u7684\u201c\u4f01\u4e1a\u53ef\u89c1\u6027\u57fa\u7840\u8bbe\u65bd\u201d\u6807\u51c6\u3002\u5de5\u5177\u5c06AI\u5927\u6a21\u578b\uff08\u5982ChatGPT\u3001Perplexity\uff09\u7684\u53ef\u6293\u53d6\u6027\u4e0e\u4f20\u7edf\u7684GBP\u3001SEO\u5e76\u5217\uff0c\u8fd9\u4e00\u8bbe\u8ba1\u8d85\u524d\u4e14\u6293\u4f4f\u4e86\u672c\u8d28\u2014\u2014\u672a\u6765\u4f01\u4e1a\u7684\u7ade\u4e89\u4e0d\u518d\u662f\u6392\u540d\uff0c\u800c\u662f\u662f\u5426\u88abAI\u201c\u4fe1\u4efb\u5e76\u91c7\u7eb3\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u76ee\u524d\u5904\u4e8e\u529f\u80fd\u4e0a\u7684\u201c\u56da\u7b3c\u56f0\u5883\u201d\uff1a\u6709\u4ef7\u503c\uff0c\u4f46\u5b64\u5c9b\u3002\u5b83\u53ea\u8bc4\u4f30\u5355\u4e2a\u54c1\u724c\/\u5355\u5e97\uff0c\u800c\u5728\u591a\u54c1\u724c\u3001\u8fde\u9501\u52a0\u76df\u7684\u771f\u5b9e\u5546\u4e1a\u4e16\u754c\u91cc\uff0c\u5176\u63a8\u8350\u5f80\u5f80\u65e0\u6cd5\u89c4\u6a21\u5316\u843d\u5730\u3002\u7528\u6237\u547c\u5524\u7684\u201c\u7ade\u54c1\u5bf9\u6bd4\u201d\u6a21\u5757\u662f\u660e\u667a\u7684\u4e0b\u4e00\u6b65\uff0c\u4f46\u82e5\u53ea\u505c\u7559\u5728\u6253\u5206\u4e0e\u5efa\u8bae\uff0c\u800c\u4e0d\u63d0\u4f9b\u4ece\u201c\u53d1\u73b0\u95ee\u9898\u201d\u5230\u201c\u81ea\u52a8\u5316\u4fee\u590d\u201d\u7684\u94fe\u8def\uff08\u5982\u76f4\u63a5\u751f\u6210\u4fee\u6b63schema\u7684\u4ee3\u7801\u6216\u4e00\u952e\u4f18\u5316GBP\u4fe1\u606f\uff09\uff0c\u5b83\u4ecd\u5c06\u53ea\u662f\u4e00\u4e2a\u66f4\u6f02\u4eae\u7684\u201c\u4f53\u68c0\u62a5\u544a\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u201c\u6cbb\u7597\u624b\u6bb5\u201d\u3002\u6b64\u5916\uff0c14\u7968\u7684\u6295\u91cf\u8868\u660e\u4ecd\u6709\u5f85\u5e02\u573a\u9a8c\u8bc1\uff0c\u5176\u4ef7\u503c\u951a\u70b9\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u8bca\u65ad\u5de5\u5177\u201d\u8f6c\u53d8\u4e3a\u201c\u4e2d\u5c0f\u4f01\u4e1a\u5fc5\u5907\u7684\u6bcf\u65e5\u4eea\u8868\u76d8\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u662f\u5426\u80fd\u5c06\u81ea\u5df1\u4ece\u4e00\u4e2a\u8425\u9500\u5ba1\u8ba1\u5de5\u5177\uff0c\u8fdb\u5316\u6210\u4e00\u4e2a\u6301\u7eed\u4ea7\u51fa\u95e8\u5e97\u4fe1\u6807\u589e\u76ca\u7684SaaS\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">CopyWrite Visibility Assessment Score<\/span>\n <\/div>\n<div class=\"comment-content\">Measure your business visibility in minutes. The CopyWrite Visibility Assessment scores your website, SEO, Google Business Profile, reviews, content, social presence, AI discoverability, and customer flow. Get a personalised Visibility Score with practical recommendations to help your business become easier to find, trust, and choose. Follow simple steps with your API key, you can get competitor comparison results Start free: https:\/\/copywrite.biz\/score Learn more: https:\/\/copywrite.biz<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When I started CopyWrite, I thought businesses needed better marketing.<\/p>\n<p>After working with dozens of SMEs, I realised something else was happening.<\/p>\n<p>Many business owners were paying for social media, websites, SEO, or ads, but no one was looking at how all those pieces worked together. Founders had marketing activity, but not a complete visibility system.<\/p>\n<p>That changed how I approached my work.<\/p>\n<p>Instead of asking, “What marketing service does this business need?” I started asking, “Why isn’t this business being found, trusted, and chosen?”<\/p>\n<p>That question eventually became the Visibility Assessment.<\/p>\n<p>Over the past year, I’ve built websites, improved Google Business Profiles, worked on SEO, content systems, customer journeys, reviews, AI discoverability, and analytics. I realised founders don’t need another generic audit\u2014they need a simple way to understand where their business is leaking opportunities.<\/p>\n<p>The assessment brings all of those pieces together into one personalised Visibility Score with practical recommendations.<\/p>\n<p>My hope is that it helps founders stop guessing where to invest next and start building a business that’s genuinely easier to find, easier to trust, and easier to choose.<\/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>How does the scoring actually work when you pull in competitor data, are you comparing against the same eight categories or a different benchmark set?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kaanildan84332\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaanildan84332<\/a> <strong>This is a brilliant technical question.<\/strong><\/p>\n<p>To keep the tool lightning-fast and respect data privacy, the competitor module uses a focused <strong>reputation and local authority benchmark<\/strong> rather than running all 8 deep technical categories on your rivals.<\/p>\n<p>Here is how the scoring scales when you pull in competitor data:<\/p>\n<ul>\n<li>\n<p><strong>The Core 8-Pillar Score:<\/strong> This remains uniquely calculated for <em>your<\/em> business, because it analyzes your deep backend plumbing\u2014like your specific JSON-LD schema layers, technical crawlability, and mobile-responsiveness.<\/p>\n<\/li>\n<li>\n<p><strong>The Competitor Benchmark:<\/strong> When you input your rivals, the engine uses the Places API to extract their live public footprint\u2014specifically their <strong>Review Volume<\/strong>, <strong>Average Rating<\/strong>, and <strong>Map Optimization Status<\/strong>.<\/p>\n<\/li>\n<\/ul>\n<p>The app then benchmarks your core local plumbing directly against their real-world market authority. It maps out the exact gap you need to close (e.g., <em>“You need 42 reviews to outpace Competitor 1 on the map grid”<\/em>). It\u2019s a side-by-side view of your inner technical readiness versus their external public presence.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 small site and the breakdown actually highlighted a few gaps I had missed, especially around AI discoverability. Took maybe three minutes and felt genuinely useful rather than generic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@satkcaix\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@satkcaix<\/a> <\/p>\n<p><strong>Awesome to hear this!<\/strong> That 3-minute turnaround was a massive engineering priority for us.<\/p>\n<p>Most business owners don’t have the time to sit through a bloated, 45-minute enterprise audit just to find out their site maps are broken. Visibility infrastructure should be plug-and-play.<\/p>\n<p>The fact that it caught AI discoverability gaps on a smaller site is exactly why we built that specific module. Smaller, agile brands actually have a massive unfair advantage over legacy giants when it comes to AI engines (like Perplexity or ChatGPT)\u2014because you can adapt your backend schema and structure your topical authority loops in an afternoon, while enterprise sites take six months of corporate sign-offs to change a line of code.<\/p>\n<p>Fix those gaps it flagged, and you’ll be primed for machine-synthesized recommendations. Appreciate the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this handle businesses that operate in multiple locations or industries at the same time, or is it strictly single niche?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@remziye6uti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@remziye6uti<\/a> Good question. Right now it’s built around one Google Business Profile and one website at a time \u2014 deliberately, since visibility is genuinely local and brand-specific, not something that averages well.<\/p>\n<p>For <strong>multi-location businesses<\/strong>, we’d actually recommend running it once per location rather than combining them \u2014 3 branches means 3 different GBP profiles, 3 different review pools, 3 different local search positions. A single blended score would hide exactly the location-specific gaps this is meant to surface.<\/p>\n<p>For <strong>multi-brand businesses<\/strong>, same logic \u2014 once per distinct brand\/website.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Took the free assessment and was surprised how specific the recommendations were, especially around my Google Business Profile gaps. The score breakdown made it easy to see where to focus first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@denizsalg28700\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denizsalg28700<\/a> <strong>Glad to hear that landed.<\/strong> GBP is almost always the first place we find “invisible” leaks in local visibility.<\/p>\n<p>Most tools just give you a generic “score” that leaves you guessing, so we engineered the audit to specifically highlight <em>operational<\/em> gaps\u2014the kind that actually block you from the map grid. It\u2019s just plumbing at the end of the day; patch the schema errors and fix the GBP consistency, and the ranking usually follows. If you run into any blockers while patching those specific gaps, feel free to drop a note here. Let’s get that visibility pipeline tight.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 discoverability check actually work, since AI tools vary so widely in how they surface information?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@havavyad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@havavyad<\/a> You hit on the exact reason why traditional keyword-stuffing fails in 2026. Because AI engines (like Perplexity, ChatGPT, and Google AI Overviews) synthesize answers on the fly, you can’t optimize for just one specific platform’s algorithm.<\/p>\n<p>Instead, our AI discoverability check evaluates your site’s <strong>Machine Crawlability<\/strong>. Since most answers are now driven by ai, most of us stop at the top where gemini has answered instead of scrolling past. It measures how easily an AI scraper running a live search (RAG) can find, map, and trust your brand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 visibility score actually stay current, like does it rerun automatically when my site or reviews change or is it a one-time snapshot?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gol_sar33694\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gol_sar33694<\/a> It operates as a live, real-time snapshot on-demand.<\/p>\n<p>We engineered it this way on purpose to avoid stale, cached data from weeks ago. Because the public signal checks and the new competitor comparison module hook directly into Google\u2019s live APIs using your key, every single time you click “Run Auto-Check,” it pulls millisecond-fresh data straight from the source.<\/p>\n<p>If you optimize your site speed, fix a structural leak, or pick up five new Google reviews today, you can hit rerun immediately and watch your visibility infrastructure update in real 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>Curious how the score actually weights the different pieces\u2014does AI discoverability count as much as the Google Business Profile stuff, or is it more of a balanced blend across all eight areas?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ilyastalu70578\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilyastalu70578<\/a> <strong>Great question.<\/strong> The short answer is: they aren’t isolated silos\u2014they are interconnected.<\/p>\n<p>While the final Visibility Score is a balanced blend across all 8 core infrastructure areas, the algorithm is weighted sequentially. Think of technical SEO and your Google Business Profile (GBP) as the physical plumbing. If your technical architecture is broken or your machine-readable schema data is missing, conversational AI models (GEO) can’t parse or index your brand entity properly in the first place.<\/p>\n<p>So, while AI discoverability is a massive focus, it relies entirely on the strength of your foundational set up of public signals. The score reflects that dependency: fix the core plumbing first, and the AI discoverability score naturally unlocks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 discoverability scoring actually work, does it check how my business shows up in ChatGPT and Gemini responses or something different?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ersin156178\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ersin156178<\/a> It asks a few questions around how your site, Google, social media are set up and give you a score on how visible you are based on these platforms. I encourage you to try it on copywrite.biz\/score<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the free score on my site and was honestly surprised how it broke down AI discoverability alongside the usual SEO checks. The recommendations felt specific rather than generic, which is rare for these tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zekily0n\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zekily0n<\/a> this is great feedback, we’ll be working on some new ideas on it for it to give you comparison breakdowns across your competitors, check it out in a few weeks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the visibility score breaks down into clear categories instead of one vague number, makes it actually actionable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@utku1074360\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@utku1074360<\/a> thank you so much. it’s exactly what we were trying to do. Founders are too frustrated with isolated marketing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 you considered adding a competitor comparison view? Something where you can see how your Visibility Score stacks up against two or three nearby businesses in the same industry would be really helpful for understanding where you actually stand and what to prioritise fixing first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@engl637419\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@engl637419<\/a> this is a great idea, i’ll explore it with as soon as i can thank you<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love to see a competitor benchmarking option so the visibility score shows how you stack up against similar local businesses, not just your own metrics in isolation. That context would make the recommendations way more actionable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sla919522062231\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sla919522062231<\/a> i love it. and will keep you guys posted on the progress<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 discoverability piece actually work in the scoring \u2014 are you checking how brands show up in ChatGPT and Gemini responses, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this compare to something like SEMrush or Ahrefs for the SEO and visibility parts, especially if someone is already paying for those tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that the scoring covers AI discoverability alongside the usual SEO and review checks. Most visibility tools still treat AI search as an afterthought, so actually weighting it in the assessment feels like a smart move.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 discoverability scoring actually work under the hood, and does it need my API key for every single assessment or just the first one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the machine-crawlability framing on the AI discoverability check makes sense as a proxy, but crawlability and actually getting cited in an AI answer are two different things – a perfectly crawlable site can still lose to a competitor the model just happens to favor for reasons that have nothing to do with schema or structure. do you have any way of validating the AI discoverability score against real-world outcomes, like actually querying ChatGPT\/Perplexity with relevant prompts and checking if the business shows up, or is it purely structural signals 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>Took the assessment on a whim and was impressed by how it broke down AI discoverability alongside the usual SEO stuff, which I haven’t seen other tools cover well. The recommendations felt actually doable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@devrandemiyo9v\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devrandemiyo9v<\/a> <strong>Love hearing this!<\/strong> That “doable” aspect was our absolute north star when engineering the assessment engine.<\/p>\n<p>Most visibility audit tools on the market just dump a generic score or a bloated, 50-page automated report that leaves you feeling completely overwhelmed. We intentionally stripped out the vanity fluff to focus strictly on <strong>operational infrastructure<\/strong>. The goal was to give founders highly practical, sequential steps they can actually execute themselves or hand directly to a developer without getting lost in the weeds.<\/p>\n<p>As for the AI discoverability piece\u2014traditional SEO suites are completely blind to modern machine crawlers. If a generative AI search engine can’t easily parse your backend data schema or map your content authority architecture, you’re functionally invisible to a massive chunk of high-intent traffic.<\/p>\n<p>Glad the framework gave you a clear, actionable roadmap to work with! Keep pushing those pipeline metrics 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OIZ5YN6NF7JRE4\" class=\"app-title\">Clearcan<\/a><\/p>\n<div class=\"one-liner\">Free document scanner. No ads, no subscriptions, no cloud.<\/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>Clearcan\u662f\u4e00\u6b3e\u5b8c\u5168\u672c\u5730\u8fd0\u884c\u7684\u514d\u8d39\u6587\u6863\u626b\u63cfApp\uff0c\u81ea\u52a8\u8fb9\u7f18\u68c0\u6d4b\u3001\u65e0\u5e7f\u544a\u65e0\u8ba2\u9605\uff0c\u5e76\u901a\u8fc7\u8bbe\u5907\u7aefOCR\u5b9e\u73b0\u5185\u5bb9\u641c\u7d22\uff0c\u89e3\u51b3\u7528\u6237\u88ab\u4f20\u7edf\u626b\u63cf\u5e94\u7528\u4ed8\u8d39\u5899\u548c\u9690\u79c1\u6cc4\u9732\u56f0\u6270\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\/5f4c8150-1390-4bf0-a00f-cf5afde4774a.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\/a21b1bdf-c0d1-4ac1-a897-7de89b8c6fb7.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\/d195dfa9-8683-4825-b9d7-d570f8c3f9ad.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\/12f042d2-7890-42b6-9b29-988a98bfe420.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Privacy<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u6863\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">OCR\u6587\u672c\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u65e0\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">PDF\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">iPhone\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u65e0\u4e91\u5b58\u50a8<\/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\u8fb9\u7f18\u68c0\u6d4b\u548c\u672c\u5730\u641c\u7d22\u6548\u679c\uff0c\u5c24\u5176\u662f\u4fc4\u8bed\u8bc6\u522b\u3002\u53cd\u9988\u95ee\u9898\u5305\u62ec\uff1a\u624b\u5199\u8bc6\u522b\u80fd\u529b\u5f31\uff08\u4ec5\u652f\u6301\u5370\u5237\u4f53\uff09\uff0c\u7f3a\u5c11\u81ea\u52a8\u62c6\u5206\u591a\u9875\u548c\u9875\u9762\u6392\u5e8f\u529f\u80fd\uff0c\u4ee5\u53ca\u7f3a\u4e4f\u81ea\u52a8\u5316\u672c\u5730\u5907\u4efd\u65b9\u6848\u4f1a\u56e0\u624b\u673a\u4e22\u5931\u5bfc\u81f4\u6587\u6863\u4e22\u5931\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 Clearcan\u7cbe\u51c6\u5730\u8e29\u4e2d\u4e86\u73b0\u4ee3\u79fb\u52a8\u626b\u63cf\u5e94\u7528\u7684\u4e24\u5927\u7528\u6237\u6de4\u8840\uff1a\u4ed8\u8d39\u5899\u7126\u8651\u548c\u9690\u79c1\u4e0d\u5b89\u5168\u611f\u3002\u5176\u201c\u65e0\u5e7f\u544a\u3001\u65e0\u8ba2\u9605\u3001\u65e0\u4e91\u201d\u7684\u6781\u7b80\u627f\u8bfa\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u901a\u8fc7\u6781\u81f4\u51cf\u6cd5\u6765\u91cd\u5efa\u4fe1\u4efb\u7684\u4ea7\u54c1\u7b56\u7565\u3002\u4ece\u6280\u672f\u5c42\u9762\u770b\uff0c\u81ea\u52a8\u8fb9\u7f18\u68c0\u6d4b\u4e0eApple Vision\u6846\u67b6\u7684\u672c\u5730OCR\u96c6\u6210\uff0c\u5728\u57fa\u7840\u626b\u63cf\u548c\u68c0\u7d22\u4f53\u9a8c\u4e0a\u8fbe\u5230\u4e86\u4ee4\u4eba\u610f\u5916\u7684\u6d41\u7545\u5ea6\uff0c\u7279\u522b\u662f\u5bf9\u897f\u91cc\u5c14\u5b57\u6bcd\u7b49\u957f\u5c3e\u8bed\u8a00\u7684\u652f\u6301\uff0c\u6784\u6210\u4e86\u4e00\u79cd\u5dee\u5f02\u5316\u7ade\u4e89\u529b\u3002\u7136\u800c\uff0c\u5fc5\u987b\u6e05\u9192\u5730\u770b\u5230\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u201c\u81ea\u7531\u201d\u662f\u7528\u201c\u80fd\u529b\u8fb9\u754c\u201d\u6362\u6765\u7684\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u624b\u5199\u8bc6\u522b\u77ed\u677f\u3001\u7f3a\u4e4f\u9875\u9762\u6392\u5e8f\u4e0e\u81ea\u52a8\u62c6\u5206\u529f\u80fd\uff0c\u4ee5\u53ca\u90a3\u4e2a\u770b\u4f3c\u6f47\u6d12\u5b9e\u5219\u6709\u9690\u60a3\u7684\u201c\u6ca1\u6709\u4e91\u5907\u4efd\u201d\uff0c\u90fd\u5728\u63d0\u9192\u6211\u4eec\uff1aClearcan\u76ee\u524d\u8fd8\u5904\u4e8e\u4e00\u4e2a\u201c\u591f\u7528\u4f46\u4e0d\u591f\u5f3a\u5927\u201d\u7684\u9636\u6bb5\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u628a\u7cbe\u5bc6\u7684\u624b\u672f\u5200\u2014\u2014\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u9690\u79c1\u3001\u626b\u63cf\u9700\u6c42\u6807\u51c6\u5316\uff08\u6253\u5370\u6587\u6863\u3001\u6536\u636e\uff09\u7684\u7528\u6237\u800c\u8a00\uff0c\u5b83\u662f\u5b8c\u7f8e\u7684\uff1b\u4f46\u5bf9\u4e8e\u9700\u8981\u590d\u6742\u6587\u6863\u5904\u7406\u3001\u624b\u5199\u7b14\u8bb0\u6570\u5b57\u5316\u6216\u6570\u636e\u5bb9\u707e\u7684\u7528\u6237\uff0c\u5b83\u53ef\u80fd\u662f\u4e2a\u4ee4\u4eba\u6cae\u4e27\u7684\u534a\u6210\u54c1\u3002\u72ec\u7acb\u5f00\u53d1\u8005Ion\u7684\u8bda\u6073\u56de\u5e94\u662f\u4e2a\u52a0\u5206\u9879\uff0c\u4f46\u4ea7\u54c1\u80fd\u5426\u4ece\u201c\u5c0f\u800c\u7f8e\u201d\u8fdb\u5316\u6210\u201c\u5c0f\u800c\u5168\u201d\uff0c\u5c06\u51b3\u5b9a\u5b83\u6700\u7ec8\u662f\u6210\u4e3a\u4e00\u80a1\u6e05\u6d41\uff0c\u8fd8\u662f\u6619\u82b1\u4e00\u73b0\u3002\u5728\u6570\u636e\u4e3b\u6743\u65e5\u76ca\u654f\u611f\u7684\u5f53\u4e0b\uff0c\u4ece\u201c\u5265\u524a\u7528\u6237\u6570\u636e\u201d\u5230\u201c\u5f7b\u5e95\u653e\u5f03\u7528\u6237\u6570\u636e\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\u8f6c\u53d8\uff0c\u503c\u5f97\u884c\u4e1a\u6df1\u601d\uff0c\u4f46\u4e5f\u4e0d\u80fd\u6210\u4e3a\u529f\u80fd\u6b8b\u7f3a\u7684\u906e\u7f9e\u5e03\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\">Clearcan<\/span>\n <\/div>\n<div class=\"comment-content\">Clearcan is a document scanner built on a simple idea: scanning should take seconds, not a subscription. Scan with automatic edge detection, search documents by their content (on-device text recognition in English, Russian, Romanian), copy text from any page, and export clean PDFs \u2014 no watermarks, no limits. Everything runs on your iPhone. No ads, no accounts, no analytics, no cloud. Built by an indie developer tired of scanner apps stuffed with paywalls.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the on-device text recognition handle handwritten notes or low-quality photos with shadows, or is it strictly for clean printed pages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rabia597613\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rabia597613<\/a> Hi Rabia! It uses Apple’s Vision framework on-device, so printed text \u2014 including crumpled receipts, shadows, odd angles \u2014 is handled well. Handwriting is the honest weak spot: block letters sometimes work, cursive mostly doesn’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>How does the on-device text recognition hold up with longer or handwritten documents, and is there any plan to support more languages beyond English, Russian, and Romanian down the line?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@basogulgon30432\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basogulgon30432<\/a> Hi! Long documents are fine \u2014 recognition runs per page at save time, around half a second each, so a 20-page contract is no different from a single receipt. Handwriting is weak, as I told Rabia above \u2014 printed text is where it shines.<\/p>\n<p>On languages: English, Russian and Romanian are what I actively tested (including Romanian diacritics). Apple’s on-device models cover many more, so I’m planning to test and enable additional ones \u2014 if you tell me which language you need, I’ll prioritise 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>the on-device search actually works shockingly well, found an old receipt in seconds. love that there’s nothing to sign up for or unlock.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ademxzk6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ademxzk6<\/a> That’s exactly the moment I built it for. Glad it landed)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Downloaded this on a whim and genuinely surprised by how fast the edge detection works, even on crumpled receipts. The on-device text search is what sold me though, finding an old contract in seconds without it leaving my phone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aslhanzjhx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aslhanzjhx<\/a> Thanks, really glad it works 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>Scanned a few receipts and the edge detection picked everything up perfectly without me adjusting anything. The on-device search actually finds text in old Russian documents I had, which is a first for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabriboruc9hqs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabriboruc9hqs<\/a> Hi! Actually Cyrillic was the whole reason I went with Apple Vision instead of ML Kit \u2014 ML Kit still doesn’t do Cyrillic at all. Good to hear it works on your real documents)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 no-subscription stance, that’s a breath of fresh air for scanner apps. One thing that would make this a daily driver for me: support for splitting a multi-page scan into separate documents automatically, or at least let me reorder and delete pages right inside the app before exporting the PDF.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@irmak2070596\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irmak2070596<\/a> Hi Irmak! Deleting pages actually already works \u2014 tap the trash icon on any page, both while scanning and inside a saved document. <\/p>\n<p>Reordering is genuinely missing and it’s next on my list. Splitting one session into separate documents is a good idea too \u2014 noted. Thanks, this is the useful kind of feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi! I’m Ion, the developer. I built Clearcan because every scanner app I tried interrupted a 10-second task with ads or a paywall.<\/p>\n<p>The recent update added text recognition that runs fully on device (Apple’s Vision framework) \u2014 so you can search scans by their content and copy text from them, and your documents still never leave your phone.<\/p>\n<p>It’s free, and staying free. Happy to answer anything!<\/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 “everything stays on your phone” pitch is great until you factor in what happens when the phone dies or gets replaced. no cloud is a real privacy win but it also means no cloud backup by default, is there any local export\/backup path (iCloud folder, encrypted file, anything) so a lost phone doesn’t mean losing every scanned document, or is that an intentional tradeoff you’re fine 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<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 point, and an honest gap. Right now it’s manual: any document exports to PDF via the share sheet, and from there you can Save to Files \u2014 which can live in iCloud Drive if you want. So you can back things up, but only if you remember to. <\/p>\n<\/p>\n<p>A proper local backup is on my list \u2014 one file you own, saved wherever you like. Still no cloud, still no account. I’m building this step by step. <\/p>\n<\/p>\n<p>Thanks for the push!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this stays fully on-device \u2014 on-device text search across multiple languages without an account is genuinely rare, and the no-watermark pdf export is a quiet win for anyone who actually uses these daily.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ceylank3r0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ceylank3r0<\/a> Thanks! The no-watermark part is the one nobody mentions until they hit a watermark. Glad it’s useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/AFZH3GYAG3Q5IW\" class=\"app-title\">SimplyPortfolio<\/a><\/p>\n<div class=\"one-liner\">Every stock, every market, your gold drawer. One total.<\/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>SimplyPortfolio \u7528\u4e00\u4e2a\u7edf\u4e00\u770b\u677f\u8ddf\u8e2a\u8de8\u5e02\u573a\u80a1\u7968\u3001ETF \u53ca\u5b9e\u7269\u9ec4\u91d1\u767d\u94f6\uff0c\u624b\u52a8\u8bb0\u5f55\u65e0\u7ecf\u7eaa\u4eba\u767b\u5f55\uff0c\u89e3\u51b3\u591a\u8d44\u4ea7\u3001\u591a\u5e01\u79cd\u7528\u6237\u7684\u6295\u8d44\u6c47\u603b\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\/754f0b63-b4f4-4702-8b3c-d04147287405.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4ccf474-11af-4e50-b7dc-35c70b0e536b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6222ceca-22c5-40a0-a262-fe8ca511c216.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Investing<\/span><br \/>\n <span class=\"tag\">Personal Finance<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6295\u8d44\u7ec4\u5408\u8ffd\u8e2a\u5668<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e02\u573a\u80a1\u7968<\/span><br \/>\n <span class=\"tag\">\u5b9e\u7269\u9ec4\u91d1<\/span><br \/>\n <span class=\"tag\">\u591a\u5e01\u79cd<\/span><br \/>\n <span class=\"tag\">\u624b\u52a8\u8bb0\u8d26<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u57fa\u51c6<\/span><br \/>\n <span class=\"tag\">\u76c8\u4e8f\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u7ec8\u8eab\u4e70\u65ad<\/span><br \/>\n <span class=\"tag\">\u65e0\u7ecf\u7eaa\u4eba\u767b\u5f55<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u8d22\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u5b9e\u65f6\u5b9a\u4ef7\u95ee\u9898\uff0c\u5c24\u5176\u662f\u6d41\u52a8\u6027\u5dee\u7684GCC\u80a1\u7968\u548c\u91d1\u6761\u65e0\u516c\u5f00\u62a5\u4ef7\u65f6\u662f\u5426\u9700\u624b\u52a8\u8f93\u5165\u3002\u53e6\u4e00\u6838\u5fc3\u5efa\u8bae\u662f\u5904\u7406\u5df2\u5f52\u5c5e\u671f\u6743\/\u80a1\u6743\uff0c\u5176\u516c\u5141\u4ef7\u503c\u65e0\u516c\u5f00\u5e02\u573a\uff0c\u624b\u52a8\u8bb0\u5f55\u65b9\u5f0f\u6bd4\u81ea\u52a8\u540c\u6b65\u66f4\u52a1\u5b9e\u3002\u6709\u7528\u6237\u65e0\u507f\u5236\u4f5c\u4e86\u6f14\u793a\u89c6\u9891\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 SimplyPortfolio \u7684\u201c\u53cd\u6f6e\u6d41\u201d\u8bbe\u8ba1\u6070\u6070\u662f\u5b83\u7684\u6700\u5927\u4ef7\u503c\u2014\u2014\u653e\u5f03\u81ea\u52a8\u6570\u636e\u540c\u6b65\uff0c\u6362\u6765\u4e86\u771f\u6b63\u7684\u8d44\u4ea7\u517c\u5bb9\u6027\u3002\u5f53\u51e0\u4e4e\u6240\u6709\u6295\u8d44\u8ffd\u8e2a\u5668\u90fd\u4f9d\u8d56\u5238\u5546API\u6216\u5e02\u573a\u6570\u636e\u6e90\u65f6\uff0c\u5b83\u9009\u62e9\u8ba9\u7528\u6237\u624b\u52a8\u8bb0\u5f55\u6bcf\u7b14\u4ea4\u6613\uff0c\u8868\u9762\u4e0a\u589e\u52a0\u4e86\u4f7f\u7528\u6210\u672c\uff0c\u5b9e\u9645\u4e0a\u5374\u89e3\u9664\u4e86\u6240\u6709\u8d44\u4ea7\u7c7b\u578b\u3001\u4ea4\u6613\u5e02\u573a\u548c\u5e01\u79cd\u7684\u9650\u5236\u3002\u8fd9\u79cd\u201c\u964d\u7ef4\u201d\u7b56\u7565\u7cbe\u51c6\u6253\u51fb\u4e86\u9ad8\u51c0\u503c\u7528\u6237\u7684\u75db\u70b9\uff1a\u4ed6\u4eec\u7684\u8d44\u4ea7\u5f80\u5f80\u5206\u5e03\u5728\u7f8e\u80a1\u3001GCC\u5e02\u573a\u3001\u5b9e\u7269\u8d35\u91d1\u5c5e\u4e43\u81f3\u672a\u4e0a\u5e02\u671f\u6743\u7b49\u975e\u6807\u51c6\u54c1\u7c7b\uff0c\u4efb\u4f55\u4f9d\u8d56\u7b2c\u4e09\u65b9\u6570\u636e\u6e90\u7684\u65b9\u6848\u90fd\u4f1a\u5728\u8fd9\u4e9b\u8d44\u4ea7\u4e0a\u201c\u65ad\u8fde\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4ef7\u7b56\u7565\u4e5f\u503c\u5f97\u73a9\u5473\uff1a3\u4e2a\u6301\u4ed3\u514d\u8d39\u3001\u7ec8\u8eab\u4e70\u65ad50\u7f8e\u5143\uff08\u9996\u53d135\u7f8e\u5143\uff09\uff0c\u5b8c\u5168\u907f\u5f00\u4e86\u4e3b\u6d41\u7ade\u54c1\u7684\u6708\u8d39\u5236\u3002\u521b\u59cb\u4eba\u660e\u786e\u8868\u793a\u201c\u4e0d\u60f3\u628a\u4f60\u4eec\u7684\u51c0\u4ef7\u503c\u79df\u56de\u6765\u201d\uff0c\u8fd9\u65e2\u662f\u5bf9\u7528\u6237\u6570\u636e\u9690\u79c1\u7684\u627f\u8bfa\uff0c\u4e5f\u662f\u4e00\u79cd\u5dee\u5f02\u5316\u8bdd\u672f\u3002\u4e0d\u8fc7\uff0c\u5728\u6ca1\u6709\u9ad8\u8d28\u91cf\u516c\u5171\u5e02\u573a\u6570\u636e\u63a5\u53e3\u7684\u60c5\u51b5\u4e0b\uff0c\u624b\u52a8\u8bb0\u8d26\u7684\u51c6\u786e\u6027\u548c\u53ca\u65f6\u6027\u5c06\u6210\u4e3a\u957f\u671f\u7559\u5b58\u7684\u5173\u952e\u74f6\u9888\u2014\u2014\u5982\u679c\u7528\u6237\u9700\u8981\u9891\u7e41\u624b\u52a8\u8f93\u5165\u4ef7\u683c\uff0c\u5c24\u5176\u662f\u5b9e\u7269\u91d1\u4ef7\u6216\u51b7\u95e8GCC\u80a1\u7968\u8fd9\u7c7b\u975e\u81ea\u52a8\u66f4\u65b0\u7684\u54c1\u79cd\uff0c\u5f88\u53ef\u80fd\u5728\u4f7f\u7528\u70ed\u60c5\u6d88\u9000\u540e\u5f03\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u8ddf\u8fdb\u7684\u529f\u80fd\u662f\u7528\u6237\u63d0\u5230\u7684\u53d7\u9650\u80a1\/\u671f\u6743\u8ffd\u8e2a\uff1a\u8fd9\u7c7b\u8d44\u4ea7\u6ca1\u6709\u5b9e\u65f6\u5e02\u573a\u4ef7\u4f46\u6709\u660e\u786e\u7684\u6210\u672c\u57fa\u7840\u548c\u6761\u6b3e\uff0c\u624b\u52a8\u8bb0\u5f55\u6a21\u5f0f\u5929\u7136\u9002\u5408\u3002\u5982\u679c\u80fd\u5148\u89e3\u51b3\u8fd9\u4e2a\u9700\u6c42\uff0cSimplyPortfolio \u5c31\u53ef\u4ee5\u4ece\u201c\u4e2a\u4eba\u6295\u8d44\u8ffd\u8e2a\u5668\u201d\u5347\u7ea7\u4e3a\u201c\u590d\u6742\u9ad8\u51c0\u503c\u8d44\u4ea7\u7c3f\u8bb0\u5de5\u5177\u201d\uff0c\u5f62\u6210\u66f4\u5f3a\u7684\u62a4\u57ce\u6cb3\u3002\u4f46\u5fc5\u987b\u8b66\u60d5\u7684\u662f\uff0c\u624b\u52a8\u6a21\u5f0f\u4e0d\u9002\u5408\u6295\u8d44\u9891\u7e41\u4ea4\u6613\u7684\u7528\u6237\uff0c\u5b83\u670d\u52a1\u7684\u662f\u5c11\u6570\u4f46\u9ad8\u4ef7\u503c\u7684\u201c\u653e\u4e00\u5f20\u91d1\u6761\u5728\u62bd\u5c49\u91cc\u7684\u4eba\u201d\u3002\u8fd9\u4e2a\u5b9a\u4f4d\u867d\u7136\u7cbe\u51c6\uff0c\u5374\u4e5f\u51b3\u5b9a\u4e86\u4ea7\u54c1\u5929\u82b1\u677f\u5176\u5b9e\u5f88\u4f4e\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\">SimplyPortfolio<\/span>\n <\/div>\n<div class=\"comment-content\">SimplyPortfolio is one dashboard for everything you own: stocks and ETFs on any exchange (US, GCC, Europe, Asia), plus physical gold and silver. Log trades in any currency, get real lot-level cost basis and honest P&L. No broker logins. Free for 3 holdings.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt, solo founder here. Three weeks ago I left my engineering manager job to build my own products full time. This is the first one, and it exists because of a drawer.<br \/>\nMy investments were scattered across four apps: US stocks with one broker, Saudi and UAE stocks (Tadawul, DFM, ADX) with another, ETFs in a robo-advisor, and actual physical gold sitting in a drawer at home. Every tracker I tried choked on at least two of those. Nothing handled GCC markets. Nothing let me hold gold in grams. And every “total net worth” number I had was a lie I assembled in a spreadsheet at 11pm.<br \/>\nSo I built the tracker I wanted, and I made one decision most people will think is backwards: there are no broker logins. You log every buy and sell yourself, a few fields per trade. That’s on purpose. It means it works with any broker in any country, your credentials never leave your broker, and the cost basis is actually yours, lot by lot, with realized and unrealized P&L converted to your base currency at a daily rate it shows you. No black box.<br \/>\nFull transparency, because this community appreciates it:<br \/>\nThe stack is Bun, Hono, Drizzle, React, Postgres, self-hosted on a VPS. Pricing is free for your first 3 holdings forever, then $50 lifetime. No subscription. I want to be paid once for a tool, not rent your net worth back to you.<\/p>\n<p>For launch day only: use code PHLAUNCH at checkout and lifetime is $35.<\/p>\n<p>Now the question I genuinely want answers to, because it’s my roadmap: what’s the one asset you own that no tracker has ever handled properly? Gold coins, ESOPs, a co-owned rental, crypto in cold storage, whatever it is, tell me below. Most-mentioned asset gets built next.<br \/>\nI’ll be in the comments all day. Ask me anything about the build, the stack, or quitting to go solo.<\/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\/@saadaamir\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saadaamir<\/a> Congrats on the launch. The multi-currency angle is what makes it click \u2014 stocks in one market, funds in another, and your physical gold and silver at spot, all resolving to one honest total. Most trackers can’t hold that mix, and the unrealized P&L right there is the detail people will love.<\/p>\n<p>You launched without a demo video, and these land so much harder without one \u2014 so I made you one, free, fully whitelabeled, no watermarks or strings. Drop it into your gallery now while the launch is fresh:<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=oA66iEkApcA\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=oA66iEkApcA<\/a><\/p>\n<p>Built it with FoxPlug \u2014 it turns your real product updates into launch videos, posts and GIFs automatically. <a href=\"http:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com<\/a>. <\/p>\n<p>Really rooting for this one. Solo founder 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>How do you handle the real-time pricing for less liquid GCC stocks or gold from local dealers that don’t have a public feed? Curious if I’m stuck entering prices 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>mine’s vested startup equity, options with a 409A that’s basically a made-up number until there’s an actual exit or a secondary sale. every net worth tool either ignores it completely or lets you enter it as a static value that’s stale the day you type it in, since there’s no live price to pull. curious if that’s even something you’d want to touch, since “cost basis and honest P&L” gets a lot harder when the asset in question doesn’t have an honest current price to begin with. the no-broker-login, log-it-yourself approach at least seems like the right foundation for it though, unlike anything that expects to sync from a live market feed<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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')) 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