\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-06-12<\/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 | 2026-06-12<\/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\/MJGLBAKR5ANIUY\" class=\"app-title\">Firma.dev<\/a><\/p>\n<div class=\"one-liner\">E-signatures API for your app averaging ~3\u00a2 per envelope<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">306<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Firma.dev \u662f\u4e00\u6b3e\u4e13\u4e3a\u5f00\u53d1\u8005\u8bbe\u8ba1\u7684\u7535\u5b50\u7b7e\u540d API\uff0c\u4ee5\u6bcf\u4efd\u6587\u4ef6\u7ea63\u7f8e\u5206\u7684\u6781\u4f4e\u4ef7\u683c\uff0c\u5e2e\u52a9 SaaS \u56e2\u961f\u5feb\u901f\u96c6\u6210\u7b7e\u7f72\u529f\u80fd\uff0c\u5f7b\u5e95\u6446\u8131\u9ad8\u4ef7\u3001\u91cd\u9500\u552e\u7684\u4f20\u7edf\u89e3\u51b3\u65b9\u6848\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\/25b05220-11fd-40f1-a5d2-2f0626f8911f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/126d78e7-1e4e-449f-9e12-6647c555cdce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/061886eb-bd4c-433c-ad59-1e8e7140ed5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cef9330e-5734-4c20-9a10-da5a4d4b8d2c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/903d8f75-1c8d-4635-9a3c-8fa4a9a4e85c.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\/8892b41c-0a2d-48da-89e3-3ca56161d5c4.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=_tU2LXhR_J4\"><source src=\"https:\/\/www.youtube.com\/watch?v=_tU2LXhR_J4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u5b50\u7b7e\u540d API<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u6309\u91cf\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u767d\u6807\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">SaaS \u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u7b7e\u7f72<\/span><br \/>\n <span class=\"tag\">AI \u4ee3\u7406\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u60ca\u53f9\u5176\u4f4e\u4ef7\uff0c\u4f46\u5173\u6ce8\u70b9\u4e0d\u6b62\u4e8e\u6b64\u3002\u4e3b\u8981\u7591\u95ee\u5305\u62ec\uff1a\u5982\u4f55\u7ba1\u7406 AI \u4ee3\u7406\u7684\u7b7e\u540d\u6743\u9650\uff08\u9632\u6b62\u8bef\u53d1\uff09\uff1f\u76f8\u6bd4\u4e8e DocuSign \u9664\u4e86\u4ef7\u683c\u8fd8\u6709\u4f55\u4f18\u52bf\uff1f\u662f\u5426\u652f\u6301\u591a\u7b7e\u7f72\u4eba\u3001\u63d0\u9192\u548c Webhook\uff1f\u4ee5\u53ca\u5ba1\u8ba1\u8ffd\u8e2a\u548c\u7b7e\u7f72\u4eba\u9a8c\u8bc1\u7b49\u5408\u89c4\u7ec6\u8282\u3002\u521b\u59cb\u56e2\u961f\u56de\u5e94\u79f0\uff0c\u767d\u6807\u80fd\u529b\u3001\u5de5\u4f5c\u7a7a\u95f4\u9694\u79bb\u548c API \u7075\u6d3b\u6027\u662f\u5176\u6838\u5fc3\u5dee\u5f02\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Firma.dev \u7684\u5b9a\u4ef7\uff083\u7f8e\u5206\/\u4efd\uff09\u786e\u5b9e\u662f\u6838\u5f39\u7ea7\u522b\u7684\u2014\u2014\u8fd9\u4e0d\u4ec5\u662f\u6bd4 DocuSign \u4fbf\u5b9c99%\uff0c\u800c\u662f\u76f4\u63a5\u6467\u6bc1\u4e86\u201c\u7b7e\u540d\u5373\u6210\u672c\u4e2d\u5fc3\u201d\u7684\u5546\u4e1a\u903b\u8f91\uff0c\u8ba9\u7b7e\u540d\u53d8\u6210\u4e00\u9879\u53ef\u968f\u610f\u5185\u7f6e\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u4f46\u771f\u6b63\u6709\u4ef7\u503c\u7684\u4e0d\u662f\u4ef7\u683c\uff0c\u800c\u662f\u5176\u201cAPI first + \u767d\u6807\u5de5\u4f5c\u7a7a\u95f4\u201d\u7684\u53cc\u91cd\u8bbe\u8ba1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u89c2\u5bdf\u7528\u6237\u53cd\u9988\uff0c\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u662f\u5176\u201c\u5de5\u4f5c\u7a7a\u95f4\u201d\u529f\u80fd\u3002\u8fd9\u5728\u591a\u79df\u6237 SaaS \u573a\u666f\u4e2d\u662f\u521a\u9700\uff1a\u6bcf\u4e2a\u5ba2\u6237\u62e5\u6709\u72ec\u7acb\u7684\u6a21\u677f\u3001\u54c1\u724c\u548c Webhook\uff0c\u65e0\u9700\u624b\u52a8\u9694\u79bb\u6570\u636e\u3002DocuSign \u5728\u6700\u9ad8\u4f01\u4e1a\u7248\u624d\u63d0\u4f9b\u7c7b\u4f3c\u80fd\u529b\uff0c\u4e14\u4ef7\u683c\u9ad8\u6602\u3002Firma.dev \u5c06\u5176\u505a\u6210\u9ed8\u8ba4\u529f\u80fd\uff0c\u76f4\u51fb\u4e86\u201c\u7528 API \u505a\u7535\u5b50\u7b7e\u540d\u5374\u8fd8\u8981\u5904\u7406 UI \u5c42\u6743\u9650\u7ba1\u7406\u201d\u7684\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176 MCP \u670d\u52a1\u5668\uff0884\u4e2a\u5de5\u5177\uff09\u9762\u5411 AI \u4ee3\u7406\u7684\u8bbe\u8ba1\u5177\u6709\u524d\u77bb\u6027\u3002\u5f53 AI \u80fd\u81ea\u52a8\u53d1\u9001\u7b7e\u7f72\u6587\u4ef6\u65f6\uff0c\u5982\u4f55\u9632\u6b62\u5931\u63a7\uff1f\u4ed6\u4eec\u7528\u201c\u624b\u52a8\u5207\u6362\u5de5\u4f5c\u7a7a\u95f4\u201d\u4f5c\u4e3a\u9694\u79bb\u673a\u5236\uff0c\u867d\u7136\u6734\u7d20\uff0c\u4f46\u5b9e\u7528\u3002\u8fd9\u6697\u793a\u4e86\u672a\u6765 SaaS \u4ea7\u54c1\u7684\u4e00\u4e2a\u8d8b\u52bf\uff1aAPI \u4e0d\u4ec5\u8981\u8ba9\u4eba\u7528\uff0c\u8fd8\u8981\u8ba9 AI \u7528\uff0c\u5e76\u63d0\u4f9b\u76f8\u5e94\u7684\u5b89\u5168\u62a4\u680f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u9700\u8b66\u60d5\u5176\u201c\u5408\u6cd5\u6027\u8986\u76d655\u56fd\u201d\u7684\u8868\u8ff0\u3002\u7535\u5b50\u7b7e\u540d\u7684\u6cd5\u5f8b\u6548\u529b\u56e0\u5730\u533a\u3001\u6587\u6863\u7c7b\u578b\u800c\u5f02\uff08\u5982\u4e2d\u56fd\u3001\u5370\u5ea6\u5bf9\u7279\u5b9a\u6587\u4ef6\u6709\u4e25\u683c\u9650\u5236\uff09\uff0c\u8fd9\u662f\u4e00\u9897\u9690\u5f62\u5730\u96f7\u3002\u56e2\u961f\u5bf9\u6b64\u7684\u56de\u5e94\u662f\u201c\u4e0d\u5728\u4e2d\u56fd\u5408\u6cd5\uff0c\u8bf7\u7528 DocuSign\u201d\uff0c\u5766\u7387\u4f46\u4e0d\u591f\u81ea\u4fe1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u6765\u770b\uff0cFirma.dev \u4e0d\u662f DocuSign \u7684\u5e73\u4ef7\u66ff\u4ee3\u54c1\uff0c\u800c\u662f\u4e00\u4e2a\u4e3a\u201c\u539f\u751f\u96c6\u6210\u201d\u548c\u201cAI \u81ea\u52a8\u5316\u201d\u91cd\u5199\u7684\u7b7e\u540d\u5f15\u64ce\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff1a\u8ba9\u4efb\u4f55 SaaS \u4ea7\u54c1\u5728\u51e0\u5206\u949f\u5185\uff0c\u83b7\u5f97\u4e00\u4e2a\u5408\u89c4\u3001\u53ef\u767d\u6807\u3001\u53ef\u7f16\u7a0b\u7684\u7b7e\u540d\u6a21\u5757\uff0c\u4e14\u6210\u672c\u4f4e\u5230\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\u3002\u5bf9\u4e8e DocuSign\uff0c\u8fd9\u6216\u8bb8\u6bd4\u4ef7\u683c\u6218\u66f4\u81f4\u547d\u2014\u2014\u5b83\u6539\u53d8\u4e86\u4ea7\u54c1\u7684\u9ed8\u8ba4\u914d\u7f6e\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\">Firma.dev<\/span>\n <\/div>\n<div class=\"comment-content\">At \u20ac0.029 per envelope (about 3\u00a2), Firma.dev runs about 99% cheaper than DocuSign, where one envelope can cost $4-5. Pay-as-you-go, no minimums, no contracts. Built developer-first for startups and SaaS teams who’d rather integrate signing in an afternoon than sit through a sales cycle: clean REST API, embeddable template and signing editors, integration in hours. Test everything free with a sandbox key, real docs and unlimited usage, before you pay a cent. Get an API key and start building.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, Derick here, co-founder of Firma.dev.<\/p>\n<\/p>\n<p>We built Firma.dev because every e-signature API we tried was either priced for enterprises or was an end-user app with an API bolted on as an afterthought. We wanted the opposite: an API-first product where signing is something you integrate in an afternoon, not a procurement cycle.<\/p>\n<\/p>\n<p>\ud83d\udcb8 <strong>Pricing.<\/strong> \u20ac0.029 per envelope, about 3\u00a2, pay-as-you-go with no minimums or contracts. DocuSign can run $4-5 for a single envelope, so for most teams that’s around 99% less.<\/p>\n<\/p>\n<p>\ud83d\udee0\ufe0f <strong>Who it’s for.<\/strong> If your product touches contracts, you need this: HR and onboarding tools sending offer letters, property platforms handling leases, freelance marketplaces with client agreements, healthtech collecting consent forms, fintech onboarding flows, or any SaaS sending NDAs and proposals. At 3\u00a2 per envelope you can make signing a built-in feature instead of a cost center.<\/p>\n<\/p>\n<p>\u26a1 <strong>Developer-first.<\/strong> Clean REST API, embeddable template and signing editors, and you can give each of your own customers an isolated workspace with separate templates and usage.<\/p>\n<\/p>\n<p>\ud83e\udd16 <strong>Built for AI-assisted development.<\/strong> We ship two MCP servers, one for our docs and one for the API itself with 84 tools, so coding agents generate accurate Firma.dev integration code and can even manage signing requests directly. We have a guide for <a href=\"https:\/\/firma.dev\/insights\/claude-code-e-signature-integration\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Claude Code<\/a>, plus Antigravity, Cursor, Lovable and the rest <a href=\"https:\/\/docs.firma.dev\/guides\/antigravity-integration\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">in our docs<\/a>.<\/p>\n<\/p>\n<p>\ud83c\udf0d <strong>Legality.<\/strong> Designed to support the frameworks that matter, and e-signatures are legally recognized in 55+ countries.<\/p>\n<\/p>\n<p>\ud83d\udd11 <strong>Try it free.<\/strong> There’s a sandbox key with real documents and unlimited usage, so you can test the whole flow before paying anything. No demos, <em>no sales calls.<\/em><\/p>\n<\/p>\n<p>We’d love your feedback, especially from anyone who’s fought with e-signature integrations before. I’ll be around all day to answer questions.<\/p>\n<\/p>\n<p>Derick<\/p>\n<\/p>\n<p>Happy Friday hunters. \ud83d\ude0e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@derickd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@derickd<\/a> Man it’s crazy how cheap this is. Can i get a mail where i can contact you can talk more about the business side of things? Would love to talk. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@derickd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@derickd<\/a> Congratulations on the launch, Derick! \ud83c\udf89<\/p>\n<p>The pricing is genuinely eye catching, and I like the API first approach. Making e signatures a built in feature instead of a cost center makes a lot of sense for growing SaaS products.<\/p>\n<p>One question: among your early customers, what has been the biggest reason for switching from existing providers? Was it mainly cost, developer experience, implementation speed, or something else entirely?<\/p>\n<p>Wishing you and the team a fantastic 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@derickd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@derickd<\/a> Congrats, Derick! 3\u00a2 an envelope is an absolute game-changer for startups escaping DocuSign’s insane pricing.<\/p>\n<p>I would like to join you on fast scale, as the big hurdle to this point is to offer massive outbound targeting to HR, fintech, and proptech startups who hate high API costs. I can manually source 200 hyper-targeted developer leads and handle all cold outreach replies for you. Let me handle growth while you code!<br \/>I look forward to hearing from you. Thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The API-first approach and pay-as-you-go pricing make a lot of sense for modern SaaS products. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@alina_tyslenok_ Thanks Alina! Yah we\u2019re finding our customers are a mix of tiny startups, vibe coded in office apps at mid size companies, and bigger saass with really high volume. Both founders of Firma.dev previously founded another saas and Docusign\u2019s sales cycle is unreal. And the other guys don\u2019t have an api that\u2019s white labelable.<\/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>The pricing is compelling, but pricing alone rarely wins enterprise deals. What feature or capability do customers cite most often when choosing <a href=\"http:\/\/Firma.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Firma.dev<\/a> over DocuSign besides cost?<\/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\/@ankit_narang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ankit_narang1<\/a> GREAT question yes obviuosly cost is very compelling, but outside that, we find our top customer needs are, in this order:<\/p>\n<ol>\n<li>\n<p>Legality in your country .. this is binary, you either are or you arent. E.g. we’re not legal in China, but we are in 55+ other countries including EU, LATAM, US, and a lot of APAC.<\/p>\n<\/li>\n<li>\n<p>API capability (usually this translates to white label) .. this is an area where we really shine. We built what we always wanted and I think it shows.. we’re proud of it.<\/p>\n<\/li>\n<\/ol>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ankit_narang1 you<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, the 84-tool MCP server is the interesting part. Pricing an e-sign API at 3\u00a2 basically makes it cheap enough for an agent to fire envelopes on its own, which is great right up until an agent fires one it shouldnt. Whats the guardrail there, can you scope what an agent is allowed to send per workspace? Overall, well done!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Hi Art. Yup, you sure can. One of our key differentiors at <a href=\"https:\/\/Firma.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Firma.dev<\/a> is that we have workspaces (like, at all). Docusign has the capability in its highest tier enterprise plan$. <\/p>\n<\/p>\n<p>We created Firma.dev and workspaces because at our previous startup, we wanted to offer e-sign for free to our customers (we never could before), and do it in a secure way. <\/p>\n<\/p>\n<p>So the guardrail for the MCP … itll ask you what workspace you want to engage with, and you have to “manually” switch workspaces. So if you’re working with a particular set of customers, one customer, or a team, it works. Its like this: Use workspace Sales Team and send out the Customer Agreement to Derick at <a href=\"mailto:support@firma.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">support@firma.dev<\/a> <\/p>\n<p>… make sense? <\/p>\n<\/p>\n<p>We’re seeing a growing amount of our customers (especially on the real SMB side) using agentic workflows like that. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’re also launching today, but I couldn’t help but leave this comment – kudos for the really good, appealing video! It’s warm, has no fancy polish (which is a good thing I mean), and explains the benefits in an easily digesteable way \ud83d\ude42 we’ve done several launches, some of them with videos, and I always pay attention to what videos product makers do. This one is among great examples! <br \/>PS: Sending the link to our finance guy! \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@margarita_s88\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@margarita_s88<\/a> Thanks Margarita! We started doing customer testimonials and mini case studies and prioritizing “realness” over quality lol so they look a little homemade but at least you can tell they are real customers! Good luck on the launch <a href=\"https:\/\/www.producthunt.com\/products\/alconost-localization\" target=\"_blank\" rel=\"noopener\">Alconost<\/a> looks useful Im passing this to our team as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting work! How did you handle documentation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nimmy_fanimi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimmy_fanimi<\/a> Hi Nimmy! Thanks. <a href=\"https:\/\/docs.firma.dev\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Documentation<\/a> is our core product.. since all we make is an API, we have to stay on top of that. We have a stand up meeting every single morning about how to better improve our API docs … one of the questions we ask each other is “whats 1 thing you can fix today, even if its small, you have to improve something”. So that’s it .. its like exercise .. just gotta do it every day, even if you don’t wanna. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it support advanced stuff like multiple signers with order, reminders, and webhooks for status changes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Hi Thami. Yes, our API is very powerful, and one of the largest on the market. We have everything you asked about: multiple signers with order, reminders (from us or you), custom domains, graphics, etc per workspace, and tons of <a href=\"https:\/\/docs.firma.dev\/guides\/webhooks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">webhooks<\/a> (and those are even per workspace). Thanks for taking a look!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 pricing is what made me stop and look. Most esignature APIs seem affordable until you start scaling usage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@busra_seker1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busra_seker1<\/a> Yah thanks B\u00fc\u015fra .. dont get me started on what real volume means to Docusign etc. Its crazy. Even then, they don’t come down to our prices. Thanks for taking a look. \ud83d\ude01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great to see this live! Which use case are you seeing the most demand for?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellbr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellbr<\/a> Hi Ignacio! Thanks for your comment.<\/p>\n<p>Pretty evenly split among 3 groups.<\/p>\n<ul>\n<li>\n<p>SMB – midcap that are creating mini apps for their own internal workflows. Mostly migrating from purely manual workflows b\/c other solutions are too expensive.<\/p>\n<\/li>\n<li>\n<p>Established\/VC backed SaaSs – Migrating from Docusign, DocuXXXX, (all the docu’s) because we offer a fully white labeled product finally thats doesn’t kill your budget<\/p>\n<\/li>\n<li>\n<p>Startups – People building little apps that need a quick cheap way for their users to sign docs and theres no way that they’re gonna get on the phone with Docusign.<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lunch & PH launch. 2 in the afternoon here in Barcelona lets see if we can keep going through evening US time \ud83d\ude05<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aad761ce-095f-4b08-b8bc-e3efc573e07f.jpeg?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 pricing is the obvious hook, but the sandbox key is what would make me try it. E-signature APIs always feel painful until you actually test the full flow. Curious how you handle audit trails and signer verification?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> Thanks Farrukh. We’re devs, and had the pain point first hand of having TERRIBLE APIs with the existing e-sign providers, so we built it how we would want. The thing about e-sign is, there’s a lot of little laws you need to follow and be aware of .. audit trails are part of that. We have fully legal, compliant audit trails (just like Docusign) in 55+ countries. Okay fine if you need documents in China, use Docusign and pay $5 an envelope. But ours are totallly compliant and you can even configure them via the API \/ GUI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>3 cents per envelope with no minimums is honestly the pricing model e-signatures should have had years ago. Indie hackers and small SaaS teams have been stuck either paying DocuSign enterprise rates or duct-taping PDFs together. Really excited to try this out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the idea of making e signatures cheap enough that team stop treating them as a premium feature. One founder might see signing as a revenue stream, while another sees it as infrastructure. Your approach clearly leans toward the second philosophy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 dedicated workspace model seems underrated. Many teams building multi tenant SaaS products spend a lot of time figuring out document separation and permissions. Was this designed from customer feedback or from your own experience?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@darly_selby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darly_selby<\/a> YES DARLY THANK YOU–I feel seen \ud83d\ude05 that’s one of our true core features is that the entire API(branding, webhooks, keys, everything) can be silo’d. E.g. You’re a multi tenant saas and a new customer signs up, you auto-provision a new workspace, they can create their own templates, domains, etc, but yah you get it.<\/p>\n<\/p>\n<p>But to answer your question .. yah it was built from our own (painful) experiences on the customer side.<\/p>\n<\/p>\n<p>It came from that feature not existing in the open market when we were building an HR app. At that company, were using a Docusign knockoff and their API cost around 50 cents per doc, but we had to go an manually (through the GUI) make a team, and then our support staff would have to manually create their templates for them .. super labor intensive.<\/p>\n<\/p>\n<p>We didn’t even know what to call them b\/c the concept didn’t exist, when all those other e-sign companies are built around the concept of a GUI and individual users sending docs .. not an API.<\/p>\n<\/p>\n<p>Thanks for taking a look.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 pricing caught my attention first but the sandbox plus no minimums part is probably even more valuable for smaller teams<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ada_johnsen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ada_johnsen<\/a> Yup! And you can get started super easy .. versus talking to a sales team and getting quotes for API usage. Thanks for looking! \ud83d\ude01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this API-only? We use PandaDoc, but not through the API\u2014we use it as regular users to manually sign documents with clients and partners. Do you have a B2C\/self-service option as well? If so, how much does it cost?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> Hi Natalia! Great question. We probably aren’t the best fit for you, unless you’re retooling some of your workflows, e.g. building internal mini apps, or have software using an API. We do have a full powered GUI (that we’re proud of) .. but white labeling via API for super cheap volume senders will always be our focus. 98% of our users send via API, 2% GUI.<\/p>\n<\/p>\n<p>We also play really well with things like N8N, Salesforce, etc. Our “self service” option is mostly used by people that connect our <a href=\"https:\/\/docs.firma.dev\/guides\/mcp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">MCP server right into their Claude\/ChatGPT<\/a> .. but honestly thats pretty case dependent, you know?<\/p>\n<\/p>\n<p>However, if you find yourself thinking about processes in your org, and e-sign is part of that, hit us 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\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UZAN2BZTEQ2HT3\" class=\"app-title\">Qursor<\/a><\/p>\n<div class=\"one-liner\">Point at any UI to send exact context to your AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">269<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Qursor\u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u70b9\u51fb\u7f51\u9875\u4efb\u610fUI\u5143\u7d20\uff0c\u81ea\u52a8\u63d0\u53d6\u5e76\u590d\u5236\u5176\u7ed3\u6784\u5316\u4ee3\u7801\u4e0a\u4e0b\u6587\uff08\u9009\u62e9\u5668\u3001\u6837\u5f0f\u3001\u5b57\u4f53\u3001\u989c\u8272\u7b49\uff09\uff0c\u7c98\u8d34\u7ed9AI\u4ee3\u7406\uff0c\u5f7b\u5e95\u89e3\u51b3\u201c\u63cf\u8ff0\u4e0d\u6e05\u5bfc\u81f4AI\u6539\u9519\u5143\u7d20\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92805194-b43a-47dd-b3b7-6bdf274b514e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e36dd69-beee-4075-bd5a-7623b04c946b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8aee36ec-7536-4024-932e-c02c10c5a8ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db18a6af-1974-47b2-a8cc-69c17c3b64ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/39ee8374-efc6-485e-af58-c0bcfbe8f0f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5aa995b8-f6cb-4c69-a146-d16d46a53ead.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6c994a6-c2cc-4c48-8237-e2d82eb159e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">UI\u4e0a\u4e0b\u6587\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6837\u5f0f\u68c0\u67e5\u5668<\/span><br \/>\n <span class=\"tag\">\u5b57\u4f53\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u8272\u5f69\u62fe\u53d6<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u7247\u6bb5\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u89e3\u51b3\u4e86\u201c\u4e0eAI\u53cd\u590d\u63cf\u8ff0\u5143\u7d20\u201d\u7684\u75db\u70b9\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u9700\u8981\u652f\u6301Safari\u3001\u5904\u7406\u72b6\u6001\u6027\u5143\u7d20\uff08\u4e0b\u62c9\u3001\u60ac\u505c\uff09\u7684\u80fd\u529b\u3001\u662f\u5426\u9002\u7528\u4e8e\u5185\u90e8\u5de5\u5177\/SaaS\u540e\u53f0\u3002\u90e8\u5206\u7528\u6237\u5bf9\u6bd4\u4e86Claude Design\u7684\u6807\u8bb0\u529f\u80fd\u548cMCP Chrome DevTools\uff0c\u8ba4\u4e3aQursor\u7684\u201c\u6846\u67b6\u65e0\u5173\u201d\u548c\u7ed3\u6784\u5316\u8f93\u51fa\u662f\u5dee\u5f02\u5316\u4f18\u52bf\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 Qursor\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7a0b\u70ed\u6f6e\u4e0b\u7684\u4e00\u4e2a\u88ab\u5ffd\u89c6\u5374\u9ad8\u9891\u7684\u201c\u65e0\u6548\u8f93\u5165\u201d\u73af\u8282\u3002\u5f00\u53d1\u8005\u7528Claude\u3001Cursor\u7b49\u5de5\u5177\u65f6\uff0c\u6700\u5927\u7684\u6210\u672c\u5e76\u975e\u4ee3\u7801\u751f\u6210\uff0c\u800c\u662f\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5411AI\u7cbe\u786e\u63cf\u8ff0\u76ee\u6807\u5143\u7d20\u7684\u201c\u7ffb\u8bd1\u635f\u8017\u201d\u2014\u2014\u4e00\u6b21\u8bef\u8bfb\u53ef\u80fd\u6d88\u801710\u8f6e\u5bf9\u8bdd\u3002Qursor\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u4e0d\u662f\u4e00\u4e2a\u6cdb\u5316\u7684\u622a\u56fe\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587\u4e07\u7528\u6865\u201d\uff1a\u5b83\u4ece\u6e32\u67d3\u7684DOM\u4e2d\u62bd\u53d6Selectors\u3001Classes\u3001Styles\u7b49\u673a\u5668\u53ef\u64cd\u4f5c\u7684\u6570\u636e\uff0c\u76f4\u63a5\u6d88\u9664\u4e86AI\u7684\u89e3\u6790\u6b67\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6280\u672f\u4e0a\uff0c\u5176\u201c\u6846\u67b6\u65e0\u5173\u201d\u662f\u5173\u952e\u62a4\u57ce\u6cb3\u3002\u4e0eTidewave\u7b49\u7279\u5b9a\u6846\u67b6\u65b9\u6848\u4e0d\u540c\uff0cQursor\u57fa\u4e8e\u6587\u4ef6\u5bf9\u8c61\u6a21\u578b\uff08DOM\uff09\u8bfb\u53d6\uff0c\u9002\u5e94\u6240\u6709Chrome\u7f51\u9875\uff0c\u5305\u62ec\u590d\u6742\u7684SaaS\u540e\u53f0\u548c\u5185\u90e8\u5de5\u5177\uff0c\u5b9e\u7528\u6027\u6781\u9ad8\u3002\u5546\u4e1a\u7b56\u7565\u4e5f\u8db3\u591f\u806a\u660e\uff1a\u514d\u8d39\u7248\u9650\u5236\u6bcf\u65e5\u4f7f\u7528\u6b21\u6570\uff083\u6b21\uff09\uff0c\u7528\u4f4e\u9891\u573a\u666f\u5f15\u6d41\uff1b39\u7f8e\u5143\u7ec8\u8eab\u4e70\u65ad\u5219\u76f4\u63a5\u8f6c\u5316\u91cd\u5ea6\u7528\u6237\u2014\u2014\u800c\u8fd9\u7c7b\u4eba\u7fa4\u6070\u6070\u662f\u6bcf\u6b21AI\u5bf9\u8bdd\u90fd\u53ef\u80fd\u56e0\u63cf\u8ff0\u4e0d\u6e05\u6d6a\u8d390.1\u7f8e\u5143\u7684\u9ad8\u9891\u4ed8\u8d39\u8005\uff0c\u4ed6\u4eec\u5f88\u5bb9\u6613\u7b97\u51fa\u8d26\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6f5c\u5728\u9690\u60a3\u5728\u4e8e\u7ade\u54c1\u8ddf\u8fdb\u3002\u5982\u8bc4\u8bba\u6240\u63d0\uff0cMCP DevTools\u5df2\u63d0\u4f9b\u5168\u9875\u9762\u4e0a\u4e0b\u6587\uff0c\u800cCursor\u3001Claude\u7b49\u5de5\u5177\u4e5f\u53ef\u80fd\u539f\u751f\u96c6\u6210\u201c\u70b9\u51fb\u9009\u62e9\u5143\u7d20\u201d\u529f\u80fd\u3002Qursor\u82e5\u4e0d\u80fd\u5c3d\u5feb\u5efa\u7acb\u63d2\u4ef6\u751f\u6001\uff08\u5982\u652f\u6301Safari\u3001\u96c6\u6210\u5230vscode\uff09\u3001\u589e\u52a0\u201c\u72b6\u6001\u5feb\u7167\u201d\uff08\u51bb\u7ed3hover\/\u4e0b\u62c9\u7b49\u77ac\u6001\u6837\u5f0f\uff09\u7b49\u786c\u80fd\u529b\uff0c\u5f88\u5bb9\u6613\u88ab\u5e73\u53f0\u5185\u5316\u3002\u5f53\u524d\u7684\u4f18\u52bf\u7a97\u53e3\u671f\u6709\u9650\uff0c\u4f46\u5de5\u5177\u672c\u8eab\u7684\u903b\u8f91\u548c\u5b9a\u4ef7\u7b56\u7565\u65e0\u53ef\u6311\u5254\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\">Qursor<\/span>\n <\/div>\n<div class=\"comment-content\">I kept wasting AI tokens describing UI changes to agents that edited the wrong element. So I built Qursor. Point at any element, copy structured context (selectors, classes, styles, fonts, colors), paste into your AI agent. No vague screenshots. No burned credits. – Inspect fonts, colors, spacing – Copy AI-ready element context – Extract components as HTML\/CSS\/JSX – Color picker and font detector – Download assets from any page<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I’m the maker of Qursor, and honestly, this started as a personal frustration.<\/p>\n<p>I was using AI agents to make UI changes and kept running into the same wall: the agent would edit the wrong element, or I’d burn 10 prompts just trying to describe “that blue button on the pricing page.” Screenshots helped a little, but agents still had to interpret them, wasting tokens and time.<\/p>\n<p>So I built Qursor. It lets you point at any element on any website, and it copies structured, code-aware context, selectors, classes, styles, fonts, and colors directly into your clipboard. Paste it into your agent, and it knows exactly what to change.<\/p>\n<p>What you can do today:<br \/>\n– Visually inspect any UI element (fonts, colors, spacing, layout)<br \/>\n– Copy AI-ready context with selectors, classes, and your own notes<br \/>\n– Extract components as HTML, CSS, or JSX<br \/>\n– Pick exact colors and detect fonts from any site<br \/>\n– Download SVGs, PNGs, JPGs without digging through network tabs<br \/>\n– Let clients annotate exactly which element they want changed<\/p>\n<p>No competitors I know of – I just had the problem, built the solution, and some early users told me it saved them real time.<\/p>\n<p>Free plan available (3 picks\/day). Lifetime deal at $39.<\/p>\n<p>Would love your feedback – especially how you’re using AI agents for UI work today!<\/p><\/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\/@theomkarbirje\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@theomkarbirje<\/a> Great idea, thanks for building this. I definitely want to try it.<\/p>\n<\/p>\n<p>The biggest pain for me right now is that I usually have to do this through Inspect, and it takes too much time. Styles are not included, so I often end up combining a screenshot with copied source code just to explain one UI change to an agent.<\/p>\n<\/p>\n<p>This is exactly the kind of friction that should disappear.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@theomkarbirje\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@theomkarbirje<\/a> Love this. The fact that it came from a real workflow pain makes it immediately click.<\/p>\n<p>I’ve lost count of how many times I’ve had to fight an AI agent just to modify a specific UI element, and the back-and-forth can get ridiculous. Giving agents structured context instead of making them guess from screenshots feels like a very obvious solution in hindsight.<\/p>\n<p>Congrats on the launch. Curious to learn more about the business behind it as well. What’s the best email to reach you on? Would love to connect and explore a few ideas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@theomkarbirje\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@theomkarbirje<\/a> Congratulations on the launch! \ud83c\udf89<\/p>\n<\/p>\n<p>This solves a very real problem. I have definitely spent more time than I’d like trying to explain to an AI agent which button, section, or component I wanted changed.<\/p>\n<p><strong>One question<\/strong>: have you found that providing structured element context significantly improves the accuracy of AI-generated UI changes compared to screenshots alone? If so, what kind of reduction in prompts or iterations are users typically seeing?<\/p>\n<p>Wishing you a fantastic launch and plenty of happy users! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a real agent failure mode. More context is useful, but exact target context is what stops the agent from confidently editing the wrong thing.<\/p>\n<p>Curious if you see Qursor staying as copy-to-agent context, or moving toward a guardrail where the agent can propose the patch and leave a receipt of exactly what changed.<\/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>This is a great idea especially for people who want to create websites. Personally I’ve been using claude code, Claude design specifically. I was wondering what separates this from the mark up feature in Claude design where you just circle the part you want to change and send a prompt through to Claude. <\/p>\n<\/p>\n<p>I can definitely see this as being very useful for non-website development specific AIs <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been waiting for something like this for quite a while. I’m so happy someone finally built 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>I vibe-code most of my app with Claude Code and the “no, the <em>other<\/em> blue button” loop is painfully real. Copying selectors + styles instead of a vague screenshot is the right fix. Any plans for a Safari version, or is Chrome the long-term home?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is amazing. imma use it a lot tbh.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, that’s smart, great idea. I use Tidewave, and that includes a pointer as well, but it only works with certain frameworks, so your extension might be what I need for other projects, I’ll check it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaime_iniesta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaime_iniesta<\/a> Tidewave looks great when its pointer works with your stack, and Qursor is aiming to be the \u201cworks everywhere\u201d version so you can point at any UI in Chrome and still grab clean selectors and styles for your agent, even on projects outside those supported frameworks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 cool, can I use this to fix my webflow design?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chintant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chintant<\/a> As much as I know, Webflow is a visual editor where you design directly in the dashboard, not an AI agent. Qursor is most helpful when you are working with AI coding agents or chat-based tools and need to send them precise UI context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how it handel the framework code when we inpect those elements ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@saad_nadeem3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_nadeem3<\/a> Qursor does not care which framework you use because it reads from the rendered DOM, so when you point at something, it grabs the real element with its selectors and styles.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@theomkarbirje\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"theomkarbirje\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@theomkarbirje<\/a> This solves a very real context problem. A lot of AI help breaks down because describing the UI manually is slow and incomplete. Pointing at the exact screen state feels much closer to how people naturally ask for help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alpertayfurr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alpertayfurr<\/a> Thanks a lot for saying it so clearly. That is exactly the gap I am trying to close<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly this scratches an itch I didn’t know I could fix. Half my back-and-forth with agents is just me describing “no, the button next to that one” and praying it gets it. Sending exact context (classes, styles, fonts) instead of a vague screenshot makes way more sense. Clean execution too. Congrats on the launch \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@oktay_atalay_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oktay_atalay_<\/a> Love this, thanks a lot for taking the time to write it. That \u201cno, the button next to that one\u201d loop is exactly what I was stuck in, so it is really cool to hear that the structured context idea resonates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 token-waste problem is real. How does Qursor handle stateful elements – like a dropdown that’s only visible when open, or a hover state? Those are usually impossible to inspect without freezing the UI somehow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just use M\u0421P \u0421hrome Dev Tools for your AI agent and it will be able to see the page, no need for any additional services that transfer the UI into the context<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dren0r\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dren0r<\/a> Totally, MCP DevTools is great when your agent already has full page access wired up. Qursor is more for cases where you are just chatting with an AI coding agent or using different tools, and you want a fast, framework\u2011agnostic way to point at a specific element and hand over clean selectors, styles or HTML without wiring anything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<p>This looks useful. One thing I’d want to know is whether it works just as well on internal tools and SaaS dashboards as it does on public websites.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@henry_habib\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_habib<\/a> Qursor works the same way on internal tools and SaaS dashboards as long as you can open them in Chrome, so you can point at elements in your admin panels or internal UIs just like on public sites.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The context problem is the thing nobody warns you about. I vibe-code in Claude Code and Cursor all day with zero coding background, and half my time goes to explaining which button is broken instead of fixing it. Pointing at the actual UI beats pasting a screenshot and typing “the third card on the left,” that part kills my flow. Does it send the code behind what I point at, or just the visual? That’s where context leaks 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\/@luca_capone\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_capone<\/a> You are describing exactly the same leak I ran into. With Qursor, it is not just the visual; it grabs the element plus structured context around it: selectors, classes, inline styles, and layout info, so the agent can see both what it looks like and where it lives in the DOM. <\/p>\n<\/p>\n<p>In short, the thing you do in ClaudeCode of describing, instead you start Qursor and point to which element you wanted to change, click and annotate here. You can do multiple annotations on this page and then copy all annotations for Claude Code to do.<\/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>The ‘agent edited the wrong element’ problem hits way too close to home. I’ve definitely wasted a bunch of prompts just trying to describe which button I meant. Pointing at the element and grabbing the actual selectors\/styles is so much cleaner than throwing a screenshot at it and hoping. Going to give the free plan a spin on a project this week<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alon4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alon4<\/a> Love hearing this, that is exactly the loop that pushed me to build Qursor.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like this, “agent edited the wrong element” is such a real token-waster. Copying structured selectors\/styles instead of a vague screenshot is the right idea. Does the copied context stay small enough that it doesn’t eat half the agent’s context window on a busy page?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ianhxu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ianhxu<\/a> Great question. In practice the copied context is surprisingly small \u2013 usually just a few hundred tokens even on a busy page \u2013 so it is tiny compared to a screenshot and nowhere near half of an agent\u2019s window. Also, it has 4 modes, so you can go even smaller or increase if you wanted to give clearer context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This would be really useful in client feedback loops too. Instead of someone saying \u201cchange this section\u201d and sending a blurry screenshot, they could point to the exact element and pass clean context to the developer or agent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> Client feedback is where this hurts a lot. With Qursor, they can still click on \u201cchange this section,\u201d but instead of a blurry screenshot, you get the exact element with selectors and styles you can hand straight to a dev or an agent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CTIMFBPUPVXIGE\" class=\"app-title\">Pond<\/a><\/p>\n<div class=\"one-liner\">Fundraising, GTM, and bounties for startups<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">221<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pond\u4e3a\u521d\u521b\u516c\u53f8\u63d0\u4f9b\u96c6\u878d\u8d44\u3001\u589e\u957f\u83b7\u5ba2\u4e0e\u8d21\u732e\u8005\u8d4f\u91d1\u4e8e\u4e00\u4f53\u7684\u5e02\u573a\u5316\u57fa\u7840\u8bbe\u65bd\uff0c\u89e3\u51b3\u5546\u4e1a\u5316\u6d41\u7a0b\u6ede\u540e\u4e8eAI\u52a0\u901f\u4ea7\u54c1\u6784\u5efa\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\/57df126f-8150-4017-850f-1792bf122e92.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a523444f-6b7e-493b-b8e8-c0fdd8264da4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69929b33-e00f-4817-9c51-260a1b9ba1b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d70709b-69dd-4603-b33e-cae38c465549.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\/ab398bec-2f7e-4270-8006-91891e5f7e4c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/iVqePdZt2l4\"><source src=\"https:\/\/youtu.be\/iVqePdZt2l4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Fundraising<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521d\u521b\u878d\u8d44\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">Go-to-Market<\/span><br \/>\n <span class=\"tag\">\u8d4f\u91d1\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">AI\u589e\u957f\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Stripe\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u5168\u7403\u8d21\u732e\u8005\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u65e9\u671f\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u8005\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\u9a8c\u8bc1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u4e8e\uff1aGTM\u5982\u4f55\u5177\u4f53\u83b7\u53d6\u65e9\u671f\u7528\u6237\u800c\u975e\u4ec5\u878d\u8d44\uff1b\u9a8c\u8bc1\u673a\u5236\uff08Stripe\u5916\u5176\u4ed6\u6570\u636e\u6e90\u652f\u6301\uff09\u53ca\u5237\u65b0\u9891\u7387\uff1b\u9632\u6b3a\u8bc8\u8bbe\u8ba1\uff1b\u8d4f\u91d1\u80fd\u5426\u8f85\u52a9\u4f01\u4e1a\u7ea7\u4ea4\u6613\u3002\u6709\u7528\u6237\u5e0c\u671b\u5229\u7528\u8d4f\u91d1\u62db\u52df\u591a\u56fd\u5bb6\u6d4b\u8bd5\u8005\uff0c\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u652f\u6301\u6a21\u677f\u5316\u5de5\u4f5c\u6d41\u4e0e\u57fa\u4e8e\u6210\u679c\u7684\u9a8c\u8bc1\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 Pond\u8bd5\u56fe\u89e3\u51b3\u4e00\u4e2a\u771f\u5b9e\u4f46\u68d8\u624b\u7684\u77db\u76fe\uff1aAI\u8ba9\u4ea7\u54c1\u6784\u5efa\u5feb\u5982\u95ea\u7535\uff0c\u4f46\u878d\u8d44\u3001\u6e20\u9053\u548c\u7528\u6237\u83b7\u53d6\u4ecd\u505c\u7559\u5728\u77f3\u5668\u65f6\u4ee3\u3002\u5176\u201c\u6536\u5165\u9a8c\u8bc1\u5373\u4fe1\u7528\u201d\u7684\u5207\u5165\u70b9\u591f\u7280\u5229\u2014\u2014\u7528Stripe\u6570\u636e\u66ff\u4ee3\u52df\u8d44PPT\uff0c\u65e2\u8fc7\u6ee4\u52a3\u8d28\u9879\u76ee\uff0c\u4e5f\u964d\u4f4e\u6295\u8d44\u8005\u5c3d\u8c03\u6210\u672c\u30023\u5206\u949f\u878d\u8d44150K\u7684\u6848\u4f8b\u867d\u6709\u8425\u9500\u5acc\u7591\uff0c\u4f46\u6307\u5411\u4e00\u4e2a\u672c\u8d28\u53d8\u5316\uff1a\u5f53\u540eAI\u65f6\u4ee3\u7684\u521b\u4e1a\u53d8\u6210\u201c\u5df2\u9a8c\u8bc1\u9700\u6c42+\u5feb\u901f\u6267\u884c\u201d\u7684\u6e38\u620f\uff0c\u4f20\u7edfVC\u7684\u793e\u4ea4\u4eba\u8109\u7b5b\u9009\u903b\u8f91\u6b63\u5728\u5931\u6548\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u91ce\u5fc3\u8fc7\u8f7d\u662f\u6700\u5927\u9690\u60a3\u3002\u5c06\u878d\u8d44\u3001GTM\u3001\u8d4f\u91d1\u3001CRM\u6253\u5305\u4e3a\u201c\u5728\u7ebf\u52a0\u901f\u5668\u201d\uff0c\u770b\u4f3c\u4e00\u7ad9\u5f0f\uff0c\u5b9e\u5219\u8fdd\u80cc\u201c\u521d\u521b\u516c\u53f8\u9636\u6bb5\u75db\u70b9\u6781\u5ea6\u5782\u76f4\u201d\u7684\u94c1\u5f8b\u3002\u65e9\u671f\u9879\u76ee\u66f4\u9700\u8981\u7cbe\u51c6\u5355\u70b9\u7a81\u7834\uff0c\u800c\u975e\u6cdb\u5316\u5de5\u5177\u7bb1\u3002\u5c24\u5176\u8d4f\u91d1\u7f51\u7edc\u7684\u8bbe\u8ba1\u6839\u57fa\u8584\u5f31\uff1a10,000+\u8d21\u732e\u8005\u96be\u4ee5\u652f\u6491\u8de8\u884c\u4e1a\u3001\u5730\u57df\u7684\u590d\u6742\u4efb\u52a1\u8d28\u91cf\uff0c\u4e14\u201c\u6210\u679c\u5bfc\u5411\u201d\u7684\u9632\u7b5b\u53cd\u4f1a\u9a71\u79bb\u9ad8\u4ef7\u503c\u81ea\u7531\u804c\u4e1a\u8005\u3002\u66f4\u81f4\u547d\u7684\u662f\uff0cPond\u4f5c\u4e3a\u5e73\u53f0\u638c\u63a7\u6d41\u91cf\u5206\u53d1\u4e0e\u4fe1\u7528\u8bc4\u4ef7\uff0c\u4e00\u65e6\u89c4\u6a21\u5316\uff0c\u4fe1\u606f\u4e0d\u5bf9\u79f0\u6781\u6613\u50ac\u751f\u5237\u91cf\u9a6c\u592a\u6548\u5e94\u2014\u2014\u8fd9\u6b63\u662f\u521b\u59cb\u4ebaDylan\u56de\u590d\u4e2d\u201cMRR\u548c\u7528\u6237\u589e\u957f\u81ea\u5df1\u8bf4\u8bdd\u201d\u7684\u6096\u8bba\uff1a\u6309\u6536\u5165\u6392\u540d\uff0c\u5934\u90e8\u9879\u76ee\u4f1a\u8679\u5438\u6240\u6709\u5173\u6ce8\uff0c\u5c3e\u90e8\u9879\u76ee\u5f7b\u5e95\u6ca6\u4e3a\u65e0\u4eba\u95ee\u6d25\u7684\u50f5\u5c38\u6c60\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5b83\u63d0\u4f9b\u4e86\u4e00\u79cd\u201c\u53cdr\u7ed3\u6784\u6027\u6392\u9664\u201d\uff1a\u975e\u6d32\u3001\u4e1c\u5357\u4e9a\u7684\u521b\u59cb\u4eba\u7ec8\u4e8e\u80fd\u9760\u771f\u5b9e\u6536\u5165\u6570\u636e\u800c\u975e\u65af\u5766\u798f\u6821\u53cb\u6807\u7b7e\u83b7\u5f97\u7b2c\u4e00\u7b14\u94b1\u3002\u4f46\u957f\u671f\u770b\uff0cPond\u5fc5\u987b\u505a\u51cf\u6cd5\uff1a\u8981\u4e48\u6df1\u8015\u201c\u53ef\u9a8c\u8bc1\u6536\u5165\u201d\u7684Stripe\u5bf9\u63a5\u6d41\uff0c\u6210\u4e3a\u6570\u636e\u9a71\u52a8\u7684\u5fae\u578b\u6295\u884c\uff1b\u8981\u4e48\u62bc\u6ce8\u8d4f\u91d1\u793e\u533a\uff0c\u505a\u6210\u53bb\u4e2d\u5fc3\u5316\u7684Upwork\u3002\u4e24\u8005\u517c\u5f97\uff0c\u5927\u6982\u7387\u4e24\u5934\u4e0d\u9760\u3002\u53e6\u5916\uff0cCoinbase Ventures\u7684\u7ad9\u53f0\u6697\u793a\u5176\u53ef\u80fd\u4f5c\u4e3aWeb3\u8df3\u677f\uff0c\u82e5\u672a\u6765\u5f15\u5165\u4ee3\u5e01\u5316\u80a1\u6743\u6216\u53bb\u4e2d\u5fc3\u5316\u6cbb\u7406\uff0c\u624d\u662f\u771f\u6b63\u98a0\u8986\u3002\u73b0\u5728\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u5305\u88c5\u7cbe\u7f8e\u7684\u201c\u4fe1\u5fc3\u52a0\u901f\u5668\u201d\u2014\u2014\u80fd\u5e2e\u6700\u4eae\u7684\u660e\u661f\u66f4\u4eae\uff0c\u5374\u672a\u5fc5\u8ba9\u6697\u5904\u7684\u79cd\u5b50\u53d1\u82bd\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\">Pond<\/span>\n <\/div>\n<div class=\"comment-content\">Pond is the market infrastructure for the new startup economy. Verified founders raise capital, acquire customers, and access 20,000+ contributors in one place. \u00b7 Markets: Stripe-verified metrics + Vault-protected funding. One startup raised $150K in 3 minutes. \u00b7 Bounties: 10,000+ submissions, $36K+ distributed. Ethereum Foundation, GPTZero, PhotoBase. \u00b7 AI Growth Agent: CRM, pipeline, and GTM on autopilot. 400+ startups \u00b7 154 countries \u00b7 Archetype & Coinbase Ventures.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey \ud83d\udc4b I’m Dylan, founder of Pond.<\/p>\n<p>The idea came from a simple observation:<\/p>\n<p>AI has made building startups 10x faster, while the pace of startup commercialization\u2014fundraising, go-to-market, and execution\u2014has barely changed.<\/p>\n<p>So we built Pond: a platform where founders can raise their first round from anywhere in the world, and a community of 10,000+ people ready to help solve startup challenges through a bounty-based network.<\/p>\n<p>The moment that validated everything: a startup on Pond raised $150K in just 3 minutes, and we now have 100+ startups on the waitlist.<\/p>\n<p>Not because of a great pitch deck.<\/p>\n<p>Because their MRR and user growth spoke for themselves.<\/p>\n<p>Notable investors have started using Pond to discover startups and source deals personally, including a former Accel investor. (Accel has backed companies such as Facebook, Anthropic, Spotify, and many others.)<\/p>\n<p>Pond helps startups around the world launch their first fundraising round in as little as 5 minutes and get backed by investors globally. Founders can raise multiple rounds on Pond or go on to raise from traditional VCs in the future.<\/p>\n<p>Think of Pond as an online accelerator for your business\u2014built to help founders turn traction into capital. Pond supports founders throughout the fundraising process and helps them scale afterward.<\/p>\n<p>We\u2019re backed by multiple Tier 1 investors, including Archetype, Coinbase Ventures, and 30+ angel investors. Our backers include founders of unicorn companies, the co-founder of one of the world\u2019s leading digital asset infrastructure providers, a co-author of the foundational GPT paper, and other leading founders, operators, and investors.<\/p>\n<p>Happy to answer anything about how Pond works, what we\u2019ve learned from supporting 400+ startups and investors on the platform, or why we believe the startup economy is the next major platform wave after Amazon and TikTok.<\/p>\n<p> AMA \ud83d\ude4f<\/p><\/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\/@thinksdylan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thinksdylan<\/a> The framing here makes sense as a response to the compression of startup building cycles, but the real long-term challenge will likely be <em>market integrity at scale<\/em>.<\/p>\n<p>Once fundraising, GTM execution, and bounties sit in one ecosystem, the definition of \u201csignal\u201d becomes the product itself.<\/p>\n<p>Curious how you\u2019re thinking about separating durable traction signals (retention, revenue quality) from optimized short-term performance metrics as participation grows globally.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@thinksdylan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thinksdylan<\/a> Thank you for creating Pond. In all honesty, traditional fundraising platforms have not kept up with the rapid changes AI has introduced to the startup environment. Great ideas fall by the wayside because of commercialisation challenges that founders find insurmountable. Thank you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thinksdylan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thinksdylan<\/a> congrats on the launch! will you guys be operating in the US? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great combo Dylan! Got it the fundraising side, but what about GTM? Do you help to get first early adopters??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@german_merlo1 Yes \u2014 GTM is a big part of Pond.<\/p>\n<p>Beyond fundraising, we help founders get early adopters through growth campaigns, contributor-led distribution, product feedback, and bounty-based tasks.<\/p>\n<p>Would love for you to try Pond and share what kind of GTM support would be most useful for you.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Do you plan to expand beyond stripe?<\/div>\n<div class=\"comment-actions\">\n<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\">@lakshminath_dondeti Yes. Stripe is our first integration because it gives us a clean way to verify revenue and traction, but we plan to expand beyond Stripe to support more data sources and payment providers globally.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pound Bounties seems like an interesting framing; how do you deal with fraud, has it been an issue so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@vugar_javadov Great question \u2014 fraud is definitely something we think about carefully.<\/p>\n<p>For Pond Bounties, we reduce fraud by making tasks outcome-based, requiring clear submission criteria, and letting founders review work before rewards are approved. We also look at contributor behavior, submission quality, duplicate activity, and suspicious patterns over time.<\/p>\n<p>So far, the key is designing bounties around verifiable outputs instead of vague participation. That makes it much easier to separate real contribution from low-quality or fraudulent activity.<\/p>\n<p>Feel free to try Pond \u2014 happy to hear any feedback.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the verification work for founders, I want to know what gets checked and how often is it refreshed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Great question. <\/p>\n<\/p>\n<p>For founders, verification starts with real business traction. Today, we focus on signals like revenue, MRR, user growth, and connected data sources such as Stripe or GA where available.<\/p>\n<\/p>\n<p>The goal is to help investors look beyond pitch decks and evaluate startups based on actual performance. We\u2019re also working toward making these metrics refresh regularly so founder profiles stay up to date as the company grows.<\/p>\n<\/p>\n<p>Feel free to check out Pond and send over any 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>The hardest part is usually getting those first customers. How the GTM side performs compared to the fundraising side?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mert__33\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mert__33<\/a> Totally agree \u2014 getting the first customers is often harder than building the product.<\/p>\n<\/p>\n<p>That\u2019s why we see fundraising and GTM as connected. Pond Markets helps founders turn traction into capital, while Pond Growth and Bounties help with feedback, early users, campaigns, and distribution support.<\/p>\n<\/p>\n<p>We want to help startups keep growing after they raise, not just complete a round.<\/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>The description is a bit confusing) Am I understanding correctly that your platform can provide users for testing?<\/p>\n<p>I have a travel AI, and right now we’re trying to run a blind comparison test of our responses against other models. We can prepare the response dataset ourselves, but finding test participants across different countries is still an unsolved problem. Is that something you can help 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\">@natalia_iankovych Yes \u2014 this is exactly the kind of use case Pond Bounties can help with.<\/p>\n<p>You can create a bounty to recruit test participants across different countries, define the testing criteria, share the response comparison task, and collect structured feedback from real users.<\/p>\n<p>For a travel AI, this could be especially useful because travel expectations vary a lot by region, language, and user behavior.<\/p>\n<p>Would love for you to try Pond Bounties, and feel free to reach out if you need any help setting it up.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you provide templates or frameworks to get there?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@sasha_mcclendon Yes \u2014 we provide guided workflows and practical frameworks to help founders get started faster.<\/p>\n<p>For example, founders can use Pond to structure fundraising rounds, define bounty tasks, collect feedback, run GTM campaigns, and present traction more clearly to investors.<\/p>\n<p>The goal is to make the path from traction to capital and growth much more actionable, not just give founders another blank workspace.<\/p>\n<p>Would love for you to try Pond and share what kind of framework would be most useful for your startup.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice work shipping this! What made you decide to build this 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@borrellbr Thank you! The timing felt right because AI has made it much faster to build products, but fundraising, GTM, and execution are still fragmented and slow.<\/p>\n<p>Would love for you to check out Pond and share your feedback.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice concept. Do the bounties help close enterprise deals or are they more about early traction?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@dhiraj_patel5 Great question. Today, bounties are mostly focused on early traction: user feedback, product testing, community growth, lead generation, and campaign execution.<\/p>\n<p>But I think your ideas are great, we’d love for you to explore Pond and tell us what kind of bounty workflow you\u2019d want.<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhiraj_patel5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhiraj_patel5<\/a> We\u2019ve recently supported bounties that helped companies close deals more efficiently and create a stronger sense of urgency among prospective customers.<\/p>\n<\/p>\n<p>For example, one startup posted a bounty with us and delegated the community to conduct competitive analysis and research on their target accounts. The goal was to identify whether those prospects were already using services similar to the startup\u2019s offering.<\/p>\n<\/p>\n<p>The startup also asked community members to share their findings publicly on social media. For instance, if the community discovered that a prospect\u2019s competitors were already using a particular service, they would post about it and tag the prospect. A typical post might say:<\/p>\n<\/p>\n<p>\u201cBased on our recent research, we found that [Company A] is using this service, and it has helped them improve key metrics by X%.\u201d<\/p>\n<\/p>\n<p>The startup then used these research findings to strengthen its sales outreach. Their sales team could approach prospects with a message like:<\/p>\n<\/p>\n<p>\u201cSomeone recently highlighted that your competitor is using a solution similar to ours, and reports suggest it has improved their efficiency by X%. Our platform delivers even better results. Would you be interested in exploring how we can help you outperform your competitors in this area?\u201d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the global angle. Opening access to founders regardless of geography could unlock a lot of talent that traditional venture networks often 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artem_myronchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_myronchuk<\/a> Exactly. If a startup has real traction, revenue, and user growth, it should be able to access capital and support regardless of where the founder is based. That\u2019s a big part of why we built Pond.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Bringing fundraising, customer acquisition, and contributor networks together in one platform solves a surprisingly fragmented problem 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\/@marianna_tymchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marianna_tymchuk<\/a> Thank you, Marianna \u2014 that\u2019s exactly the problem we\u2019re trying to solve.<\/p>\n<p>Founders today don\u2019t just need capital. They also need customers, contributors, feedback, and execution support. Pond brings those pieces together so startups can move from traction to scale much faster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OUIBT5QXMTJNMM\" class=\"app-title\">HyperSleep<\/a><\/p>\n<div class=\"one-liner\">Block social media until you’ve actually slept<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">186<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HyperSleep\u901a\u8fc7\u591a\u4f20\u611f\u5668\u9a8c\u8bc1\u7528\u6237\u662f\u5426\u771f\u6b63\u5165\u7761\uff0c\u5c06\u89e3\u9501\u793e\u4ea4\u5e94\u7528\u7684\u6743\u5229\u4e0e\u201c\u5b9e\u9645\u7761\u7720\u201d\u7ed1\u5b9a\uff0c\u89e3\u51b3\u4f20\u7edf\u5c4f\u5e55\u65f6\u95f4\u7ba1\u7406\u5e94\u7528\u5728\u6df1\u591c\u4f9d\u8d56\u610f\u5fd7\u529b\u800c\u5931\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\/3ffda754-8235-4a23-aae7-4da9515b06ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67b65429-5812-4f9c-9973-691c518abe2d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e7c53ae-2365-4b45-98a6-b28a51c0d161.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26f8d74c-d50a-4151-b2a9-a505e6cae2ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4710c465-a750-4ed2-9734-3fca7e2b708e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12d20d07-100c-40de-bccf-3d0367618f88.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e341596-4b14-4156-a4cc-9e915db2b877.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\">Android<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7761\u7720\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u65f6\u95f4\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5b89\u5353<\/span><br \/>\n <span class=\"tag\">\u591a\u4f20\u611f\u5668\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u9501\u5b9a<\/span><br \/>\n <span class=\"tag\">\u610f\u5fd7\u529b\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u65e0\u4e91\u7aef<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5e94\u7528\u5c01\u9501<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u4f20\u611f\u5668\u8bef\u5224\uff08\u5931\u7720\/\u65c5\u884c\u65f6\uff09\u7684\u7d27\u6025\u89e3\u9501\u65b9\u6848\uff0c\u8d5e\u8d4f\u201c\u4ee5\u7761\u7720\u6362\u53d6\u5c4f\u5e55\u65f6\u95f4\u201d\u7684\u6fc0\u52b1\u7ffb\u8f6c\uff1b\u5efa\u8bae\u589e\u5f3a\u4f20\u611f\u5668\u900f\u660e\u5ea6\u663e\u793a\uff0c\u652f\u6301\u667a\u80fd\u624b\u8868\u8fdb\u4e00\u6b65\u9a8c\u8bc1\uff1b\u8d28\u7591\u4e0e\u7cfb\u7edf\u81ea\u5e26\u52ff\u6270\u6a21\u5f0f\u7684\u672c\u8d28\u533a\u522b\uff0c\u62c5\u5fe7\u6df1\u591c\u7528\u6237\u53ef\u80fd\u76f4\u63a5\u5378\u8f7d\u5e94\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n HyperSleep\u7684\u7cbe\u5999\u4e4b\u5904\u5728\u4e8e\u5b83\u628a\u201c\u9650\u5236\u201d\u5305\u88c5\u6210\u4e86\u201c\u5956\u52b1\u201d\u3002\u5f53\u65e0\u6570\u5c4f\u5e55\u65f6\u95f4App\u4ecd\u5728\u4e0e\u7528\u6237\u6df1\u591c\u7684\u51b2\u52a8\u610f\u5fd7\u529b\u6b7b\u78d5\u65f6\uff0c\u5b83\u5de7\u5999\u5730\u7ed5\u5f00\u4e86\u6218\u573a\uff1a\u4f60\u4e0d\u518d\u9700\u8981\u5bf9\u6297\u201c\u60f3\u5237\u624b\u673a\u201d\u7684\u6b32\u671b\uff0c\u800c\u662f\u88ab\u5f15\u5bfc\u53bb\u201c\u83b7\u53d6\u201d\u5237\u624b\u673a\u7684\u8d44\u683c\u2014\u2014\u800c\u8d44\u683c\u7684\u552f\u4e00\u51ed\u8bc1\u662f\u7761\u7720\u3002\u8fd9\u4e2a\u5fc3\u7406\u5b66\u7ffb\u8f6c\uff0c\u8ba9\u4ea7\u54c1\u4ece\u4e00\u4e2a\u9700\u8981\u6301\u7eed\u5bf9\u6297\u7684\u201c\u76d1\u5de5\u201d\u53d8\u6210\u4e86\u4e00\u4e2a\u6b63\u5411\u53cd\u9988\u7684\u201c\u6e38\u620f\u5316\u7cfb\u7edf\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u786c\u4f24\u4e5f\u5f88\u660e\u663e\u3002\u8bc4\u8bba\u4e2d\u4e0d\u4e4f\u654f\u9510\u7684\u8d28\u7591\uff1a\u4f20\u611f\u566870%\u7684\u7f6e\u4fe1\u5ea6\u5728\u9762\u5bf9\u5931\u7720\u3001\u5012\u73ed\u6216\u65c5\u884c\u7b49\u5e38\u6001\u65f6\u51e0\u4e4e\u5fc5\u7136\u8bef\u5224\uff0c\u867d\u6709\u201c\u7d27\u6025\u9000\u51fa\u201d\u4f5c\u4e3a\u4fdd\u9669\uff0c\u4f46\u6bcf\u4e00\u6b21\u624b\u52a8\u8986\u76d6\u90fd\u5728\u524a\u5f31\u201c\u884c\u4e3a\u9501\u5b9a\u201d\u7684\u4e25\u8083\u6027\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5bf9\u4e8e\u90a3\u4e2a\u57282am\u4f1a\u65e0\u8111\u70b9\u201c\u5ffd\u7565\u201d\u7684\u7528\u6237\uff0c\u8c01\u53c8\u80fd\u4fdd\u8bc1\u4ed6\u4e0d\u4f1a\u5728\u540c\u68372am\u76f4\u63a5\u5378\u8f7dHyperSleep\uff1f\u4ea7\u54c1\u7684\u7ec8\u6781\u654c\u4eba\u4e0d\u662f\u5176\u4ed6\u5c4f\u5e55\u65f6\u95f4App\uff0c\u800c\u662f\u7528\u6237\u90a3\u6839\u6df1\u8482\u56fa\u7684\u5378\u8f7d\u51b2\u52a8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u5dee\u5f02\u5316\u5728\u4e8e\uff0cHyperSleep\u8d4c\u7684\u662f\u7528\u6237\u5bf9\u201c\u8bda\u5b9e\u53cd\u9988\u201d\u7684\u9700\u6c42\u8fdc\u5927\u4e8e\u5bf9\u201c\u5f3a\u5236\u7ea6\u675f\u201d\u7684\u53cd\u611f\u3002\u5b83\u628a\u63a7\u5236\u6743\u8fd8\u7ed9\u4e86\u751f\u7406\u72b6\u6001\uff0c\u800c\u4e0d\u662f\u62bd\u8c61\u7684\u65f6\u95f4\u3002\u4f46\u6210\u4e5f\u8427\u4f55\u8d25\u4e5f\u8427\u4f55\uff0cSensor\u7684\u51c6\u786e\u5ea6\u5c06\u662f\u51b3\u5b9a\u5b83\u6210\u4e3a\u201c\u4e60\u60ef\u91cd\u5851\u795e\u5668\u201d\u8fd8\u662f\u201c\u95f9\u5fc3\u7535\u5b50\u9501\u201d\u7684\u552f\u4e00\u5206\u6c34\u5cad\u3002\u8fd9\u662f\u4e00\u4e2a\u5927\u80c6\u4f46\u98ce\u9669\u6781\u9ad8\u7684\u5b9e\u9a8c\uff0c\u5b83\u6210\u529f\u7684\u6807\u5fd7\u4e0d\u662f\u7528\u6237\u7559\u4e0b\u6765\u4e86\uff0c\u800c\u662f\u7528\u6237\u4e0d\u518d\u9700\u8981\u5b83\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\">HyperSleep<\/span>\n <\/div>\n<div class=\"comment-content\">Every screen-time app fails for the same reason: you have to turn it on and at 1am, you won’t. HyperSleep flips it. Your social apps stay locked until multi-sensor detection verifies you actually slept. It auto-starts at bedtime, runs 100% on-device, and turns “scroll less” from willpower into an outcome you earn. Android.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What other features does it have apart from blocking at certain hours?<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Hello there Nika. Great question! Quick reframe first, because it’s kind of the whole point .<\/p>\n<p>HyperSleep doesn’t just block during set hours. It keeps your apps locked until it verifies you’ve actually slept (Google Sleep API + motion + light + usage signals). So even at 2am, opening Instagram won’t work until you’ve hit your sleep goal, there’s no timer to wait out.<\/p>\n<p> <\/p>\n<p>Beyond that core:<\/p>\n<p> \u2022 \ud83c\udf19 Auto-starts at your bedtime. No remembering to turn it on<\/p>\n<p> \u2022 \ud83c\udfaf You choose which apps to lock and your own sleep goal<\/p>\n<p> \u2022 \ud83d\udd25 Streak tracking + a morning recap – sleep time, quality %, and how you did vs your goal<\/p>\n<p> \u2022 \ud83c\udd93 Real-life overrides. A 5-min “quick break” (adds to your goal) or a full override with an accountability cost, so it’s flexible, not a prison<\/p>\n<p> \u2022\ud83d\udd10 100% on-device; no account, nothing leaves your phone<\/p>\n<\/p>\n<p>Love what you’re building with your minimalist phone app. We’re chasing the same goal from different angles<\/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\">Hey Product Hunt \ud83d\udc4b I’m Roddy, maker of HyperSleep.<\/p>\n<p>I built this because every screen-time blocker I tried had the same fatal flaw: they rely on willpower. You set a limit, then tap “ignore” at midnight or never turn the thing on. I’d “decide” to sleep and somehow be 40 minutes into Instagram at 2am.<\/p>\n<p>So I flipped it. HyperSleep keeps your chosen apps locked until you’ve actually slept; verified on-device with multi-sensor detection (Sleep API + accelerometer + light + usage, ~70% confidence over 20+ continuous minutes). You don’t earn screen time with a timer. You earn it by sleeping.<\/p>\n<p> \ud83c\udf19 It starts itself – set a bedtime once, it auto-begins nightly.<br \/>\n \ud83d\udd12 You can’t cheat it – outcome-based, not a clock you wait out.<br \/>\n \ud83d\udd10 100% local – no account, no cloud, nothing leaves your phone.<\/p>\n<p>Android-first (iOS on the roadmap), 5-day free trial. I’d love your feedback on the detection accuracy + the “earn your scroll” framing. What would make you trust an app to lock your phone until you sleep? \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hypersleep\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hypersleep<\/a> Congrats on the launch, Roddy! Flipping the incentive structure to outcome-based rewards is a super interesting approach. I actually just ran the screen-time blocker and habit-tracking niche through my tool, MarketGapAI, which analyzes thousands of complaints across Reddit and the Google Play Store. Interestingly, the number one reason users delete or give up on strict blocking apps is <strong>false positives – like the app failing to unlock because a sensor misread passive awake time (like reading a physical book) as sleep, creating massive user frustration<\/strong>.<\/p>\n<p>Curious to know – how does HyperSleep handle manual overrides or edge cases where the 70% confidence threshold misses the mark, or are you focusing on dialing in the sensor calibration 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice idea! Does it connect to smartwatches as well?<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thank you Kate\ud83d\ude4f Not yet. And that’s by design for v1: HyperSleep runs entirely on your phone’s own sensors (Sleep API + motion + light + usage), so it works for everyone with zero extra hardware. No watch to buy or keep charged.<\/p>\n<\/p>\n<p>That said, native Wear OS \/ smartwatch support is firmly on the roadmap \u2014 a watch’s heart-rate and movement data would make the sleep verification even tighter, so it’s a natural next layer.<\/p>\n<\/p>\n<p>Out of curiosity, what watch are you on? Helps me figure out which to prioritize \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Omg much needed product I feel\u2026 look at the time I am scrolling through product hunt \ud83d\ude05 <\/p>\n<p>All the best\u2026 launch soon in IOS to use and share my experience<\/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\/@harini_mukesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harini_mukesh<\/a> Haha, the fact that you’re discovering a sleep app while scrolling Product Hunt past bedtime might be the most on-brand thing all launch \ud83d\ude05 You’re exactly who I built this for.<\/p>\n<\/p>\n<p>Thank you for the kind words \ud83d\ude4f iOS isn’t here yet (Android first for now), but it’s firmly on the roadmap and I’d love to have you try it. Want me to ping you the second it lands?<\/p>\n<\/p>\n<p>Also, a big update is dropping very soon with more features on the way, so it only gets better from here. Would love your honest take once you’re 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=\"reply-item\">\n<div class=\"reply-content\">@hypersleep Yes please, Do ping me when the iOS version lands\u2026 Happy to share honest feedback after trying it 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>Earn your scroll time by sleeping- that’s a refreshing twist. Most blockers just guilt-trip you.<\/p>\n<p><strong>Quick question<\/strong>: what happens if the sensors misread a sleepless night (insomnia, travel, etc.)? Does it have an emergency override, or am I locked out of my apps until the algorithm decides I slept?<\/p>\n<p>Love the privacy-first approach. No cloud, no account rare these days. Nice launch.<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wasil_abdal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wasil_abdal<\/a> Thank you Wasil\ud83d\ude4f. Frankly, the most important question here, so I’m really glad you asked.<\/p>\n<p>Short version: you’re never trapped. It’s friction, not a prison.<\/p>\n<\/p>\n<p>\ud83d\udea8 Only the apps you pick are ever locked; calls, alarms, messages, maps, all of it stays open. A 3am emergency is never an issue.<\/p>\n<p> \ud83c\udd93 For the blocked apps, there’s an “I need my phone” override right on the lock screen, a 5-min quick break or a full override that ends the session. Your call, anytime.<\/p>\n<p> \ud83c\udf19 Overrides carry a small accountability cost (a quick break nudges your goal) so cheating isn’t frictionless but you’re always the one in control.<\/p>\n<p> <\/p>\n<p>And you’re spot on that sensors aren’t perfect. Insomnia and travel are exactly the cases no detector nails. That’s precisely why the override exists. I’d rather be honest (~70% confidence + an easy escape hatch) than pretend it’s a flawless sleep lab.<\/p>\n<p> <\/p>\n<p>Appreciate the privacy callout too: local-first was a hill I’d die on \ud83d\ude42 Curious though: does that balance feel right to you, or would you want the escape hatch even more frictionless? Still tuning 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><a href=\"https:\/\/www.producthunt.com\/@hypersleep\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hypersleep\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hypersleep<\/a> I like that this ties app blocking to an actual behavior goal instead of just \u201cbe more productive.\u201d Blocking social media is easy to ignore, but connecting it to sleep makes the boundary feel more meaningful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alpertayfurr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alpertayfurr<\/a> Exactly this. You put it better than I usually do \ud83d\ude4f<\/p>\n<\/p>\n<p>“Be more productive” is too abstract to lose to at 1am. Sleep is concrete: you either hit your hours or you didn’t, no negotiating with yourself. And it’s a goal you already want; the app isn’t imposing some new discipline, it’s enforcing the one you’d choose anyway when you’re rested enough to think straight.<\/p>\n<\/p>\n<p> It’s also why I dodged the guilt angle most blockers lean on. Not “you’re weak, scroll less”. It’s “sleep, and your apps are right there waiting.” A reward you walk toward, not a punishment you endure.<\/p>\n<\/p>\n<p>Genuine question: do you think the boundary would feel just as meaningful tied to other behaviors someday (a workout, a morning routine), or does sleep hit different because it’s the one we all quietly fail at?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a relatable problem \ud83d\ude05. So many of us set screen time limits with good intentions, only to ignore them when bedtime actually comes around.<\/p>\n<p>I really like the idea of focusing on the outcome rather than the timer. “Earn your scroll by sleeping” is a clever concept and feels different from most screen-time apps I’ve seen.<\/p>\n<p>The fact that everything runs locally is a huge plus as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gabriella_anjani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriella_anjani<\/a> This honestly made my day \ud83d\ude4f You just described exactly why I built it; I was the guy who’d set a “limit,” tap “ignore,” and resurface from Instagram at 2am wondering where the night went. The timer was never the problem. I was \ud83d\ude05. So, I built something I couldn’t argue with.<\/p>\n<\/p>\n<p>And local-first was non-negotiable: your sleep patterns are nobody’s business but yours. No account, nothing leaves the phone.<\/p>\n<\/p>\n<p>Genuine question, since you resonate with it, what’s your 1am app of choice? The one you know you should put down but somehow don’t \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Roddy. I build in the recovery space for natural lifters and short sleep is the single biggest driver of bad training days I see, so turning screen time into something you earn by sleeping is a clever inversion of every blocker that relies on willpower. The multi sensor confidence approach is interesting. How does it handle shift workers and split sleepers whose night never looks like one clean block? Strong launch so far, well deserved.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@oshylabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oshylabs<\/a> Thanks Arnold. And coming from someone in the recovery space, that means a lot. You’re seeing the same thing that motivated this: short sleep wrecks the next day, and willpower-based blockers fail exactly when you’re most tired. The whole bet is that earning access beats restricting it.<\/p>\n<\/p>\n<p>On shift workers and split sleepers; great question, because you’re right that the “one clean 11pm\u20137am block” assumption breaks for a lot of people. Two things help here:<\/p>\n<\/p>\n<p>1. It’s not tied to the clock. You can start a session manually whenever your sleep window is; 9am after a night shift works exactly the same as 11pm. The schedule is yours to set, not a fixed “night.”<\/p>\n<\/p>\n<p>2. The goal is total verified sleep, not one unbroken block. We confirm sleep in bouts (20+ continuous min of fused signals to filter out noise), and what matters is accumulating toward your goal, so a split night reads as sleep, not a fail.<\/p>\n<\/p>\n<p>That said, you’ve hit on something we want to go deeper on: biphasic\/segmented sleep and rotating shift patterns are their own design problem, and “what counts as one night” gets genuinely interesting there. Would love to pick your brain on what good recovery-aware handling looks like for the lifters you work with.<\/p>\n<\/p>\n<p>Appreciate the thoughtful launch support which is exactly the kind of feedback that sharpens the product. \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>How does it work? Do you have to put the phone on your bed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@louislecat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@louislecat<\/a> Great question Louis. Nope, you just keep your phone on your nightstand like usual or bedside table, wherever. No need to put it on the bed or under your pillow. HyperSleep reads motion, light, and Google’s Sleep API in the background to confirm you slept, then unlocks your apps in the morning. No wearable, nothing on the bed. \ud83d\ude34<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Roddy! I have seen a lot of apps like these. How’s hyper sleep 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\/@umermedia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umermedia<\/a> Hey Umer! Fair question. There are a lot of screen-time apps out there \ud83d\ude42 <\/p>\n<p>Here’s the core difference:<\/p>\n<\/p>\n<p>Most blockers are time-based. HyperSleep is outcome-based.<\/p>\n<p>Typical apps lock your apps on a schedule or a timer but a timer doesn’t care whether you actually slept, and you can usually just tap “ignore” or “5 more minutes” until the willpower runs out.<\/p>\n<\/p>\n<p>HyperSleep gates access on verified sleep, not the clock. HyperSleep doesn’t need willpower, it uses your body. We use multi-sensor detection (Google’s Sleep API + motion + light + usage) to confirm you actually slept before your apps unlock. You can’t snooze your way past it.<\/p>\n<\/p>\n<p>The psychology flip is the real magic: instead of restricting you (“you’ve used your 30 min, no more”), you earn your scroll time by sleeping. It feels like a reward, not a punishment, which is the difference between an app you delete in a week and one that actually changes the habit.<\/p>\n<\/p>\n<p>And for the inevitable “but what if I really need my phone?”; there are built-in overrides, so it nudges rather than imprisons.<\/p>\n<\/p>\n<p>What apps have you tried? Genuinely curious what made you bounce off them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Genuinely curious about the positioning here. Most phones already ship a native bedtime\/wind-down mode that locks apps or greys the screen on a schedule, so I’m trying to pin down what HyperSleep adds on top. Is the whole bet the outcome-based unlock, ie. you can’t just wait out a timer or tap “ignore,” you actually have to have slept? Because if so, that’s the part worth leading with, not the “auto-starts at bedtime” angle which the OS already does.<\/p>\n<\/p>\n<p>Where I get stuck is the willpower point: the person who taps “ignore” on Instagram at 2am is also the person who’ll uninstall the app at 2am. So who is this really for, the motivated user who’d configure native Focus mode anyway, or someone else? Help me understand the gap native modes leave open \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Something I didn’t emphasize enough above \ud83d\udc47<\/p>\n<\/p>\n<p>Every other blocker has the same flaw: it needs you to show up at the exact moment you’re least able to: 1am, tired, already three reels deep. You have to choose to stop, right when choosing is hardest.<\/p>\n<\/p>\n<p>So I took the human out of the loop.<\/p>\n<\/p>\n<p> You set your HyperSleep bedtime once. That’s the only decision you make. After that:<\/p>\n<p>\ud83c\udf19 It starts itself. Every night, no reminder, no tapping “start”<\/p>\n<p>\ud83d\udd12 Your apps lock on schedule whether you feel like it or not<\/p>\n<p> \u2600\ufe0f They unlock in the morning, but only once you’ve actually slept<\/p>\n<\/p>\n<p>No willpower. No human interruption. You set it, you forget it and you stop fighting yourself at midnight, because you already won that fight at 9pm.<\/p>\n<p>Honest question: how many screen-time apps have you downloaded\u2026 and then never opened again? \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u201cearn your scroll\u201d framing makes sense because willpower definitely fails at night. I\u2019d trust it more if the app showed a simple reason for each unlock, like what signals it used to decide I actually slept.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> Hi! Great instinct. And good news, transparency is already built in, both live and in the morning.<\/p>\n<\/p>\n<p>While a session is active, open your phone anytime and you’ll see the Active Sleep Ring – your live sleep progress. The moment the phone detects motion, the timer pauses and switches to “Detecting sleep\u2026” until you’ve settled and set the phone aside. So you’re never guessing what HyperSleep thinks you’re doing; it’s showing you, in real time.<\/p>\n<\/p>\n<p>In the morning, the unlock screen gives you the full summary: total sleep (e.g. 7h 12m), a quality %, how you did vs your goal, and your streak. So it’s never a silent unlock. You always see the result you earned.<\/p>\n<\/p>\n<p>And we’re making a good thing even better: a coming update adds an even more detailed breakdown – a signal-by-signal view (Sleep API \u2713 \/ motion \/ light \/ phone-untouched) with the confidence score behind each unlock, so you can see exactly which signals agreed.<\/p>\n<\/p>\n<p>Appreciate you raising it. Building trust through transparency is exactly the bar we hold ourselves to. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/U4HHKG6LASDTLK\" class=\"app-title\">KOSH Money<\/a><\/p>\n<div class=\"one-liner\">USD account & credit cards for freelancers & creators<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">180<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>KOSH Money\u4e3a\u4e9a\u6d32\u81ea\u7531\u804c\u4e1a\u8005\u548c\u521b\u4f5c\u8005\u63d0\u4f9b\u65e0\u9700\u7f8e\u56fd\u516c\u53f8\u5b9e\u4f53\u7684\u7f8e\u5143\u8d26\u6237\u53ca\u4fe1\u7528\u5361\uff0c\u89e3\u51b3\u8de8\u5883\u6536\u6b3e\u4e2d\u5e73\u53f0\u9650\u5236\u3001\u5ef6\u8fdf\u5230\u8d26\u548c\u9ad8\u989d\u9690\u6027\u8d39\u7528\u7b49\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\/1ceae6e5-509f-4815-903b-da24064060e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80a5a0d4-cde8-4856-bf28-a7cc88e1543e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e2b77c9-4b8f-4a0b-a5d4-9d1b15a40cc3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/39a79c0f-ed02-46bc-a28c-1d58d0d2c3f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b42f630-a2f2-4527-acad-933a6980807b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c755b9a-f1c8-49b7-bab4-f77fb395067b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38fea365-8847-490e-a6fd-f486f3e3b423.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed1b1a26-a9c1-4494-980f-f262dee17c27.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94cb6b1c-f4fe-4beb-ad35-6064550b99d7.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\/66508de3-45c7-4ded-9b87-23d0a9d05c73.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/b8cbcc3e92e7464d8424fa3e982ce5f8\"><source src=\"https:\/\/www.loom.com\/share\/b8cbcc3e92e7464d8424fa3e982ce5f8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Freelance<\/span><br \/>\n <span class=\"tag\">Banking<\/span><br \/>\n <span class=\"tag\">Credit card<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8de8\u5883\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u7f8e\u5143\u8d26\u6237<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u94f6\u884c<\/span><br \/>\n <span class=\"tag\">\u81ea\u7531\u804c\u4e1a\u8005<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u4fe1\u7528\u5361<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u4e9a\u6d32\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u7a33\u5b9a\u5e01<\/span><br \/>\n <span class=\"tag\">\u6536\u6b3e\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u6613\u7528\u6027\u548c\u4f4e\u95e8\u69db\uff0c\u5c24\u5176\u5bf9Upwork\u6536\u6b3e\u3001\u7ed1\u5b9a\u8ba2\u9605\u5de5\u5177\uff08\u5982ChatGPT\uff09\u7684\u6d41\u7545\u4f53\u9a8c\u70b9\u8d5e\u3002\u4f46\u7528\u6237\u5173\u6ce8\uff1a\u9690\u85cf\u8f6c\u6362\u8d39\u53ca\u8d26\u6237\u51bb\u7ed3\u98ce\u9669\u3001\u73b0\u91d1\u56de\u9988\u653f\u7b56\u3001\u975e\u5e73\u53f0\u76f4\u63a5\u6536\u6b3e\uff08\u5982\u5ba2\u6237AP\u7cfb\u7edf\uff09\u7684\u517c\u5bb9\u6027\u3001\u5bf9\u5370\u5c3c\u7b49\u9ad8\u6c47\u7387\u5730\u533a\u8d39\u7387\u7684\u654f\u611f\u6027\uff0c\u4ee5\u53ca\u5730\u533a\u9650\u5236\u95ee\u9898\uff08\u5982\u9ece\u5df4\u5ae9\u672a\u88ab\u652f\u6301\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 KOSH Money\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u75db\u611f\u660e\u663e\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u4e9a\u6d32\u81ea\u7531\u804c\u4e1a\u8005\u7684\u7f8e\u5143\u6536\u4ed8\u9700\u6c42\u3002\u5b83\u5de7\u5999\u907f\u5f00\u4e86\u4e0eWise\u3001Payoneer\u5728\u901a\u7528\u8de8\u5883\u6c47\u6b3e\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u4e13\u6ce8\u4e8e\u201c\u5e73\u53f0\u5316\u6536\u6b3e+\u672c\u5730\u5316\u652f\u51fa\u201d\u7684\u95ed\u73af\u573a\u666f\u2014\u2014\u5982Upwork\u3001TikTok Shop\u3001Meta\u521b\u4f5c\u8005\u652f\u4ed8\u3002\u8fd9\u79cd\u5dee\u5f02\u5316\u5b9a\u4f4d\u4f7f\u5176\u4ea7\u54c1\u5bf9\u76ee\u6807\u7528\u6237\u5177\u5907\u201c\u521a\u9700\u201d\u5c5e\u6027\uff0c\u5c24\u5176\u662f\u201c\u65e0\u9700\u7f8e\u56fd\u516c\u53f8\u201d\u548c\u201c\u652f\u6301USDC\/USDT\u6301\u6709\u201d\u8fd9\u4e24\u70b9\uff0c\u76f4\u51fb\u5408\u89c4\u4e0e\u8d44\u4ea7\u7ba1\u7406\u7684\u53cc\u91cd\u969c\u788d\uff0c\u4ef7\u503c\u6e05\u6670\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u771f\u6b63\u62a4\u57ce\u6cb3\u5c1a\u672a\u663e\u73b0\u3002\u76ee\u524d\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u66f4\u591a\u662f\u201c\u586b\u8865\u7a7a\u767d\u201d\uff0c\u800c\u975e\u201c\u6784\u5efa\u58c1\u5792\u201d\u3002\u8bc4\u8bba\u4e2d\u9690\u85cf\u7684\u5408\u89c4\u4e0e\u98ce\u63a7\u95ee\u9898\u624d\u662f\u751f\u6b7b\u7ebf\uff1a\u81ea\u7531\u804c\u4e1a\u8005\u6700\u6015\u7a81\u7136\u51bb\u7ed3\u8d26\u6237\u6216\u8d44\u91d1\u5361\u5728\u5408\u89c4\u5ba1\u6838\u4e2d\u3002\u7528\u6237\u660e\u786e\u63d0\u51fa\u7684\u201c\u5982\u4f55\u907f\u514d\u5408\u89c4\u6682\u505c\u201d\u4e0e\u201c\u5ba2\u6237AP\u7cfb\u7edf\u652f\u4ed8\u517c\u5bb9\u6027\u201d\u95ee\u9898\uff0c\u5df2\u89e6\u53ca\u6700\u654f\u611f\u7684\u4fe1\u4efb\u5c42\u9762\uff0c\u5904\u7406\u4e0d\u614e\u5c06\u91cd\u8e48\u540c\u884c\u8986\u8f99\u3002\u6b64\u5916\uff0c\u7f3a\u4e4f\u73b0\u91d1\u56de\u9988\u3001\u8d39\u7387\u672a\u89c1\u660e\u786e\u627f\u8bfa\u201c\u900f\u660e\u5316\u201d\u3001\u5730\u533a\u6269\u5c55\u7f13\u6162\uff0c\u90fd\u8ba9\u8fd9\u6b3e\u4ea7\u54c1\u66f4\u50cf\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u652f\u4ed8\u5de5\u5177\u201d\u800c\u975e\u4e00\u52b3\u6c38\u9038\u7684\u201c\u8d44\u91d1\u7ba1\u7406\u5e73\u53f0\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u77ed\u671f\u770b\uff0cKOSH\u51ed\u501f\u6781\u7b80\u4f53\u9a8c\u548c\u573a\u666f\u9002\u914d\u80fd\u5feb\u901f\u83b7\u5ba2\uff1b\u957f\u671f\u770b\uff0c\u5b83\u9700\u8981\u4ece\u201c\u6536\u6b3e\u5165\u53e3\u201d\u8fdb\u5316\u5230\u201c\u8d44\u91d1\u8fd0\u8425\u4e2d\u67a2\u201d\uff0c\u5728\u5408\u89c4\u7a33\u5b9a\u6027\u3001\u91d1\u878d\u4ea7\u54c1\u4e30\u5bcc\u5ea6\uff08\u5982\u7528\u6237\u5173\u5fc3\u7684\u4fe1\u7528\u51b3\u7b56\u95ee\u9898\uff09\u3001\u4ee5\u53ca\u5168\u7403\u5316\u8986\u76d6\u4e0a\u6784\u5efa\u66f4\u6df1\u7684\u4ef7\u503c\u3002\u4e0d\u505a\u201c\u7b2c\u4e8c\u4e2aWise\u201d\uff0c\u4f46\u8981\u8b66\u60d5\u6210\u4e3a\u201c\u529f\u80fd\u66f4\u591a\u4f46\u4f9d\u65e7\u8106\u5f31\u7684\u6570\u5b57\u94b1\u5305\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">KOSH Money<\/span>\n <\/div>\n<div class=\"comment-content\">KOSH is a USD account built specifically for freelancers and creators across Asia. Unlike Wise or Payoneer, which often restrict or delay USD receiving in many Asian countries, KOSH lets you receive payments directly from Upwork and global clients, hold USD balances reliably, and spend with a credit card – without needing a US entity. Early users report faster access to their earnings and fewer payment rejections.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I’m Tarun from the KOSH team.<\/p>\n<p>We built KOSH because receiving USD payments in Asia is still painful — whether you’re running a Shopify store, selling on TikTok Shop or Amazon, getting Meta creator payouts, or working on Upwork.<\/p>\n<p>Here’s what we focused on:<br \/>\n– Direct USD receiving from platforms like Upwork, Shopify, TikTok Shop, and Meta Creators<br \/>\n– Option to hold balances in digital dollars or USDC\/USDT depending on what you prefer<br \/>\n– A global credit card to pay for Meta Ads, Google Ads, ChatGPT, Claude, or any other tools and subscriptions<br \/>\n– Works without needing a US company<\/p>\n<p>We’re still early, so I would love honest feedback. If you sell on any of these platforms, what payment issues are you still facing?<\/p>\n<p>– Tarun<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tarunmangukiya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarunmangukiya<\/a> Congrats on the launch, Tarun! The interface looks incredibly clean. I actually just ran the cross-border platform payout niche through my tool, MarketGapAI, which scrapes complaints across Upwork and Trustpilot. Interestingly, a massive pain point for creators and freelancers right now is <strong>unexpectedly high hidden conversion fees and sudden account freezes when trying to move USD to local accounts<\/strong>.<\/p>\n<p>Curious to know – how does KOSH protect users from those sudden compliance pauses, or are you primarily focusing on the advertising credit card side of the equation for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tarunmangukiya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarunmangukiya<\/a> Congrats on the launch, Tarun.<\/p>\n<p>This is a problem I’ve seen come up repeatedly for founders, freelancers, and online businesses across Asia. Getting paid internationally sounds simple until you actually start dealing with banking restrictions, transfers, and platform-specific headaches.<\/p>\n<p>I particularly like that you’ve combined receiving, holding, and spending into a single workflow rather than treating them as separate products.<\/p>\n<p>Would love to learn more about how you’re approaching the business and growth side of KOSH. What’s the best email to reach you on? I think it would be interesting to connect and exchange ideas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tarunmangukiya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarunmangukiya<\/a> Congratulations for the launch, Tarun. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product! I have been using the Kosh card for quite some time now, and I love it. I appreciate products that function like traditional everyday items with low friction and good functionality.<\/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\/@sahil_sen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sahil_sen<\/a> Thank you so much. How’s that KOSH card looking?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, the product looks really promising! <a href=\"https:\/\/www.producthunt.com\/@tarunmangukiya\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tarunmangukiya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarunmangukiya<\/a> <\/p>\n<\/p>\n<p>Do you also offer cashback on card payments?<\/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\/@mahdi_nouri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahdi_nouri<\/a> We don’t have cashback currently. But we do have referrral rewards. \ud83d\ude42 You get $5 for each successful referrals.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>KOSH is really easy to use, and it helps me get payment from Upwork and send it to my local apps in Indonesia. You guys are really awesome. I hope you maintain the lower fee to encourage Indonesian to use your service since the USD is a pretty high exchange rate at this moment, so every penny counts. 100% recommended!<\/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\/@soediono_lenz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soediono_lenz<\/a> Thank you so much. It’s been really great working with you during beta. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">been a user for a few months now , genuinely made my payments simpler<\/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\/@arcinston\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arcinston<\/a> How is the app so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Tarun. This is squarely my world: my day job is payment tooling for media freelancers, so here’s an answer to your closing question from that seat.<\/p>\n<p>The platforms you listed cover programmatic payouts well, but a big slice of the freelancers I see get paid a different way: direct invoices into a client’s AP or studio billing system. The recurring pain there is twofold. Payment rejections when the receiving account looks unfamiliar to the client’s AP software, and long unexplained delays when cross-border compliance kicks in. The freelancer’s own bank is rarely the blocker; the sender’s system is.<\/p>\n<p>So my question: when a client’s AP system pays a KOSH account directly, does it present like a standard US bank account, with normal ACH routing and account numbers? Or is the product built mainly around the platform-payout rails for now?<\/p>\n<p>The “without needing a US company” angle is the sharp part. Good luck today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really interesting. How does KOSH handle credit decisions for freelancers without US credit history?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, team! Been using the Physical Card for a while now and it’s made my life easier whenever I have to purchase any tools. From Claude to Canva, I’ve linked the card everywhere and it works very smoothly. <\/p>\n<p>Was using the app on TestFlight for almost a month and happy to see it fully live now. Kudos and more power to the team! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@varun_trivedi2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@varun_trivedi2<\/a> thank you so much broo!! you’ve been our early user. really appreciate all the feedbacks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Had high hopes that we might finally have a solution for Lebanon , ran through the app registeration, then bumped into your country is not included , big disappoinment for us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Directly receiving payments from Upwork would be great if it actually works smoothly. How long does it usually take for USD to settle and be spendable on the card?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 <a href=\"https:\/\/www.producthunt.com\/@tarunmangukiya\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tarunmangukiya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarunmangukiya<\/a> and team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Do you have a system for attaching receipts to those bank transactions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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, we can hold USD, not like PayPal or wise, where it automatically transferred to our bank 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on shipping! What is next on the roadmap after launch day?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/EEQXQXCFJJTAFZ\" class=\"app-title\">Bob’s CLI<\/a><\/p>\n<div class=\"one-liner\">A local-first AI coding CLI that adapts to you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Bob’s CLI \u662f\u4e00\u6b3e\u5b8c\u5168\u672c\u5730\u5316\u8fd0\u884c\u7684AI\u7f16\u7801\u52a9\u624b\uff0c\u901a\u8fc7\u5728\u7ec8\u7aef\u4e2d\u81ea\u52a8\u611f\u77e5\u9879\u76ee\u6587\u4ef6\u548c\u884c\u4e3a\u6a21\u5f0f\uff0c\u8ba9\u5f00\u53d1\u8005\u5728\u788e\u7247\u5316\u65f6\u95f4\u91cc\u65e0\u9700\u91cd\u65b0\u56de\u5fc6\u4e0a\u4e0b\u6587\u5c31\u80fd\u65e0\u7f1d\u63a5\u7eed\u7f16\u7801\uff0c\u5f7b\u5e95\u89e3\u51b3\u201c\u6ca1\u65f6\u95f4\u542f\u52a8\u201d\u548c\u201c\u6570\u636e\u9690\u79c1\u7126\u8651\u201d\u7684\u53cc\u91cd\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\/dff19dc1-2a47-415a-9ef8-9bce33be0330.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/caff252a-90d2-4f3d-83a5-363a11a8ee3e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19de9c44-721d-4864-9270-f56f8389c162.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f9cc2c3-f611-42a7-9297-39c942df5cdb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730\u4f18\u5148AI\u7f16\u7801\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aefAI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3aDNA\u753b\u50cf<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u7f16\u7801<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4e3b\u6743<\/span><br \/>\n <span class=\"tag\">\u96f6API\u6210\u672c<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5206\u53c9<\/span><br \/>\n <span class=\"tag\">SovereignLink\u8fdc\u7a0b\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u82f9\u679c\u7845\u8c37\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90MIT<\/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\u672c\u5730\u4f18\u5148\u67b6\u6784\u5bf9\u9690\u79c1\u548c\u6210\u672c\u7684\u4ef7\u503c\uff0c\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\u201c\u884c\u4e3aDNA\u753b\u50cf\u201d\u7684\u5b9e\u73b0\u539f\u7406\uff08\u662f\u5426\u4f9d\u8d56\u4e91\u7aef\u540c\u6b65\uff09\u4ee5\u53ca\u666e\u901a\u7b14\u8bb0\u672c\u7684\u54cd\u5e94\u901f\u5ea6\u3002\u521b\u59cb\u4eba\u660e\u786e\u56de\u5e94\uff1aDNA\u6570\u636e\u9ed8\u8ba4\u5168\u91cf\u5b58\u50a8\u4e8e\u672c\u5730 `~\/.bob\/`\uff0c\u8de8\u8bbe\u5907\u540c\u6b65\u9700\u7528\u6237\u4e3b\u52a8\u5f00\u542f\uff0c\u4e14\u6e90\u7801\u6c38\u4e0d\u4e0a\u4f20\uff1b8GB\u5185\u5b58\u673a\u578b\u914d\u5408\u5c0f\u53c2\u6570\u6a21\u578b\u54cd\u5e942-5\u79d2\uff0c\u53ef\u7528\u6027\u5408\u683c\u3002\u6709\u7528\u6237\u5efa\u8bae\u589e\u52a0 `bob rollback` \u56de\u6eda\u547d\u4ee4\uff0c\u56e2\u961f\u5df2\u5c06\u5176\u5217\u4e3a\u7d27\u6025\u5f00\u53d1\u9879\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 Bob’s CLI \u5728\u201cAI\u7f16\u7801\u52a9\u624b\u201d\u8fd9\u7247\u7ea2\u6d77\u4e2d\uff0c\u6253\u4e86\u4e00\u5f20\u6f02\u4eae\u7684\u5dee\u5f02\u5316\u724c\u2014\u2014\u4e0d\u662f\u9760\u66f4\u5f3a\u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b\uff0c\u800c\u662f\u9760\u201c\u4e3b\u6743\u53d9\u4e8b\u201d\u91cd\u6784\u4e86\u4fe1\u4efb\u903b\u8f91\u3002\u5f53\u6240\u6709\u7ade\u54c1\uff08Copilot\u3001Cursor\u3001Windsurf\uff09\u90fd\u5728\u63a8\u52a8\u201c\u8d8a\u7528\u8d8a\u8d35\u3001\u6570\u636e\u4e0a\u4e91\u201d\u7684\u4e91\u670d\u52a1\u6a21\u5f0f\u65f6\uff0cBob \u76f4\u63a5\u5207\u4e2d\u4e86\u5927\u4f01\u4e1a\u5f00\u53d1\u8005\u4e0e\u9690\u79c1\u654f\u611f\u578b\u7528\u6237\u7684\u6838\u5fc3\u6050\u60e7\uff1a\u4ee3\u7801\u662f\u5426\u53d8\u6210\u4e86OpenAI\u7684\u9972\u6599\uff1f\u884c\u4e3a\u5206\u6790\u662f\u5426\u5728\u9ed8\u8bb8\u4e0a\u4f20\uff1f\u5b83\u7528\u201c\u7269\u7406\u4e0a\u4e0d\u53ef\u6cc4\u9732\u201d\u7684\u672c\u5730\u90e8\u7f72\u548c\u660e\u786e\u7684\u5f00\u6e90MIT\u534f\u8bae\uff0c\u4ece\u6839\u672c\u4e0a\u6d88\u9664\u4e86\u8fd9\u79cd\u731c\u7591\u94fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u7684\u771f\u5b9e\u8d4c\u6ce8\u8fdc\u4e0d\u6b62\u4e8e\u9690\u79c1\u3002\u6240\u8c13\u7684\u201c\u884c\u4e3aDNA\u753b\u50cf\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684\u7528\u6237\u64cd\u4f5c\u6a21\u5f0f\u63d0\u70bc\u2014\u2014\u5b83\u4e0d\u8ffd\u6c42\u5927\u6a21\u578b\u53c2\u6570\u7ade\u8d5b\uff0c\u800c\u662f\u8bd5\u56fe\u7528\u8bb0\u5fc6\uff08\u5bf9\u8bdd\u5386\u53f2+\u9879\u76ee\u7ed3\u6784+\u4f60\u7684\u51b3\u7b56\u504f\u597d\uff09\u6765\u964d\u4f4eAI\u7684\u201c\u51b7\u542f\u52a8\u6210\u672c\u201d\u3002\u8fd9\u6070\u6070\u5207\u4e2d\u4e86\u975e\u5168\u804c\u5f00\u53d1\u8005\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u4f60\u4e0d\u9700\u8981\u4e00\u4e2a\u66f4\u806a\u660e\u7684AI\uff0c\u4f60\u9700\u8981\u4e00\u4e2a\u4e0d\u5fc5\u6bcf\u6b21\u91cd\u5934\u4ea4\u4ee3\u4e0a\u4e0b\u6587\u7684AI\u3002SovereignLink \u8fdc\u7a0b\u6267\u884c\u4e5f\u9887\u5177\u5de7\u601d\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u53ef\u63a7\u7684\u79c1\u6709\u5316MCP\uff08Model Context Protocol\uff09\uff0c\u8ba9\u4e00\u53f0\u672c\u5730\u8bbe\u5907\u6210\u4e3a\u4e2a\u4ebaAI\u670d\u52a1\u5668\uff0c\u65e2\u89c4\u907f\u4e86\u4e91\u7aef\u4f9d\u8d56\uff0c\u53c8\u5b9e\u73b0\u4e86\u591a\u8bbe\u5907\u8054\u901a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u8fd9\u5957\u903b\u8f91\u7684\u547d\u95e8\u5728\u4e8e\u786c\u4ef6\u95e8\u69db\u548c\u4f53\u9a8c\u4e00\u81f4\u6027\u3002\u752816GB MacBook Air\u8dd17B\u6a21\u578b\uff0c2-5\u79d2\u7684\u54cd\u5e94\u5728\u201c\u4fdd\u6301\u5fc3\u6d41\u201d\u4e0a\u8fdc\u900a\u4e8e\u4e91\u7aef\u6a21\u578b\uff08<0.5\u79d2\uff09\u3002\u4e00\u65e6\u7528\u6237\u5c1d\u8bd5\u66f4\u5927\u7684\u53c2\u6570\u91cf\u6a21\u578b\uff0c\u786c\u4ef6\u6210\u672c\u4f1a\u8fc5\u901f\u8ffd\u4e0aAPI\u7684\u8ba2\u9605\u8d39\u3002\u66f4\u81f4\u547d\u7684\u662f\uff0c\u6240\u8c13\u201c\u884c\u4e3aDNA\u201d\u7684\u5b66\u4e60\u6548\u679c\uff0c\u5728\u5c0f\u6570\u636e\u96c6\uff08\u7528\u6237\u6bcf\u5929\u4ec5\u670945\u5206\u949f\uff09\u4e0a\u5927\u6982\u7387\u4f1a\u9000\u5316\u4e3a\u7b80\u5355\u7684\u6307\u4ee4\u7f13\u5b58\uff0c\u5f88\u96be\u4ea7\u751f\u8d28\u53d8\u3002\u6b64\u5916\uff0c\u6bcf\u5929\u53d1\u5e03\u66f4\u65b0\u7684\u9891\u7387\u4e0e\u201c\u672c\u5730\u4f18\u5148\u4e0d\u6253\u6270\u201d\u7684\u627f\u8bfa\u4e4b\u95f4\u5b58\u5728\u5fae\u5999\u77db\u76fe\u2014\u2014\u7528\u6237\u53ef\u80fd\u9677\u5165\u201c\u4e0d\u66f4\u65b0\u5c31\u7528\u4e0d\u5230\u65b0\u529f\u80fd\uff0c\u66f4\u65b0\u5219\u53ef\u80fd\u9762\u4e34API\u6216\u6a21\u578b\u6ce2\u52a8\u201d\u7684\u4e24\u96be\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6839\u672c\u4e0a\uff0cBob’s CLI \u662f\u4e00\u4e2a\u7ed9\u201c\u6709\u8d44\u4ea7\u4f46\u6ca1\u65f6\u95f4\u201d\u7684\u5f00\u53d1\u8005\u51c6\u5907\u7684\u4f18\u96c5\u5de5\u5177\u7bb1\uff0c\u800c\u975e\u6240\u6709\u4eba\u7684\u94f6\u5f39\u3002\u5b83\u7528\u4e3b\u6743\u6362\u4fe1\u4efb\uff0c\u7528\u788e\u7247\u65f6\u95f4\u6362\u4ea7\u51fa\uff0c\u7528\u786c\u4ef6\u6295\u5165\u6362\u9690\u79c1\u81ea\u7531\u3002\u5982\u679c\u5b83\u80fd\u89e3\u51b3\u201c\u786c\u4ef6\u5dee\u65f6\u4f53\u9a8c\u964d\u7ea7\u201d\u548c\u201c\u5c0f\u6570\u636e\u91cf\u4e0bDNA\u753b\u50cf\u7684\u9e21\u808b\u611f\u201d\uff0c\u624d\u771f\u6b63\u5177\u5907\u4e86\u4ece\u201c\u5c0f\u4f17\u60c5\u6000\u4ea7\u54c1\u201d\u5411\u201c\u4e3b\u6d41\u751f\u4ea7\u529b\u5de5\u5177\u201d\u8de8\u8d8a\u7684\u8d44\u683c\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\">Bob’s CLI<\/span>\n <\/div>\n<div class=\"comment-content\">Bob’s CLI runs on your own hardware with zero API costs, zero data leaving your machine. Bob lives in your terminal, sees your actual files, and writes code only with your explicit approval. What makes it different: auto-detect local AI models, behavioral DNA profiling that adapts to how YOU work, autonomous code review + auto-fix, conversation forking, deep dives, and SovereignLink \u2014 remote execution from any device while your code stays home. Free to start. Sovereign by design.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Everyone \ud83d\udc4b Kemone here, founder of Bob’s Workshop.<\/p>\n<\/p>\n<p>I built Bob’s CLI because I was tired of a lie this industry keeps selling: that you need to quit your job, raise capital, and go all-in to build something real. That’s gatekeeping dressed up as hustle culture. The truth? You can keep your day job, pay your bills, and still ship production-grade software \u2014 if your tools respect your time.<\/p>\n<\/p>\n<p><strong>The Reality for Most Builders:<\/strong><\/p>\n<p>You’re a developer with a 9-5. You have a side project \u2014 maybe a SaaS, maybe an app, maybe something that could change your life. But you only get 45 minutes on the train. An hour before bed. A lunch break at your desk. And every time you sit down, you waste half that time just remembering where you left off.<\/p>\n<\/p>\n<p><strong>What Bob’s CLI Actually Solves:<\/strong><\/p>\n<p>Bob is a senior AI engineering partner that lives permanently in your terminal. He remembers your entire project architecture. He remembers your last conversation. He remembers YOUR patterns \u2014 how you think, how you decide, how you build. So when you open that terminal at 6am before work, there’s zero ramp-up time. You’re immediately productive.<\/p>\n<p>But here’s where it gets real \u2014 <strong>SovereignLink<\/strong>. Start bob serve on your desktop before you leave the house. Now your home machine is a personal AI cloud. On the bus? Send commands from your phone through the web app. At a coffee shop with a Chromebook? bob remote chat “add the payment webhook”. Your desktop at home receives it, reads your actual files, generates the fix, writes it to disk. You come home and the feature is waiting for you.<\/p>\n<\/p>\n<p><strong>No dropout required. No VC required. No risk required.<\/strong><\/p>\n<p>Just a developer with a vision, a terminal, and a tool that refuses to waste their time.<\/p>\n<\/p>\n<p><strong>What Makes This Different From Every Other AI Tool:<\/strong><\/p>\n<ul>\n<li>\n<p>Runs on YOUR hardware \u2014 zero API costs on the free tier<\/p>\n<\/li>\n<li>\n<p>Your code NEVER leaves your machine unless you choose<\/p>\n<\/li>\n<li>\n<p>Auto-detects your local model \u2014 type bob chat “hello” and it just works<\/p>\n<\/li>\n<li>\n<p>Behavioral DNA profiling \u2014 Bob adapts to your style over time<\/p>\n<\/li>\n<li>\n<p>Conversation forking \u2014 explore ideas without losing your thread<\/p>\n<\/li>\n<li>\n<p>Autonomous code review \u2014 Bob finds bugs while you sleep<\/p>\n<\/li>\n<li>\n<p>One command to push: bob push “shipped it” \u2014 stage, commit, push, done<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who This Is For:<\/strong><\/p>\n<p>The developer who drives for DoorDash but has an app idea. The teacher coding between classes. The parent building after bedtime. The full-time employee who’s also a full-time dreamer. You don’t need to bet your livelihood to build something incredible. You just need a tool that multiplies the limited time you have.<\/p>\n<p>Install it:<\/p>\n<p>Bash<\/p>\n<pre><code>pnpm add -g @bobsworkshop\/cli\n<\/code><\/pre>\n<p>Your AI. Your hardware. Your schedule. Your future.<\/p>\n<p>I’m in the comments all day \u2014 tell me about the project you’re building in the margins of your life. I guarantee Bob can help you ship it faster. \ud83c\udf31<\/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\/@bobsworkshop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bobsworkshop<\/a> <a href=\"https:\/\/www.producthunt.com\/@kemone_phillips\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kemone_phillips<\/a> Congrats on launching! How does the ‘Behavioral DNA profiling’ learn my habits\u2014does it analyze git history locally, or does it learn iteratively from active session approvals?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Local-first for a coding CLI is a genuinely interesting architectural choice. Keeping code context local avoids round-trip latency and the data-residency concern that blocks enterprise adoption of cloud-based tools. What’s powering the ‘adapts to you’ part? Is it RAG over the local codebase, fine-tuning on usage patterns, or closer to behavioral prompting based on past interactions?<\/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\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> Great breakdown of the tradeoffs you get the space. To answer your question: it’s all three, but layered.<\/p>\n<\/p>\n<p>Project context uses RAG over the codebase that handles the “what are you building” awareness. Combined with summarization and dynamic file mapping. But the personalization layer is a completely separate proprietary architecture. Our Frank Engine (built alongside NVIDIA and Google Cloud) maintains a dual-structure memory system short-term interaction patterns and long-term behavioral DNA that profiles how you think, how you make decisions, and what approaches have failed for you before. It’s not retrieval. It’s not fine-tuning. It’s a purpose-built personality engine that self learns your engineering philosophy over time so Bob’s responses aren’t just contextually accurate they’re you-accurate. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “sovereign by design” framing is appealing, and credit where it’s due, I checked the npm package and it’s MIT with a public repo, so the code is actually auditable. For a tool that reads all my files and profiles how I work, that’s exactly the right answer to “why should I trust it,” and it’s worth shouting louder than you do.<\/p>\n<\/p>\n<p>One thing I’d still love clarified: you mention “Built with Firebase,” which is Google infrastructure, while also promising nothing leaves my machine. So where does the “behavioral DNA profiling” actually live, local on disk, or synced anywhere? Spelling out exactly what touches the cloud (auth? telemetry? nothing?) vs. what stays local would make the sovereignty pitch land even harder. Not a gotcha, the open code already won me over, just closing the last gap \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@keirodev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keirodev<\/a> Really appreciate you auditing the repo that’s exactly the kind of scrutiny we welcome. To answer directly: you choose your storage tier. Tier 1 is fully local your conversations, behavioral DNA, project index, everything lives in ~\/.bob\/ on your machine. Firebase doesn’t exist in that world. Tier 3 is opt-in (NON DEFAULT) sync across our ecosystem (web, mobile, CLI) for users who want cross-device continuity and even then, your source code is never transmitted. Only conversation context and profile data sync. The boundary is: your decision to to activate the explicit gate between “nothing leaves” and “I choose to sync.” No telemetry, no silent uploads, no gray areas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks promising, especially for builders who prefer keeping everything local. I’d love to know what the recommended hardware setup is for running this effectively. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_habib\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_habib<\/a> Hey Henry! Thanks for the kind words \ud83d\ude4f Entry level (8GB RAM, integrated GPU): MacBook Neo, MacBook Air, or any budget laptop runs Gemma 4 E4B or Mistral 7B. Responses in 2\u20135 seconds. Totally usable for daily coding. Sweet spot (16\u201332GB RAM, RTX 5060\u20135070 Ti): This is where most developers land. Runs Gemma 4 12B or DeepSeek-R1 7B. Responses in 1\u20133 seconds. Feels like pair programming in real-time. Powerhouse (32\u201364GB RAM, RTX 5080\u20135090): Runs 70B parameter models. Sub-2-second responses. Can also serve your entire team via SovereignLink…one machine, multiple developers connecting remotely. Happy to help you figure out the ideal setup for your specific hardware if you want to drop your specs! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Local-first with auto-detected local models is a great angle, especially the no-API-bill part. Curious about the day-to-day feel: on a normal laptop with a local model, is it fast enough to keep in the loop while coding, or more of a background reviewer?<\/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\/@ianhxu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ianhxu<\/a> We’ve tested it on the NVIDIA RTX 5070 Ti (via Acer Predator) and the NVIDIA RTX 4050 (via HP Victus). On the RTX 5070 Ti, responses come back in 2-4 seconds with a 7B model \u2014 fast enough to stay in your flow while coding. The 4050 is slightly slower (4-8 seconds) but still very usable for iterative chat. For Apple Silicon machines like the MacBook Neo (A18 Pro, 8GB unified), a model like Gemma 4 E4B fits comfortably in memory. Based on the hardware specs and Apple’s Neural Engine acceleration, we’d expect similar response times to the 4050 solidly in the keep in the loop while coding range.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The idea of an AI partner that remembers project context and works around a developer’s limited time is really compelling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_tyslenok_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_tyslenok_<\/a> Thank you! That’s exactly the problem we built for most of us aren’t coding 8 hours straight, we’re grabbing 45 minutes between meetings or an hour after the kids are asleep. Bob remembers everything between sessions so you never waste those precious minutes re-explaining context. Pick up exactly where you left off, from any device. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You say updates ship daily. For users who intentionally keep everything local and don’t update constantly, how do you avoid version drift between what you’re demonstrating and what they’re actually running?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> Great question. The CLI is distributed via npm, so users control when they update…pnpm update -g @bobsworkshop\/cli when they’re ready. We version intentionally: core features are stable across versions, and new capabilities are additive, not breaking. If you’re on v0.5.6 and we’re demoing v0.7.1, your existing commands still work identically you just don’t have the new ones yet. We also flag significant updates in the terminal on launch so users know when something meaningful is available without forcing anything. Your machine, your pace. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 local first approach is what caught my eye. Feels like a very diff tradeoff compared to cloud based coding agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@furkan_topcuoglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@furkan_topcuoglu<\/a> It really is a fundamentally different tradeoff. Cloud agents charge you more the better you get at using them we think that’s backwards. With local-first, your costs stay flat (zero), your latency drops, and your data never becomes someone else’s training set. All upside, no compromise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Keeping everything local is honestly the most interesting part for me. A lot of people love AI tools still hesitate to give them full access to their codebase.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busra_seker1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busra_seker1<\/a> You nailed it that hesitation is real and it’s justified. Your codebase is your IP. With Bob, there’s nothing to “give access” to because the AI runs on your machine alongside your files. No API call carrying your source code across the internet. The trust problem disappears when the architecture makes exposure physically impossible. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@kemone_phillips\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kemone_phillips\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kemone_phillips<\/a> <a href=\"https:\/\/www.producthunt.com\/@amanda_phillips6\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"amanda_phillips6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanda_phillips6<\/a> Local-first is a strong direction for coding tools. The more an AI assistant learns from your workflow, the more important it becomes that developers understand what context is being used and can keep control of the environment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amanda_phillips6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanda_phillips6<\/a> <a href=\"https:\/\/www.producthunt.com\/@alpertayfurr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alpertayfurr<\/a> 100% agree sovereignty over your own context is non-negotiable for us at Seedling. That’s why everything Bob learns about you stays on your machine by default. Your code, your behavioral profile, your conversation history all local in ~\/.bob\/. <\/p>\n<\/p>\n<p>Nothing leaves unless you explicitly choose to sync. Full transparency, full control, always.<\/p>\n<\/p>\n<p>Give it a spin: pnpm add -g @bobsworkshop\/cli <\/p>\n<p>#DreamBuildGrowTogether\ud83c\udf31<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice angle. For a local-first coding CLI, the thing I\u2019d want to see is how it handles the boring failure cases: failed tests, half-applied edits, and leaving a diff that is easy to review or roll back.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kevinzrzgg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevinzrzgg<\/a> Really appreciate this question these are exactly the failure cases we obsess over. Today, every file edit goes through an approval gate (nothing writes without your explicit yes), and every approved write auto-backs up the original to .bob-backups\/ with a timestamp. Our auto-fix agent also runs programmatic validation before writing if the output looks corrupted, it’s rejected and the file is never touched.<\/p>\n<\/p>\n<p>Honest gap: we don’t have a dedicated bob rollback command yet, thanks to your questions that’s now listed as something mandatory to be implemented starting today. Until then, recovery is .bob-backups\/ or git checkout. Expect a proper rollback flow in the coming days. (we release updates EVERY day… \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>Running local models is nice but keeping everything on my own machines is the part that caught my 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\/@fatih912\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fatih912<\/a> That’s exactly why we built it this way. Your code, your conversations, your behavioral profile all stored locally in ~\/.bob\/ on your filesystem. Nothing leaves your machine unless you explicitly choose to sync. Full sovereignty by default, not by workaround. <\/p>\n<\/p>\n<p>Please let me know if you need anything I’m here to answer all 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<\/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\/ITHILQTGL6E2JY\" class=\"app-title\">Meet Warren 3.0<\/a><\/p>\n<div class=\"one-liner\">Your voice-supported AI financial planning partner<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Meet Warren 3.0 \u662f\u4e00\u6b3e\u57fa\u4e8e\u8bed\u97f3\u4ea4\u4e92\u7684AI\u8d22\u52a1\u89c4\u5212\u5de5\u5177\uff0c\u4e13\u4e3a\u6ca1\u6709\u516d\u4f4d\u6570\u6295\u8d44\u7ec4\u5408\u7684\u666e\u901a\u7528\u6237\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4ed6\u4eec\u65e0\u6cd5\u4fbf\u6377\u3001\u900f\u660e\u5730\u83b7\u5f97\u4e2a\u6027\u5316\u957f\u671f\u8d22\u52a1\u89c4\u5212\u4e0e\u52a8\u6001\u8ddf\u8e2a\u7684\u75db\u70b9\uff0c\u5e2e\u52a9\u7528\u6237\u770b\u6e05\u201c\u4e0d\u4f5c\u4e3a\u201d\u4e0e\u201c\u884c\u52a8\u201d\u540e\u7684\u4e24\u79cd\u672a\u6765\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\/7807e578-b9e6-4e38-9f47-73546451ecd1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/X3uLSGc_DEc\"><source src=\"https:\/\/youtu.be\/X3uLSGc_DEc\" 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\/34870857-47e0-4bdd-b282-785a867005e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bcbec19-109b-4a42-95ea-c87e4f8acb2b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5548ea41-ec00-4cb2-b8e8-13954daadaa3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f94781a-048e-4145-a4e5-dbb3dfbf1121.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee219276-6107-4041-ad36-1ab5e7863ae9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c44271c-99dc-4d2d-bc29-3f9af3438d41.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33f506c1-b6fa-4d85-a285-d38ea4b3d8c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/efd01fc0-21f6-4810-99b7-37c2d16af663.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16858b10-61f6-4eeb-984d-eabf2f72d2bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84d93ef6-ccaf-4e04-bc7c-77956b720ff7.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Personal Finance<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8d22\u52a1\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u7406\u8d22<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">\u573a\u666f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u82f1\u56fd\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u9000\u4f11\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u987e\u95ee<\/span><br \/>\n <span class=\"tag\">\u73b0\u91d1\u6d41\u6a21\u578b<\/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\u8bed\u97f3\u4ea4\u4e92\u7684\u4fbf\u6377\u6027\u548c\u201c\u4e24\u79cd\u672a\u6765\u201d\u7684\u5bf9\u6bd4\u6846\u67b6\u3002\u4e3b\u8981\u5efa\u8bae\u548c\u95ee\u9898\u5305\u62ec\uff1a\u80fd\u5426\u652f\u6301\u81ea\u7531\u804c\u4e1a\u8005\u6ce2\u52a8\u6536\u5165\u7684\u5efa\u6a21\uff08\u800c\u975e\u5e38\u89c4\u85aa\u8d44\uff09\uff1b\u7a0e\u52a1\u4f18\u5316\uff08\u5982\u517b\u8001\u91d1\/ISA\u7ec4\u5408\u63d0\u53d6\uff09\u9700\u66f4\u7cbe\u7ec6\uff1b\u672a\u6765\u662f\u5426\u652f\u6301\u5bb6\u5ead\u8d26\u6237\u53ca\u8de8\u56fd\uff08\u6b27\u6d32\/\u7f8e\u56fd\uff09\u6269\u5c55\uff1b\u5bf9\u6570\u636e\u5b89\u5168\u53ca\u8d22\u52a1\u4fe1\u606f\u4fe1\u4efb\u5ea6\u6709\u987e\u8651\uff1b\u5e0c\u671b\u4e86\u89e3\u514d\u8d39\u4e0e\u4ed8\u8d39\u529f\u80fd\u5dee\u5f02\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Meet Warren 3.0 \u7684\u5b9a\u4f4d\u975e\u5e38\u806a\u660e\u2014\u2014\u5b83\u5207\u4e2d\u4e86\u5927\u4f17\u5e02\u573a\u201c\u4e2d\u4ea7\u8d22\u52a1\u7126\u8651\u201d\u7684\u771f\u7a7a\u5730\u5e26\u3002\u4f20\u7edfIFA\uff08\u72ec\u7acb\u8d22\u52a1\u987e\u95ee\uff09\u6309\u5c0f\u65f6\u6536\u8d39\u4e14\u95e8\u69db\u9ad8\uff0c\u6740\u9e21\u7109\u7528\u725b\u5200\uff1b\u800c\u8bb0\u8d26\u7c7bApp\u53ea\u5173\u6ce8\u8fc7\u53bb\u548c\u5f53\u4e0b\uff0c\u5bf9\u957f\u671f\u89c4\u5212\u7684\u65e0\u529b\u611f\u662f\u8f6f\u808b\u3002Warren\u7528\u201c\u4e00\u573a\u8bed\u97f3\u5bf9\u8bdd\u201d\u5927\u5e45\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u201c\u900f\u660e\u4e14\u53ef\u7f16\u8f91\u7684\u8d22\u52a1\u6a21\u578b\u201d\u548c\u201c\u52a8\u6001\u7ecf\u6d4e\u76d1\u63a7\u63a8\u9001\u201d\uff0c\u8fd9\u51fb\u7a7f\u4e86AI\u8d22\u52a1\u89c4\u5212\u201c\u9ed1\u7bb1\u201d\u7684\u4fe1\u4efb\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u4ea7\u54c1\u5f53\u524d\u6709\u660e\u663e\u7684\u82f1\u56fd\u5e02\u573a\u5c40\u9650\u6027\uff08\u517b\u8001\u91d1\u3001\u7a0e\u6536\u3001\u623f\u4ea7\u903b\u8f91\u5dee\u5f02\uff09\uff0c\u8fd9\u65e2\u662f\u8d77\u70b9\u4f18\u52bf\uff0c\u4e5f\u662f\u5168\u7403\u5316\u6269\u5f20\u7684\u5de8\u5927\u969c\u788d\u3002\u8bc4\u8bba\u533a\u4e2d\u5173\u4e8e\u201c\u81ea\u96c7\u4eba\u58eb\u6536\u5165\u6ce2\u52a8\u201d\u7684\u63d0\u95ee\u5f88\u5c16\u9510\uff0c\u4f20\u7edf\u8d22\u52a1\u6a21\u578b\u57fa\u4e8e\u7a33\u5b9a\u73b0\u91d1\u6d41\uff0cWarren\u82e5\u4e0d\u80fd\u63d0\u4f9b\u7075\u6d3b\u7684\u4fdd\u5b88\/\u5e73\u5747\/\u6700\u4f4e\u503c\u9884\u6d4b\u9009\u9879\uff0c\u5c06\u5931\u53bb\u5e9e\u5927\u81ea\u7531\u804c\u4e1a\u8005\u7528\u6237\u7fa4\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u5f3a\u8c03\u201c\u4e0d\u63d0\u4f9b\u76d1\u7ba1\u5efa\u8bae\u201d\uff0c\u8fd9\u662f\u4e00\u4e2a\u6cd5\u5f8b\u4e0a\u7684\u6e05\u9192\u8ba4\u77e5\uff0c\u4f46\u4e5f\u662f\u5546\u4e1a\u4e0a\u7684\u5929\u82b1\u677f\u3002\u514d\u8d39\u7248\u5982\u4f55\u5f15\u6d41\u5230\u9ad8\u4ef7\u503c\u4ed8\u8d39\u529f\u80fd\uff08\u4f8b\u5982\u6df1\u5ea6\u7a0e\u52a1\u4f18\u5316\u3001\u5bb6\u5ead\u8054\u5408\u89c4\u5212\uff09\u662f\u5173\u952e\u8003\u9a8c\u3002\u76ee\u524d\u4ea7\u54c1\u66f4\u50cf\u662f\u201c\u8d22\u52a1\u7a33\u5b9a\u6027\u7684\u53ef\u89c6\u5316\u955c\u5b50\u201d\uff0c\u800c\u975e\u201c\u5e2e\u52a9\u8d22\u5bcc\u589e\u957f\u7684\u5f15\u64ce\u201d\u3002\u5982\u679c\u6570\u636e\u8ffd\u8e2a\u548cAI\u5efa\u8bae\u80fd\u7ed3\u5408\u7279\u5b9a\u7ecf\u6d4e\u4e8b\u4ef6\uff08\u5982\u964d\u606f\u3001\u901a\u80c0\u53d8\u5316\uff09\u7ed9\u51fa\u4e2a\u6027\u5316\u8c03\u6574\u65b9\u6848\uff0c\u5176\u7c98\u6027\u5c06\u4ece\u201c\u65b0\u9c9c\u611f\u201d\u5347\u7ea7\u4e3a\u201c\u521a\u9700\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u505c\u7559\u5728\u201c\u9ad8\u7ea7\u8ba1\u7b97\u5668\u201d\u7684\u5b9a\u4f4d\u4e0a\uff0c\u96be\u4ee5\u652f\u6491\u957f\u671f\u7528\u6237\u4ed8\u8d39\u610f\u613f\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\">Meet Warren 3.0<\/span>\n <\/div>\n<div class=\"comment-content\">One voice conversation. Free financial plan. We built Warren because financial planning was broken for anyone without a six-figure portfolio. IFAs charge \u00a3200\/hr. Spreadsheets go stale. Generic apps tell you what you already know. Warren shows you two futures: what happens if you do nothing and what changes if you act. Then Warren gives you a set of next steps, tracks your progress, and monitors your plan against economic changes. Join 3K+ Brits already using Warren. 10 mins to start.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Dima, founder of Meet Warren.<\/p>\n<p>I built Warren because I couldn’t get a straight answer to a simple question: will I be okay, financially?<\/p>\n<p>I wasn\u2019t looking for an advisor. I just wanted to see my actual financial picture: what happens if I keep going like this, what changes if I make different decisions.<\/p>\n<p>That tool didn\u2019t exist for people like me, so we built it.<\/p>\n<p>Warren is for people at critical financial turning points. A new job, first home, growing family, approaching retirement. We help you understand what your future actually looks like, without needing an advisor or an hour to spare.<\/p>\n<p>Warren 3.0 is a complete rebuild. The core is a new financial model that\u2019s more accurate and fully transparent, and actually editable. You can see every assumption and change any of them. Warren explains its logic on demand. No black box.<\/p>\n<p>And once your plan exists, Warren runs in the background. It checks your plan against changes in the economy, news, and your own progress. Then it emails you only when something actually matters.<\/p>\n<p>We\u2019ve now built 3,000+ plans across the UK: What we found: 1 in 3 people planning for retirement are set to fall short by \u00a3258,000. Only 1 in 16 users feels confident about money before talking to Warren. This is why the product exists.<\/p>\n<p>Would love your honest feedback: what works, what’s confusing, what you’d change. I’ll be here all day.<\/p>\n<p>Start your plan for free: <a href=\"https:\/\/meetwarren.co.uk\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/meetwarren.co.uk\/<\/a><\/p>\n<p>Dima<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I used Warren as my financial planning partner. Having used several IFAs before the ease with which I could set up a plan with Warren by having a chat between meetings was a wow moment. I speak to Warren at least once a week to check if I am still on track for my financial goals as the world around us gets more crazy.<\/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\/@olly_betts1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olly_betts1<\/a> Exactly right, voice chatting really stood out when we were building as the thing that makes the exprience click. Glad you like it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “one voice conversation instead of a form” call is the part I’d have bet on too. I build voice AI in a different corner (daily check-in calls for older adults), and what surprised me most was how much more people volunteer out loud than they ever type into a field, especially about money. The “approaching retirement” moment you listed is exactly where I see that gap. Question for you, Dima: how are you handling turn-taking when someone trails off or needs a long pause to think through a number? Did you tune the endpointing yourselves, and what latency are you landing on for the back-and-forth to still feel like a real conversation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@igorgurovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igorgurovich<\/a> Exactly right! Voice just ‘feels’ different even if the pure information being exchanged is the same. We invested a lot of time into getting turn-taking right, though it’s a bit of an art as well, of course. If you pause, Warren will wait (up to a point). Overall, latency optimisation has been a big deal, we land at sub-second is what you need to make it usable (ie no point shipping if >1s delay). Once we got there, now it’s just faster = better and we try to improve all the time (the ecosystem of voice AI infra is advancing so fast, we re-engineer our stack basically monthly).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was super fed up with a lot of budgeting apps that were overly reliant on janky Plaid data. I just didn\u2019t feel like they understood my actual financial situation. I have been using Warren for the past month and finding it to be a really useful tool for long term planning. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chiefkeith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chiefkeith<\/a> Thanks Alex! Spot on, plugging the enormous gap in DIY personal finance tools between simple budgeting mobile apps and regulated financial advice is exactly why we built Warren <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve used ‘Meet Warren’ several times and have been very impressed. The setup\/onboarding felt very natural (I loved that I could just talk naturally), and the advice I received was really not much different from that of a far more expensive Independent Financial Advisor. I’d recommend it to anybody who wants to get a handle on where they are at financially, and where they might be in a year, five years, or twenty years. Its a brilliant tool to aid anyone wishing to plan their financial future.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_mann7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_mann7<\/a> Thank you for the kind words! Though, of course, Warren does not stray into regulated financial advice, it’s much more a planning and guidance tool to help you feel more confident and informed to make your own decisions. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “two futures, do nothing vs act” framing is the part that stuck with me. Most planning tools dump numbers on you; showing the delta is what actually motivates a decision. How are you handling the trust gap for people nervous about sharing financial details with an 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressed with my first foray into Meet Warren and built a pretty involved model with ease – one that I had initially developed with some help from Google Gemini, built my own spreadsheet and then had my pension IFA \u201cvalidate\u201d and run through their own forecasting process, so was fairly confident I would \u201cbe OK\u201d but it was good to get some insights from Meet Warren that added a few other key aspects that hadn\u2019t been raised previously – but good to see Meet Warren also say that I\u2019d be OK. And it didnt seem to far away from what I expected.<\/p>\n<\/p>\n<p>The bit that I am looking forward the ongoing \/ dynamic updates and check-in to make sure I am staying on track – when I want, without having to go through the IFA for every what-if that I might have.<\/p>\n<\/p>\n<p>One area that I would have liked to be better handled is the tax minimisation strategies in drawdown when you have a range of pension pots and ISAs to drawdown income from (as a married couple).<\/p>\n<\/p>\n<p>All this from the free tier – not sure on how much I am missing on the paid 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Dima. The editable-assumptions choice is the part I respect most. A plan you can interrogate beats a slightly more accurate one you can’t.<\/p>\n<p>A question from my corner of the world: how does Warren model variable income? I work with freelancers on the money side, and most planning tools quietly assume a salary, then fall apart on anyone whose income swings month to month. Does Warren plan off an average, a conservative floor, or something else? For self-employed users that one modeling choice changes everything downstream.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 inputs do you need to generate the plan, and do you connect to UK bank accounts or is it manual?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> That’s the beauty – you just talk to it \ud83d\ude42 <\/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>Congrats on the launch, Dima.<\/p>\n<p>What stood out to me is that you focused on the question people actually care about: “Will I be okay?” Most financial tools throw charts, accounts, and data at users, but very few translate that into a clear picture of their future.<\/p>\n<p>I also like the transparency angle. Being able to inspect and edit assumptions instead of trusting a black box feels especially important when people are making major life decisions.<\/p>\n<p>Building 3,000+ plans and uncovering insights like the retirement shortfall you mentioned is impressive validation that this is a real problem.<\/p>\n<p>I’d love to learn more about the business side of what you’re building and how you’re thinking about growth from here. What’s the best email to reach you on? Happy to connect and exchange ideas.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Damn, I\u2019m not British, but it looks pretty cool) Are you planning to support other countries as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> Absolutely, where would you want us to 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>Does Warren integrate with European banks, or US-only for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@preston_przeszlo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@preston_przeszlo<\/a> UK-only ! \ud83d\ude42 Where in Europe are 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>Following Meet Warren with interest \ud83d\ude42 What is next on the roadmap after launch day?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Household features to bring all of your family’s finances on the platform \ud83d\ude0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 cool. Does Warren handle scenario planning for freelancer retirement accounts like SEP-IRA?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dhiraj_patel5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhiraj_patel5<\/a> It’s only available and targeting the UK atm, but yes! that’s exactly the idea and it handles it well for UK contexts. US soon \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u201ctwo futures\u201d framing is really clear. Most finance tools show numbers, but not the actual consequence of doing nothing vs changing course. How does Warren handle assumptions like inflation, salary growth, or house prices when users edit the 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> Yes, this was a massive request from our users – clearly explain the “why” of the plan. <\/p>\n<p><a href=\"https:\/\/meetwarren.co.uk\/publications\/how-we-built-warrens-cashflow-engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/meetwarren.co.uk\/publications\/how-we-built-warrens-cashflow-engine<\/a> – all the maths is handled via our deterministic engine that the user can use directly in the UI and that Warren can also plug into our of the box<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/U2DUIA53LZKYV3\" class=\"app-title\">ShellMate<\/a><\/p>\n<div class=\"one-liner\">Manage SSH servers, credentials, and teams in one place<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ShellMate \u662f\u4e00\u6b3e\u9762\u5411\u5f00\u53d1\u8005\u548c\u8fd0\u7ef4\u56e2\u961f\u7684\u73b0\u4ee3\u5316SSH\u5ba2\u6237\u7aef\uff0c\u901a\u8fc7\u96f6\u77e5\u8bc6\u52a0\u5bc6\u4fdd\u9669\u5e93\u548c\u56e2\u961f\u5de5\u4f5c\u533a\uff0c\u89e3\u51b3\u4e86\u591a\u670d\u52a1\u5668\u73af\u5883\u4e0b\u51ed\u8bc1\u5206\u6563\u3001\u534f\u4f5c\u4f4e\u6548\u3001\u624b\u52a8\u540c\u6b65\u7b49\u57fa\u7840\u8bbe\u65bd\u7ba1\u7406\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\/c4d65bd5-1b83-4921-a979-c8794e302a0f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81a3b8aa-b7c8-490e-bda7-d1408eff2d00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f9ea29b-06e4-4416-a3e0-25d89ab8b80e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd780cee-4bef-4ec8-9fa3-8768d4e40814.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4304a5be-7c31-466c-afe6-eb10cae4ac55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca8e9ea0-2c75-4910-82a8-68195e6d1a8f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SSH\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">\u96f6\u77e5\u8bc6\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u51ed\u8bc1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bbe\u5907\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">DevOps\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u4fdd\u9669\u5e93<\/span><br \/>\n <span class=\"tag\">\u73b0\u4ee3\u5316\u7ec8\u7aef<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u8fde\u63a5<\/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\u96f6\u77e5\u8bc6\u52a0\u5bc6\u4e0e\u8de8\u8bbe\u5907\u540c\u6b65\u7684\u5b89\u5168\u6027\uff08@retain_dev\uff09\uff1b\u8be2\u95ee\u662f\u5426\u652f\u6301\u79bb\u7ebf\u73af\u5883\uff08@naresh_chandanbatve\uff09\u548c\u81ea\u52a8\u5bc6\u94a5\u8f6e\u6362\uff08@anand_thakkar1\uff09\uff1b\u5173\u5fc3\u5bfc\u5165\u73b0\u6709SSH\u914d\u7f6e\u80fd\u5426\u4fdd\u7559ProxyJump\u7b49\u9ad8\u7ea7\u8bbe\u7f6e\uff1b\u5355\u4eba\u7528\u6237\u5173\u5fc3\u4e2a\u4eba\u8bbe\u5907\u540c\u6b65\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ShellMate\u5728\u60c5\u7eea\u4ef7\u503c\u4e0a\u505a\u5f97\u4e0d\u9519\u2014\u2014\u521b\u59cb\u4eba\u4eb2\u81ea\u4e0b\u573a\u8bb2\u4e86\u4e00\u4e2a\u201c\u87ba\u4e1d\u5200\u4e0d\u591f\u7528\u4e8e\u662f\u9020\u4e86\u628a\u745e\u58eb\u519b\u5200\u201d\u7684\u6545\u4e8b\uff0c\u914d\u5408\u96f6\u77e5\u8bc6\u52a0\u5bc6\u3001\u8de8\u8bbe\u5907\u540c\u6b65\u3001\u56e2\u961f\u534f\u4f5c\u8fd9\u4e9b\u7cbe\u51c6\u51fb\u4e2d\u5f00\u53d1\u8005\u75db\u70b9\u7684\u529f\u80fd\uff0c112\u7968\u7684\u6210\u7ee9\u5bf9\u4e8e\u4e00\u4e2a\u5de5\u5177\u578b\u4ea7\u54c1\u6765\u8bf4\u7b97\u5f97\u4e0a\u5f00\u95e8\u7ea2\u3002\u4f46\u4ece\u4ea7\u54c1\u672c\u8eab\u770b\uff0c\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u201c\u6574\u5408\u8005\u201d\u800c\u975e\u201c\u521b\u65b0\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u628aSSH\u51ed\u8bc1\u7ba1\u7406\u4ece\u201c\u5bc6\u7801\u7ba1\u7406\u5668+\u804a\u5929\u8bb0\u5f55+\u6587\u4ef6\u5171\u4eab\u201d\u7684\u6df7\u4e71\u7ec4\u5408\u4e2d\u62bd\u79bb\u51fa\u6765\uff0c\u585e\u8fdb\u4e00\u4e2a\u5e26\u52a0\u5bc6\u540c\u6b65\u7684\u7edf\u4e00\u754c\u9762\u91cc\u3002\u8fd9\u5bf9\u5c0f\u56e2\u961f\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u786e\u5b9e\u6709\u5438\u5f15\u529b\u3002\u4f46\u5228\u6839\u95ee\u5e95\uff1a\u96f6\u77e5\u8bc6\u52a0\u5bc6\u867d\u597d\uff0c\u4e00\u65e6\u4e3b\u5bc6\u7801\u4e22\u5931\u5c31\u662f\u707e\u96be\u7ea7\u6570\u636e\u635f\u5931\uff1b\u81ea\u52a8\u5bc6\u94a5\u8f6e\u6362\u4ecd\u5728\u8def\u7ebf\u56fe\u4e0a\uff0c\u76ee\u524d\u4ea7\u54c1\u4e0e\u771f\u6b63\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u5b89\u5168\u7ba1\u7406\u201d\u8fd8\u9694\u7740\u51e0\u4e2a\u5173\u952e\u529f\u80fd\u3002\u6700\u5173\u952e\u7684\u662f\uff0c\u8bc4\u8bba\u4e2d\u7528\u6237\u8ffd\u95ee\u7684\u7a7a\u6c14\u9694\u79bb\u73af\u5883\u3001\u81ea\u6258\u7ba1\u90e8\u7f72\u3001ProxyJump\u7b49\u4f01\u4e1a\u7ea7\u9700\u6c42\uff0c\u521b\u59cb\u4eba\u53ea\u80fd\u4ee5\u201c\u6b63\u5728\u63a2\u7d22\u201d\u6216\u201c\u8def\u7ebf\u56fe\u4e0a\u6709\u201d\u56de\u5e94\u2014\u2014\u8fd9\u8bf4\u660e\u4ea7\u54c1\u76ee\u524d\u4ec5\u4ec5\u6ee1\u8db3\u4e86\u4e2a\u4eba\/\u5c0f\u56e2\u961f\u7684\u8f7b\u5ea6\u8fd0\u7ef4\u573a\u666f\uff0c\u8ddd\u79bb\u771f\u6b63\u7684\u56e2\u961f\u7ea7\u751f\u4ea7\u73af\u5883\u8fd8\u6709\u4e0d\u5c0f\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u5728\u8bc4\u8bba\u56de\u590d\u4e2d\u5c55\u73b0\u7684\u5766\u8bda\u548c\u7528\u6237\u540c\u7406\u5fc3\u662f\u52a0\u5206\u9879\uff0c\u4e2a\u4eba\u514d\u8d39\u7b56\u7565\u4e5f\u6709\u5229\u4e8e\u51b7\u542f\u52a8\u3002\u4f46\u201c\u8d85\u5feb\u901f\u201d\u201c\u73b0\u4ee3\u5316\u201d\u8fd9\u7c7b\u5f62\u5bb9\u8bcd\u5982\u679c\u6ca1\u6709\u5728UI\u4ea4\u4e92\u3001\u8fde\u63a5\u901f\u5ea6\u6216\u7ec8\u7aef\u6e32\u67d3\u4e0a\u62ff\u51fa\u5207\u5b9e\u7684\u6570\u636e\u6216\u5bf9\u6bd4\u8bc1\u660e\uff0c\u5c31\u96be\u514d\u6ca6\u4e3a\u7a7a\u6cdb\u4ea7\u54c1\u53e3\u53f7\u3002ShellMate\u9700\u8981\u95ee\u81ea\u5df1\u7684\u662f\uff1a\u5f53Termius\u3001SecureCRT\u751a\u81f3iTerm2\u7684\u914d\u7f6e\u811a\u672c\u65b9\u6848\u90fd\u5728\u8fdb\u6b65\u65f6\uff0c\u6211\u51ed\u4ec0\u4e48\u8ba9\u7528\u6237\u8fc1\u79fb\uff1f\u5149\u9760\u201c\u52a0\u5bc6+\u56e2\u961f\u201d\u8fd8\u4e0d\u591f\uff0c\u5fc5\u987b\u5728\u4e00\u4e2a\u65b9\u5411\u4e0a\u505a\u5230\u6781\u81f4\u5dee\u5f02\u5316\uff0c\u624d\u80fd\u771f\u6b63\u7ad9\u7a33\u811a\u8ddf\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\">ShellMate<\/span>\n <\/div>\n<div class=\"comment-content\">ShellMate is a modern, ultra-fast, and secure SSH client featuring a zero-knowledge encrypted vault, cross-device sync, and advanced team workspace collaboration.<\/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>ShellMate started from a frustration I experienced almost every day while managing servers across multiple projects. Connecting through SSH was easy. Everything around it wasn’t.<\/p>\n<p>Server credentials lived in password managers. Notes were scattered across documents. Access details were shared through chat messages. Team onboarding was manual. Finding the right server or credential often took longer than connecting to it.<\/p>\n<p>I kept asking myself, why is infrastructure management still spread across so many disconnected tools?<\/p>\n<p>So I started building ShellMate.<\/p>\n<p>ShellMate is more than an SSH client. It’s a secure workspace for developers, system administrators, and DevOps teams to organize servers, manage credentials, collaborate with teammates, and access infrastructure from anywhere.<\/p>\n<p>Some of the features I’m most excited about:<br \/>\n\ud83d\udd10 Zero-knowledge encrypted credential vault<br \/>\n\u26a1 Fast and modern SSH experience<br \/>\n\ud83d\udd04 Secure cross-device synchronization<br \/>\n\ud83d\udc65 Team workspaces and collaboration<br \/>\n\ud83d\udda5\ufe0f Organized server and infrastructure management<\/p>\n<p>I’ve spent countless hours building ShellMate as a solo founder, and this launch is a huge milestone for me.<\/p>\n<p>I’d genuinely love your feedback:<br \/>\n\ud83d\udc49 What’s the biggest pain point in your current SSH or infrastructure workflow?<br \/>\n\ud83d\udc49 What would make you switch from your current solution?<\/p>\n<p>Thank you for checking out ShellMate and supporting independent makers!<\/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\">nice product!<\/p>\n<p>does it work with completely air gapped environments with no internet access like isolated DBs?<\/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\/@naresh_chandanbatve\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naresh_chandanbatve<\/a> Thanks for pulling it! \ud83d\ude0a<\/p>\n<p>The target servers themselves don’t need internet access. As long as your device can reach them over a VPN, private network, or local network, ShellMate can connect.<\/p>\n<p>For a completely air-gapped setup with no access to the ShellMate API at all, that’s not supported yet. Self-hosted support is something I’m actively exploring since it’s a common requirement for security-focused teams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The zero-knowledge vault for SSH credentials is architecturally sound. Most SSH managers store secrets in a way that the vendor could access them, so client-side encryption is the right call. We’ve dealt with credential sprawl ourselves: private keys shared over Slack is a scary common default. How does cross-device sync work under zero-knowledge constraints? Is the vault key derived from a passphrase with the encrypted blob synced, 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\/@retain_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@retain_dev<\/a> The encrypted vault is synced through the server, so your devices don’t need to be online at the same time. When you sign in on a new device, it downloads the latest encrypted vault automatically.<\/p>\n<p>Updates are also synced across your connected devices and shared workspace members in real time, so everyone stays up to date without manual syncing.<\/p>\n<p>The important part is that ShellMate only stores encrypted data. The actual decryption happens locally on your device, so the server never sees your plaintext credentials.<br \/>Security is one area where I’m probably overly cautious. I’m still actively refining this part of the architecture to make it as robust and bulletproof as possible while keeping the user experience simple.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>SSH credential sprawl is genuinely painful when managing multiple environments across a team. The team-based access model makes sense: keeping prod keys isolated from staging is something everyone knows they should do but it’s rarely implemented cleanly. How does key rotation work? Do you push updates to all hosts automatically, or does each server need a manual sync?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> That’s a great question, and honestly one of the reasons I started building ShellMate.<\/p>\n<p>Right now, ShellMate focuses on securely managing access, credentials, and collaboration around infrastructure. For key rotation, it doesn’t automatically push changes to servers yet. My goal was to first solve the day-to-day pain of credential sprawl, sharing access safely, and keeping teams organized.<\/p>\n<p>That said, automated key rotation and distribution is definitely on the roadmap. I’d love to get to a point where rotating access across environments becomes a few clicks instead of a manual process spread across dozens of servers.<\/p>\n<p>I completely agree with you on the prod vs staging separation. Everyone knows it’s the right thing to do, but once a team grows, it often turns into a mix of shared credentials, old keys, and tribal knowledge. Making those boundaries easier to enforce without adding operational overhead is something I’m thinking about a lot.<\/p>\n<p>Out of curiosity, how are you handling key rotation today? Is it mostly manual, or are you using something like SSH certificates, Ansible, or another access management solution?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> I just realized I missed part of your question! Within ShellMate, updates are synced automatically. If a credential, host, or permission changes, the update is pushed to all connected devices and shared workspace members in real time, so there’s no need for anyone to manually sync.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Clean take on an SSH client, and the zero-knowledge encrypted vault is reassuring for credentials. I like that sync is built in. For a solo dev not on a team, does the vault still sync across my own Macs without setting up any workspace stuff?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ianhxu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ianhxu<\/a> Thanks Ian!<\/p>\n<p>Yep, absolutely \ud83d\ude0a<\/p>\n<p>You can use ShellMate as a solo user without creating a team workspace. Your credentials and hosts can sync securely across your own devices, so if you’re switching between multiple Macs (or other devices), everything stays in sync and ready to use.<\/p>\n<p>Also, ShellMate is free forever for individual users. The only things that may be part of a paid plan in the future are optional AI features. Everything else is built to be useful from day one without needing a subscription.<\/p>\n<p>One thing I cared about a lot was keeping the onboarding simple. I didn’t want another tool that takes an hour to configure before it’s useful. You can install it, add or import your hosts, and start connecting in just a few minutes.<\/p>\n<p>Team workspaces are there when you need them, but they’re completely optional.<\/p>\n<p>Out of curiosity, what are you using today for SSH and credential management? I’d love to hear if there are any pain points or missing features that annoy you in your current 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>ShellMate’s import\/onboarding story is the piece I’d test first, especially if it can pull an existing ~\/.ssh\/config into a cleaner vault without breaking aliases. For teams, the zero-knowledge vault and workspace model make sense, but the practical tradeoff is migration friction. Do you preserve ProxyJump, per-host identity files, and agent-forwarding settings when importing existing SSH config?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DWWY6SSAPT22S2\" class=\"app-title\">Insta360 Luna Ultra<\/a><\/p>\n<div class=\"one-liner\">A gimbal camera that sees with you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">110<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Insta360 Luna Ultra\u662f\u4e00\u6b3e\u914d\u59071\u82f1\u5bf8\u5f95\u5361\u4e3b\u6444\u30018K\u4e09\u8f74\u9632\u6296\u7684\u4e91\u53f0\u76f8\u673a\uff0c\u901a\u8fc7\u5934\u8ffd\u8e2a\u7cfb\u7edf\u5b9e\u73b0\u7b2c\u4e00\u4eba\u79f0\u89c6\u89d2\u62cd\u6444\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u5728\u8fd0\u52a8\u6216\u624b\u6301\u62cd\u6444\u65f6\u96be\u4ee5\u83b7\u5f97\u7a33\u5b9a\u3001\u6c89\u6d78\u5f0fPOV\u753b\u9762\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\/7a5e89e1-8b84-4ff4-9fe3-e263bc09a9fd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=gWscweuterk\"><source src=\"https:\/\/www.youtube.com\/watch?v=gWscweuterk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div 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class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48bb549b-cb9f-4211-9134-d224e875ae89.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\/0491c7dc-30d8-4e28-9fdb-af96077b299f.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\/bd97daa6-7530-4065-a6e6-0b072b889994.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\/41b04704-8acd-4cd1-841f-3611e9d760d4.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\/181f2ad8-de87-4586-a804-798e951581d9.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\/dc1d50fc-81b3-4158-8cb3-eabd43da333c.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\">Hardware<\/span><br \/>\n <span class=\"tag\">Photography<\/span><br \/>\n <span class=\"tag\">Video cameras<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">8K\u4e91\u53f0\u76f8\u673a<\/span><br \/>\n <span class=\"tag\">\u5f95\u5361\u955c\u5934<\/span><br \/>\n <span class=\"tag\">\u4e09\u8f74\u9632\u6296<\/span><br \/>\n <span class=\"tag\">AI\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u7b2c\u4e00\u4eba\u79f0\u62cd\u6444<\/span><br \/>\n <span class=\"tag\">\u5934\u6234\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u65e0\u7ebf\u76d1\u770b<\/span><br \/>\n <span class=\"tag\">\u7ad6\u5c4f\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u76f8\u673a<\/span><br \/>\n <span class=\"tag\">\u5f71\u50cf\u8bbe\u5907<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79f0\u8d5e\u5934\u8ffd\u8e2a\u7cfb\u7edf\u662fPOV\u62cd\u6444\u7684\u7edd\u4f73\u5de5\u5177\uff1b\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1aAI\u8ffd\u8e2a\u4e0eDJI\u7684ActiveTrack\u5bf9\u6bd4\u5982\u4f55\uff1f\u773c\u90e8\u8ffd\u8e2a\u5b9e\u9645\u4f7f\u7528\u65f6\uff0c\u884c\u8d70\u6216\u514d\u624b\u6301\u62cd\u6444\u7684\u8ddf\u968f\u81ea\u7136\u5ea6\u662f\u5426\u4f1a\u751f\u786c\uff1f\u4ee5\u53ca\u5982\u4f55\u91cf\u5316\u4ea7\u54c1\u5bf9\u7528\u6237\u7684\u5b9e\u9645\u5e2e\u52a9\u6548\u679c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Insta360 Luna Ultra\u8bd5\u56fe\u5728\u65e9\u5df2\u56fa\u5316\u7684\u4e91\u53f0\u76f8\u673a\u5e02\u573a\u91cc\uff0c\u7528\u201c\u5934\u90e8\u8ffd\u8e2a\u201d\u8fd9\u4e2a\u770b\u4f3c\u4e0d\u5927\u7684\u5207\u53e3\uff0c\u91cd\u65b0\u64ac\u52a8\u54c1\u7c7b\u60f3\u8c61\u529b\u3002\u4ece\u786c\u4ef6\u5806\u6599\u6765\u770b\uff0c1\u82f1\u5bf8\u5f95\u5361\u4e3b\u6444+1\/1.3\u82f1\u5bf8\u957f\u7126\u7684\u53cc\u6444\u65b9\u6848\u786e\u5b9e\u6bd4\u7ade\u54c1\u66f4\u624e\u5b9e\uff0c8K 10-bit I-Log\u4e5f\u7ed9\u4e86\u540e\u671f\u8c03\u8272\u7a7a\u95f4\uff0c\u4f46\u5766\u767d\u8bf4\uff0c\u8fd9\u4e9b\u89c4\u683c\u57282025\u5e74\u5df2\u4e0d\u7b97\u964d\u7ef4\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\uff0c\u662f\u90a3\u4e2a\u53ef\u62c6\u5378\u76842\u82f1\u5bf8OLED\u89e6\u6478\u5c4f\u4e0ePOV\u5934\u6234\u8ffd\u8e2a\u7cfb\u7edf\u7684\u8f6f\u786c\u4ef6\u7ec4\u5408\u3002\u5b83\u5c06\u201c\u4e91\u53f0\u76f8\u673a\u201d\u4ece\u624b\u6301\u5de5\u5177\uff0c\u53d8\u6210\u4e86\u201c\u7b2c\u4e00\u4eba\u79f0\u611f\u5b98\u5ef6\u4f38\u201d\uff0c\u8ba9\u53cc\u624b\u5f7b\u5e95\u89e3\u653e\u3002\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u4ea7\u54c1\u5fc5\u987b\u56de\u7b54\u4e24\u4e2a\u4e25\u5cfb\u95ee\u9898\uff1a\u4e00\u662f\u201c\u5934\u52a8\u540c\u6b65\u201d\u7684\u5ef6\u8fdf\u548c\u6f02\u79fb\u662f\u5426\u63a7\u5236\u5728\u53ef\u7528\u8303\u56f4\u5185\uff1f\u4ece\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u751f\u786c\u611f\u201d\u7684\u62c5\u5fe7\u53ef\u89c1\u4e00\u6591\uff1b\u4e8c\u662f\u7eed\u822a\u4e0e\u6563\u70ed\u662f\u5426\u6491\u5f97\u4f4f\u957f\u65f6\u95f4POV\u62cd\u6444\u2014\u2014\u8fd9\u901a\u5e38\u662f\u8fd9\u7c7b\u65b0\u5f62\u6001\u4ea7\u54c1\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\n <\/p>\n<p class=\"ai-content\">\n \u786c\u4f24\u4e5f\u660e\u663e\uff1a\u6ca1\u6709\u4e13\u4e1a\u7684\u9632\u6c34\u6297\u6454\u80fd\u529b\uff0c\u5b9a\u4f4d\u6a21\u7cca\u3002\u5b83\u65e2\u4e0d\u50cfDJI Pocket 3\u90a3\u6837\u80fd\u8f7b\u677e\u63e3\u8fdb\u515c\u91cc\uff08\u6bd5\u7adf\u8981\u6302\u5934\uff09\uff0c\u53c8\u8fbe\u4e0d\u5230GoPro\u7ea7\u7684\u88f8\u673a\u8010\u9020\uff0c\u66f4\u591a\u662f\u4e3a\u7279\u5b9aVlog\/\u6781\u9650\u7b2c\u4e00\u89c6\u89d2\u521b\u4f5c\u670d\u52a1\u7684\u5c0f\u4f17\u5de5\u5177\u3002AI\u8ffd\u8e2a\u76ee\u524d\u53ea\u5b57\u672a\u63d0\u4e0eDJI ActiveTrack\u7684\u5bf9\u6807\uff0c\u5927\u6982\u7387\u662f\u907f\u5176\u950b\u8292\u2014\u2014\u8fd9\u70b9\u5f88\u806a\u660e\uff0c\u4f46\u7528\u6237\u8fdf\u65e9\u4f1a\u62ff\u5b83\u53bb\u8ffd\u62cd\u9ad8\u901f\u79fb\u52a8\u7684\u81ea\u884c\u8f66\u6216\u5ba0\u7269\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cInsta360\u6293\u4f4f\u4e86\u201c\u4ece\u4e2a\u4eba\u624b\u6301\u5230\u5171\u8111\u89c6\u89d2\u201d\u8fd9\u4e00\u53d9\u4e8b\u8f6c\u53d8\uff0c\u4ea7\u54c1\u6709\u5de7\u601d\uff0c\u4f46\u80fd\u5426\u771f\u6b63\u8ba9\u521b\u4f5c\u8005\u6446\u8131\u201c\u4e91\u53f0\u624b\u201d\uff0c\u8fd8\u662f\u8981\u770b\u8ffd\u8e2a\u7b97\u6cd5\u7684\u5de5\u7a0b\u5316\u843d\u5730\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u6709\u8da3\u7684\u6982\u5ff5\u9a8c\u8bc1\u673a\uff0c\u800c\u975e\u6210\u719f\u7684\u54c1\u7c7b\u7ec8\u7ed3\u8005\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Insta360 Luna Ultra<\/span>\n <\/div>\n<div class=\"comment-content\">Insta360 Luna Ultra is an 8K gimbal camera with a 1″ Leica Summicron main lens, 1\/1.3″ telephoto lens, 3-axis stabilization, detachable 2″ OLED touchscreen, AI tracking, 10-bit I-Log, built-in storage, and POV shooting accessories.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>This is gonna be fun:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b43cd39-7258-47a6-bf56-baf3eeff7de2.gif?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/insta-360\" target=\"_blank\" rel=\"noopener\">@Insta 360<\/a> Luna Ultra pushes the gimbal camera in a more first-person direction.<\/p>\n<p>With the POV Head Tracker, the camera can move with your head. The detachable screen can also work as a wireless monitor and remote control, so you can frame shots even when the camera is not in your hand.<\/p>\n<p>Gimbal cameras have been a pretty settled category for years, thhis one makes the category feel fun again!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The head tracking system feels like an amazing tool for pov shots!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curous how does the AI tracking compare to DJI’s ActiveTrack for fast-moving subjects?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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! How are you measuring whether it is working for 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The POV head tracker is the part that makes this feel different from a regular gimbal camera. Curious how natural the movement feels in real use, especially for walking shots or hands-free filming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MOY3ZCEEEPW3QE\" class=\"app-title\">Slack Data Agent<\/a><\/p>\n<div class=\"one-liner\">Ask about your data without leaving Slack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Slack Data Agent\uff08Basedash for Slack\uff09\u662f\u4e00\u6b3e\u5d4c\u5165Slack\u7684AI\u6570\u636e\u5206\u6790\u52a9\u624b\uff0c\u7528\u6237\u901a\u8fc7@\u63d0\u53ca\u5373\u53ef\u5728\u9891\u9053\u5185\u7528\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u6570\u636e\u5e93\u3001\u83b7\u53d6\u56fe\u8868\u7b54\u6848\uff0c\u5e76\u652f\u6301\u81ea\u52a8\u5316\u62a5\u544a\u548c\u5f02\u5e38\u6d1e\u5bdf\uff0c\u7701\u53bb\u4e86\u5207\u6362\u4eea\u8868\u76d8\u6216\u7b49\u5f85\u5206\u6790\u5e08\u7684\u9ebb\u70e6\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\/1c861d83-7f8d-437a-9867-e6a8199d690c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6dbdf49-0b59-4404-9609-5b9dcb443476.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da861516-7b7c-41ce-913f-8b2f997f2f31.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e608cea-e5ee-41cf-a131-18e931616105.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\/f231d036-2601-4f39-9bb1-dce3bbb8986c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/hcckoa3PI2Y\"><source src=\"https:\/\/youtu.be\/hcckoa3PI2Y\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u884c\u7ea7\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u5c42<\/span><br \/>\n <span class=\"tag\">SaaS\u8fde\u63a5\u5668<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u5728Slack\u5185\u76f4\u63a5\u56de\u7b54\u6570\u636e\u95ee\u9898\u201d\u7684\u4fbf\u6377\u6027\uff0c\u4f46\u5173\u6ce8\u70b9\u96c6\u4e2d\u4e8e\uff1a\u590d\u6742\u6570\u636e\u5e93\u67b6\u6784\u4e0b\u7684\u51c6\u786e\u6027\uff08\u5982\u81ea\u7136\u8bed\u8a00\u8f6cSQL\u7684\u57fa\u51c6\u6d4b\u8bd5\uff09\u3001\u654f\u611f\u6570\u636e\u5728\u9891\u9053\/\u622a\u56fe\u4e2d\u7684\u6cc4\u9732\u98ce\u9669\u3001\u4ee5\u53ca\u884c\u7ea7\u6743\u9650\u5728\u5171\u4eab\u4e0a\u4e0b\u6587\u4e2d\u7684\u5c55\u793a\u8303\u56f4\u3002\u90e8\u5206\u7528\u6237\u5e0c\u671b\u4e86\u89e3\u5e38\u89c1\u6570\u636e\u6e90\u53ca\u521d\u59cb\u8bbe\u7f6e\u65f6\u957f\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 Slack Data Agent \u7684\u5b9a\u4f4d\u7cbe\u51c6\u2014\u2014\u5b83\u7784\u51c6\u4e86\u201c\u6570\u636e\u67e5\u8be2\u201d\u8fd9\u4e00\u9ad8\u9891\u4f46\u4f4e\u6210\u672c\u7684\u573a\u666f\uff0c\u5c06AI\u4ece\u201c\u4eea\u8868\u76d8\u540e\u53f0\u201d\u62c9\u5230\u4e86\u201c\u804a\u5929\u524d\u7ebf\u201d\u3002\u4ece\u4ea7\u54c1\u903b\u8f91\u4e0a\u770b\uff0c\u5b83\u786e\u5b9e\u89e3\u51b3\u4e86\u4e24\u4e2a\u75db\u70b9\uff1a\u4e00\u662f\u51cf\u5c11\u5de5\u5177\u5207\u6362\u5e26\u6765\u7684\u8ba4\u77e5\u6469\u64e6\uff0c\u4e8c\u662f\u8ba9\u975e\u6280\u672f\u56e2\u961f\u80fd\u4f4e\u95e8\u69db\u83b7\u53d6\u6307\u6807\uff0c\u964d\u4f4e\u4e86\u5bf9\u6570\u636e\u5206\u6790\u5e08\u7684\u5373\u65f6\u4f9d\u8d56\u3002\u4f46\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u6570\u636e\u51c6\u786e\u6027\u201d\u548c\u201c\u6743\u9650\u6cc4\u9732\u201d\u98ce\u9669\u5e76\u975e\u5076\u7136\u3002\u81ea\u7136\u8bed\u8a00\u7ffb\u8bd1\u4e3aSQL\u5728\u590d\u6742\u591a\u8868\u5173\u8054\u65f6\u6781\u6613\u4ea7\u751f\u5e7b\u89c9\u6216\u9057\u6f0f\uff0c\u5373\u4fbf\u4ea7\u54c1\u5ba3\u79f0\u6709\u201c\u8bed\u4e49\u5c42\u201d\u548c\u201c\u6280\u80fd\u5b9a\u4e49\u201d\u6765\u515c\u5e95\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u539f\u672c\u5c5e\u4e8eBI\u5de5\u7a0b\u5e08\u7684\u5efa\u6a21\u5de5\u4f5c\u8f6c\u79fb\u5230\u4e86AI\u80cc\u540e\u2014\u2014\u5bf9\u591a\u6570\u56e2\u961f\u800c\u8a00\uff0c\u8fd9\u5c42\u201c\u914d\u7f6e\u6210\u672c\u201d\u53ef\u80fd\u88ab\u4f4e\u4f30\u3002\u6b64\u5916\uff0cSlack \u7684\u516c\u5f00\u9891\u9053\u3001\u7ebf\u7a0b\u8f6c\u53d1\u3001\u622a\u56fe\u4e0a\u4f20\u7b49\u534f\u4f5c\u5c5e\u6027\uff0c\u4e0e\u884c\u7ea7\u5b89\u5168\u5b58\u5728\u5929\u7136\u77db\u76fe\uff1a\u5373\u4f7fAI\u6309\u6743\u9650\u8fd4\u56de\u7ed3\u679c\uff0c\u4f46\u4e00\u65e6\u5728\u9891\u9053\u5185\u53ef\u89c1\uff0c\u5c31\u8131\u79bb\u4e86\u6570\u636e\u6cbb\u7406\u7684\u63a7\u5236\u8fb9\u754c\uff0c\u8fd9\u5bf9\u91d1\u878d\u3001\u533b\u7597\u7b49\u5f3a\u5408\u89c4\u884c\u4e1a\u6765\u8bf4\u662f\u786c\u4f24\u3002\u603b\u800c\u8a00\u4e4b\uff0cSlack Data Agent \u5728\u201c\u6613\u7528\u6027\u201d\u4e0a\u505a\u4e86\u6559\u79d1\u4e66\u7ea7\u7684\u51cf\u6cd5\uff0c\u4f46\u8981\u8ba9\u4f01\u4e1a\u771f\u6b63\u653e\u5fc3\uff0c\u5b83\u8fd8\u9700\u8981\u5728\u201c\u786e\u5b9a\u6027\u201d\u548c\u201c\u6570\u636e\u8fb9\u754c\u7ba1\u63a7\u201d\u4e0a\u505a\u66f4\u786c\u7684\u52a0\u6cd5\uff0c\u800c\u975e\u4ec5\u4ec5\u4f9d\u8d56\u201c\u79c1\u6709\u9891\u9053\u6216DM\u201d\u8fd9\u79cd\u7528\u6237\u81ea\u51b3\u65b9\u6848\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Slack Data Agent<\/span>\n <\/div>\n<div class=\"comment-content\">Basedash for Slack is your AI data analyst inside Slack \u2014 now in the official Slack Marketplace. Mention @Basedash in any channel and it queries your real data sources, thinks in the thread, and replies with an answer and a chart, right where your team is talking. Automations deliver scheduled reports to your channels, and insights surface anomalies automatically \u2014 charts included. Ask in Slack. Answered by your data.<\/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’re launching Basedash for Slack: your AI data analyst, now living in the place your team already talks. It’s in the official Slack Marketplace as of this week.<\/p>\n<p>Mention @Basedash in any channel \u2014 “how’s revenue trending this month?”, “which signup source converted best last week?” \u2014 and it queries your connected data sources, shows Slack’s native thinking state while it works, and replies in the thread with a written answer and the chart behind it, embedded as an image.<\/p>\n<p>It’s not just Q&A. Automations send scheduled reports to your channels, and insights post automatically when something in your data changes \u2014 both with charts attached. Follow-ups keep context in the thread, and row-level security applies to every question based on who’s asking.<\/p>\n<p>We run Basedash on this ourselves: our #metrics channel gets a daily revenue report at 9am, and most “quick numbers” questions never leave Slack anymore.<\/p>\n<p>Happy to answer anything.<\/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>Having this directly inside Slack feels way more practical than opening another dashboard every time. How long does the initial setup usually take?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ada_johnsen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ada_johnsen<\/a> initial setup is super quick:<\/p>\n<ol>\n<li>\n<p>Connect a data source (database, warehouse, or one of over 750+ SaaS connectors)<\/p>\n<\/li>\n<li>\n<p>Connect to your Slack workspace<\/p>\n<\/li>\n<li>\n<p>Start asking questions<\/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>Having data answers show up right inside Slack feels like the right place for this. It saves the usual back-and-forth of opening dashboards, asking an analyst, or chasing a chart later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> exactly! Some of our users use Basedash exclusively through Slack which is pretty cool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks like a massive time-saver for answering ad-hoc executive questions! Since it’s translating natural language to query real data sources, how does Basedash handle complex or messy database schemas to ensure it doesn’t pull the wrong metrics or hallucinate an answer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andika_fadhilah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andika_fadhilah<\/a> our AI builds up its own context layer based on your data schema, plus you can add additional context, skills, and deterministic metric definitions to improve consistency of answers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea, more so for the executives.<\/p>\n<p>Natural language to SQL gets a bit tricky when you have a lot of tables and joins; any benchmarks? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 insight behind this one is simple. Most data questions are small. “How’s revenue trending?” “Did signups recover after the pricing change?” Questions like these don’t deserve a dashboard, a login, or a tab switch. They deserve an answer in the place you asked.<\/p>\n<p>That’s why we built Basedash for Slack. The whole point of an AI data analyst is that it comes to you.<\/p>\n<\/p>\n<p>What I love most: the answers are governed. Same semantic layer, same row-level security as the rest of Basedash. So when someone on your team asks a revenue question in a public channel, the answer is both correct and appropriately scoped to them.<\/p>\n<p>Would love to hear how your team handles quick data questions today \u2014 that’s exactly the workflow we’re trying to replace.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 permissions model looks solid, but Slack threads get forwarded and screenshotted constantly. How do you handle the risk of sensitive data being exposed after the AI has already surfaced it to an authorized user?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The promise sounds great but I’m always wondering how these tools handle messy real world data. That’s usually where things get interesting<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love products that meet users where they already work, and Slack is definitely where a lot of teams spend their day.<\/p>\n<p>Being able to ask a quick question and get an answer with a chart directly in the thread sounds much more convenient than switching between dashboards and analytics tools.<\/p>\n<p>The scheduled reports and automated insights are a nice touch too, sometimes the most valuable data is the information you didn’t think to 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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gabriella_anjani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriella_anjani<\/a> appreciate it, we agree!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>If @Basedash answers in a shared Slack channel using my RLS permissions, who can see the chart in the thread? Is it visible to the whole channel, or can sensitive answers stay private?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@novamaker01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@novamaker01<\/a> depends where it\u2019s posted! If you want to keep it private you can use a private Slack channel or DM. You can choose to share that with other users if you like, regardless of their access level.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! What are the most common datasources Basedash for Slackuses for analysis? Relevant data lives across multiple platforms for most companies so curious on about what you and the team have seen so far<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@scott_davidson_jr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scott_davidson_jr<\/a> most common is connecting an existing database or warehouse, but it\u2019s common to supplement that with data from Stripe, HubSpot, GitHub, Linear and tools like that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7OOQ3ZWQ3PE3IK\" class=\"app-title\">Tide<\/a><\/p>\n<div class=\"one-liner\">Layered voice notes that paint themselves<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Tide\u662f\u4e00\u6b3e\u5c06\u8bed\u97f3\u5907\u5fd8\u5f55\u8f6c\u5316\u4e3a\u201c\u5206\u5c42\u58f0\u97f3\u8349\u56fe\u201d\u7684\u521b\u610f\u5de5\u5177\uff0c\u8ba9\u97f3\u4e50\u4eba\/\u64ad\u5ba2\u5236\u4f5c\u8005\u5728\u5355\u6761\u5f55\u97f3\u5e26\u4e0a\u65e0\u635f\u53e0\u52a0\u4eba\u58f0\u3001\u8282\u62cd\u4e0e\u65cb\u5f8b\uff0c\u5e76\u901a\u8fc7\u81ea\u52a8\u7ed8\u5236\u7684\u6ce2\u5f62\u53ef\u89c6\u5316\u5feb\u901f\u56de\u6eaf\u4e0e\u526a\u8f91\uff0c\u89e3\u51b3\u201c\u7075\u611f\u788e\u7247\u6563\u843d\u6210400\u6761\u672a\u547d\u540d\u5f55\u97f3\u201d\u7684\u6df7\u4e71\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\/488abe73-21e3-4f7c-bc51-57ebdaa7c83a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c50434da-7f6c-40c4-8468-62b9cb16adba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9cd5c89c-e6ce-4e90-8960-bf960d3be7b7.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\/b156663e-559c-49da-afbf-a129a24160fc.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/PqMh82DdZ_I\"><source src=\"https:\/\/youtube.com\/shorts\/PqMh82DdZ_I\" 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\">Music<\/span><br \/>\n <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u5907\u5fd8\u5f55<\/span><br \/>\n <span class=\"tag\">\u58f0\u97f3\u8349\u56fe<\/span><br \/>\n <span class=\"tag\">\u5206\u5c42\u5f55\u97f3<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6ce2\u5f62\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">DAW\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u7834\u574f\u6027\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u8d2d\u4e70<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u201c\u7834\u574f\u6027\u5f55\u5236\u201d\u7684\u521b\u610f\uff0c\u8ba4\u4e3a\u6bd4\u4f20\u7edf\u5907\u5fd8\u5f55\u66f4\u8d34\u8fd1\u97f3\u4e50\u7075\u611f\u4ea7\u751f\u65b9\u5f0f\uff1b\u63d0\u51fa\u589e\u52a0\u201c\u590d\u5236\u5f53\u524d\u5c42\u72b6\u6001\/\u5206\u652f\u529f\u80fd\u201d\u53ca\u201c\u8282\u594f\/\u8282\u62cd\u5668\u201d\u7684\u5efa\u8bae\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u6b63\u601d\u8003\u201c\u6e90\u7248\u672c\u5206\u652f\u201d\u65b9\u6848\uff0c\u5e76\u627f\u8bfa\u672a\u6765\u6dfb\u52a0\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 Tide\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u628a\u201c\u4e0d\u5b8c\u7f8e\u201d\u53d8\u6210\u4e86\u5356\u70b9\u3002\u5728\u5f55\u97f3\u8f6f\u4ef6\u7ade\u76f8\u63d0\u4f9b\u65e0\u9650\u64a4\u9500\u3001\u65e0\u635f\u8f68\u9053\u5806\u53e0\u7684\u65f6\u4ee3\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\u2014\u2014\u5f3a\u5236\u7834\u574f\u6027\u5f55\u5236\uff0c\u7528\u201c\u6ca1\u6709\u540e\u6094\u836f\u201d\u903c\u8feb\u521b\u4f5c\u8005\u5feb\u901f\u51b3\u7b56\u3002\u8fd9\u662f\u4e00\u79cd\u5bf9\u201c\u521b\u4f5c\u762b\u75ea\u201d\u7684\u7cbe\u51c6\u6253\u51fb\uff1a\u592a\u591a\u97f3\u4e50\u4eba\u56e0\u4e3a\u7ea0\u7ed3\u53c2\u6570\u800c\u8ba9\u7075\u611f\u70c2\u6b7b\u5728\u5de5\u7a0b\u6587\u4ef6\u91cc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u662f\u5de5\u5177\u672c\u8eab\uff0c\u800c\u662f\u5b83\u91cd\u65b0\u5b9a\u4e49\u4e86\u201c\u5f55\u97f3\u201d\u7684\u5fc3\u7406\u6a21\u578b\u3002\u4f20\u7edfDAW\u662f\u201c\u7f16\u8f91\u5668\u201d\uff0c\u8ba9\u4eba\u9677\u5165\u65e0\u9650\u5fae\u8c03\uff1bTide\u662f\u201c\u78c1\u5e26\u673a\u201d\uff0c\u53ea\u8bb0\u5f55\u65f6\u95f4\u8f74\u4e0a\u7684\u6bcf\u4e00\u6b21\u5bf9\u7126\u3002\u81ea\u52a8\u7ed8\u753b\u7684\u6ce2\u5f62\u770b\u4f3c\u82b1\u54e8\uff0c\u5b9e\u5219\u662f\u89e3\u51b3\u201c\u5927\u91cf\u5f55\u97f3\u4e2d\u5feb\u901f\u5b9a\u4f4d\u201d\u7684\u9ad8\u6548\u7d22\u5f15\u65b9\u6848\u2014\u2014\u7528\u89c6\u89c9\u951a\u70b9\u66ff\u4ee3\u6587\u4ef6\u540d\u641c\u7d22\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9690\u60a3\u4e5f\u5728\u6b64\uff1a\u7834\u574f\u6027\u5f55\u5236\u5bf9\u4e13\u4e1a\u7528\u6237\u53ef\u80fd\u8fc7\u4e8e\u6fc0\u8fdb\uff0c\u4e14\u7f3a\u5c11\u8282\u62cd\u8f68\u4f7f\u5f97\u5faa\u73af\u70b9\u5bf9\u9f50\u5168\u51ed\u611f\u89c9\uff0c\u8fd9\u4f1a\u529d\u9000\u4e60\u60ef\u91cf\u5316\u7f51\u683c\u7684\u7535\u5b50\u97f3\u4e50\u4eba\u3002\u76ee\u524d\u5b83\u66f4\u9002\u5408\u201cDemo\u5feb\u7167\u201d\u6216\u201c\u7075\u611f\u4ed3\u5e93\u201d\uff0c\u8ddd\u79bb\u6210\u4e3a\u5b8c\u6574\u521b\u4f5c\u88c5\u5907\u8fd8\u6709\u8ddd\u79bb\u3002\u4e0d\u8fc7\uff0c\u8003\u8651\u5230\u65e0\u8ba2\u9605\u3001\u6570\u636e\u4e0d\u9501\u6b7b\u3001\u76f4\u63a5\u5bfc\u5165DAW\u7684\u95ed\u73af\u7b56\u7565\uff0c\u5b83\u7cbe\u51c6\u6355\u6349\u4e86\u4ece\u201c\u4e1a\u4f59\u5f55\u97f3\u5806\u201d\u5230\u201c\u6b63\u5f0f\u5236\u4f5c\u201d\u4e4b\u95f4\u7684\u90a3\u4e2a\u7a7a\u767d\u5730\u5e26\u2014\u2014\u8fd9\u4e2a\u5b9a\u4f4d\u975e\u5e38\u806a\u660e\uff0c\u4e5f\u8db3\u591f\u7280\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\">Tide<\/span>\n <\/div>\n<div class=\"comment-content\">Tide turns voice memos into layered sound sketches. Takes stack onto one tape \u2014 hum a bassline, beatbox over it, sing the hook. The waveform paints itself as you record. Scrub like vinyl, loop the good part, send it to Choppa or your DAW. No subs, no cloud. Launch month \u2014 50% off until the end of July!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b<\/p>\n<p>Tide started from a small irritation: every voice memo app treats an idea like it’s finished \u2014 one take, one file, a list of gray rows. But ideas don’t arrive finished. They arrive in layers. You hum the bass, then you hear the harmony, then there’s a beat you have to tap out RIGHT NOW before it’s gone.<\/p>\n<p>So Tide is one tape you keep layering onto. Press record, sing. Press record again, hum over it. Every pass adds to the last \u2014 destructively, on purpose. No undo. No track list. Commitment is the feature: it keeps you moving forward instead of mixing.<\/p>\n<p>While you record, the waveform paints itself \u2014 watercolor strokes, a grass meadow that sways in the wind, little ships that fly around your sound. The visual isn’t decoration; it’s how you find the moment again. Scrub it like vinyl. Drop loop points. Pin a take to a color.<\/p>\n<p>There’s an XY pad that places your voice in space WHILE you record \u2014 distance and pan baked into the tape, like leaning away from the mic.<\/p>\n<p>When the sketch is real, ship it: WAV export, or straight into Choppa (our sampler) to chop it into something else.<\/p>\n<p>$12.99 once. No subscription, no account, no cloud \u2014 your audio never leaves the device.<\/p>\n<p>It’s for the shower-singers, the steering-wheel drummers, the people with 400 voice memos named “New Recording 47.” I’d love to know what you make with it \u2014 and what feels missing.<\/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>Looks useful :)) Who did you build this for 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\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> I built this for myself first! I record many musical ideas, but the applications span to creatives, podcasts, narrations, etc. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u201c400 voice memos named New Recording 47\u201d line is too real. Layering ideas onto one tape feels much closer to how music ideas actually happen. Curious if you plan to add a way to duplicate a tape before committing to a new layer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> I have been toying with the idea of forking off ideas from a certain point. I guess I’m trying to figure out how to manage it. As a songwriter \/ producer, it’s a problem that happens a lot \ud83d\ude05<\/p>\n<p>I think a “source” version, and then deriviatives… hmmm haha. Well. there’s my brain dump about the idea. It will be a thing though! for now, embrace the totally destructive nature of the app! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The idea of layering recordings onto a single evolving tape is a refreshing alternative to traditional voice memo apps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alina_tyslenok_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_tyslenok_<\/a> Thank you! I have always wanted a simple layering tool, and then scope crept myself into what we see as Tide \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>Destructive layering is a bold call but honestly right \u2014 half my voice memos die because I keep fiddling instead of committing. Love that it’s a one-time purchase and exports WAV straight into the DAW. Is there any tempo\/metronome option to keep loop points tight, or is it all freeform by design?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most voice memo apps feel like storage. This feels like a sketchbook. Really interesting approach. Wishing you a great 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\/@varun1jan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@varun1jan<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/R42OGAP33HGTCE\" class=\"app-title\">Medicyn<\/a><\/p>\n<div class=\"one-liner\">Your complete medical history privately on your device<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Medicyn\u662f\u4e00\u6b3e\u5b8c\u5168\u79bb\u7ebf\u3001\u514d\u8d26\u6237\u7684\u533b\u7597\u8bb0\u5f55\u7ba1\u7406\u5e94\u7528\uff0c\u5e2e\u52a9\u7528\u6237\u5c06\u6563\u843d\u5728\u5404\u5904\u7684\u75c5\u5386\u3001\u5904\u65b9\u3001\u5316\u9a8c\u5355\u7b49\u8d44\u6599\u96c6\u4e2d\u5b58\u50a8\u5728\u672c\u5730\u8bbe\u5907\u4e0a\uff0c\u89e3\u51b3\u5bb6\u5ead\u533b\u7597\u6863\u6848\u788e\u7247\u5316\u3001\u9690\u79c1\u6cc4\u9732\u548c\u8ba2\u9605\u5957\u7262\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\/6f5d1058-1171-4465-903e-fe90a2fd40d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47a666da-72e9-4552-9218-312a101ecd56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f84e6927-9811-4514-95c2-8c7fe69b6c58.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f37e4d8-e4fe-4b9b-b25d-bb593f2a348a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d18c8c2-c21d-41cb-bdba-dba12fb582e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/463d73c0-f440-4e2f-8a08-0069e4bc0923.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8575c71f-4494-46c9-96ee-0b57616767b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7b17604-ec81-4422-a77c-4a6b9e2a2fe1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bc7c3b81-bc1c-4dd7-a577-5d73aebc15d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0197edc1-e139-4179-8ff0-bff6d73879c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Medical<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u533b\u7597\u8bb0\u5f55\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5065\u5eb7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u5065\u5eb7\u6863\u6848<\/span><br \/>\n <span class=\"tag\">AI\u6587\u6863\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u75c7\u72b6\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u6570\u636e\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u9690\u79c1\u4f18\u5148\u548c\u4e00\u6b21\u6027\u4ed8\u8d39\u6a21\u5f0f\uff0c\u4f46\u6838\u5fc3\u5173\u5207\u805a\u7126\u4e8e\u6570\u636e\u5b89\u5168\u4e0e\u6062\u590d\uff1a\u63d0\u95ee\u6d89\u53caAI\u626b\u63cf\u9690\u79c1\u4fdd\u62a4\uff08\u5df2\u786e\u8ba4\u672c\u5730OCR\uff09\u3001\u8bbe\u5907\u4e22\u5931\u540e\u7684\u5907\u4efd\u6062\u590d\u65b9\u6848\uff0c\u4ee5\u53ca\u5bb6\u5ead\u6210\u5458\u95f4\u53ea\u8bfb\u5171\u4eab\u662f\u5426\u53ef\u884c\u3002\u5efa\u8bae\u4f18\u5316\u5e94\u6025\u5bfc\u51fa\u548c\u8de8\u8bbe\u5907\u5171\u4eab\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 Medicyn\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u5e7f\u6cdb\u5b58\u5728\u7684\u75db\u70b9\uff1a\u533b\u7597\u75c5\u5386\u7684\u788e\u7247\u5316\u4e0e\u9690\u79c1\u7126\u8651\u3002\u5b83\u7528\u201c\u5b8c\u5168\u79bb\u7ebf\u3001\u514d\u8d26\u6237\u3001\u4e00\u6b21\u6027\u4ed8\u8d39\u201d\u4f5c\u4e3a\u6700\u5927\u5356\u70b9\uff0c\u5728\u6570\u636e\u9690\u79c1\u6210\u4e3a\u5962\u4f88\u54c1\u7684\u65f6\u4ee3\uff0c\u8fd9\u65e0\u7591\u662f\u4e00\u80a1\u6e05\u6d41\u3002\u4ea7\u54c1\u8bbe\u8ba1\u5bf9\u9690\u79c1\u7684\u504f\u6267\u6267\u884c\u5f97\u5f88\u5f7b\u5e95\u2014\u2014\u672c\u5730OCR\u3001\u6587\u4ef6\u7ea7\u52a0\u5bc6\u3001\u65e0\u7f51\u7edc\u8c03\u7528\uff0c\u751a\u81f3\u4e3b\u52a8\u727a\u7272\u4e86\u4e91\u7aef\u540c\u6b65\u5e26\u6765\u7684\u4fbf\u5229\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u6781\u81f4\u9690\u79c1\u4e5f\u5e26\u6765\u4e86\u786c\u4f24\u3002\u5f53\u7528\u6237\u4e22\u5931\u8bbe\u5907\uff0c\u6240\u6709\u5065\u5eb7\u6570\u636e\u5c06\u5f7b\u5e95\u7070\u98de\u70df\u706d\uff0c\u5373\u4f7f\u7528\u6237\u624b\u52a8\u5907\u4efd\uff0c\u6d41\u7a0b\u4e5f\u76f8\u5f53\u7e41\u7410\u3002\u5f00\u53d1\u8005\u627f\u8ba4\u201c\u5907\u4efd\u662f\u59a5\u534f\u201d\uff0c\u4f46\u8fd9\u4e2a\u95ee\u9898\u5bf9\u533b\u7597\u6570\u636e\u800c\u8a00\u51e0\u4e4e\u662f\u81f4\u547d\u7684\u3002\u7528\u6237\u8981\u7684\u4e0d\u662f\u201c\u7edd\u5bf9\u5b89\u5168\u4f46\u968f\u65f6\u53ef\u80fd\u5f52\u96f6\u201d\u7684\u4fdd\u9669\u7bb1\uff0c\u800c\u662f\u201c\u5728\u5b89\u5168\u7684\u524d\u63d0\u4e0b\uff0c\u6570\u636e\u4e0d\u4f1a\u6d88\u5931\u201d\u7684\u6258\u5e95\u65b9\u6848\u3002\u6b64\u5916\uff0c\u5168\u8bbe\u5907\u5355\u673a\u5b58\u50a8\u5bfc\u81f4\u5bb6\u5ead\u591a\u4eba\u534f\u4f5c\u53ea\u80fd\u9760\u5bfcPDF\u8fd9\u79cd\u201c\u624b\u52a8\u6321\u201d\u65b9\u5f0f\uff0c\u4e0e\u73b0\u4ee3\u533b\u7597\u573a\u666f\u4e2d\u9700\u8981\u591a\u4eba\u5b9e\u65f6\u5171\u4eab\u7684\u987a\u7545\u4f53\u9a8c\u5b58\u5728\u5de8\u5927\u843d\u5dee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u89d2\u5ea6\u770b\uff0c\u4e00\u6b21\u6027\u4ed8\u8d39\u6a21\u5f0f\u867d\u7136\u5bf9\u7528\u6237\u53cb\u597d\uff0c\u4f46\u5f00\u53d1\u8005\u5982\u4f55\u6301\u7eed\u8fed\u4ee3\uff1f\u9690\u79c1\u6ca1\u6709\u7070\u5ea6\uff0c\u4f46\u4ea7\u54c1\u529f\u80fd\u4e0d\u8be5\u53ea\u6709\u9ed1\u767d\u3002Medicyn\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u4e2a\u4eba\u6570\u5b57\u5316\u75c5\u5386\u67dc\u201d\uff0c\u4f46\u5982\u679c\u4e0d\u80fd\u89e3\u51b3\u6570\u636e\u6062\u590d\u548c\u4e00\u5b9a\u7a0b\u5ea6\u7684\u5b89\u5168\u5171\u4eab\uff0c\u5b83\u53ef\u80fd\u4f1a\u88ab\u56f0\u5728\u201c\u5c0f\u800c\u7f8e\u201d\u7684\u5b64\u5c9b\u4e0a\uff0c\u65e0\u6cd5\u6210\u4e3a\u591a\u6570\u5bb6\u5ead\u771f\u6b63\u4fe1\u8d56\u7684\u5065\u5eb7\u4e2d\u67a2\u3002\u5b83\u503c\u5f97\u5c0a\u656c\uff0c\u4f46\u79bb\u201c\u5fc5\u5907\u54c1\u201d\u8fd8\u6709\u4e00\u6bb5\u8def\u8981\u8d70\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Medicyn<\/span>\n <\/div>\n<div class=\"comment-content\">The only health app that keeps your medical history completely private\u2014on your device, offline, with no accounts or tracking. Store your complete health record: conditions, medications, prescriptions, allergies, lab reports, surgeries, and more. Scan documents with AI, track symptoms, set reminders, and manage up to 6 family members. 7-day free trial. Then pay once, use forever\u2014no subscriptions, no ads. Your health. Your data. Your control.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting product! How do you maintain privacy of data when scanning doc with Ai?<\/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\/@daria_goroshko1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daria_goroshko1<\/a> Hi Daria, great question! All document scanning and text recognition (OCR) happens 100% on-device using Apple’s built-in Vision framework \u2014 nothing is ever sent to a server or third-party AI. The scanned images and extracted text are stored locally with full file-level encryption (iOS Complete File Protection). There’s no cloud processing, no analytics, and no network calls at all.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Hi everyone! \ud83d\udc4b I’m Pranav, and I’m thrilled to launch Medicyn today.<br \/>\nThe inspiration came from a simple frustration: my family’s medical history is scattered everywhere. A prescription from my doctor. Lab results in an email. Surgery notes I had to dig up. My parents can’t remember which medications they were on. And every health app I tried either wanted to monetize my data, required yet another account, or locked me behind a subscription.<\/p>\n<p>The problem: We’ve digitized everything except the one thing that matters most\u2014our health. We trust Google with our photos, our bank with our money, but our medical history? That gets siloed across providers, cloud services, and apps that profit from our data.<\/p>\n<p>So I built Medicyn differently.<br \/>\nYour complete medical history, completely private. On your device. Offline. No accounts. No subscriptions. No data collection. Just you and your health.<br \/>\nWe’re not trying to be another health platform that collects data or locks you into monthly payments. We’re building the health app we all needed\u2014something that respects your privacy, works for your whole family, and is yours forever with a one-time purchase.<\/p>\n<p>I’d love to hear what you think, your feedback, and what features matter most to you.<\/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\/@pranavshirole\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pranavshirole<\/a> Awesome project, Pranav! The frustration of scattered medical records is incredibly relatable. I absolutely love the privacy-first approach and the one-time purchase model. We definitely need more apps built this way. Best of luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@pranavshirole\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pranavshirole<\/a> Congrats on the launch, Pranav.<\/p>\n<p>The idea immediately resonated with me because everyone has experienced that scramble of trying to find an old prescription, test result, or medication history when they actually need it. It’s one of those problems that’s surprisingly universal.<\/p>\n<p>What I find particularly interesting is your decision to go all-in on privacy. In a world where most health products are built around collecting more data, building something offline, account-free, and owned by the user feels like a refreshing approach.<\/p>\n<p>Wishing you the best with the launch. I’d love to learn more about the business side of Medicyn and how you’re thinking about growth from here. What’s the best email to reach you on? Happy to connect and exchange ideas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 scattered family medical history problem is very real, especially when you suddenly need old reports or medication details during a doctor visit. Offline + one-time purchase makes sense here. Curious if there\u2019s a quick export option for emergencies?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> Hi Farrukh, thank you for your comments. Yes! The Emergency Card has a “Share as PDF” option that generates a neatly formatted one-page summary (allergies, current medications, implants, emergency contacts, insurance info) and opens the iOS share sheet \u2014 so you can AirDrop, message, email or print. Takes seconds, no internet needed. In fact, each and every record can be exported in this way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 detail that stands out to me is managing up to 6 family members fully on-device. I’m building voice AI that checks in on aging parents every day, and the recurring wall we hit is exactly the one you described: adult kids trying to reconstruct which medications a parent is actually on from scattered prescriptions and fuzzy memory. Question for you, Pranav: when a caregiver scans documents for a parent, can that record be shared read-only with another family member, or is everything strictly siloed to the single device where it was captured?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@igorgurovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igorgurovich<\/a> Hi Igor, thank you for your comments. Good luck with your app, and I cannot wait to see what you build! Each record has a “Share as PDF” option that generates a neatly formatted PDF and opens the iOS share sheet \u2014 so you can AirDrop, message, email or print. Scanned documents can also be similarly shared in their original format.<\/p>\n<p>Two things help here: (1) Medicyn supports multiple family profiles <em>on the same device<\/em> (e.g., a caregiver managing both their own and a parent’s records in one app), and (2) you can export a full encrypted backup and share\/import it on another family member’s device if needed. It’s manual rather than real-time, but it keeps your family’s health data from ever touching a third-party server.<\/p>\n<p>Right now, everything is local-first and lives on a single device \u2014 there’s no cloud sync or live shared access between devices (by design, for privacy). Read-only shared access across devices is something I’m considering for the future, but it’s a tradeoff against the zero-server privacy model I’ve built the app around.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>On-device and no accounts is the right default for health data, not a premium add-on. I work with data for a living and the number of health apps that quietly ship your records to a server still surprises me. One question: if it is fully offline with no account, how does a user recover their history if they lose the device? That backup story is usually where privacy-first apps have to make their hardest trade-off. Strong launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IOURJDAI2Z5LJG\" class=\"app-title\"> CueBuddy<\/a><\/p>\n<div class=\"one-liner\">Record talking videos without manual scrolling<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CueBuddy\u662f\u4e00\u6b3e\u901a\u8fc7\u8bed\u97f3\u8ddf\u968f\u6280\u672f\u81ea\u52a8\u6eda\u52a8\u63d0\u8bcd\u5668\u7684iOS\u5e94\u7528\uff0c\u5e2e\u52a9\u72ec\u81ea\u5f55\u5236\u89c6\u9891\u7684\u521b\u4f5c\u8005\u65e0\u9700\u624b\u52a8\u8c03\u6574\u811a\u672c\u901f\u5ea6\uff0c\u89e3\u51b3\u4f20\u7edf\u63d0\u8bcd\u5668\u4e0e\u5373\u5174\u8bed\u901f\u4e0d\u5339\u914d\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\/3c8989e6-14df-453e-a55f-a6cc6ba0d25f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/826147a3-0901-4510-93a2-15712931beb4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6fe4816-87f7-427f-901b-0f6ded25e8d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf0055c1-2ea6-49f9-a3f6-54ffa2a1f6b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/667d665b-d8a1-4a38-bb71-ee7627ba7a9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21b2bcc2-32ee-47c8-afb9-ecbc93e2ad44.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\/c1ce0ec3-5192-4c42-98e5-547aab4cb7dc.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\/c48ab75f-dcf5-4154-861f-38713b6aa8af.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\">iOS<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u63d0\u8bcd\u5668<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8ddf\u968f<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u8bfe\u7a0b\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">Vlog<\/span><br \/>\n <span class=\"tag\">\u76f4\u64ad\u811a\u672c<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u89e3\u51b3\u56fa\u5b9a\u901f\u5ea6\u63d0\u8bcd\u75db\u70b9\uff0c\u8ba4\u4e3a\u5bf9\u77ed\u811a\u672c\u4e5f\u5b9e\u7528\u3002\u6838\u5fc3\u7591\u95ee\u70b9\uff1a\u5f53\u7528\u6237\u975e\u9010\u5b57\u6717\u8bfb\u3001\u91c7\u7528\u66f4\u968f\u6027\u5bf9\u8bdd\u5f0f\u8868\u8fbe\u65f6\uff0c\u6216\u9762\u5bf9\u53e3\u97f3\u3001\u8f7b\u58f0\u8bf4\u8bdd\u65f6\uff0c\u8bc6\u522b\u6548\u679c\u5982\u4f55\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 CueBuddy\u5207\u4e2d\u4e86\u4e00\u4e2a\u5c0f\u800c\u7cbe\u51c6\u7684\u75db\u70b9\u2014\u2014\u5355\u4eba\u5f55\u5236\u65f6\u7684\u201c\u5ff5\u7a3f\u8282\u594f\u65ad\u5c42\u201d\u3002\u5b83\u7684\u4ef7\u503c\u5e76\u975e\u53d1\u660e\u4e86\u65b0\u7684\u201c\u63d0\u8bcd\u201d\u529f\u80fd\uff0c\u800c\u662f\u7528\u201c\u8bed\u97f3\u8ddf\u968f\u201d\u5c06\u201c\u8bfb\u7a3f\u201d\u52a8\u4f5c\u4ece\u201c\u624b\u52a8\u63a7\u5236\u201d\u5347\u7ea7\u4e3a\u201c\u4eba\u673a\u540c\u6b65\u201d\u3002\u8fd9\u79cd\u4ea4\u4e92\u770b\u4f3c\u5fae\u5c0f\uff0c\u5374\u76f4\u63a5\u964d\u4f4e\u4e86\u521b\u4f5c\u7684\u5fc3\u7406\u95e8\u69db\uff1a\u521b\u4f5c\u8005\u53ef\u4ee5\u66f4\u4e13\u6ce8\u4e8e\u81ea\u7136\u8868\u8fbe\uff0c\u800c\u975e\u9891\u7e41\u5206\u5fc3\u8c03\u6574\u901f\u5ea6\u6216\u5f3a\u884c\u8bb0\u5fc6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5b83\u7684\u6838\u5fc3\u4f9d\u8d56\u4e8e\u8bed\u97f3\u8bc6\u522b\u7684\u51c6\u786e\u6027\u4e0e\u5b9e\u65f6\u7ea0\u9519\u80fd\u529b\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5bf9\u8bdd\u5f0f\u53d1\u8a00\u201d\u548c\u201c\u53e3\u97f3\u5904\u7406\u201d\u7684\u62c5\u5fe7\uff0c\u6b63\u662f\u6280\u672f\u843d\u5730\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5982\u679c\u8bc6\u522b\u53ea\u80fd\u5904\u7406\u6807\u51c6\u3001\u5300\u901f\u7684\u6717\u8bfb\uff0c\u90a3\u5b83\u672c\u8d28\u4e0a\u4ecd\u662f\u53e6\u4e00\u79cd\u5f62\u5f0f\u7684\u201c\u56fa\u5b9a\u901f\u5ea6\u201d\uff1b\u53ea\u6709\u5f53\u5b83\u5b66\u4f1a\u5224\u65ad\u201c\u601d\u8003\u5f0f\u505c\u987f\u201d\u3001\u201c\u8bed\u6c14\u5f3a\u8c03\u201d\u548c\u201c\u53e3\u8bef\u91cd\u590d\u201d\uff0c\u624d\u80fd\u771f\u6b63\u5339\u914d\u771f\u5b9e\u7684\u4eba\u7c7b\u8bed\u8a00\u4e60\u60ef\u3002\u76ee\u524d\u8be5\u4ea7\u54c1\u5c1a\u5728\u201cdemo\u201d\u4e0e\u201c\u521d\u6b65app\u201d\u9636\u6bb5\uff0c\u9488\u5bf9\u975e\u6bcd\u8bed\u53d1\u97f3\u3001\u5608\u6742\u73af\u5883\u3001\u77ed\u4fc3\u8bed\u8bcd\u7684\u5197\u4f59\u54cd\u5e94\u673a\u5236\u5c1a\u672a\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u89d2\u5ea6\u770b\uff0c\u5b83\u89e3\u51b3\u4e86\u6240\u6709\u5355\u4eba\u89c6\u9891\u521b\u4f5c\u8005\u7684\u201c\u5c34\u5c2c\u4e09\u79d2\u201d\u2014\u2014\u5373\u4f4e\u5934\u770b\u7a3f\u518d\u62ac\u5934\u8bf4\u8bdd\u65f6\u773c\u795e\u7684\u5931\u7126\u4e0e\u505c\u987f\u3002\u4f46\u80fd\u5426\u4ece\u201c\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u521b\u4f5c\u4f34\u4fa3\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u8bed\u97f3\u5f15\u64ce\u7684\u9c81\u68d2\u6027\u548c\u5bf9\u201c\u81ea\u7136\u8bed\u8a00\u6d41\u201d\u7684\u6a21\u7cca\u5339\u914d\u80fd\u529b\u3002\u4f5c\u4e3a\u96f6\u57fa\u7840\u542f\u52a8\u65b9\u6848\uff0c\u5b83\u53ca\u683c\uff1b\u4f5c\u4e3a\u6df1\u5ea6\u521b\u4f5c\u7684\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u4ecd\u9700\u5728\u8bc6\u522b\u7c92\u5ea6\u4e0e\u573a\u666f\u6cdb\u5316\u4e0a\u8fed\u4ee3\u3002\u5bf9\u4e8e\u72ec\u7acb\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u7edd\u4f73\u7684\u201c\u573a\u666f\u9a71\u52a8\u578b\u201d\u4ea7\u54c1\u601d\u8def\uff0c\u4f46\u62a4\u57ce\u6cb3\u4e0d\u6df1\uff0c\u5927\u5382\u6216\u5df2\u6709\u63d0\u8bcd\u786c\u4ef6\u7684\u56e2\u961f\u968f\u65f6\u53ef\u4ee5\u52a0\u4e00\u4e2a\u8bed\u97f3\u8ddf\u968f\u6a21\u5757\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\"> CueBuddy<\/span>\n <\/div>\n<div class=\"comment-content\">CueBuddy is a voice-following teleprompter for iPhone and iPad. It scrolls your script as you speak, so creators can record talking videos, courses, speeches, and vlogs without manually controlling the scrolling speed. When you pause, the script pauses. When you continue, it keeps moving. You can try the core experience in the web demo or use the iOS app for a more complete recording workflow.<\/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 an indie maker, and CueBuddy started from a very simple problem: I wanted to record talking videos without constantly looking down at my script or manually adjusting the teleprompter speed.<\/p>\n<p>Traditional teleprompters work, but they usually assume you speak at a fixed pace. In real recording, that rarely happens. You pause, think, repeat, slow down, speed up \u2014 and the script often gets out of sync.<\/p>\n<p>CueBuddy uses voice-following scrolling to keep the script moving with your speech. When you stop speaking, it pauses. When you continue, it keeps going.<\/p>\n<p>It is built for iPhone and iPad creators who record talking videos, courses, speeches, vlogs, tutorials, or livestream scripts.<\/p>\n<p>There is also a web demo for quickly trying the core workflow, while the iOS app provides the full recording experience.<\/p>\n<p>I\u2019d really appreciate any feedback, especially from creators who record videos by themselves. Thanks 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>This super useful for even a short script. So you can keep to your natural speed and the text will just follow you along. Nice!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 solves a real pain point. Curious how it performs\/works when you’re speaking more conversationally and not reading every line exactly as written. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The fixed-speed teleprompter problem is very real, especially when you pause or rephrase mid-recording. Voice-following scroll sounds much more natural. Curious how well it handles accents or quieter speech?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FXQZONNO5ERVJ2\" class=\"app-title\">NODUS PH Radar for Product Hunt<\/a><\/p>\n<div class=\"one-liner\">Product Hunt analytics beyond the daily leaderboard<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NODUS PH Radar\u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u5e2e\u52a9\u4ea7\u54c1\u53d1\u5e03\u8005\u5728Product Hunt\u4e0a\u8d85\u8d8a\u6bcf\u65e5\u6392\u884c\u699c\uff0c\u5206\u6790\u53d1\u5e03\u901f\u5ea6\u3001\u7ade\u4e89\u52a8\u6001\u3001\u5386\u53f2\u6a21\u5f0f\u53ca\u5373\u5c06\u53d1\u5e03\u7684\u6392\u671f\uff0c\u4ece\u800c\u5728\u53d1\u5e03\u524d\u505a\u51fa\u66f4\u660e\u667a\u7684\u51b3\u7b56\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\/145d1025-b167-4445-ad62-f67a737f78ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/530dcc80-44ed-47f8-95a6-dd91bdabf105.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5001a58-99f4-4851-a0eb-b0ba53b7fba2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e822cd6-36fa-4d50-b594-0084a8c011b8.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\">Browser Extensions<\/span><br \/>\n <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Product Hunt\u5206\u6790\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u53d1\u5e03\u901f\u5ea6\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u52a8\u6001\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5386\u53f2\u6570\u636e\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u7cbe\u9009\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u53d1\u5e03\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6392\u540d\u9884\u6d4b<\/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\u4ef7\u503c\uff0c\u4f46\u63d0\u51fa\u529f\u80fd\u6269\u5c55\u9700\u6c42\uff1a\u5e0c\u671b\u52a0\u5165\u8bc4\u8bba\u6d3b\u8dc3\u5ea6\u4fe1\u53f7\u3001\u5386\u53f2\u540c\u7c7b\u4ea7\u54c1\u57fa\u51c6\u5bf9\u6bd4\uff08\u6309\u7c7b\u522b\/\u5173\u6ce8\u8005\u89c4\u6a21\uff09\u3001\u53d1\u5e03\u524d\u7c7b\u522b\u70ed\u5ea6\u76d1\u6d4b\u3002\u521b\u4f5c\u8005\u8868\u793a\u8fd9\u4e9b\u5df2\u5728\u8def\u7ebf\u56fe\u4e2d\uff0c\u5e76\u5f3a\u8c03\u96f6\u6469\u64e6\u5b89\u88c5\u4f53\u9a8c\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 PH Radar\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u5c0f\u4f17\u7684\u75db\u70b9\uff1a\u591a\u6570Product Hunt\u5206\u6790\u5de5\u5177\u53ea\u770b\u6392\u884c\u699c\u201c\u7ed3\u679c\u201d\uff0c\u800c\u5ffd\u89c6\u4e86\u201c\u8fc7\u7a0b\u201d\u4e2d\u7684\u7ade\u4e89\u52a8\u529b\u5b66\u3002\u5b83\u63d0\u4f9b\u7684\u53d1\u5e03\u901f\u5ea6\u3001\u5386\u53f2\u6a21\u5f0f\u3001\u672a\u6765\u6392\u671f\u9884\u89c8\uff0c\u672c\u8d28\u4e0a\u662f\u628a\u201c\u9ed1\u76d2\u201d\u4e2d\u7684\u535a\u5f08\u4fe1\u606f\u53ef\u89c6\u5316\uff0c\u8ba9\u72ec\u7acb\u5f00\u53d1\u8005\u4ece\u201c\u8d4c\u8fd0\u6c14\u201d\u8f6c\u5411\u201c\u505a\u9009\u62e9\u201d\u3002\u8fd9\u786e\u5b9e\u662f\u5f53\u524d\u5e02\u573a\u7a7a\u767d\u3002\u4f46\u95ee\u9898\u5728\u4e8e\uff1a\u529f\u80fd\u4ecd\u505c\u7559\u5728\u201c\u4fe1\u606f\u9648\u5217\u201d\u9636\u6bb5\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u9884\u8b66\u6216\u81ea\u52a8\u5316\u5efa\u8bae\uff08\u5982\u201c\u672c\u5468\u4e09\u53d1\u5e03\u5c06\u9762\u4e34AI\u7c7b\u4ea7\u54c1\u9ad8\u5cf0\uff0c\u5efa\u8bae\u63a8\u8fdf\u201d\uff09\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u5176\u6570\u636e\u6765\u6e90\u5b8c\u5168\u4f9d\u8d56Product Hunt\u516c\u5f00\u9875\u9762\u6293\u53d6\uff0c\u4e00\u65e6PH\u8c03\u6574\u524d\u7aef\u63a5\u53e3\u6216\u53cd\u722c\u7b56\u7565\uff0c\u4ea7\u54c1\u7a33\u5b9a\u6027\u5b58\u7591\u3002\u5546\u4e1a\u4e0a\uff0c\u5de5\u5177\u7684\u4ef7\u503c\u53d6\u51b3\u4e8e\u7528\u6237\u6570\uff0c\u800c\u5f53\u524d\u7528\u6237\u4e3b\u8981\u662f\u4e0e\u53d1\u6398\u201c\u9690\u85cf\u597d\u4ea7\u54c1\u201d\u76f8\u5173\u7684\u72ec\u7acb\u5236\u9020\u5546\uff0c\u5708\u5c42\u72ed\u7a84\u2014\u2014\u5982\u679c\u65e0\u6cd5\u5207\u5165\u66f4\u5927\u89c4\u6a21\u7684\u8425\u9500\u56e2\u961f\u6216\u4ed8\u8d39\u5206\u6790\u5e08\u7fa4\u4f53\uff0c\u5929\u82b1\u677f\u660e\u663e\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u5bf9\uff0c\u4f46\u6df1\u5ea6\u4e0e\u62a4\u57ce\u6cb3\u5c1a\u6d45\uff0c\u9700\u8f6c\u5411\u201c\u9884\u6d4b+\u5efa\u8bae\u201d\u800c\u975e\u201c\u5c55\u793a+\u5206\u6790\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">NODUS PH Radar for Product Hunt<\/span>\n <\/div>\n<div class=\"comment-content\">NODUS PH Radar helps makers analyze Product Hunt launches beyond the daily rankings. Explore launch velocity, race dynamics, watch rules, community spotlight opportunities, historical patterns, and upcoming scheduled launches. Gain context before launch day and understand what drives visibility and engagement.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I’m an independent maker building a small ecosystem of browser tools under the NODUS brand.<\/p>\n<p>While preparing my own launches, I noticed that most Product Hunt analytics focus on the current leaderboard, but provide very little context about launch velocity, race dynamics, historical patterns, or upcoming launches.<\/p>\n<p>NODUS PH Radar was created to fill that gap.<\/p>\n<p>The extension helps makers:<\/p>\n<p>\u2022 Track launch velocity and momentum<br \/>\n\u2022 Explore upcoming launches before launch day<br \/>\n\u2022 Monitor watch rules and community spotlight opportunities<br \/>\n\u2022 Analyze historical launch patterns beyond daily rankings<\/p>\n<p>Everything is built as a lightweight browser extension, with a strong focus on simplicity and practical insights.<\/p>\n<p>I’d love to hear:<\/p>\n<p>What information do you wish Product Hunt made easier to discover?<\/p>\n<p>Thanks for checking it out! \ud83d\ude80<\/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>Congrats on the launch! How are you thinking about onboarding for the first users?<\/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\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Thanks, Mart\u00ed! \ud83d\ude4c<\/p>\n<p>For now I’m focusing on a zero-friction onboarding experience.<\/p>\n<p>Users install the extension and can immediately access launch velocity, upcoming launches, historical patterns and race dynamics without registration or setup.<\/p>\n<p>At this stage I’d rather learn from real usage before introducing more onboarding steps or account-based features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice one! I regularly see a few products related to PH, but I think that this category has the biggest chance of being featured here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thanks, Nika! \ud83d\ude4c<\/p>\n<p>I had the same feeling while researching the space. Most tools focus on launch day itself, while I wanted to provide more context around upcoming launches, launch dynamics and historical trends.<\/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>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can you compare your current trajectory to similar past launches by category or follower size?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thanks! Great suggestion.<\/p>\n<p>Historical benchmarking is something I’d love to add. Looking only at raw votes doesn’t tell the whole story.<\/p>\n<p>Comparing a launch against similar products by category, follower count, launch day competition and historical performance would give makers much more actionable insights.<\/p>\n<p>Definitely on the roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This seems like a great way to find some hidden gems, most of the top ranking tools people actually see are just \u201cAI doing ___\u201d which shows some great tools but not ALL of the great tools.<\/div>\n<div class=\"comment-actions\">\n<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\/@montverde\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@montverde<\/a> Thanks, Luke! \ud83d\ude4c<\/p>\n<p>That’s exactly one of the motivations behind PH Radar.<\/p>\n<p>The daily leaderboard is useful, but it naturally highlights the products with the most visibility and momentum. Many interesting launches never reach the top positions, yet they can still have strong engagement, unique ideas, or loyal communities.<\/p>\n<p>That’s why I wanted to include things like launch velocity, race dynamics, upcoming launches, historical patterns, and Community Spotlight \u2014 to help makers discover more of what’s happening beyond the front page rankings.<\/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>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\">@m_m_carvalho I agree I think that\u2019s awesome. Thank you and congrats on the launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Launched my own product today so this lands at the right moment. The daily leaderboard really does hide most of the story, especially for niche products that are never going to outvote the AI tools but still find their actual users here. Does Radar surface comment velocity as a signal alongside upvotes? From what I can see early discussion activity says more about where a launch ends up than the first hour of votes does. Congrats on shipping.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@oshylabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oshylabs<\/a> Thanks, Arnold! \ud83d\ude4c<\/p>\n<p>That’s actually one of the directions I’m exploring. Right now PH Radar focuses on launch velocity, race dynamics, upcoming launches, historical patterns and watch rules, but comment activity is definitely an interesting signal.<\/p>\n<p>I also agree that for many niche products, early discussion often tells a richer story than raw upvotes alone.<\/p>\n<p>Good luck with your launch as well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Picking a launch day is one of those things makers usually guess at, so the upcoming launches and momentum view feels useful. I\u2019d also love to see an easier way to spot which categories are getting attention before launch day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> Thanks, Farrukh!<\/p>\n<p>I had the same frustration when preparing launches. Choosing a launch date often feels like guesswork.<\/p>\n<p>That’s one of the reasons I added upcoming launches and momentum tracking.<\/p>\n<p>Category-level attention before launch day is a great suggestion and definitely something I’ll explore in future versions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>launch velocity and race dynamics are the two things nobody talks about but completely determine how your day goes on PH. most makers just hit publish and hope for the best without understanding what they’re actually competing against that day. being able to see upcoming launches and historical patterns before you pick your launch date is genuinely useful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> Exactly.<\/p>\n<p>Launch velocity and race dynamics are the two things that usually decide whether a product finishes in the Top 5, Top 10, or disappears from the front page.<\/p>\n<p>Most makers focus on launch day itself, but understanding the competition before launching is often just as important.<\/p>\n<p>That’s one of the main reasons I built PH Radar.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/UM66U5554QVAQF\" class=\"app-title\">LocIn AI<\/a><\/p>\n<div class=\"one-liner\">Localize your app with tone-aware AI, automated workflows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LocIn AI\u662f\u4e00\u4e2a\u9762\u5411\u5f00\u53d1\u8005\u7684\u8bed\u6c14\u611f\u77e5\u672c\u5730\u5316\u5e73\u53f0\uff0c\u901a\u8fc7CLI\u3001API\u548c\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u591a\u8bed\u8a00\u7ffb\u8bd1\u4e2d\u54c1\u724c\u8bed\u6c14\u548c\u98ce\u683c\u96be\u4ee5\u4fdd\u6301\u4e00\u81f4\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d97baf85-3701-45c9-a01d-67f6c9977eb5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3001161-0203-431b-9948-a4d68410f73e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68ac352d-2ce5-4125-b366-673f039f97e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c19fd770-3290-402b-9350-db5cd268b8e3.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\/3dcd8ba8-551e-4b41-a74b-6e9ef7d44722.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=b_exiQXsoZw\"><source src=\"https:\/\/www.youtube.com\/watch?v=b_exiQXsoZw\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u672c\u5730\u5316<\/span><br \/>\n <span class=\"tag\">\u8bed\u6c14\u611f\u77e5\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">CLI\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">API\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u51fa\u6d77<\/span><br \/>\n <span class=\"tag\">\u5168\u7403\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u7ffb\u8bd1<\/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\u540c\u201c\u4fdd\u6301\u54c1\u724c\u8bed\u6c14\u201d\u662f\u6bd4\u7ffb\u8bd1\u672c\u8eab\u66f4\u96be\u7684\u75db\u70b9\u3002\u4e3b\u8981\u7591\u95ee\u805a\u7126\u4e8e\uff1a1\uff09\u5982\u4f55\u5904\u7406React\u7b49\u590d\u6742\u7ec4\u4ef6\u4e2d\u7684\u786c\u7f16\u7801\u5b57\u7b26\u4e32\uff1f2\uff09\u662f\u5426\u539f\u751f\u652f\u6301iOS String 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AI\u6293\u5230\u4e86\u4e00\u4e2a\u88ab\u5de8\u5934\u5ffd\u89c6\u7684\u201c\u96ea\u7403\u201d\u673a\u4f1a\u2014\u2014\u7ffb\u8bd1\u5de5\u5177\u591a\u5982\u725b\u6bdb\uff0c\u4f46\u201c\u54c1\u724c\u8bed\u6c14\u7684\u672c\u5730\u5316\u201d\u51e0\u4e4e\u662f\u4e2a\u7a7a\u767d\u3002\u521b\u59cb\u56e2\u961f\u867d\u5e74\u8f7b\uff0c\u4f46\u5b9a\u4f4d\u8db3\u591f\u8001\u8fa3\uff1a\u4ed6\u4eec\u6ca1\u53bb\u548cDeepL\u3001Google Translate\u6bd4\u201c\u7ffb\u8bd1\u8c01\u66f4\u51c6\u201d\uff0c\u800c\u662f\u76f4\u63a5\u5207\u5165\u201cAI\u7ffb\u8bd1\u5728\u54c1\u724c\u5c42\u9762\u4e0a\u5931\u6548\u201d\u8fd9\u4e00\u5f00\u53d1\u8005\u75db\u70b9\uff0c\u5e76\u5c06\u4e4b\u4ea7\u54c1\u5316\u4e3a\u4e00\u4e2a\u53ef\u96c6\u6210\u7684\u5f00\u53d1\u6d41\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n 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\u6b64\u5916\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u5b66\u751f\u56e2\u961f\u6253\u9020\u7684\u4ea7\u54c1\uff0c\u77ed\u671f\u5185\u53ef\u80fd\u8d44\u6e90\u6709\u9650\u3002\u5bf9\u4e8e\u4f01\u4e1a\u5ba2\u6237\u6700\u5173\u5fc3\u7684\u9690\u79c1\u5408\u89c4\uff08\u4ee3\u7801\u6587\u672c\u662f\u5426\u4f1a\u4e0a\u4e91\uff1f\uff09\u3001\u9ad8\u5e76\u53d1\u652f\u6301\u7b49\u5e95\u5c42\u80fd\u529b\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u548c\u8bc4\u8bba\u4e2d\u5e76\u672a\u6df1\u5165\u6d89\u53ca\u3002\u8fd9\u6216\u8bb8\u662f\u5176\u4ece\u201c\u5c0f\u5de5\u5177\u201d\u8fc8\u5411\u201c\u4f01\u4e1a\u7ea7\u5e73\u53f0\u201d\u7684\u5173\u952e\u969c\u788d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cLocIn AI\u8e29\u51c6\u4e86\u51fa\u6d77\u5e94\u7528\u7684\u521a\u9700\uff0c\u4ea7\u54c1\u8def\u5f84\u6e05\u6670\u3002\u4f46\u82e5\u60f3\u5728\u6fc0\u70c8\u7684\u5de5\u5177\u5e02\u573a\u7ad9\u7a33\u811a\u8ddf\uff0c\u9664\u4e86\u201c\u8bed\u6c14\u201d\u8fd9\u4e2a\u6f02\u4eae\u7684\u6545\u4e8b\uff0c\u8fd8\u9700\u8981\u66f4\u786c\u6838\u7684\u672c\u5730\u5316\u652f\u6301\uff08\u5982RTL\u8bed\u8a00\u3001icu\u6d88\u606f\u683c\u5f0f\uff09\u548c\u66f4\u5b8c\u5584\u7684\u9519\u8bef\u53cd\u9988\u95ed\u73af\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u806a\u660e\u7684\u201c\u586b\u7a7a\u9898\u201d\uff0c\u80fd\u5426\u53d8\u6210\u201c\u9884\u6d4b\u9898\u201d\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u5bf9\u590d\u6742\u8bed\u8a00\u573a\u666f\u7684\u5de5\u7a0b\u5316\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\">LocIn AI<\/span>\n <\/div>\n<div class=\"comment-content\">Translate your app with tone-aware AI, automated localization workflows, CLI integration, and instant API access. Launch globally while keeping your brand voice consistent across every language.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Hamit, a technical high-school student from T\u00fcrkiye.<\/p>\n<p>The idea for LocIn AI came from a frustration we kept running into while building our own products. Translating an app isn’t actually the hard part anymore. AI can do that in seconds.<\/p>\n<p>The real problem is keeping the same voice, tone, and personality across every language.<\/p>\n<p>We’d spend hours fixing translations that were technically correct but felt completely different from the original product. Marketing copy sounded robotic. Product messages lost context. And every update meant repeating the same process again.<\/p>\n<p>At first, we thought this was just our problem.<\/p>\n<p>Then we started talking to founders. We spoke with YC-backed startup teams, developers, and even people working in localization itself. Surprisingly, many of them told us the same thing: translation quality keeps improving, but preserving brand voice across languages is still a messy, largely unsolved problem.<\/p>\n<p>That was the moment we realized we weren’t building a nice-to-have feature. We had stumbled onto a gap that a lot of teams felt, but very few tools were focused on solving.<\/p>\n<p>So we built LocIn AI.<\/p>\n<p>LocIn AI helps teams localize apps without sacrificing their brand voice. Instead of treating translation as a one-time task, we wanted localization to become part of the development workflow itself.<\/p>\n<p>A few things we’re particularly proud of:<\/p>\n<p>\u2022 \ud83c\udfaf Tone-aware localization<br \/>\nYour translations shouldn’t sound like they came from a different company. LocIn AI preserves style, personality, and context across languages.<\/p>\n<p>\u2022 \u26a1 Developer-first automation<br \/>\nCLI tools and API access make localization part of your deployment workflow instead of another spreadsheet to manage.<\/p>\n<p>\u2022 \ud83c\udf0d Fast global shipping<br \/>\nTranslate and update content across languages quickly, without turning every release into a localization project.<\/p>\n<p>We’ve spent the last months talking with founders, developers, and early users, refining the product based on real feedback.<\/p>\n<p>\ud83c\udf81 Product Hunt Exclusive: Get 50% off all plans for your first 3 months with code PRODUCTHUNT50, plus a one-time 50% discount on any credit pack purchase with code PHCREDITS50 during our launch period.<\/p>\n<p>How are you currently handling localization? Have you ever run into the problem of translations being technically correct but feeling completely off-brand?<\/p>\n<p>We’ll be here all day answering every comment. Thanks for checking out LocIn AI \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How do you detect and handle hardcoded strings inside complex React components?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>As a solo dev whose first language isn’t English, I feel this in reverse \u2014 my app ships in English and I second-guess the tone of every button label. Tone profiles + a CLI workflow sounds way better than my “paste strings into ChatGPT” routine. Does it support iOS String Catalogs (.xcstrings) natively?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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’ve translated products into multiple languages before and keeping the same tone everywhere was always harder than the translation itself<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 think you’ve identified a very real problem. Translating text is easy today, but making it sound like the same brand in every language is much harder.<\/p>\n<p>What stood out to me is your focus on preserving tone and personality, because that’s often what gets lost when products expand to new markets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabriella_anjani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriella_anjani<\/a> Thank you \ud83d\ude4c<\/p>\n<p>That’s exactly what we kept running into. The words were technically correct, but the product just didn’t feel like itself anymore.<\/p>\n<p>Glad that resonated with you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tone-aware localization addresses the part that generic translation APIs get wrong. Most tools produce technically correct strings that sound robotic in the target language because they ignore register and brand voice. How does the tone model handle language pairs where formality rules are structurally different, like Japanese honorific levels or the tu\/vous distinction in French?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 developer workflow is the strongest part for me. Localization usually becomes a messy spreadsheet process after the first few languages, so having CLI\/API support from the start makes this feel much easier to maintain.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> absolutely right. at some point every localization workflow seems to turn into “wait, where is the latest version of this file?” \ud83d\ude05 we’re basically trying to make sure people never end up there in the first 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Who reviews the output? Shipping AI translations straight to production without a human-in-the-loop step sounds risky for anything customer-facing. Is there a review workflow or glossary\/term base supportt?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ahmeterdempmk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmeterdempmk<\/a> We definitely agree that blindly shipping AI-generated translations to production can be risky. That’s why we have multiple review and validation layers that check translations, flag potential issues, and in some cases recommend manual review when confidence is low. We also support things like glossaries and terminology rules so teams can enforce consistency across languages. Our goal isn’t to remove humans from the loop entirely, it’s to dramatically reduce the amount of manual work while still keeping quality high.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Tone-aware” is the part most localization tools quietly skip. I’m Italian shipping apps in English, so I feel it both ways… the words come out right but the register is off, too formal or oddly casual for the screen it sits on. And a two-word button has no sentence around it to infer tone from, which is where machine translation usually guesses wrong. What’s it keying off for tone when the context is that thin?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@luca_capone\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_capone<\/a> That’s exactly the kind of problem that got us interested in this space in the first place.<\/p>\n<p>When the context is thin, we lean heavily on the tone profile, glossary, and the rest of the project content to build a better understanding of how the product communicates. A two-word button on its own is tough for any system, but it becomes a lot easier when it’s translated as part of a larger product instead of as an isolated string.<\/p>\n<p>We’re definitely not claiming to solve context perfectly every time, but we’ve found that giving the model a stronger understanding of the product itself gets much better results than treating every string independently.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>CI validation sounds useful, but I\u2019m curious how far it goes. If a translation changes a placeholder like {{count}} or {{planName}}, does LocIn fail the check, or is validate mostly checking missing keys and basic file structure?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@novamaker01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@novamaker01<\/a> It goes quite a bit further than basic validation. It’ll catch things like missing keys, broken file structure and yes placeholder mismatches which will fail the check like you suggested. It also checks for untranslated content, makes sure HTML tags like <strong> or <br> are preserved, and warns about suspicious cases like where a translation is dramatically longer or shorter than the source. We also support things like the –min-coverage flag if you want to enforce a minimum translation coverage in CI. If you’re curious, the docs are linked on our landing page. And if you end up trying it out, feel free to reach out with feedback or feature requests. We’d genuinely love to hear what would make it fit better into your workflow<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! \ud83c\udf89 Localization is one of those problems that seems solved until you actually try to maintain a consistent brand voice across multiple languages.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marianna_tymchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marianna_tymchuk<\/a> Thank you! That’s exactly what we kept running into. Getting a translation is easy now, but getting it to sound like the same product is a completely different challenge. Really appreciate the support \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/S3T3237WSR3LYF\" class=\"app-title\">Clutch Alarm<\/a><\/p>\n<div class=\"one-liner\">Sleep through the night. Wake up for the goals.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u9488\u5bf9\u6b27\u6d32\u7403\u8ff7\u5728\u5317\u7f8e\u4e16\u754c\u676f\u671f\u95f4\u51cc\u66683\u70b9\u89c2\u8d5b\u7684\u75db\u70b9\uff0c\u53ea\u5728\u9ad8\u6f6e\u65f6\u523b\uff08\u8fdb\u7403\u3001\u7edd\u6740\u3001\u7403\u961f\u5371\u673a\uff09\u7528\u5168\u5c4f\u5f3a\u63d0\u9192\u5524\u9192\u7528\u6237\uff0c\u8ba9\u4f60\u4e0d\u9519\u8fc7\u5173\u952e\u77ac\u95f4\u800c\u4e0d\u727a\u7272\u6574\u665a\u7761\u7720\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\/8f24e089-ae79-468c-be24-834e4a30f60f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/m68WQgwli1U\"><source src=\"https:\/\/youtu.be\/m68WQgwli1U\" 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\/1e80a7c8-54d7-4372-8426-a55c76123764.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d763adc-5e1c-4ed2-84bd-3d904a5f5260.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/abed3c62-db06-4d50-9264-4a9b46fb7e43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e99a40c-0531-4f05-bb86-be6b75ab9c89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f427baa0-7fe9-4477-ad8e-910033337f4e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/340caa5c-27b4-4408-a73c-49dc036fb766.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Football<\/span><br \/>\n <span class=\"tag\">Soccer<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u95f9\u949f<\/span><br \/>\n <span class=\"tag\">\u4f53\u80b2\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u8db3\u7403\u76f4\u64ad<\/span><br \/>\n <span class=\"tag\">\u4e16\u754c\u676f<\/span><br \/>\n <span class=\"tag\">\u5b9a\u5236\u901a\u77e5<\/span><br \/>\n <span class=\"tag\">\u7761\u7720\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7403\u8ff7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5173\u952e\u65f6\u523b<\/span><br \/>\n <span class=\"tag\">\u65f6\u5dee\u89c2\u8d5b<\/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>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u89e3\u51b3\u4e86\u65f6\u5dee\u89c2\u8d5b\u7684\u201c\u8d4c\u7761\u7720\u201d\u75db\u70b9\uff0c\u4f46\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728\uff1a1\uff09\u89e6\u53d1\u89c4\u5219\u7684\u4fe1\u4efb\u5ea6\uff08\u6015\u88ab\u8bef\u5524\u9192\uff09\uff1b2\uff09\u201c\u91cd\u8981\u65f6\u523b\u201d\u7684\u5b9a\u5236\u5316\u6df1\u5ea6\uff08\u5982\u5f20\u529b\u800c\u975e\u4ec5\u6bd4\u5206\uff09\uff1b3\uff09\u6280\u672f\u4e0a\u6700\u96be\u7684\u662f\u201c\u620f\u5267\u96f7\u8fbe\u201d\u6a21\u578b\u2014\u2014\u59821-0\u9886\u5148\u65b9\u5360\u4f18\u4e0e\u843d\u540e\u65b9\u5360\u4f18\u7684\u533a\u5206\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u652f\u6301\u6309\u7403\u961f\u3001\u8054\u8d5b\u3001\u7403\u5458\u7b49\u7aef\u5230\u7aef\u81ea\u5b9a\u4e49\uff0c\u5e76\u5185\u7f6e\u4e86\u57fa\u4e8e\u7edf\u8ba1\u7684\u201c\u620f\u5267\u8bc4\u5206\u201d\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 Clutch Alarm\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u63d0\u9192\u201d\uff0c\u800c\u5728\u4e8e\u201c\u8fc7\u6ee4\u201d\u2014\u2014\u5c06\u76f4\u64ad\u6d41\u4e2d\u51e0\u5341\u4e2a\u5c0f\u65f6\u7684\u5197\u4f59\uff080-0\u7684\u95f7\u6218\u3001\u65e0\u610f\u4e49\u7684\u5012\u811a\uff09\u538b\u7f29\u4e3a\u51e0\u4e2a\u9ad8\u5242\u91cf\u523a\u6fc0\u70b9\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u4f53\u80b2\u8d5b\u4e8b\u76f4\u64ad\u7684\u4e00\u6b21\u201c\u5185\u5bb9\u9897\u7c92\u5ea6\u91cd\u6784\u201d\uff0c\u6bd4\u4f20\u7edf\u7684\u6bd4\u5206\u63a8\u9001\u66f4\u6df1\u4e00\u5c42\uff1a\u5b83\u8bd5\u56fe\u7406\u89e3\u6bd4\u8d5b\u7684\u60c5\u7eea\u66f2\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u9762\u4e34\u7684\u4fe1\u4efb\u58c1\u5792\u6781\u9ad8\u300295%\u7684\u7528\u6237\u8bc4\u8bba\u90fd\u5728\u8d28\u7591\u201c\u5b83\u4f1a\u4e0d\u4f1a\u4e71\u53eb\u201d\uff0c\u8bf4\u660e\u8fd9\u4e2a\u201c\u667a\u80fd\u201d\u9608\u503c\u7684\u8bbe\u5b9a\u4e00\u65e6\u5931\u51c6\uff0c\u6d41\u5931\u7387\u4f1a\u6781\u5feb\u3002\u5f00\u53d1\u8005\u81ea\u8ff0\u201c\u620f\u5267\u96f7\u8fbe\u201d\u5728\u8db3\u7403\u8bed\u5883\u4e0b\u7684\u5efa\u6a21\u96be\u5ea6\uff08\u6bd4\u5982\u540c\u68371-0\uff0c\u4e3b\u5bfc\u529b\u7684\u4e0d\u540c\u51b3\u5b9a\u7cbe\u5f69\u7a0b\u5ea6\uff09\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5f53\u524d\u6838\u5fc3\u80fd\u529b\u7684\u8106\u5f31\u6027\u2014\u2014\u8fd9\u9700\u8981\u6d77\u91cf\u6bd4\u8d5b\u6807\u7b7e\u6570\u636e\u8bad\u7ec3\uff0c\u800c\u4e00\u6b3e\u521a\u53d192\u7968\u7684\u8f7b\u91cf\u4ea7\u54c1\u662f\u5426\u6709\u8fd9\u6837\u7684\u6570\u636e\u57fa\u5efa\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u9690\u5fe7\u662f\u7528\u6237\u9700\u6c42\u7684\u788e\u7247\u5316\uff1a\u6709\u4eba\u60f3\u770b\u8fdb\u7403\uff0c\u6709\u4eba\u60f3\u8d4c\u7edd\u6740\uff0c\u8fd8\u6709\u4eba\u53ea\u60f3\u88ab\u53eb\u9192\u770b\u70b9\u7403\u3002\u8fd9\u79cd\u5b9a\u5236\u5316\u65e2\u662f\u62a4\u57ce\u6cb3\uff0c\u4e5f\u662f\u5f00\u53d1\u9ed1\u6d1e\u3002\u82e5\u5728\u4e16\u754c\u676f\u521d\u671f\u56e0\u51e0\u6b21\u8bef\u62a5\u88ab\u5378\u8f7d\uff0c\u6574\u4e2a\u589e\u957f\u7a97\u53e3\u5c31\u4f1a\u5173\u95ed\u3002\n <\/p>\n<p class=\"ai-content\">\n \u73b0\u5b9e\u6765\u770b\uff0cClutch Alarm\u57282026\u5e74\u4e16\u754c\u676f\u524d\u7684\u6700\u4f73\u7b56\u7565\u4e0d\u662f\u8ffd\u6c42\u5b8c\u7f8eAI\uff0c\u800c\u662f\u5148\u505a\u4e00\u4e2a\u201c\u53ea\u6709\u8fdb\u7403\u624d\u54cd\u201d\u7684\u6781\u7b80\u7248\u95f9\u949f\u2014\u2014\u7528\u786e\u5b9a\u6027\u5efa\u7acb\u4fe1\u4efb\uff0c\u518d\u7528\u201c\u620f\u5267\u96f7\u8fbe\u201d\u4f5c\u4e3a\u589e\u503c\u4ed8\u8d39\u70b9\u3002\u5426\u5219\uff0c\u4ea7\u54c1\u5728\u201c\u7cbe\u51c6\u201d\u548c\u201c\u7075\u6d3b\u201d\u4e4b\u95f4\u7684\u6447\u6446\u4f1a\u540c\u65f6\u5931\u53bb\u4e24\u7c7b\u7528\u6237\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Clutch Alarm<\/span>\n <\/div>\n<div class=\"comment-content\">The World Cup is in North America, so for fans in Europe the big matches kick off at 3 AM. Clutch Alarm watches every live match and only wakes you \u2014 loud, full-screen, past silent mode \u2014 when it’s worth it: a goal, a one-goal finish, your team in trouble. Sleep through the 0-0 first halves; wake up for the drama. And even if you’re awake, it pings you the second a big moment happens \u2014 so you never miss one. Started as an NBA alarm, now covers football too.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The World Cup just kicked off \u2014 in North America. For those of us in Europe, that means the matches we’ve waited four years for start at 3 AM. So you either set a brutal alarm and pray it’s a good one, or you sleep and wake up to spoilers.<\/p>\n<p>Clutch Alarm fixes this. You tell it what’s worth waking up for \u2014 a goal, a one-goal game in the final stretch, your team in trouble \u2014 and it watches every live match for you. It only wakes you (loud, full-screen, bypasses silent mode) when those moments actually happen. Sleep through the 0-0 first halves. Wake up for the drama.<\/p>\n<p>And even if you’re already awake, it pings you the second a big moment happens, so you never miss one. It started as an NBA alarm for night-owl basketball fans living abroad, and now covers football too \u2014 just in time for the biggest month of the year. Would love your feedback, and happy to answer anything \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\/@itamarkenan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itamarkenan<\/a> \ud83c\udfc6\ud83c\udfc6\ud83c\udfc6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 such a specific but real problem for fans in the wrong timezone. I like that it\u2019s not just a scores app, it decides what\u2019s actually worth waking up for. Curious how customizable the \u201cbig moment\u201d rules are per team or match?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> it is fully end to end customizeable, it can be per team, league, match or even a player. You chose what to be woken up for, just score margin, time, and a lot of advanced features like big chances burst, leading underdog and and more\u2026<\/p>\n<p>We have built a smart statistic model which gets the match stats and calculate by 1-10 how watch-worthy the match is (the \u201cDrama Radar\u201d). <\/p>\n<p>Feel free to send me a message and talk about it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting contrast in how different fans might react. One person wants every goal instantly. Another wants to stay asleep unless their team is about to lose. Building for both audiences without overwhelming them seems like the hardest product decision here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who would rather sleep than gamble on a 3 AM kickoff, this solves a real problem. The challenge will be trust. If the app wakes me up twice for moments that feel unimportant, I might stop relying on it completely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the concept, but I wonder hoe fans define worth waking up for. A goal is obvious, yet some of the best matches are decided by tension rather than scoring. Can users customize the triggers deeply enough to match their viewing 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>This is one those ideas that sounds obvious only after someone builds it. Most late-night matches have long quiet stretches, so waking people only for meaningful moments feels much closer to how fans actually want to follow sports.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love products like these. As a football fan, this should help with the worldcup fixtures.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Solid launch :)) What was the hardest part to get right so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> I think the drama radar, in football it\u2019s hard to tell wether the match is \u201cclutch\u201d or not.<\/p>\n<p>For example 1-0 with the leading team dominates is not as clutch as 1-0 with the trailing team dominates. Building a model that knows how to handle those things. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a smart trade. Most fans pick between missing the match and wrecking three nights of sleep during a tournament, and I build in the recovery space so I see what those 3am kick offs do to people for days after. Sleeping through the boring halves and only waking for moments that matter is the right call. Do penalty shootouts get treated as a special case or do they fall under the one goal finish rule? Good luck with the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@oshylabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oshylabs<\/a> thank you, penalty shootouts are a special case. You can choose to wake up only for them to <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>But if it wakes you up after a goal, you’ve already missed it, right!?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@louislecat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@louislecat<\/a> You can wake up for goals, and some smart options can try to \u201cpredict\u201d a goal is soon to come and wake you up. <\/p>\n<p>Like big chances burst, the \u201cDrama Radar\u201d we built and a lot more.<\/p>\n<p>Feel free to message me and we\u2019ll talk about it\ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/4R652ZKM2NXRUB\" class=\"app-title\">pleNx \u2014 Plex client for Nintendo Switch<\/a><\/p>\n<div class=\"one-liner\">The first native Plex client for Nintendo Switch<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">80<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>pleNx \u5728 Nintendo Switch \u4e0a\u5b9e\u73b0\u4e86\u539f\u751f Plex \u5ba2\u6237\u7aef\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5916\u51fa\u6216\u65c5\u884c\u65f6\uff0c\u65e0\u9700\u989d\u5916\u643a\u5e26\u8bbe\u5907\u6216\u53cc\u7cfb\u7edf\u91cd\u542f\uff0c\u5c31\u80fd\u5728\u5355\u4e00\u4e3b\u673a\u4e0a\u7545\u4eab\u6e38\u620f\u548c\u79bb\u7ebf\u89c2\u5f71\u7684\u53cc\u91cd\u9700\u6c42\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\/56e3dbf2-2ab7-49f2-80fb-3fe63d9e1ccc.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\/d53e8a24-d6ab-431f-9ab9-3fd410e68202.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f940d8b-f2b7-488a-ba6b-1ee19a7fed71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/094739bf-f7a4-430a-906d-9038e819ef54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2af7f754-735b-413d-999c-6336ab11fcb4.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\">Nintendo<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Streaming Services<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Nintendo Switch<\/span><br \/>\n <span class=\"tag\">Plex\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">Homebrew<\/span><br \/>\n <span class=\"tag\">\u591a\u5a92\u4f53\u64ad\u653e<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u4e0b\u8f7d<\/span><br \/>\n <span class=\"tag\">MPV\u64ad\u653e\u5668<\/span><br \/>\n <span class=\"tag\">\u638c\u673a<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u56fa\u4ef6<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u6d41\u5a92\u4f53<\/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\u8be5\u9879\u76ee\u5728\u6280\u672f\u4e0a\u7684\u5de7\u601d\u4ee5\u53ca\u5bf9\u65e7\u786c\u4ef6\u6f5c\u529b\u7684\u6316\u6398\uff0c\u8ba4\u4e3a\u5b83\u6ee1\u8db3\u4e86\u65c5\u884c\u4e2d\u201c\u4e00\u673a\u591a\u7528\u201d\u7684\u771f\u5b9e\u9700\u6c42\u3002\u6f5c\u5728\u95ee\u9898\u5728\u4e8e\u9700\u7834\u89e3\u4e3b\u673a\u5e76\u5b89\u88c5\u81ea\u5b9a\u4e49\u56fa\u4ef6\uff0c\u5bf9\u666e\u901a\u73a9\u5bb6\u5b58\u5728\u4e00\u5b9a\u7684\u4f7f\u7528\u95e8\u69db\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n pleNx \u7684\u51fa\u73b0\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u666e\u9002\u7684\u5a92\u4f53\u64ad\u653e\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u9488\u5bf9\u7279\u5b9a\u6781\u5ba2\u5708\u5c42\u7684\u7cbe\u51c6\u7206\u7834\u3002\u5b83\u6700\u5927\u7684\u4eae\u70b9\u5e76\u975e\u201c\u80fd\u5728Switch\u4e0a\u770b\u7247\u201d\uff0c\u800c\u662f\u201c\u752848\u5c0f\u65f6\u548cClaude Code\u64ac\u52a8\u4e86Nintendo\u7684\u5c01\u95ed\u751f\u6001\u201d\u3002\u8fd9\u80cc\u540e\u662f\u6280\u672f\u6c11\u4e3b\u5316\u5bf9\u786c\u4ef6\u5382\u5546\u201c\u529f\u80fd\u9609\u5272\u201d\u7b56\u7565\u7684\u65e0\u58f0\u5632\u8bbd\u2014\u2014\u5f53\u4efb\u5929\u5802\u8fd8\u5728\u9760\u8fc7\u65f6\u7684\u7cfb\u7edf\u66f4\u65b0\u9650\u5236\u8bbe\u5907\u529f\u80fd\u65f6\uff0c\u5f00\u53d1\u8005\u5df2\u7ecf\u7528\u5f00\u6e90\u65b9\u6848\u8d4b\u4e88\u4e862017\u5e74\u7684\u8001\u786c\u4ef62025\u5e74\u7684\u751f\u4ea7\u529b\u3002\u4ece\u5b9e\u7528\u6027\u770b\uff0c\u5b83\u7684\u5b58\u5728\u786e\u5b9e\u4e3a\u51fa\u95e8\u53ea\u5e26\u4e00\u53f0Switch\u7684\u786c\u6838\u73a9\u5bb6\u63d0\u4f9b\u4e86\u95ed\u73af\u65b9\u6848\uff0c\u75db\u70b9\u660e\u786e\u4e14\u89e3\u51b3\u5f97\u5f7b\u5e95\u3002\u4f46\u5fc5\u987b\u6cfc\u51b7\u6c34\u7684\u662f\uff0c\u201cHomebrew+\u81ea\u5236\u56fa\u4ef6\u201d\u7684\u95e8\u69db\u5c0699%\u7684\u7528\u6237\u6321\u5728\u95e8\u5916\uff0c\u5b83\u6ce8\u5b9a\u53ea\u662f\u7834\u89e3\u5708\u91cc\u7684\u5c0f\u4f17\u73a9\u5177\uff0c\u65e0\u6cd5\u52a8\u6447\u5b98\u65b9\u751f\u6001\u3002\u6b64\u5916\uff0c\u4f9d\u8d56Plex\u670d\u52a1\u5668\u4f5c\u4e3a\u540e\u7aef\u610f\u5473\u7740\u5b83\u5e76\u975e\u4e00\u4e2a\u72ec\u7acb\u4ea7\u54c1\uff0c\u800c\u662f\u5bb6\u5ead\u5f71\u97f3\u94fe\u6761\u4e0a\u7684\u4e00\u4e2a\u8865\u4e01\u3002\u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\uff0c\u662f\u8fd9\u4e2a\u9879\u76ee\u6240\u63ed\u793a\u7684\u8d8b\u52bf\uff1a\u968f\u7740AI\u8f85\u52a9\u7f16\u7a0b\u5de5\u5177\u7684\u95e8\u69db\u964d\u4f4e\uff0c\u672a\u6765\u5c06\u4f1a\u6709\u66f4\u591a\u7c7b\u4f3c\u201c\u81ea\u5b9a\u4e49\u786c\u4ef6\u91cd\u751f\u201d\u7684\u5fae\u521b\u65b0\u6d8c\u73b0\u3002\u8fd9\u4e0d\u4ec5\u662f\u5bf9\u79d1\u6280\u5de8\u5934\u201c\u8ba1\u5212\u62a5\u5e9f\u201d\u7b56\u7565\u7684\u5bf9\u6297\uff0c\u66f4\u662f\u4e2a\u4eba\u5f00\u53d1\u8005\u5229\u7528\u65b0\u5de5\u5177\u5bf9\u65e7\u5e73\u53f0\u8fdb\u884c\u4ef7\u503c\u91cd\u5efa\u7684\u5ba3\u8a00\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\">pleNx \u2014 Plex client for Nintendo Switch<\/span>\n <\/div>\n<div class=\"comment-content\">pleNx is a free, open-source, native Plex client for the Nintendo Switch. Browse your server, queue your watchlist, download for offline in original quality, and play with MPV \u2014 handheld or docked on any TV.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi! \ud83d\udc4b<\/p>\n<p>This project started when I discovered tico, which brought native GameCube emulation to the Nintendo Switch. That made the Switch everything I’d wanted: one device for modern games and retro gaming all the way up to the GameCube. The only thing missing was my media \u2014 browsing, streaming and downloading from my Plex server. I was already doing it through an Android dual boot, but rebooting into another OS just to watch something never felt right.<\/p>\n<p>The goal: when I leave on vacation and want to pack light, I just grab the Switch and I have everything \u2014 and once docked, it doubles as an offline media player for any TV.<\/p>\n<p>No native Plex client existed for the Switch, so I built one. pleNx is a fork of Switchfin (an open-source Jellyfin client) migrated entirely to the Plex API and redesigned \u2014 entirely built with Claude Code (Fable 5) in 48 hours, with me reviewing, testing on real hardware and steering the design.<\/p>\n<p>What it does:<br \/>\n* \ud83c\udfac Your server’s home hubs, libraries, collections and search, fully controller-driven<br \/>\n* \u2b50 Plex Watchlist \u2014 browse, sort, add\/remove<br \/>\n* \u2b07\ufe0f Offline downloads in original quality (a full season in one tap)<br \/>\n* \u25b6\ufe0f MPV playback \u2014 direct play or transcode through your own server, subtitles, audio tracks<br \/>\n* \ud83d\udda5\ufe0f Same codebase runs on Windows, macOS, Linux and Android<\/p>\n<p>Fair warning: on the Switch it’s homebrew, so the console needs custom firmware. It’s free, open source, and not affiliated with Plex, Inc.<\/p>\n<p>What I like most: a console released in 2017 can still get new applications today \u2014 a small win against planned obsolescence.<\/p>\n<p>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>I find the technical achievement fascinating, but it also highlights how different users think. One person sees a hacked Switch and worries about complexity, while another sees a customizable device that can do far more than Nintendo intended.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 feels like a Plex client and more like a statement that older hardware still has untapped potential. I love seeing developers extend the life of devices that most companies have already moved on from.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like the exact kind of homebrew project people build because they actually needed it. Using the Switch as one travel device for games and offline Plex makes a lot of sense, especially when docked to a TV.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/6IV4I3APHRLUCD\" class=\"app-title\">Keep<\/a><\/p>\n<div class=\"one-liner\">Full-screen 3D clock scenes for your iPhone or Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">80<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Keep \u5c06 iPhone \u548c Mac \u7684\u95f2\u7f6e\u5c4f\u5e55\u8f6c\u5316\u4e3a\u5168\u5c4f3D\u52a8\u6001\u65f6\u949f\uff0c\u5728\u5145\u7535\u6216\u606f\u5c4f\u65f6\u63d0\u4f9b\u6c89\u6d78\u5f0f\u73af\u5883\u663e\u793a\uff0c\u89e3\u51b3\u9ed8\u8ba4\u65f6\u949f\u529f\u80fd\u5355\u4e00\u3001\u89c6\u89c9\u4e4f\u5473\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\/15610e99-98a6-40c1-b013-1c2d3c59b090.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a22ae19-752d-49df-a027-de582960da55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/664fae49-c9a9-4531-83f3-2c2e77d77ef7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70ab9b42-8075-42e8-a6d3-7055f34f0113.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d288b5e-fda2-461e-95b4-c55a1873b68f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d00924ec-f1a5-417a-8c69-320ca74c4c7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5de28ddb-e9ac-4628-aabf-4c58b5cc3071.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\/722c4ffa-0752-4daf-a27a-7772dfb09643.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\">iOS<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">3D\u65f6\u949f<\/span><br \/>\n <span class=\"tag\">\u73af\u5883\u5c4f\u4fdd<\/span><br \/>\n <span class=\"tag\">\u5f85\u673a\u663e\u793a<\/span><br \/>\n <span class=\"tag\">Mac\u5c4f\u4fdd<\/span><br \/>\n <span class=\"tag\">iPhone\u5145\u7535\u663e\u793a<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u827a\u672f<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u7f8e\u5b66<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u4e3b\u9898<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u805a\u7126\u3001\u4e0d\u5806\u780c\u529f\u80fd\uff0c\u5e76\u6697\u793a\u5176\u80fd\u51cf\u5c11\u5de5\u4f5c\u65f6\u5206\u5fc3\u770b\u624b\u673a\u3002Maker\u5f3a\u8c03\u4ea7\u54c1\u521d\u8877\u662f\u201c\u4e0b\u610f\u8bc6\u4fdd\u6301\u7b80\u5355\u201d\uff0c\u7528\u6237\u671f\u671b\u589e\u52a0\u65e5\u51fa\/\u96e8\u7a97\u7b49\u66f4\u5b89\u795e\u7684\u73af\u5883\u4e3b\u9898\uff0c\u5e76\u5173\u6ce8iOS\u4e0eMac\u4e24\u7aef\u7684\u4f53\u9a8c\u7edf\u4e00\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 Keep\u5728\u529f\u80fd\u4e0a\u505a\u201c\u51cf\u6cd5\u201d\u662f\u806a\u660e\u7684\u4ea7\u54c1\u7b56\u7565\u3002\u5b83\u6ca1\u6709\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u529f\u80fd\u81c3\u80bf\u7684\u65f6\u949fApp\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u201c\u606f\u5c4f\u7f8e\u5b66\u201d\u8fd9\u4e00\u7ec6\u5206\u573a\u666f\uff1a\u5229\u7528iPhone\u7684StandBy\u6a21\u5f0f\u548cMac\u7684\u5c4f\u4fdd\u673a\u5236\uff0c\u5c06\u7b49\u5f85\u65f6\u95f4\u8f6c\u5316\u4e3a\u6c1b\u56f4\u4f53\u9a8c\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u8ba1\u65f6\uff0c\u800c\u5728\u4e8e\u201c\u773c\u4e0d\u89c1\u4e3a\u51c0\u201d\u2014\u2014\u8ba9\u624b\u673a\u5728\u684c\u9762\u53d8\u8eab\u6210\u4e00\u4e2a\u6709\u8d28\u611f\u7684\u6446\u4ef6\uff0c\u4ece\u800c\u5f31\u5316\u7528\u6237\u7684\u68c0\u67e5\u51b2\u52a8\uff0c\u8fd9\u5728\u6ce8\u610f\u529b\u7a00\u7f3a\u7684\u65f6\u4ee3\u5c24\u4e3a\u73cd\u8d35\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c80\u7968\u7684\u66dd\u5149\u5ea6\u4e0e\u8f83\u4f4e\u7684\u8bc4\u8bba\u533a\u4e92\u52a8\u91cf\u6697\u793a\uff0c\u8be5\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u65e9\u671f\u5c0f\u4f17\u5708\u5c42\u3002\u5176\u6838\u5fc3\u6311\u6218\u5728\u4e8e\uff1a\u5982\u4f55\u5728\u4fdd\u6301\u201c\u7edd\u5bf9\u7b80\u5355\u201d\u7684\u524d\u63d0\u4e0b\uff0c\u5efa\u7acb\u8db3\u591f\u7684\u5185\u5bb9\u6df1\u5ea6\u548c\u4e3b\u9898\u65b0\u9c9c\u611f\u6765\u7ef4\u6301\u7528\u6237\u7c98\u6027\u3002\u82e5\u4ec5\u4ec5\u505c\u7559\u5728\u201c\u66f4\u6362\u5916\u89c2\u201d\u7684\u5c42\u9762\uff0c\u7528\u6237\u5bf9\u65b0\u5947\u611f\u7684\u9608\u503c\u4f1a\u8fc5\u901f\u964d\u4f4e\u3002\u771f\u6b63\u8ba9\u5b83\u4ece\u201c\u73a9\u5177\u201d\u8715\u53d8\u4e3a\u201c\u5de5\u5177\u201d\u7684\uff0c\u53ef\u80fd\u662f\u80fd\u5426\u6df1\u5ea6\u878d\u5165\u7528\u6237\u7684\u573a\u666f\u751f\u6001\u2014\u2014\u4f8b\u5982\u901a\u8fc7\u81ea\u52a8\u5316\u4e0e\u65e5\u5386\u3001\u5929\u6c14\u6216\u4e13\u6ce8\u6a21\u5f0f\u8054\u52a8\uff0c\u8ba9\u65f6\u949f\u7684\u753b\u9762\u4e0d\u4ec5\u4ec5\u662f\u597d\u770b\uff0c\u8fd8\u80fd\u6210\u4e3a\u60c5\u7eea\u6216\u65e5\u7a0b\u72b6\u6001\u7684\u89c6\u89c9\u951a\u70b9\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4f60\u7535\u8111\u4e0a\u53c8\u4e00\u4e2a\u5b89\u88c5\u540e\u4e0d\u4e45\u5c31\u88ab\u9057\u5fd8\u7684\u5c4f\u4fdd\u5305\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\">Keep<\/span>\n <\/div>\n<div class=\"comment-content\">The default clock got boring. Keep transforms your iPhone and Mac into beautiful 3D ambient clock displays. Use it as a StandBy-style charging display on iPhone with Apple’s built-in Shortcuts automation, or replace static screensavers on Mac with animated ambient clocks. Featuring holographic, glass, jelly, wireframe, matrix and morphing liquid-inspired themes designed to become part of your setup.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019d probably use this most on an iPhone while charging at my desk. A slow sunrise or rainy-window theme would fit the ambient feel really well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> Keep started as an iPhone project however I figured why not do both Mac and IOS! I agree though, I love getting some work done with my phone on a magsafe stand and a nice theme showing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 decision to keep the product focused instead of adding endless features. The holographic and glass themes look especially clean. Congrats on the launch, Will!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marianna_tymchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marianna_tymchuk<\/a> Appreciate it! they are my favourite themes too. If you could add a scene what would you like to see?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I’m Will, the maker of Keep.<\/p>\n<p>The idea started after using Apple’s StandBy mode and feeling like the clock options were a bit limited. I wanted something that felt more visual, more ambient, and looked great on a desk or nightstand.<\/p>\n<p>Keep is a collection of 3D ambient clock displays for iPhone and Mac. On iPhone, it can be launched automatically while charging using Apple’s built-in Shortcuts automation. On Mac, it replaces static screensavers with animated ambient clock displays.<\/p>\n<p>One thing I had to constantly fight while building this was feature creep. The product started much bigger, but the final version is intentionally simple: pick a display and enjoy it.<\/p>\n<p>I’d love to know:<\/p>\n<p>\u2022 Which display is your favourite?<br \/>\n\u2022 Would you use it on iPhone, Mac, or both?<br \/>\n\u2022 What’s one display theme you’d like to see added next?<\/p>\n<p>Happy to answer any questions and would love your feedback.<\/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\">This is pretty cool, also can double as a reason not to pick up your phone and get distracted while working<\/div>\n<div class=\"comment-actions\">\n<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\/@montverde\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@montverde<\/a> I like your thinking! Yes it could!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/P7I5RHTCQMEGSH\" class=\"app-title\">QACAT<\/a><\/p>\n<div class=\"one-liner\">Catch translation issues before your users do<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">52<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>QACAT\u662f\u4e00\u6b3e\u6df7\u5408\u578b\u7ffb\u8bd1\u8d28\u91cf\u4fdd\u969c\uff08QA\uff09\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u89c4\u5219\u68c0\u67e5\u3001AI\u5206\u6790\u4e0e\u4eba\u5de5\u4e13\u5bb6\u5ba1\u6838\u76f8\u7ed3\u5408\uff0c\u5728\u4ea7\u54c1\u771f\u5b9eUI\u622a\u56fe\u73af\u5883\u4e2d\u5b9a\u4f4d\u7ffb\u8bd1\u95ee\u9898\uff0c\u89e3\u51b3\u4f20\u7edfQA\u6d41\u7a0b\u6162\u3001\u4e0d\u900f\u660e\u4e14\u96be\u4ee5\u8861\u91cf\u8d28\u91cf\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e518132-9387-48e6-b6d5-0a965dfc7015.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee83e56b-b01d-4c72-9ae4-42e31e904bed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/268401ca-e2ab-42e3-8015-4c6fdcb154f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69755928-b2d2-4a71-b9b0-3838cca4425f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfc74a1e-0c42-494f-a630-b62a76bb91e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0367743a-2005-4820-bf82-2f1f98dc0972.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e005615-75a8-44b3-a76a-db82f7ce9f59.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1562a7ea-c8fa-4b56-a896-a826c8f6a974.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\/99c94be7-a9fd-4835-a0d7-b56bc2f8f89c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/HFP1xr09Jko\"><source src=\"https:\/\/youtu.be\/HFP1xr09Jko\" 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\">Languages<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7ffb\u8bd1\u8d28\u91cf\u4fdd\u969c<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316QA<\/span><br \/>\n <span class=\"tag\">AI\u8d28\u68c0<\/span><br \/>\n <span class=\"tag\">\u622a\u56fe\u6807\u6ce8<\/span><br \/>\n <span class=\"tag\">OCR\u6587\u672c\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u5ba1\u6838<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u89c4\u5219<\/span><br \/>\n <span class=\"tag\">LQA\u8bc4\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u62a5\u544a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u89e3\u51b3\u4f20\u7edfQA\u7684\u9ed1\u7bb1\u95ee\u9898\uff0c\u5c24\u5176\u8d5e\u8d4f\u622a\u56fe\u6807\u6ce8OCR\u529f\u80fd\u548cAI+\u4eba\u5de5\u5206\u5c42\u65b9\u6848\u3002\u6838\u5fc3\u7591\u95ee\u5305\u62ec\uff1a\u5c0f\u56e2\u961f\u5b9a\u4ef7\uff08\u5df2\u63d0\u4f9b\u514d\u8d39\u8bd5\u7528\uff09\u3001\u4e0e\u7eafLLM\u81ea\u68c0\u7684\u5dee\u5f02\u3001\u5bf9\u963f\u62c9\u4f2f\u8bed\u7b49\u975e\u62c9\u4e01\u6587\u5b57\u7684OCR\u652f\u6301\u3001\u4ee5\u53ca\u5927\u89c4\u6a2140+\u8bed\u79cd\u7684\u6027\u80fd\u8868\u73b0\u3002\u53e6\u6709\u7528\u6237\u5173\u6ce8\u672f\u8bed\u7ba1\u7406\u9700\u6c42\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 QACAT\u7684\u51fa\u73b0\uff0c\u7cbe\u51c6\u6233\u4e2d\u4e86AI\u7ffb\u8bd1\u65f6\u4ee3\u4e00\u4e2a\u65e5\u76ca\u5c16\u9510\u7684\u6096\u8bba\uff1aAI\u8ba9\u7ffb\u8bd1\u53d8\u5f97\u5ec9\u4ef7\u4e14\u65e0\u5904\u4e0d\u5728\uff0c\u5374\u4e5f\u4f7f\u8d28\u91cf\u7ba1\u63a7\u6ca6\u4e3a\u4e00\u79cd\u201c\u770b\u4e0d\u89c1\u3001\u6478\u4e0d\u7740\u201d\u7684\u7384\u5b66\u3002\u4f20\u7edfQA\u4f9d\u8d56\u7684\u7535\u5b50\u8868\u683c\u548c\u90ae\u4ef6\u9644\u4ef6\uff0c\u5728\u9762\u5bf9\u6d77\u91cf\u591a\u8bed\u8a00\u5185\u5bb9\u548c\u622a\u56fe\u65f6\uff0c\u6548\u7387\u4f4e\u4e0b\u4e14\u6210\u672c\u9ad8\u6602\uff0c\u5bfc\u81f4\u8bb8\u591a\u56e2\u961f\u5e72\u8106\u653e\u5f03QA\uff0c\u81ea\u6b3a\u6b3a\u4eba\u3002QACAT\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u8bd5\u56fe\u7528AI\u53d6\u4ee3\u6240\u6709\u4eba\u7c7b\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u79cd\u201c\u5206\u5c42\u9f50\u5c04\u201d\u7684QA\u7b56\u7565\u3002\u5bf9\u4e8e\u4f4e\u98ce\u9669\u5185\u5bb9\uff0c\u5feb\u901f\u81ea\u52a8\u5316\u68c0\u67e5\uff1b\u5bf9\u4e8e\u9ad8\u98ce\u9669\u5185\u5bb9\uff0c\u518d\u6295\u5165AI\u548c\u4eba\u5de5\u6df1\u5ea6\u5ba1\u67e5\u3002\u8fd9\u79cd\u52a1\u5b9e\u7684\u6df7\u5408\u67b6\u6784\uff0c\u65e2\u6ee1\u8db3\u4e86NDA\u573a\u666f\u5bf9\u6570\u636e\u5b89\u5168\u7684\u521a\u9700\uff0c\u53c8\u63d0\u9ad8\u4e86QA\u6d41\u7a0b\u7684\u7075\u6d3b\u6027\u548c\u9488\u5bf9\u6027\u3002\u5176\u5185\u7f6eOCR\u5e76\u5728UI\u622a\u56fe\u76f4\u63a5\u6807\u6ce8\u95ee\u9898\u7684\u8bbe\u8ba1\uff0c\u66f4\u662f\u76f4\u51fb\u4e86LQA\u6d41\u7a0b\u4e2d\u201c\u4e0a\u4e0b\u6587\u7f3a\u5931\u201d\u8fd9\u4e00\u6700\u6838\u5fc3\u7684\u75db\u70b9\uff0c\u8ba9\u8bed\u8a00\u4e13\u5bb6\u4e0d\u518d\u5bf9\u7740\u5b64\u7acb\u7684\u5b57\u7b26\u4e32\u778e\u731c\u3002\u4e0d\u8fc7\uff0c\u5b83\u9700\u8981\u8b66\u60d5\u7684\u662f\uff0c\u5de5\u5177\u53ea\u80fd\u8d4b\u80fd\u6d41\u7a0b\uff0c\u4e0d\u80fd\u89e3\u51b3\u6d41\u7a0b\u672c\u8eab\u7684\u7ba1\u7406\u95ee\u9898\u3002\u5982\u679c\u5ba2\u6237\u672c\u8eab\u7684\u672c\u5730\u5316\u6d41\u7a0b\u5c31\u662f\u6df7\u4e71\u7684\uff0cQACAT\u63d0\u4f9b\u7684\u8bc4\u5206\u548c\u62a5\u544a\u4e5f\u8bb8\u53ea\u4f1a\u751f\u6210\u66f4\u7cbe\u7f8e\u7684\u6df7\u4e71\u5730\u56fe\u3002\u6b64\u5916\uff0c\u5728\u5f53\u4e0bLLM\u80fd\u529b\u6781\u901f\u81a8\u80c0\u7684\u80cc\u666f\u4e0b\uff0c\u201cAI\u5206\u6790\u201d\u80fd\u529b\u7684\u5dee\u5f02\u6027\u5c06\u6210\u4e3a\u5176\u6838\u5fc3\u7ade\u4e89\u529b\u3002\u4f46\u65e0\u8bba\u5982\u4f55\uff0c\u5bf9\u4e8e\u4efb\u4f55\u4e00\u5bb6\u6709\u5168\u7403\u5316\u91ce\u5fc3\uff0c\u5e76\u4e14\u53d7\u591f\u4e86\u201c\u7ffb\u5b8c\u5c31\u7b97\uff0c\u51fa\u4e8b\u518d\u6539\u201d\u8fd9\u79cd\u91ce\u8def\u5b50\u7684\u4ea7\u54c1\u56e2\u961f\uff0cQACAT\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u91cf\u5316\u3001\u53ef\u8ffd\u6eaf\u4e14\u66f4\u5065\u5eb7\u7684QA\u65b0\u8303\u5f0f\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\">QACAT<\/span>\n <\/div>\n<div class=\"comment-content\">QACAT is a hybrid translation QA platform combining automated rule checks, AI analysis, and expert human review. Upload screenshots and review translations in real product UI \u2014 built-in OCR pulls the text for you. Every run gives a structured, scored report with severity breakdowns and an AI summary of what to fix. Works across 100+ languages. Powered by Alconost.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt.<\/p>\n<p>Dmitry here. I lead linguist operations at Alconost \u2014 my job is making sure our linguists’ work is as efficient as it can be.<\/p>\n<p>For a long time, the translation QA process seemed okay. Spreadsheets, marked errors, a final score. Workable for most projects, awkward for screenshot testing \u2014 but there was no real alternative.<\/p>\n<p>We’ve come to the point where QA is often ditched by teams just because it isn’t adapted to modern translation workflows. The good old QA in spreadsheets is slow, inconvenient, and more expensive than it could be.<\/p>\n<p>AI made translation cheap. It also made quality invisible.<\/p>\n<p>QACAT is what we built to make quality measurable again \u2014 and to give linguists a real environment to do real work in.<\/p>\n<p>A few things make it different:<\/p>\n<p>\u2013 Pick the right QA depth for the content. Rule-based checks (fast, NDA-safe); QA by pure AI or AI + human review; full human evaluation \u2014 all on one platform.<\/p>\n<p>\u2013 Reports, not spreadsheets. Every QA run produces a structured report \u2014 score, severities, error categories, language and engine breakdowns. When it’s done, an automatic summary highlights risk areas and points to what actually needs fixing.<\/p>\n<p>\u2013 A real environment for the people doing the work. Upload screenshots, and the platform handles the rest \u2014 OCR reads the text, the translation auto-fills the correction field, and reviewers mark issues right on the UI. No external image editors, no link-pasting, no re-typing strings.<\/p>\n<p>\u2013 Quality you can track over time. Linguist performance, severity patterns, recurring issues \u2014 across projects, languages, and people.<\/p>\n<p>Would genuinely love your feedback \u2014 what’s missing, what’s confusing, what you’d want to see next. We’ll be here all day answering questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy to be hunting QACAT today! \ud83d\udc31<\/p>\n<p>I’ve spent a fair bit of time looking into this one, and it solves a problem most localization professionals or companies going global will recognize: translation QA has long been an inconvenient process and a bit of a black box, hard to actually measure. <\/p>\n<p>QACAT solves this:<br \/>\u2714 pulls the whole thing into one environment<br \/>\u2714 is built around how localization works today, with AI translation, human review, and screenshots as context<br \/>\u2714 makes QA measurable<br \/>\u2714 helps prevent the same issues repeating in future projects<\/p>\n<p>One of the most impressive features is marking issues directly on screenshots (with built-in OCR making it easy for linguists) instead of staring at exported strings.<\/p>\n<p>Dmitry built it and leads linguist operations at Alconost, so he knows it far better than I do. Both of us will be around in the comments today, so ask us anything. \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@margarita_s88\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@margarita_s88<\/a> Huge congrats on the launch! \ud83d\udc4f Combining screenshot context with AI and human review is exactly what modern localization workflows need right now. what AI models are powering the analysis under the hood? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@margarita_s88\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@margarita_s88<\/a> <a href=\"https:\/\/www.producthunt.com\/@dmitry_winicki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Dmitry Winicki<\/strong><\/a> Congrats on launching QACAT! Love seeing a tool built by people who live the problem daily. When you have a clear ICP, and clear pain, you get a clear fix. Curious – did this start as an internal tool at Alconost before you decided to make it a product?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching QACAT, Dmitry! Love that there is an nda safe automated layer with no AI involved – a lot of teams can’t send content to LLMs so having a deterministic-only option is useful indeed<\/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\/@dnz_zh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dnz_zh<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome.. where have you been. We are localized in I think around 9 countries and theres no room for error because our product is used for a lot of legal tech. Passing to my team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@derickd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@derickd<\/a> thanks a lot for your support Derick! I hope you’ll find QACAT useful, and Dmitry will be happy to show a quick demo if you want to see it in action on your content! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@derickd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@derickd<\/a> Thank you, I really appreciate that!<\/p>\n<\/p>\n<p>I\u2019d be happy to give your team a demo. Quality is ultimately about trust.<\/p>\n<\/p>\n<p>In our experience, not every piece of content needs the same level of review. For lower-risk content, fast and cost-effective checks like AQA, AIQA + human validation are often enough. But for sensitive content with a direct business, legal, or customer impact, deeper reviews such as LQA or LQT provide an additional layer of confidence.<\/p>\n<\/p>\n<p>Happy to show how these approaches can fit into your existing localization workflow.<\/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>Well done Dmitry – the feature choices show this platform was built by someone with a lot of hands-on localization experience =) agree that handling glossary terms is a must! when I was working on Nitro, glossary feature was often asked about, so we added it too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dioiv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dioiv<\/a> Thanks a lot. I love and miss Nitro.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! You’ve put a lot of work into this platform. I personally like that you can pick how deep the QA goes – makes sense that not everything needs the full treatment <\/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\/@nickzaleski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nickzaleski<\/a> Thank for your inspiration, master \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Interesting! What does pricing look like for a small team?<\/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\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> We’ve kept plans affordable for both individuals and teams, you can check out pricing options here: <a href=\"https:\/\/qacat.alconost.com\/pricing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/qacat.alconost.com\/pricing<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> Thanks for asking. Good question. We\u2019re still in the early stage, so pricing is intentionally simple and will likely evolve based on customer feedback and usage patterns.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>finally a QA tool that treats quality as something you track over time rather than a one-off score per project!<\/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>Is there a free way to try it before committing?<\/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\/@marcelo_macedo2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcelo_macedo2<\/a> Yes! There is a free one-month trial, so you can run real projects through it before deciding \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>Hi! I am wondering how this is different from just running a quick LLM QA check myself?<\/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\/@olga_sapach\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olga_sapach<\/a> Quick LLM QA checks are absolutely a valid modern approach, and I use them myself. The difference is that QACAT combines multiple quality layers rather than relying on a single AI opinion.<\/p>\n<\/p>\n<p>Depending on the workflow, that can include deterministic QA checks, + LLM-based evaluation, +human validation, and + deeper review workflows such as LQA or LQT.<\/p>\n<\/p>\n<p>In our experience, even the best and most expensive LLM models are excellent at finding some types of issues, but they still miss context, make incorrect assumptions, or generate false positives. That\u2019s why we treat AI as one layer of the quality process rather than the final authority.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 OCR handle languages with non-Latin scripts or right-to-left text like Arabic or Hebrew?<\/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\/@margarita_tsygankova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@margarita_tsygankova<\/a> Thanks for asking. Good question indeed! We use two OCR engines. One supports Arabic, Hebrew (AI assisted), and other non-Latin scripts well (no AI involved, for NDA safe mode), while the other is optimized for Latin-based languages. We select the most suitable OCR approach based on the content being processed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 screenshot review with OCR caught my eye. I’ve seen how time linguists waste when doing LTQ and re-typing strings and indicating what\u2019s wrong, so this feature sounds really handy.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kseniya_avtukhovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kseniya_avtukhovich<\/a> thanks for checking out QACAT! yepp, it is really convenient, our first users (linguists) already let us know they loved this specific feature \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it perform at scale? Wondering if it’s been tested on projects with, say, 40+ languages.<\/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\/@elena_kozak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elena_kozak<\/a> Thank you for your question – and yes! QACAT has already been used across 40+ languages in production environments. Not necessarily within a single project, but across multiple real-world localization workflows and quality evaluation scenarios.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Scoring per ai engine is useful. Most teams try multiple ai engines, and knowing which engine performs best per language is valuable data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/GYW4QVKEB3HXG4\" class=\"app-title\">LeadPrysm<\/a><\/p>\n<div class=\"one-liner\">Every newly funded AI startup – with contacts<\/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>LeadPrysm\u5b9e\u65f6\u8ffd\u8e2a\u6bcf\u5468\u65b0\u83b7\u878d\u8d44\u7684AI\u521d\u521b\u516c\u53f8\uff0c\u81ea\u52a8\u6574\u5408\u521b\u59cb\u4eba\u53ca\u9ad8\u7ba1\u8054\u7cfb\u65b9\u5f0f\u3001\u6295\u8d44\u4eba\u3001\u878d\u8d44\u5386\u53f2\u4e0e\u62db\u8058\u4fe1\u53f7\uff0c\u4e3aB2B\u9500\u552e\u548cSaaS\u5de5\u5177\u56e2\u961f\u7cbe\u51c6\u9501\u5b9a\u201c\u521a\u6709\u94b1\u3001\u6709\u9700\u6c42\u3001\u65e0\u4f9b\u5e94\u5546\u9501\u5b9a\u201d\u7684\u9ec4\u91d1\u89e6\u8fbe\u7a97\u53e3\uff0c\u89e3\u51b3\u624b\u5de5\u6316\u6398\u76ee\u6807\u4f01\u4e1a\u8017\u65f6\u4e14\u9519\u5931\u65f6\u673a\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\/7ec74415-8682-4c81-8e32-bbfb73bb7504.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f3db48a-b206-4540-a987-b5c1ef85b76d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/294f666a-bfba-40d0-b9d6-8e15cc02034e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4604a30b-f8f4-4e4d-acea-3e76a3ba6661.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8edb8912-d289-46d7-b0cc-25cc85584275.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70b38a42-24a4-4fd4-bef4-dc6aa0d566c7.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\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u7ebf\u7d22<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u516c\u53f8\u878d\u8d44\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">B2B\u6f5c\u5728\u5ba2\u6237<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u8054\u7cfb\u65b9\u5f0f<\/span><br \/>\n <span class=\"tag\">\u878d\u8d44\u4fe1\u53f7<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u4fe1\u53f7<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7ec6\u5206\u5782\u76f4\u7c7b<\/span><br \/>\n <span class=\"tag\">\u5468\u62a5\u63a8\u9001<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/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\u521b\u610f\u548c\u65f6\u673a\u4ef7\u503c\uff0c\u4f46\u4e5f\u6709\u7591\u8651\uff1a\u5f53\u6240\u6709\u7c7b\u4f3c\u5de5\u5177\u90fd\u5728\u878d\u8d44\u5468\u8702\u62e5\u8054\u7cfb\u521b\u59cb\u4eba\u65f6\uff0c\u7528\u6237\u5982\u4f55\u907f\u514d\u6ca6\u4e3a\u201c\u566a\u97f3\u201d\u3002\u90e8\u5206\u8bc4\u8bba\u8be2\u95ee\u4ea7\u54c1\u80cc\u540e\u6210\u957f\u7b56\u7565\uff0c\u5e76\u5efa\u8bae\u589e\u5f3a\u5dee\u5f02\u5316\u4ee5\u907f\u514d\u540c\u8d28\u5316\u5e72\u6270\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 LeadPrysm\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5e7f\u6cdb\u611f\u77e5\u4f46\u5c1a\u672a\u88ab\u7cbe\u5206\u5de5\u5177\u8986\u76d6\u7684\u9500\u552e\u75db\u70b9\uff1aAI\u8d5b\u9053\u7684\u201c\u878d\u8d44\u77ac\u95f4\u201d\u5373\u662f\u9500\u552e\u201c\u4fdd\u8d28\u671f\u201d\u3002\u4f20\u7edf\u6570\u636e\u5e93\u6216\u878d\u8d44\u8ffd\u8e2a\u5de5\u5177\uff08\u5982Crunchbase\u3001PitchBook\uff09\u4fe1\u606f\u6ede\u540e\u6216\u96be\u4ee5\u76f4\u63a5\u5bfc\u51fa\u8054\u7cfb\u4eba\uff0c\u800cLeadPrysm\u5c06\u201c\u4f55\u65f6\u8054\u7cfb\u201d\u8fd9\u4e2a\u65f6\u95f4\u5dee\u4ea7\u54c1\u5316\u4e86\u3002\u5b83\u6df1\u5ea6\u7ed1\u5b9a\u201c\u9884\u7b97\u521a\u5230\u4f4d+\u51b3\u7b56\u5c42\u6d3b\u8dc3+\u7ade\u4e89\u672a\u56fa\u5316\u201d\u7684\u9ad8\u8f6c\u5316\u573a\u666f\uff0c\u5207\u5165\u70b9\u4e3a\u7cbe\u51c6\u4e14\u6781\u5177\u5546\u4e1a\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u540c\u6837\u5c16\u9510\uff1a\u7b2c\u4e00\uff0c\u540c\u8d28\u7ade\u4e89\u8005\u7684\u6d8c\u5165\u5c06\u5feb\u901f\u51b2\u9ad8\u201c\u878d\u8d44\u5468\u89e6\u8fbe\u201d\u7684\u566a\u97f3\u7387\u3002\u82e5\u65e0\u6570\u636e\u72ec\u5bb6\u6027\u6216\u5dee\u5f02\u5316\u89e6\u8fbe\u7b56\u7565\uff0c\u7528\u6237\u6781\u6613\u88ab\u521b\u59cb\u4eba\u538c\u5f03\uff0c\u5bfc\u81f4\u5de5\u5177\u672c\u8eab\u6210\u4e3a\u53cd\u5411\u7b5b\u9009\u5668\u3002\u7b2c\u4e8c\uff0c\u4ea7\u54c1\u660e\u786e\u4f9d\u8d56AI\u4ece\u516c\u5171\u6e90\u6c47\u7f16\u6570\u636e\uff0c\u82e5\u65e0\u6cd5\u6784\u5efa\u9632\u5fa1\u6027\u6570\u636e\u7cbe\u5ea6\uff08\u5982\u8054\u7cfb\u4eba\u90ae\u7bb1\u9a8c\u8bc1\u7387\u3001\u878d\u8d44\u7c7b\u578b\u7504\u522b\uff09\uff0c\u5c06\u6ca6\u4e3a\u666e\u901a\u4fe1\u606f\u805a\u5408\u7ad9\u3002\u7b2c\u4e09\uff0c\u4ec5\u8986\u76d6AI\u521d\u521b\u516c\u53f8\uff0c\u867d\u805a\u7126\u4f46\u9650\u5236\u4e86\u6f5c\u5728\u7528\u6237\u7fa4\uff08\u5982\u9762\u5411\u5168\u884c\u4e1a\u7684\u9500\u552e\u56e2\u961f\uff09\uff0c\u5c5e\u4e8e\u7cbe\u7ec6\u5316\u4f46\u975e\u89c4\u6a21\u5316\u6253\u6cd5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6570\u636e\u5e93\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u4fe1\u53f7\u65f6\u5e8f\u201d\u7684\u628a\u63e1\uff0c\u5373\u4ece\u201c\u516c\u53f8\u4f55\u65f6\u878d\u8d44\u201d\u5230\u201c\u5e94\u8be5\u4f55\u65f6\u90ae\u4ef6\u201d\u7684\u81ea\u52a8\u5316\u9884\u5224\u3002\u8981\u8df3\u8fc7\u7ea2\u6d77\uff0cLeadPrysm\u5fc5\u987b\u5411\u201c\u51b3\u7b56\u65f6\u673a\u5f15\u64ce\u201d\u8fdb\u5316\uff0c\u6bd4\u5982\u7ed3\u5408\u521b\u59cb\u4eba\u516c\u5f00\u52a8\u6001\u3001\u516c\u53f8\u62db\u8058\u8282\u594f\u7b49\u4e8c\u6b21\u4fe1\u53f7\uff0c\u751f\u6210\u63a8\u8350\u7684\u9996\u6b21\u8054\u7cfb\u65f6\u95f4\u800c\u975e\u9759\u6001\u6a21\u677f\u3002\u5426\u5219\uff0c\u201c\u6bcf\u4e2a\u878d\u8d44\u521d\u521b\u90fd\u627e\u4e0a\u95e8\u201d\u53ea\u4f1a\u8ba9\u9500\u552e\u56e2\u961f\u6ca6\u4e3a\u5343\u4eba\u4e00\u9762\u7684\u4fe1\u606f\u8f70\u70b8\u673a\uff0c\u800c\u975e\u83b7\u5ba2\u72d9\u51fb\u624b\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\">LeadPrysm<\/span>\n <\/div>\n<div class=\"comment-content\">LeadPrysm tracks every newly funded AI startup across 10 sub-verticals and turns each raise into a full profile: founder & exec contacts, investors, funding history, hiring signals, and market context. Refreshed weekly.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I built LeadPrysm because selling to startups has a timing problem: the perfect moment to reach out is the week a company raises – they have budget, urgency, and no vendor lock-in yet. But finding who raised, who runs it, and how to reach them means hours of digging per company.<\/p>\n<p>LeadPrysm automates the whole loop for AI startups specifically:<\/p>\n<p>\ud83d\udd0d Tracks every new AI funding round daily (multiple web sources, merged & deduplicated)<br \/>\n\ud83c\udff7\ufe0f Classifies into 10 AI sub-verticals – agents, infra, vision, healthcare AI, robotics\u2026<br \/>\n\ud83d\udc64 Enriches each company with founder & exec contacts, investors, funding history, and hiring signals<br \/>\n\ud83d\udcec Ships it as a browsable database + weekly digest<\/p>\n<p>It’s in beta and built solo – data is AI-assembled from public sources, so you may catch an imperfect record; there’s a one-click report button and I fix them fast.<\/p>\n<p>Free tier needs no card: the 5 newest startups + a contacts preview every week. I’d genuinely love your feedback – especially from anyone selling tools or services to startups.<br \/>\nWhat’s missing? What would make this a no-brainer?<\/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\/@rohovets_taras\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohovets_taras<\/a> Interesting concept. Turning funding announcements into detailed profiles with contacts, hiring signals, and market context could save a lot of research time for anyone doing outreach or market 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>Solid idea, but here’s my concern: the moment a startup raises funding, every tool like this is reaching out to the same founders that week. How do you make sure your users aren’t just becoming noise in an already crowded inbox? <\/p>\n<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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.<\/p>\n<p>This is a really smart angle on lead generation. Most people focus on finding companies, but you’ve focused on finding them at exactly the right moment. Timing is often the difference between getting ignored and getting a meeting.<\/p>\n<p>I also like that you’re narrowing in on AI startups specifically rather than trying to be another massive, generic database. The categorization and enrichment layers make it much more actionable than a simple funding tracker.<\/p>\n<p>Would love to learn more about how you’re building and growing this. What’s the best email to reach you on? 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